патент
№ US 0011566077
МПК C07K16/28

Dysfunctional antigen-specific CD8+ T cells in the tumor microenvironment

Авторы:
Thomas Gajewski
Правообладатель:
Все (2)
Номер заявки
16476219
Дата подачи заявки
17.01.2018
Опубликовано
31.01.2023
Страна
US
Как управлять
интеллектуальной собственностью
Реферат

[0000]

Provided herein are compositions and methods for detecting and/or targeting dysfunctional tumor antigen-specific CD8+ T cells in the tumor microenvironment for diagnostic, therapeutic and/or research applications. In particular, dysfunctional tumor antigen-specific CD8+ T cells are detected and/or targeted via their expression of cell surface receptors described herein, such as 4-1BB, LAG-3, or additional markers that correlate with 4-1BB and LAG-3 expression, such as markers differentially expressed on the surface of the T cells.

Формула изобретения

1. A method of treating dysfunctional tumor antigen-specific CD8+ T cells in a subject in need thereof with a solid tumor cancer comprising identifying dysfunctional T cells by testing said cells for expression of GPNMB; and administering to the subject an antibody or antibody fragment that specifically targets dysfunctional tumor antigen-specific CD8+ T cells, wherein the antibody or antibody fragment targets GPNMB expressed on the surface of the T cells, and wherein the dysfunctional tumor antigen-specific CD8+ T cells are within a tumor microenvironment.

2. The method of claim 1, wherein the tumor allows T cell infiltration, but is resistant to immunotherapies.

3. The method of claim 1, further comprising contacting the dysfunctional tumor antigen-specific CD8+ T cells with an anti-4-1BB and/or anti-LAG3 agent.

4. The method of claim 3, wherein the anti-4-1BB and/or anti-LAG3 agent is an antibody, antibody fragment, or antibody mimetic molecule.

5. The method of claim 1, further comprising co-administration of an additional therapeutic agent.

6. The method of claim 5, wherein the additional therapeutic agent is a chemotherapeutic or an immunotherapeutic agent.

7. The method of claim 6, wherein the additional therapeutic agent is an immunotherapeutic agent selected from the list consisting of cell-based therapies, monoclonal antibody (mAb) therapy, cytokine therapy, and adjuvant treatment.

8. The method of claim 7, wherein the immunotherapeutic agent is a mAb therapy selected from the list consisting of anti-CTLA-4 monoclonal antibodies and/or anti-PD-L1 monoclonal antibodies.

9. The method of claim 7, wherein the immunotherapeutic agent is a cell-based therapy selected from the list consisting of dendritic-cell therapy and T-cell therapy.

10. The method of claim 5, wherein the additional therapeutic agent targets PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A, Nrn1, CRTAM and/or Sema7a.

11. The method of claim 1, wherein the antibody or antibody fragment is an anti-Nrn1 antibody, antibody fragment, or antibody mimetic molecule.

12. The method of claim 1, wherein the antibody or antibody fragment is an anti-Sema7a antibody, antibody fragment, or antibody mimetic molecule.

13. The method of claim 1, wherein the antibody or antibody fragment is an anti-CRTAM antibody, antibody fragment, or antibody mimetic molecule.

Описание

CROSS-REFERENCE TO RELATED APPLICATIONS

[0001]

The present invention claims priority to U.S. Provisional Patent Application Ser. No. 62/447,199, filed Jan. 17, 2017, which is incorporated by reference in its entirety.

STATEMENT OF GOVERNMENT SUPPORT

[0002]

This invention was made with government support under Grant No. R01 CA161005 awarded by the National Institutes of Health. The government has certain rights in the invention.

FIELD

[0003]

Provided herein are compositions and methods for detecting and/or targeting dysfunctional tumor antigen-specific CD8+ T cells in the tumor microenvironment for diagnostic, therapeutic and/or research applications. In particular, dysfunctional tumor antigen-specific CD8+ T cells are detected and/or targeted via their expression of cell surface receptors described herein, such as 4-1BB, LAG-3, or additional markers that correlate with 4-1BB and LAG-3 expression, such as markers differentially expressed on the surface of the T cells.

BACKGROUND

[0004]

The immune system plays a critical role in protecting the host from cancer (Vesely et al., 2011; incorporated by reference in its entirety). Innate sensing of tumors leads to an adaptive T cell response through the presentation of tumor-associated antigens (TAAs) derived from mutations and epigenetic changes that contribute to carcinogenesis (Gajewski et al., 2013; incorporated by reference in its entirety). Spontaneously-primed CD8+ T cells home to tumor sites in mouse tumor models (Harlin et al., 2009; Fuertes et al., 2011; incorporated by reference in their entireties) and in a subset of patients with advanced cancer (Harlin et al., 2006; incorporated by reference in its entirety). These tumor-infiltrating lymphocytes (TIL) have the ability to recognize tumor antigens and are believed to contribute to tumor control in cancer patients, based on the correlation between activated CD8+ T cell infiltration with improved prognosis and response to immunotherapy (Fridman et al., 2012; Tumeh et al., 2014; incorporated by reference in their entireties). However, without additional manipulation, this endogenous anti-tumor response is usually not sufficient to mediate complete rejection of an established tumor (Gajewski, 2007b; Pardoll, 2012; Baitsch et al., 2011; Gajewski et al., 2006; Larkin et al., 2015). Data accumulated over the past several years have indicated that tumors with spontaneous anti-tumor T cell responses have high expression of immune-inhibitory pathways that subvert the effector phase of the response. These include PD-L1/PD-1 interactions (Pardoll, 2012; incorporated by reference in its entirety), recruitment of CD4+Foxp3+ regulatory T (Treg) cells (Gajewski, 2007a; incorporated by reference in its entirety), and metabolic dysregulation by indoleamine-2,3-dioxygenase (IDO) (Spranger et al., 2013; incorporated by reference in its entirety). However, even when CD8+ T cells specific for tumor antigens are isolated from tumors, away from these extrinsic immune inhibitory factors, they still show altered functional properties ex vivo (Harlin et al., 2006; Baitsch et al., 2011; incorporated by reference in their entireties).

[0005]

Expression of PD-1 has been described to identify tumor-specific exhausted T cells (Ahmadzadeh et al., 2009; Fourcade et al., 2012; Wu et al., 2014; Gros et al., 2014; incorporated by reference in their entireties). However, T cells expressing PD-1 in the context of chronic infection can still retain effector function (Wherry and Kurachi, 2015; incorporated by reference in its entirety), and PD-1 is not required for the induction of T cell exhaustion (Odorizzi et al., 2015; incorporated by reference in its entirety). In addition to PD-1, several additional co-inhibitory receptors, including CD223 (LAG-3), CD244 (2B4), T-cell immunoreceptor with Ig and ITIM domains (TIGIT), hepatitis A virus cellular receptor 2 (TIM-3), and cytotoxic T-lymphocyte-associated protein 4 (CTLA-4), are also be expressed on dysfunctional T cells and expression of a greater number of inhibitory receptors has been correlated with diminished cytokine secretion (in particular IFN-g and TNF-α) as well as proliferative capacity (Blackburn et al., 2009; incorporated by reference in its entirety). Expression of these receptors has been observed in both viral and cancer models, however, a complete analysis of both co-inhibitory and co-stimulatory receptors on the same population is lacking in the tumor setting.

SUMMARY

[0006]

Provided herein are compositions and methods for detecting and/or targeting dysfunctional tumor antigen-specific CD8+ T cells in the tumor microenvironment for diagnostic, therapeutic and/or research applications. In particular, dysfunctional tumor antigen-specific CD8+ T cells are detected and/or targeted via their expression of cell surface receptors described herein, such as 4-1BB, LAG-3, or additional markers that correlate with 4-1BB and LAG-3 expression, such as markers differentially expressed on the surface of the T cells (e.g., PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A, CRTAM and Sema7a).

[0007]

In some embodiments, provided herein are methods of treating a subject with cancer comprising administering an agent that specifically targets dysfunctional tumor antigen-specific CD8+ T cells. In some embodiments, the subject suffers from a solid tumor cancer. In some embodiments, the tumor allows T cell infiltration, but is resistant to immunotherapies. In some embodiments, the tumor environment comprises dysfunctional tumor antigen-specific CD8+ T cells. In some embodiments, contacting the dysfunctional tumor antigen-specific CD8+ T cells with an anti-4-1BB and/or anti-LAG3 agent. In some embodiments, the anti-4-1BB and/or anti-LAG3 agent is an antibody, antibody fragment, or antibody mimetic molecule. In some embodiments, methods further comprise co-administration of an additional therapeutic agent. In some embodiments, the additional therapeutic agent is a chemotherapeutic or an immunotherapeutic agent. In some embodiments, the additional therapeutic agent is an immunotherapeutic agent selected from the list consisting of cell-based therapies, monoclonal antibody (mAb) therapy, cytokine therapy, and adjuvant treatment. In some embodiments, the immunotherapeutic agent is a mAb therapy selected from the list consisting of anti-CTLA-4 monoclonal antibodies and/or anti-PD-L1 monoclonal antibodies. In some embodiments, the immunotherapeutic agent is a cell-based therapy selected from the list consisting of dendritic-cell therapy and T-cell therapy. In some embodiments, the additional therapeutic agent targets one of the markers/receptors listed in Table 2. In some embodiments, the additional therapeutic targets a marker/receptor expressed on the surface of the T cells. In some embodiments, the additional therapeutic targets PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A, CRTAM or Sema7a. In some embodiments, the additional therapeutic agent targets Nrn1, Sema7a, or CRTAM.

[0008]

In some embodiments, provided herein are methods of treating a subject with cancer comprising administering a therapeutic agent that specifically targets dysfunctional tumor antigen-specific CD8+ T cells, wherein the agent targets one of the receptors listed in Table 2. In some embodiments, the therapeutic targets a marker/receptor expressed on the surface of the T cells. In some embodiments, the therapeutic targets PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A, CRTAM or Sema7a. In some embodiments, the therapeutic agent targets Nrn1, Sema7a, or CRTAM. In some embodiments, the therapeutic agent is an antibody, antibody fragment, or antibody mimetic molecule that binds the target marker/receptor. In some embodiments, the therapeutic agent is an anti-Nrn antibody, antibody fragment, or antibody mimetic molecule. In some embodiments, the therapeutic agent is an anti-Sema7a antibody, antibody fragment, or antibody mimetic molecule. In some embodiments, the therapeutic agent is an anti-CRTAM antibody, antibody fragment, or antibody mimetic molecule.

[0009]

In some embodiments, provided herein are compositions comprising: (a) one or more of an anti-4-1BB agent, an anti-LAG-3 agent, an anti-Nrn1 agent, an anti-Sema7a agent, and an anti-CRTAM agent; and (b) an immunotherapeutic agent, said composition formulated for therapeutic delivery to a subject. In some embodiments, the anti-4-1BB agent, anti-LAG-3 agent, anti-Nrn1 agent, anti-Sema7a agent, and/or anti-CRTAM agent is an antibody, antibody fragment, or antibody mimetic molecule.

[0010]

In some embodiments, provided herein are compositions comprising: (a) an agent that targets and/or binds one of PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A; and (b) an immunotherapeutic agent, said composition formulated for therapeutic delivery to a subject.

[0011]

In some embodiments, provided herein are methods comprising: (a) testing CD8+ T cells from a cell population to determine whether the CD8+ T Cells co-express LAG-3 and 4-1BB; and (b) administering one or more agents that target and/or bind one of PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A. In some embodiments, the agent is an anti-Nrn1 agent, an anti-Sema7a agent, and an anti-CRTAM agent. In some embodiments, the anti-Nrn1 agent, anti-Sema7a agent, and/or anti-CRTAM agent is an antibody, antibody fragment, or antibody mimetic molecule. In some embodiments, testing is performed in vitro.

[0012]

In some embodiments, provided herein are methods of identifying dysfunctional T cells by testing said cells for co-expression of 4-1BB and LAG-3. In some embodiments, provided herein are methods of identifying dysfunctional T cells by testing said cells for expression of one or more of the markers/receptors of Table 2 (e.g., a T-cell surface marker/receptor (e.g., PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, TMEM126A).

BRIEF DESCRIPTION OF THE DRAWINGS

[0013]

FIG. 1A-J. Co-expression of 4-1BB and LAG-3 identifies a significant fraction of the CD8+ TIL compartment found in progressing tumors. (A) Representative analysis of 4-1BB and LAG-3 expression on CD8+ T cells from B16.SIY tumors and the spleen and TdLN from tumor bearing mice on day 7, 14 and 21 after s.c. tumor inoculation. (B-D) Longitudinal summary of the composition, n=5; four to five independent experiments per time point, (C) absolute cell number, n=5; seven to nine independent experiments per time point, and (D) cellular density of the CD8+4-1BB/LAG-3 TIL subpopulations, n=5; two to five independent experiments per time point. Absolute cell numbers were determined by acquiring the complete tumor sample by flow cytometery. (E) Day 14 summary of the proportion of the CD8+4-1BB/LAG-3 TIL subpopulations that are Ki67+. n=3-5; two independent experiments. (F) Summary of BrdU uptake on day 13 in the CD8+4-1BB/LAG-3 TIL subpopulations after a 24 hour BrdU pulse. n=5; three independent experiments. (G-I) Representative flow plots (G and H) and summary (I) of the 4-1BB/LAG-3 populations in other tumor models. Mice were inoculated with 2×106C1498.SIY, MC38.SIY, EL4.SIY, B16 Parental, MC57.SIY or 1969.SIY subcutaneously and analyzed for 4-1BB and LAG-3 expression on day 14 after tumor inoculation. n=3-5; two to 5 independent experiments for each time point. (J) Mice were inoculated on both flanks with 2×106MC57.SIY or B16.SIY, at indicated time points tumors from each mouse were pooled and analyzed for co-expression of 4-1BB and LAG-3 in the CD8+ TIL compartment. n=3-5; two independent experiments for each time point. All error bars indicate±SEM. *:P<0.05, **:P<0.01, ***:P<0.001. A two-way ANOVA with Bonferroni post-hoc test was used for (B, C, D, H) longitudinal studies and Kruskal-Wallis (non-parametric) test was used for (E and F) analysis at one time-point.

[0014]

FIG. 2A-G. Egr2 and a component of the Egr2-transcriptional network are enriched in 4-1BB+LAG-3+CD8+ TILs. (A) Representative flow plot and summary of Egr2EGFPexpression. Egr2EGFPmice were inoculated with 2×106B16.SIY tumors s.c. CD8+ T cells from the tumor, TdLN and spleen were analyzed for Egr2EGFPexpression on day 7 and day 14. n=4-5; two-independent experiments. (B) Expression of Egr2 target genes (Zheng et al., 2013). CD8+ TILs from day 14 tumor bearing mice were sorted based on high or low expression of Egr2EGFPand analyzed directly for expression of Egr2 targets by qRT-PCR. Two tumors on opposite flanks pooled per mouse. n=3; two independent experiments. (C) Representative flow plots and summary of the 4-1BB/LAG-3 subpopulations in CD8+ Egr2GFPhiand Egr2GFPloTILs on day 7 and 14. n=4-5. Two-independent experiments per time point. (D) Expression of Egr2 targets in the 4-1BB+LAG-3+ and 4-1BBLAG-3 subpopulations. The subpopulations were sorted and analyzed directly for the expression of targets by qRT-PCR. Two tumors on opposite flanks pooled per mouse. n=4; two-independent experiments. (E) Egr2flox/flox×pLCKCreERT2×YFP-Rosa26 mice given 5 doses of tamoxifen by gavage and inoculated 3 days later with 2×106B16.SIY cells. YFP+ or YFPCD8+ TILs were sorted and analyzed for Egr2 transcript directly and after in vitro stimulation. Two tumors on opposite flanks pooled per mouse. n=3; two independent experiments. (F) Representative flow plots and summary of 4-1BB/LAG-3 co-expression in YFP+ or YFPCD8+ TILs on day 7 and 14. n=3; two independent experiments. (G) Expression of Egr3 and Hif1α in Egr2GFPhiand Egr2GFPlofrom day 7 CD8+ TILs isolated from Egr2GFP mice. n=5; two-independent experiments. Error bars indicate±SEM. *:P<0.05, **:P<0.01, ***:P<0.001. A two-way ANOVA with Bonferroni post-hoc test was used for longitudinal studies (A and C) and a Mann-Whitney test was used to compute significance in (B, D, E, F and G).

[0015]

FIG. 3A-H. Co-expression of 4-1BB and LAG-3 identifies tumor antigen-specific TILs in progressing tumors. (A) Representative CDR3β distributions from the different 4-1BB/LAG-3 subpopulations and CD8+ T cells isolated from the spleen. Boxed regions represent dominant peaks in the 4-1BB+LAG-3+CD8+ TIL subpopulation. (B) As a measure of skewness, the Hamming Distance (HD) for each Vβ spectratype was calculated between each TIL subpopulation and CD8+ T cell spleen population within the same mouse. As a control the HDs from CD8+ splenocyte populations between mice (grey bar) were calculated. n=3; one independent experiment. (C-D) Representative flow analysis of the 4-1BB/LAG-3 subpopulation in H-2Kb/SIY+ and H-2Kb/SIY CD8+ TILs on day 14 after B16.SIY and MC38.SIY or (D) MC57.SIY and 1969.SIY tumor inoculation. n=3-4; three to five independent experiments. (E) Summary of the composition of H-2Kb/SIY+ and H-2Kb/SIY CD8+ TILs co-expressing 4-1BB and LAG-3 comparing B16.SIY, MC38.SIY, MC57.SIY and 1969.SIY tumors on day 14 after tumor inoculation. n=5; three to four independent experiments. (F-H) On day 7 after tumor inoculation 1×106P14/CD45.2 and 2C/CD45.1/2 Tg T cells were adoptively transferred, via tail vein, into CD45.1 congenic tumor bearing hosts and analyzed for the (F) total number of recovered cells in the tumor, (G and H) profile of 4-1BB and LAG-3 expression in 2C, P14 and host CD8+ TILs. n=5; two-independent experiments. All error bars indicate±SEM. *:P<0.05, **P<0.01, ***:P<0.001. A Kruskal-Wallis (non-parameteric) test was used for (B) spectratype analysis and (E and F) H-2Kb/SIY analysis. A two-way ANOVA with Bonferroni post-hoc test was used for (H) 2C, Host and P14 composition analysis.

[0016]

FIG. 4A-G. Co-expression of 4-1BB and LAG-3 but not PD-1 define dysfunctional CD8+ TILs with diminished IL-2. (A and B) Sorted cells from day 14 B16.SIY tumor bearing mice were stimulated in vitro with anti-CD3ε and anti-CD28 for 12 hours and analyzed for (A) Il-2 transcript by qRT-PCR and (B) IL-2 protein by ELISA. Two tumors on opposite flanks pooled per mouse. n=4-5; three independent experiments. (C) Egr2GFPhiand Egr2GFPloTILs were sorted from day 14 B16.SIY tumor bearing Egr2GFPmice and stimulated in vitro for 12 hours and analyzed for Il-2 transcript by qRT-PCR. Two tumors on opposite flanks pooled per mouse. n=5; two independent experiments. (D) On day 7 after tumor inoculation 1×1062 C/CD45.1/2 Tg T cells were transferred into mice, 7 days later host 4-1BB+LAG-3+ T cells sorted from the tumor and 2C T cells sorted from the tumor or TdLN were stimulated in vitro and analyzed for expression of Il-2 transcript by qRT-PCR. Two tumors on opposite flanks pooled per mouse. n=3; two independent experiments. (E and F) Representative flow analysis of PD-1 expression on 4-1BB/LAG-3 CD8+ TIL subpopulations and (F) summary of the composition of the 4-1BBLAG-3PD-1+ subpopulation in the CD8+ TIL compartment on day 14 and 21. n=5; three independent experiments. (G) 4-1BBLAG-3PD-1+ and LAG-3+4-1BB+CD8+ TILs were sorted from day 14 tumor bearing mice, stimulated in vitro and analyzed for Il-2 transcript by qRT-PCR. Two tumors on opposite flanks pooled per mouse. n=3; two independent experiments. All error bars indicate±SEM. *:P<0.05, **:P<0.01, ***:P<0.001 ****:P<0.0001. A Kruskal-Wallis (non-parametric) test was used for analysis of multiple comparisons (A, B, and D) and a Mann-Whitney test was used for pair-wise comparisons (C and G).

[0017]

FIG. 5A-E. Dysfunctional CD8+ TILs retain IFN-γ production, cytolytic capacity and produce Treg-recruiting chemokines. (A) Longitudinal analysis CD8+ TIL subpopulation cytokine production capacity. CD8+ TIL subpopulations were sorted and stimulated with anti-CD3ε and anti-CD28 for 10-12 hours and the concentration of IL-2, IFN-γ and TNF-α was measured. Concentration was normalized to cell number. Two tumors on opposite flanks pooled for day 7 and 14. n=4-5; two-independent experiments. (B) Ifn-γ Tnf-α and Gzmb transcript levels in the 4-1BB/LAG-3 subpopulations analyzed directly ex vivo. Two tumors on opposite flanks pooled per mouse. n=3-5; three-independent experiments. (C) Representative flow plot and summary of IFN-γ production analyzed directly ex vivo. Briefly, 100 μl of PBS containing 2 mg/mL GolgiPlug was injected intratumorally on day 14 after tumor inoculation. 8 hours later TILs were isolated. All steps were performed on ice with media containing 1 mg/mL GolgiStop until fixation. n=5; two independent experiments. (D) CD8+ TIL subpopulations at indicated time points were sorted and plated with 50,000 P815 target cells and 1 μg/mL anti-CD3ε. Lysed target cells were measured by positive staining for propidium iodide and/or live/dead fixable viability dye. P815 target cells plated without CTLs were used as a negative control (black bar). Primed OTI cells were used as a positive control. Tumors from 10 mice with 2 tumors on opposite flank were pooled to obtain sufficient quantities of CD8+ TILS. Data are representative of three independent experiments. (E) Ccl1 and Ccl22 transcript levels in the 4-1BB/LAG-3 subpopulations analyzed directly ex vivo by qRT-PCR. n=4; two independent experiments. *:P<0.05, **:P<0.01, ***:P<0.001, ****:P<0.0001. A Kruskal-Wallis (non-parametric) test was used for (A-C, E) cytokine/chemokine analysis and a two-way ANOVA with Bonferroni post-hoc test was used for (D) cytolytic assay.

[0018]

FIG. 6A-D. Dysfunctional CD8+ TILS express a wide range of co-inhibitory and co-stimulatory receptors. (B) Gene expression profile of cell surface receptors in the 4-1BB/LAG-3 CD8+ TIL subsets. Probe sets that revealed a 1.5-fold increase in the 4-1BB+LAG-3+ population relative to the 4-1BBLAG-3PD-1 population are displayed. Columns show the log2-transformed signal intensity. (C) Longitudinal study of selected un-regulated cell surface receptors. Flow plots are representative of the CD8+ TIL subsets on day 14. n=5; two to five independent experiments for each time point. (D) Representative flow plot and summary of KLRG-1 and IL-7Rα expression among the 4-1BB/LAG-3 subpopulations on day 14 after tumor inoculation. n=5; two independent experiments. *:P<0.05, **:P<0.01, ***:P<0.001, ****:P<0.0001. A two-way ANOVA with Bonferroni post-hoc test was used for all analyses.

[0019]

FIG. 7A-G. Anti-4-1BB and anti-LAG-3 acts synergistically to control tumor outgrowth and restore TIL function. (A) Tumor outgrowth measured in mm2. Arrows indicate on which days mice received antibody therapy. Statistical significance at indicate time points is in comparison to anti-4-1BB+anti-LAG-3 treatment. n=5; two independent experiments. (B) Composition of H-2Kb/SIY+CD8+ TILS on day 14. Mice received antibody doses (100 μg each) on days 7, 10, 13 and 16. n=5; two independent experiments. (C-F) Representative flow plot and summary of NRP1/2B4 (C and E) and KLRG-1/IL-7Rα (D and F) expression in H-2Kb/SIY+CD8+ TILS without FTY720 (C and D) and with FTY720 (E and F) on day 14 after tumor inoculation. Mice received antibody treatment as in (A and B) and FTY720 was administered at a dose of 25 μg/mouse by gavage starting one day before treatment and continuing one dose per day until analysis (day 6 to day 13). n=5; two-independent experiments. (G) IL-2 production after treatment. Sorted cells from treated or untreated day 14 B16.SIY tumor bearing mice were stimulated in vitro for 12 hours and analyzed for Il-2 transcript by qRT-PCR. Protein concentration was determined by the bead-based LEGENDplex immunoassay and normalized to cell number. Two tumors on opposite flanks pooled per mouse. n=2-3; two independent experiments. A two-way ANOVA with Bonferroni post-hoc test was used for all analyses. *:P<0.05, **:P<0.01, ***:P<0.001.

[0020]

FIG. 8. Spectratype graphs used in the analysis in FIG. 3B.

[0021]

FIG. 9. CD3+ T cells on day 14 after FTY720 administration.

[0022]

FIG. 10A-B. Statistical analysis of the cross-study comparison of gene expression profiles. (A) Rank-Rank Hypergeometric plots of each pair-wise comparison. (B) Pair-wise correlation of expression values between each data set. Rho (p) is the spearman rank correlation coefficient.

[0023]

FIG. 11A-E. Nrn1, CRTAM and Sema7a are regulators of anti-tumor immunity. (A) Tumor growth measured in mm2. Nrn1−/− or Sema7a−/− and littermate control mice were engrafted with 2×106 B16.SIY cells subcutaneously. (B) Gene expression analysis of Nrn1 in T cell subsets of the spleen, TdLN and Tumor. (C) Representative flow plot and summary of IFN-g production of WT, Nrn1−/− or (D) CRTAM−/− 2C T cells on day 7. Briefly, on the same day as tumor inoculation, 1×106Cell Trace Violet-labeled 2C T cells were transferred into mice by tail vein injection. On day 7, whole TdLN suspensions were restimulated with SIY peptide for 12 hours and analyzed for cell trace dilution and IFN-g production. (E) Mice that received 1×106Nrn1−/−2 C T cells are more likely to exhibit complete tumor control compared to mice that received the same number of WT 2C T cells. Adoptive transfer of T cells was performed the same way as in (C).

[0024]

FIG. 12. Exemplary experimental protocol and data.

DEFINITIONS

[0025]

Although any methods and materials similar or equivalent to those described herein can be used in the practice or testing of embodiments described herein, some preferred methods, compositions, devices, and materials are described herein. However, before the present materials and methods are described, it is to be understood that this invention is not limited to the particular molecules, compositions, methodologies or protocols herein described, as these may vary in accordance with routine experimentation and optimization. It is also to be understood that the terminology used in the description is for the purpose of describing the particular versions or embodiments only, and is not intended to limit the scope of the embodiments described herein.

[0026]

Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. However, in case of conflict, the present specification, including definitions, will control. Accordingly, in the context of the embodiments described herein, the following definitions apply.

[0027]

As used herein and in the appended claims, the singular forms “a”, “an” and “the” include plural reference unless the context clearly dictates otherwise. Thus, for example, reference to “an antibody” is a reference to one or more antibodies and equivalents thereof known to those skilled in the art, and so forth.

[0028]

As used herein, the term “comprise” and linguistic variations thereof denote the presence of recited feature(s), element(s), method step(s), etc. without the exclusion of the presence of additional feature(s), element(s), method step(s), etc. Conversely, the term “consisting of” and linguistic variations thereof, denotes the presence of recited feature(s), element(s), method step(s), etc. and excludes any unrecited feature(s), element(s), method step(s), etc., except for ordinarily-associated impurities. The phrase “consisting essentially of” denotes the recited feature(s), element(s), method step(s), etc. and any additional feature(s), element(s), method step(s), etc. that do not materially affect the basic nature of the composition, system, or method. Many embodiments herein are described using open “comprising” language. Such embodiments encompass multiple closed “consisting of” and/or “consisting essentially of” embodiments, which may alternatively be claimed or described using such language.

[0029]

As used herein, the term “subject” broadly refers to any animal, including but not limited to, human and non-human animals (e.g., dogs, cats, cows, horses, sheep, poultry, fish, crustaceans, etc.). As used herein, the term “patient” typically refers to a subject that is being treated for a disease or condition (e.g., cancer, solid tumor cancer, etc.).

[0030]

As used herein, an “immune response” refers to the action of a cell of the immune system (e.g., T lymphocytes, B lymphocytes, natural killer (NK) cells, macrophages, eosinophils, mast cells, dendritic cells, neutrophils, etc.) and soluble macromolecules produced by any of these cells or the liver (including antibodies, cytokines, and complement) that results in selective targeting, binding to, damage to, destruction of, and/or elimination from a subject of invading pathogens, cells or tissues infected with pathogens, or cancerous or other abnormal cells.

[0031]

As used herein, the term “immunoregulator” refers to a substance, an agent, a signaling pathway or a component thereof that regulates an immune response. “Regulating,” “modifying” or “modulating” an immune response refers to any alteration in a cell of the immune system or in the activity of such cell. Such regulation includes stimulation or suppression of the immune system which may be manifested by an increase or decrease in the number of various cell types, an increase or decrease in the activity of these cells, or any other changes which can occur within the immune system. Both inhibitory and stimulatory immunoregulators have been identified, some of which may have enhanced function in the cancer microenvironment.

[0032]

As used herein, the term “immunotherapy” refers to the treatment or prevention of a disease or condition by a method comprising inducing, enhancing, suppressing or otherwise modifying an immune response.

[0033]

As used herein, “potentiating an endogenous immune response” means increasing the effectiveness or potency of an existing immune response in a subject. This increase in effectiveness and potency may be achieved, for example, by overcoming mechanisms that suppress the endogenous host immune response or by stimulating mechanisms that enhance the endogenous host immune response.

[0034]

As used herein, the term “antibody” refers to a whole antibody molecule or a fragment thereof (e.g., fragments such as Fab, Fab′, and F(ab′)2), unless otherwise specified (e.g., “whole antibody,” “antibody fragment”). An antibody may be a polyclonal or monoclonal antibody, a chimeric antibody, a humanized antibody, a human antibody, etc.

[0035]

A native antibody typically has a tetrameric structure. A tetramer typically comprises two identical pairs of polypeptide chains, each pair having one light chain (in certain embodiments, about 25 kDa) and one heavy chain (in certain embodiments, about 50-70 kDa). In a native antibody, a heavy chain comprises a variable region, VH, and three constant regions, CH1, CH2, and CH3. The VHdomain is at the amino-terminus of the heavy chain, and the CH3domain is at the carboxy-terminus. In a native antibody, a light chain comprises a variable region, VL, and a constant region, CL. The variable region of the light chain is at the amino-terminus of the light chain. In a native antibody, the variable regions of each light/heavy chain pair typically form the antigen binding site. The constant regions are typically responsible for effector function.

[0036]

In a native antibody, the variable regions typically exhibit the same general structure in which relatively conserved framework regions (FRs) are joined by three hypervariable regions, also called complementarity determining regions (CDRs). The CDRs from the two chains of each pair typically are aligned by the framework regions, which may enable binding to a specific epitope. From N-terminus to C-terminus, both light and heavy chain variable regions typically comprise the domains FR1, CDR1, FR2, CDR2, FR3, CDR3 and FR4. The CDRs on the heavy chain are referred to as H1, H2, and H3, while the CDRs on the light chain are referred to as L1, L2, and L3. Typically, CDR3 is the greatest source of molecular diversity within the antigen-binding site. H3, for example, in certain instances, can be as short as two amino acid residues or greater than 26. The assignment of amino acids to each domain is typically in accordance with the definitions of Kabat et al. (1991) Sequences of Proteins of Immunological Interest (National Institutes of Health, Publication No. 91-3242, vols. 1-3, Bethesda, Md.); Chothia, C., and Lesk, A. M. (1987) J. Mol. Biol. 196:901-917; or Chothia, C. et al. Nature 342:878-883 (1989). In the present application, the term “CDR” refers to a CDR from either the light or heavy chain, unless otherwise specified.

[0037]

As used herein, the term “heavy chain” refers to a polypeptide comprising sufficient heavy chain variable region sequence to confer antigen specificity either alone or in combination with a light chain.

[0038]

As used herein, the term “light chain” refers to a polypeptide comprising sufficient light chain variable region sequence to confer antigen specificity either alone or in combination with a heavy chain.

[0039]

As used herein, when an antibody or other entity “specifically recognizes” or “specifically binds” an antigen or epitope, it preferentially recognizes the antigen in a complex mixture of proteins and/or macromolecules, and binds the antigen or epitope with affinity which is substantially higher than to other entities not displaying the antigen or epitope. In this regard, “affinity which is substantially higher” means affinity that is high enough to enable detection of an antigen or epitope which is distinguished from entities using a desired assay or measurement apparatus. Typically, it means binding affinity having a binding constant (Ka) of at least 107M−1(e.g., >107M−1, >108M−1, >109M−1, >1010M−1, >1011M−1, >1012M−1, >1013M−1, etc.). In certain such embodiments, an antibody is capable of binding different antigens so long as the different antigens comprise that particular epitope. In certain instances, for example, homologous proteins from different species may comprise the same epitope.

[0040]

As used herein, the term “anti-4-1BB antibody” or “4-1BB antibody” refers to an antibody which specifically recognizes an antigen and/or epitope presented by 4-1BB. Similarly, the terms “anti-LAG-3 antibody” and “LAG-3 antibody” refer to an antibody which specifically recognizes an antigen and/or epitope presented by LAG-3, the terms “anti-Nrn1 antibody” and “Nrn1 antibody” refer to an antibody which specifically recognizes an antigen and/or epitope presented by Nrn1, the terms “anti-CRTAM antibody” and “CRTAM antibody” refer to an antibody which specifically recognizes an antigen and/or epitope presented by CRTAM, and the terms “anti-Sema7a antibody” and “Sema7a antibody” refer to an antibody which specifically recognizes an antigen and/or epitope presented by Sema7a. Antibodies that recognize epitopes on other molecular entities may be referred to according to a similar scheme (e.g., anti-CTLA-4, anti-PD-L1, etc.).

[0041]

As used herein, the term “monoclonal antibody” refers to an antibody which is a member of a substantially homogeneous population of antibodies that specifically bind to the same epitope. In certain embodiments, a monoclonal antibody is secreted by a hybridoma. In certain such embodiments, a hybridoma is produced according to certain methods known to those skilled in the art. See, e.g., Kohler and Milstein (1975) Nature 256: 495-499; herein incorporated by reference in its entirety. In certain embodiments, a monoclonal antibody is produced using recombinant DNA methods (see, e.g., U.S. Pat. No. 4,816,567). In certain embodiments, a monoclonal antibody refers to an antibody fragment isolated from a phage display library. See, e.g., Clackson et al. (1991) Nature 352: 624-628; and Marks et al. (1991) J. Mol. Biol. 222: 581-597; herein incorporated by reference in their entireties. The modifying word “monoclonal” indicates properties of antibodies obtained from a substantially-homogeneous population of antibodies, and does not limit a method of producing antibodies to a specific method. For various other monoclonal antibody production techniques, see, e.g., Harlow and Lane (1988) Antibodies: A Laboratory Manual (Cold Spring Harbor Laboratory, Cold Spring Harbor, N.Y.); herein incorporated by reference in its entirety.

[0042]

As used herein, the term “antibody fragment” refers to a portion of a full-length antibody, including at least a portion antigen binding region or a variable region. Antibody fragments include, but are not limited to, Fab, Fab′, F(ab′)2, Fv, scFv, Fd, diabodies, and other antibody fragments that retain at least a portion of the variable region of an intact antibody. See, e.g., Hudson et al. (2003) Nat. Med. 9:129-134; herein incorporated by reference in its entirety. In certain embodiments, antibody fragments are produced by enzymatic or chemical cleavage of intact antibodies (e.g., papain digestion and pepsin digestion of antibody) produced by recombinant DNA techniques, or chemical polypeptide synthesis.

[0043]

For example, a “Fab” fragment comprises one light chain and the CH1and variable region of one heavy chain. The heavy chain of a Fab molecule cannot form a disulfide bond with another heavy chain molecule. A “Fab′” fragment comprises one light chain and one heavy chain that comprises additional constant region, extending between the CH1and CH2domains. An interchain disulfide bond can be formed between two heavy chains of a Fab′ fragment to form a “F(ab′)2” molecule.

[0044]

An “Fv” fragment comprises the variable regions from both the heavy and light chains, but lacks the constant regions. A single-chain Fv (scFv) fragment comprises heavy and light chain variable regions connected by a flexible linker to form a single polypeptide chain with an antigen-binding region. Exemplary single chain antibodies are discussed in detail in WO 88/01649 and U.S. Pat. Nos. 4,946,778 and 5,260,203; herein incorporated by reference in their entireties. In certain instances, a single variable region (e.g., a heavy chain variable region or a light chain variable region) may have the ability to recognize and bind antigen.

[0045]

Other antibody fragments will be understood by skilled artisans.

[0046]

As used herein, the term “chimeric antibody” refers to an antibody made up of components from at least two different sources. In certain embodiments, a chimeric antibody comprises a portion of an antibody derived from a first species fused to another molecule, e.g., a portion of an antibody derived from a second species. In certain such embodiments, a chimeric antibody comprises a portion of an antibody derived from a non-human animal fused to a portion of an antibody derived from a human. In certain such embodiments, a chimeric antibody comprises all or a portion of a variable region of an antibody derived from a non-human animal fused to a constant region of an antibody derived from a human.

[0047]

A “humanized” antibody refers to a non-human antibody that has been modified so that it more closely matches (in amino acid sequence) a human antibody. A humanized antibody is thus a type of chimeric antibody. In certain embodiments, amino acid residues outside of the antigen binding residues of the variable region of the non-human antibody are modified. In certain embodiments, a humanized antibody is constructed by replacing all or a portion of a complementarity determining region (CDR) of a human antibody with all or a portion of a CDR from another antibody, such as a non-human antibody, having the desired antigen binding specificity. In certain embodiments, a humanized antibody comprises variable regions in which all or substantially all of the CDRs correspond to CDRs of a non-human antibody and all or substantially all of the framework regions (FRs) correspond to FRs of a human antibody. In certain such embodiments, a humanized antibody further comprises a constant region (Fc) of a human antibody.

[0048]

The term “human antibody” refers to a monoclonal antibody that contains human antibody sequences and does not contain antibody sequences from a non-human animal. In certain embodiments, a human antibody may contain synthetic sequences not found in native antibodies. The term is not limited by the manner in which the antibodies are made. For example, in various embodiments, a human antibody may be made in a transgenic mouse, by phage display, by human B-lymphocytes, or by recombinant methods.

[0049]

As used herein, the term “natural antibody” refers to an antibody in which the heavy and light chains of the antibody have been made and paired by the immune system of a multicellular organism. For example, the antibodies produced by the antibody-producing cells isolated from a first animal immunized with an antigen are natural antibodies. Natural antibodies contain naturally-paired heavy and light chains. The term “natural human antibody” refers to an antibody in which the heavy and light chains of the antibody have been made and paired by the immune system of a human subject.

[0050]

Native human light chains are typically classified as kappa and lambda light chains. Native human heavy chains are typically classified as mu, delta, gamma, alpha, or epsilon, and define the antibody's isotype as IgM, IgD, IgG, IgA, and IgE, respectively. IgG has subclasses, including, but not limited to, IgG1, IgG2, IgG3, and IgG4. IgM has subclasses including, but not limited to, IgM1 and IgM2. IgA has subclasses including, but not limited to, IgA1 and IgA2. Within native human light and heavy chains, the variable and constant regions are typically joined by a “J” region of about 12 or more amino acids, with the heavy chain also including a “D” region of about 10 more amino acids. See, e.g., Fundamental Immunology (1989) Ch. 7 (Paul, W., ed., 2nd ed. Raven Press, N.Y.); herein incorporated by reference in its entirety.

[0051]

The term “neutralizing antibody” or “antibody that neutralizes” refers to an antibody that reduces at least one activity of a polypeptide comprising the epitope to which the antibody specifically binds. In certain embodiments, a neutralizing antibody reduces an activity in vitro and/or In vivo. In some embodiments, by neutralizing the polypeptide comprising the epitope, the neutralizing antibody inhibits the capacity of the cell displaying the epitope.

[0052]

As used herein, the term “glycoengineered”, as used herein, includes any manipulation of the glycosylation pattern of a naturally occurring or recombinant protein, polypeptide or a fragment thereof.

[0053]

The term “antigen-binding site” refers to a portion of an antibody capable of specifically binding an antigen. In certain embodiments, an antigen-binding site is provided by one or more antibody variable regions.

[0054]

The term “epitope” refers to any polypeptide determinant capable of specifically binding to an immunoglobulin or a T-cell or B-cell receptor. In certain embodiments, an epitope is a region of an antigen that is specifically bound by an antibody. In certain embodiments, an epitope may include chemically active surface groupings of molecules such as amino acids, sugar side chains, phosphoryl, or sulfonyl groups. In certain embodiments, an epitope may have specific three dimensional structural characteristics (e.g., a “conformational” epitope) and/or specific charge characteristics.

[0055]

An epitope is defined as “the same” as another epitope if a particular antibody specifically binds to both epitopes. In certain embodiments, polypeptides having different primary amino acid sequences may comprise epitopes that are the same. In certain embodiments, epitopes that are the same may have different primary amino acid sequences. Different antibodies are said to bind to the same epitope if they compete for specific binding to that epitope.

[0056]

A “conservative” amino acid substitution refers to the substitution of an amino acid in a polypeptide with another amino acid having similar properties, such as size or charge. In certain embodiments, a polypeptide comprising a conservative amino acid substitution maintains at least one activity of the unsubstituted polypeptide. A conservative amino acid substitution may encompass non-naturally occurring amino acid residues, which are typically incorporated by chemical peptide synthesis rather than by synthesis in biological systems. These include, but are not limited to, peptidomimetics and other reversed or inverted forms of amino acid moieties. Naturally occurring residues may be divided into classes based on common side chain properties, for example: hydrophobic: norleucine, Met, Ala, Val, Leu, and Ile; neutral hydrophilic: Cys, Ser, Thr, Asn, and Gln; acidic: Asp and Glu; basic: His, Lys, and Arg; residues that influence chain orientation: Gly and Pro; and aromatic: Trp, Tyr, and Phe. Non-conservative substitutions may involve the exchange of a member of one of these classes for a member from another class; whereas conservative substitutions may involve the exchange of a member of one of these classes for another member of that same class.

[0057]

As used herein, the term “sequence identity” refers to the degree to which two polymer sequences (e.g., peptide, polypeptide, nucleic acid, etc.) have the same sequential composition of monomer subunits. The term “sequence similarity” refers to the degree with which two polymer sequences (e.g., peptide, polypeptide, nucleic acid, etc.) have similar polymer sequences. For example, similar amino acids are those that share the same biophysical characteristics and can be grouped into the families (see above). The “percent sequence identity” (or “percent sequence similarity”) is calculated by: (1) comparing two optimally aligned sequences over a window of comparison (e.g., the length of the longer sequence, the length of the shorter sequence, a specified window, etc.), (2) determining the number of positions containing identical (or similar) monomers (e.g., same amino acids occurs in both sequences, similar amino acid occurs in both sequences) to yield the number of matched positions, (3) dividing the number of matched positions by the total number of positions in the comparison window (e.g., the length of the longer sequence, the length of the shorter sequence, a specified window), and (4) multiplying the result by 100 to yield the percent sequence identity or percent sequence similarity. For example, if peptides A and B are both 20 amino acids in length and have identical amino acids at all but 1 position, then peptide A and peptide B have 95% sequence identity. If the amino acids at the non-identical position shared the same biophysical characteristics (e.g., both were acidic), then peptide A and peptide B would have 100% sequence similarity. As another example, if peptide C is 20 amino acids in length and peptide D is 15 amino acids in length, and 14 out of 15 amino acids in peptide D are identical to those of a portion of peptide C, then peptides C and D have 70% sequence identity, but peptide D has 93.3% sequence identity to an optimal comparison window of peptide C. For the purpose of calculating “percent sequence identity” (or “percent sequence similarity”) herein, any gaps in aligned sequences are treated as mismatches at that position.

[0058]

The term “effective dose” or “effective amount” refers to an amount of an agent, e.g., an antibody, that results in the reduction of symptoms in a patient or results in a desired biological outcome. In certain embodiments, an effective dose or effective amount is sufficient to treat or reduce symptoms of a disease or condition.

[0059]

As used herein, the terms “administration” and “administering” refer to the act of giving a drug, prodrug, or other agent, or therapeutic to a subject or in vivo, in vitro, or ex vivo cells, tissues, and organs. Exemplary routes of administration to the human body can be through space under the arachnoid membrane of the brain or spinal cord (intrathecal), the eyes (ophthalmic), mouth (oral), skin (topical or transdermal), nose (nasal), lungs (inhalant), oral mucosa (buccal), ear, rectal, vaginal, by injection (e.g., intravenously, subcutaneously, intratumorally, intraperitoneally, etc.) and the like.

[0060]

The term “treatment” encompasses both therapeutic and prophylactic/preventative measures unless otherwise indicated. Those in need of treatment include, but are not limited to, individuals already having a particular condition as well as individuals who are at risk of acquiring a particular condition or disorder (e.g., those having a genetic or epigenetic predisposition; based on age, gender, lifestyle, etc.). The term “treating” refers to administering an agent to a subject for therapeutic and/or prophylactic/preventative purposes.

[0061]

A “therapeutic agent” refers to an agent that may be administered In vivo to bring about a therapeutic and/or prophylactic/preventative effect.

[0062]

A “therapeutic antibody” refers to an antibody that may be administered In vivo to bring about a therapeutic and/or prophylactic/preventative effect.

[0063]

As used herein, the terms “co-administration” and “co-administering” refer to the administration of at least two agent(s) or therapies to a subject. In some embodiments, the co-administration of two or more agents or therapies is concurrent. In other embodiments, a first agent/therapy is administered prior to a second agent/therapy. Those of skill in the art understand that the formulations and/or routes of administration of the various agents or therapies used may vary. The appropriate dosage for co-administration can be readily determined by one skilled in the art. In some embodiments, when agents or therapies are co-administered, the respective agents or therapies are administered at lower dosages than appropriate for their administration alone. Thus, co-administration is especially desirable in embodiments where the co-administration of the agents or therapies lowers the requisite dosage of a potentially harmful (e.g., toxic) agent(s), and/or when co-administration of two or more agents results in sensitization of a subject to beneficial effects of one of the agents via co-administration of the other agent.

[0064]

As used herein, the term pharmaceutical composition” refers to the combination of an active agent (e.g., binding agent) with a carrier, inert or active, making the composition especially suitable for diagnostic or therapeutic use in vitro, in vivo or ex vivo.

[0065]

The terms “pharmaceutically acceptable” or “pharmacologically acceptable,” as used herein, refer to compositions that do not substantially produce adverse reactions, e.g., toxic, allergic, or immunological reactions, when administered to a subject.

[0066]

As used herein, the term “pharmaceutically acceptable carrier” refers to any of the standard pharmaceutical carriers including, but not limited to, phosphate buffered saline solution, water, emulsions (e.g., such as an oil/water or water/oil emulsions), and various types of wetting agents, any and all solvents, dispersion media, coatings, sodium lauryl sulfate, isotonic and absorption delaying agents, disintigrants (e.g., potato starch or sodium starch glycolate), and the like. The compositions also can include stabilizers and preservatives. For examples of carriers, stabilizers and adjuvants, see, e.g., Martin, Remington's Pharmaceutical Sciences, 15th Ed., Mack Publ. Co., Easton, Pa. (1975), incorporated herein by reference in its entirety.

[0067]

As used herein, a “diagnostic” or “diagnostic test” includes the detection, identification, or characterization of a disease state or condition of a subject. For example, a disease or condition may be characterized to determine the likelihood that a subject with a disease or condition will respond to a particular therapy, determine the prognosis of a subject with a disease or condition (or its likely progression or regression), determine the effect of a treatment on a subject with a disease or condition, or determine a future treatment course of action.

DETAILED DESCRIPTION

[0068]

Provided herein are compositions and methods for detecting and/or targeting dysfunctional tumor antigen-specific CD8+ T cells in the tumor microenvironment for diagnostic, therapeutic and/or research applications. In particular, dysfunctional tumor antigen-specific CD8+ T cells are detected and/or targeted via their expression of cell surface receptors described herein, such as 4-1BB, LAG-3, or additional markers that correlate with 4-1BB and LAG-3 expression, such as markers differentially expressed on the surface of the T cells (e.g., PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A, CRTAM and Sema7a).

[0069]

Experiments conducted during development of embodiments herein identified markers/receptors that correlate and/or are responsible for tumor antigen-specific CD8+ T cell dysfunction. In some embodiments, the markers/receptors are overexpressed in dysfunctional tumor antigen-specific CD8+ T cells. In such embodiments, detecting the level (e.g., above a threshold) of such markers provides a diagnostic for detecting tumor antigen-specific CD8+ T cell dysfunction. Further, in such embodiments, targeting (e.g., inhibiting (e.g., expression and/or activity of)) such markers/receptors provides a therapeutic. In other embodiments, the markers/receptors are underexpressed in dysfunctional tumor antigen-specific CD8+ T cells. In such embodiments, detecting the level (e.g., below a threshold) of such markers provides a diagnostic for detecting tumor antigen-specific CD8+ T cell dysfunction. Further, in such embodiments, targeting (e.g., enhancing (e.g., expression and/or activity of)) such markers/receptors provides a therapeutic.

[0070]

Transcription factor Egr2 is a critical regulator of the anergic state in CD4+ T cell clones manipulated in vitro (Zheng et al., 2013; 2012; incorporated by reference in their entireties). Egr2 has also been shown to be involved in negative regulation of T cell activation in several in vivo model systems (Sumitomo et al., 2013; incorporated by reference in its entirety). Egr2 contributes to upregulation of DGKa and -z which act to blunt TCR-mediated Ras pathway activation (Zha et al., 2006; incorporated by reference in its entirety). By comparing gene expression profiling of anergized cells along with Egr2 ChIP-Seq analysis multiple additional Egr2-driven gene targets were identified (Zheng et al., 2013; incorporated by reference in its entirety). These gene targets include 4-1BB (Tnfrsf9 or CD137), Lag3, Nrn1, Sema7a, Crtam, and Rankl, which encode cell surface proteins.

[0071]

4-1BB is a co-stimulatory molecule transiently expressed after TCR engagement. Lag3 (lymphocyte-activation gene 3 or CD223) is a CD4 homologue and functions as an inhibitory receptor. Expression of 4-1BB and Lag3 is regulated following TCR engagement and continues throughout differentiation. In humans, 4-1BB and LAG-3 are expressed on CD8+ TILs from human melanoma tumors (Gros et al., 2014; Baitsch et al., 2012; incorporated by reference in their entireties). In both mice and humans, either molecule alone are expressed on populations of activated T cells. However, co-expression is more limited and is rarely observed in circulating T cells. The function of CD8+ TILs co-expressing these markers is unknown.

[0072]

Experiments were conducted during development of embodiments herein to investigate the detailed characteristics of CD8+ TILs expressing 4-1BB and LAG-3 using mouse tumor models. It was found that the co-expression of 4-1BB and LAG-3 was sufficient to identify tumor antigen-specific dysfunctional CD8+ TILs enriched in the expression of Egr2 target genes. These CD8+ TILs failed to make IL-2 following in vitro stimulation, yet still produced IFN-g and Treg-recruiting chemokines and lysed target cells ex vivo, indicating they are not completely functionally inert. Combinatorial treatment with anti-LAG-3/anti-4-1BB restored the function of this population and promoted in situ acquisition of KLRG-1hi effector cells. Additional gene expression profiling provided a complete phenotyping of this T cell subset, which revealed expression of a broad panel of both inhibitory receptors and co-stimulatory receptors (e.g., receptors of Table 2 (e.g. Nrn1, Sema7a, CRTAM, etc.)). Inhibitory receptors and co-stimulatory receptors identified in this profiling that are displayed on the surface of T cells include PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A. These approaches have thus enabled the characterization of the population of tumor antigen-specific CD8+ T cells that arise specifically within the tumor microenvironment having altered functional properties. In some embodiments, this population is a target for immunotherapeutic approaches to restore desired functionality and promote tumor regression. In some embodiments, the receptors/markers identified herein (e.g., 4-1BB, LAG-3, receptors/markers of Table 2 (e.g., surface markers/receptors (e.g. Nrn1, Sema7a, CRTAM, etc.), etc.) etc.) are targeted (e.g., via immunotherapeutic approaches) to restore desired immunoresponsiveness, to promote tumor regression, and/or for the treatment of cancer.

[0073]

Experiments conducted during development of embodiments herein applied knowledge of Egr2 targets to evaluate applicability of these markers toward understanding dysfunctional T cells within tumors in vivo. The data indeed confirm that co-expression of LAG-3 and 4-1BB is sufficient to identify the majority of tumor antigen-specific CD8+ T cells within the tumor microenvironment. Co-expression of these markers was not observed within peripheral lymphoid organs in tumor-bearing mice, indicating that a property unique to the tumor context drives 4-1BB and LAG-3 expression. In addition, acquisition of LAG-3 and 4-1BB expression was not observed within tumors that were undergoing successful rejection, indicating that the acquisition of this phenotype occurs under conditions of incomplete antigen clearance.

[0074]

In some embodiments, cancer treatment methods described herein comprise administration (or co-administration with one or more additional therapies/therapeutics) of one or more anti-4-1BB and/or anti-LAG-3 agents (e.g., antibodies, antibody fragments, antibody mimetic molecules (e.g., DARPins, affibodies, aptamers, nanobodies, etc.), etc.). In some embodiments, an anti-4-1BB and/or anti-LAG-3 agents is administered to render cancer cells, tumor(s), and/or the tumor microenvironment accessible or susceptible to treatment with additional therapies/therapeutics (e.g., immunotherapeutics). Anti-4-1BB and/or anti-LAG-3 agents that find use in embodiments described herein are not limited by their mechanism of action. Agents may be small molecules, peptide, polypeptides, proteins, nucleic acids (e.g., antisense, RNAi, etc.), antibodies, antibody fragments, etc.

[0075]

In some embodiments, cancer treatment methods described herein comprise enhancing the activity or expression of a marker/receptor identified herein that negatively correlates with tumor antigen-specific CD8+ T cell dysfunction.

[0076]

Experiments conducted during development of embodiments herein identified receptors/markers that are differentially expressed in dysfunctional CD8+ TILs (See Table 2). Testing of targets of interest identified in that screen demonstrate that at least neuritin 1 (Nrn1), cytotoxic and regulatory t-cell molecule (CRTAM), and Semaphorin 7A (Sema7a) are regulators of anti-tumor immunity, with Nm1 and CRTAM blockade correlating with increased tumor area, and Sema7a blockade correlating with decreased tumor area.

[0077]

In some embodiments, cancer treatment methods described herein comprise administration (or co-administration with one or more additional therapies/therapeutics) of agents (e.g., antibodies, antibody fragments, antibody mimetic molecules (e.g., DARPins, affibodies, aptamers, nanobodies, etc.), etc.) that target one or more receptors/markers of Table 2 (e.g. PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A, Nrn1, CRTAM, Sema7a, etc.). In some embodiments, an agent is administered to render cancer cells, tumor(s), and/or the tumor microenvironment accessible or susceptible to treatment with additional therapies/therapeutics (e.g., immunotherapeutics). Agents targeting one or more receptors/markers of Table 2 (e.g. PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A, Nrn1, CRTAM, Sema7a, etc.) that find use in embodiments described herein are not limited by their mechanism of action. Agents may be small molecules, peptide, polypeptides, proteins, nucleic acids (e.g., antisense, RNAi, etc.), antibodies, antibody fragments, etc. In some embodiments, an antagonist of Nrn1 is administered. In some embodiments, an antagonist of CRTAM is administered. In some embodiments, an agonist of Sema7a is administered.

[0078]

In some embodiments, antibodies, antibody fragments, antibody mimetic molecules (e.g., DARPins, affibodies, aptamers, nanobodies, etc.) targeting 4-1BB, LAG-3 and/or one or more receptors/markers of Table 2 (e.g. PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A, CRTAM, Sema7a, etc.), or fragments thereof, are provided. Such agents may be naked, deriving their effect by target binding (e.g., neutralizing the target), or may be conjugated to a functional moiety (e.g., drug, toxin, effector moiety, etc.).

[0079]

In some embodiments, a subject is treated with (i) one or more agents (e.g., antibodies, antibody fragments, antibody mimetic molecules (e.g., DARPins, affibodies, aptamers, nanobodies, etc.), etc.) that target 4-1BB, LAG-3 and/or one or more receptors/markers of Table 2 (e.g. PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A, CRTAM, Sema7a, etc.), as well as (ii) one or more additional cancer therapies. Such therapies include chemotherapy, immunotherapy, radiation, surgery, etc. In some embodiments, agents targeting the receptors/markers described herein are co-administered with one or more additional agents for the treatment of cancer.

[0080]

In some embodiments, exemplary anticancer agents suitable for use in compositions and methods described herein include, but are not limited to: 1) alkaloids, including microtubule inhibitors (e.g., vincristine, vinblastine, and vindesine, etc.), microtubule stabilizers (e.g., paclitaxel (Taxol), and docetaxel, etc.), and chromatin function inhibitors, including topoisomerase inhibitors, such as epipodophyllotoxins (e.g., etoposide (VP-16), and teniposide (VM-26), etc.), and agents that target topoisomerase I (e.g., camptothecin and isirinotecan (CPT-11), etc.); 2) covalent DNA-binding agents (alkylating agents), including nitrogen mustards (e.g., mechlorethamine, chlorambucil, cyclophosphamide, ifosphamide, and busulfan (MYLERAN), etc.), nitrosoureas (e.g., carmustine, lomustine, and semustine, etc.), and other alkylating agents (e.g., dacarbazine, hydroxymethylmelamine, thiotepa, and mitomycin, etc.); 3) noncovalent DNA-binding agents (antitumor antibiotics), including nucleic acid inhibitors (e.g., dactinomycin (actinomycin D), etc.), anthracyclines (e.g., daunorubicin (daunomycin, and cerubidine), doxorubicin (adriamycin), and idarubicin (idamycin), etc.), anthracenediones (e.g., anthracycline analogues, such as mitoxantrone, etc.), bleomycins (BLENOXANE), etc., and plicamycin (mithramycin), etc.; 4) antimetabolites, including antifolates (e.g., methotrexate, FOLEX, and MEXATE, etc.), purine antimetabolites (e.g., 6-mercaptopurine (6-MP, PURINETHOL), 6-thioguanine (6-TG), azathioprine, acyclovir, ganciclovir, chlorodeoxyadenosine, 2-chlorodeoxyadenosine (CdA), and 2′-deoxycoformycin (pentostatin), etc.), pyrimidine antagonists (e.g., fluoropyrimidines (e.g., 5-fluorouracil (ADRUCIL), 5-fluorodeoxyuridine (FdUrd) (floxuridine)) etc.), and cytosine arabinosides (e.g., CYTOSAR (ara-C) and fludarabine, etc.); 5) enzymes, including L-asparaginase, and hydroxyurea, etc.; 6) hormones, including glucocorticoids, antiestrogens (e.g., tamoxifen, etc.), nonsteroidal antiandrogens (e.g., flutamide, etc.), and aromatase inhibitors (e.g., anastrozole (ARIMIDEX), etc.); 7) platinum compounds (e.g., cisplatin and carboplatin, etc.); 8) monoclonal antibodies (e.g., conjugated with anticancer drugs, toxins, and/or radionuclides, etc.; neutralizing antibodies; etc.); 9) biological response modifiers (e.g., interferons (e.g., IFN-.alpha., etc.) and interleukins (e.g., IL-2, etc.), etc.); 10) adoptive immunotherapy; 11) hematopoietic growth factors; 12) agents that induce tumor cell differentiation (e.g., all-trans-retinoic acid, etc.); 13) gene therapy techniques; 14) antisense therapy techniques; 15) tumor vaccines; 16) therapies directed against tumor metastases (e.g., batimastat, etc.); 17) angiogenesis inhibitors; 18) proteosome inhibitors (e.g., VELCADE); 19) inhibitors of acetylation and/or methylation (e.g., HDAC inhibitors); 20) modulators of NF kappa B; 21) inhibitors of cell cycle regulation (e.g., CDK inhibitors); and 22) modulators of p53 protein function.

[0081]

In some embodiments, agents targeting 4-1BB, LAG-3 and/or one or more receptors/markers of Table 2 (e.g. Nrn1, Sema7a, CRTAM, etc.) are administered to overcome immune invasion of the cancer cells, tumor, tumor microenvironment, etc. In some embodiments, one or more additional cancer immunotherapies are employed (e.g., concurrently or serially) to make use of the immune-responsiveness of the treated cells/tumor. Suitable immunotherapies may include, but are not limited to: cell-based therapies (e.g., dendritic cell or T cell therapy, etc.), monoclonal antibody (mAb) therapy (e.g., naked mAbs, conjugated mAbs), cytokine therapy (e.g., interferons, interleukins, etc.), adjuvant treatment (e.g., polysaccharide-K), etc.

[0082]

In some embodiments, agents targeting 4-1BB, LAG-3 and/or one or more receptors/markers of Table 2 (e.g. PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A, CRTAM, Sema7a, etc.) are co-administered with agents (e.g., small molecules, peptides, antibodies, antibody fragments, etc.) that target one or more cancer cell or tumor) markers or components. In some embodiments, such co-administration renders the cancer cells, tumor, and/or tumor microenvironment susceptible and/or accessible to the treatment with the additional agent.

[0083]

In some embodiments, agents for use in the methods and compositions described herein target and/or binds a cancer or tumor cell marker or component, selected from the group including but not limited to, epidermal growth factor receptor (EGFR, EGFR1, ErbB-1, HER1). ErbB-2 (HER2/neu), ErbB-3/HER3, ErbB-4/HER4, EGFR ligand family; insulin-like growth factor receptor (IGFR) family, IGF-binding proteins (IGFBPs), IGFR ligand family (IGF-1R); platelet derived growth factor receptor (PDGFR) family, PDGFR ligand family; fibroblast growth factor receptor (FGFR) family, FGFR ligand family, vascular endothelial growth factor receptor (VEGFR) family, VEGF family; HGF receptor family: TRK receptor family; ephrin (EPH) receptor family: AXL receptor family; leukocyte tyrosine kinase (LTK) receptor family; TIE receptor family, angiopoietin 1, 2; receptor tyrosine kinase-like orphan receptor (ROR) receptor family; discoidin domain receptor (DDR) family; RET receptor family; KLG receptor family; RYK receptor family; MuSK receptor family; Transforming growth factor alpha (TGF-α), TGF-α receptor; Transforming growth factor-beta (TGF-β), TGF-β receptor; Interleukin β receptor alpha2 chain (IL13Ralpha2), Interleukin-6 (IL-6), 1L-6 receptor, interleukin-4, IL-4 receptor, Cytokine receptors, Class I (hematopoietin family) and Class II (interferon/1L-10 family) receptors, tumor necrosis factor (TNF) family, TNF-α, tumor necrosis factor (TNF) receptor superfamily (TNTRSF), death receptor family, TRAIL-receptor; cancer-testis (CT) antigens, lineage-specific antigens, differentiation antigens, alpha-actinin-4, ARTC1, breakpoint cluster region-Abelson (Bcr-abl) fusion products, B-RAF, caspase-5 (CASP-5), caspase-8 (CASP-8), beta-catenin (CTNNB1), cell division cycle 27 (CDC27), cyclin-dependent kinase 4 (CDK4), CDKN2A, COA-1, dek-can fusion protein, EFTUD-2, Elongation factor 2 (ELF2), Ets variant gene 6/acute myeloid leukemia 1 gene ETS (ETC6-AML1) fusion protein, fibronectin (FN), GPNMB, low density lipid receptor/GDP-L fucose: beta-Dgalactose 2-alpha-Lfucosyltraosferase (LDLR/FUT) fusion protein, HLA-A2, MLA-A11, heat shock protein 70-2 mutated (HSP70-2M), KIAA0205, MART2, melanoma ubiquitous mutated 1, 2, 3 (MUM-1, 2, 3), prostatic acid phosphatase (PAP), neo-PAP, Myosin class 1, NFYC, OGT, OS-9, pml-RARalpha fusion protein, PRDX5, PTPRK, K-ras (KRAS2), N-ras (NRAS), HRAS, RBAF600, SIRT12, SNRPD1, SYT-SSX1 or -SSX2 fusion protein, Triosephosphate Isomerase, BAGE, BAGE-1, BAGE-2, 3, 4, 5, GAGE-1, 2, 3, 4, 5, 6, 7, 8, GnT-V (aberrant N-acetyl glucosaminyl transferase V, MGAT5), HERV-K MEL, KK-LC, KM-HN-1, LAGE, LAGE-1, CTL-recognized antigen on melanoma (CAMEL), MAGE-A1 (MAGE-1). MAGE-A2, MAGE-A3, MAGE-A4, MAGE-AS, MAGE-A6, MAGE-A8, MAGE-A9, MAGE-A10. MAGE-All, MAGE-A12, MAGE-3, MAGE-B1, MAGE-B2, MAGE-B5. MAGE-B6, MAGE-C1, MAGE-C2, mucin 1 (MUC1), MART-1/Melan-A (MLANA), gp100, gp100/Pme117 (S1LV), tyrosinase (TYR), TRP-1, HAGE, NA-88, NY-ESO-1, NY-ESO-1/LAGE-2, SAGE, Sp17. SSX-1, 2, 3, 4, TRP2-1NT2, carcino-embryonic antigen (CEA), Kallikrein 4, mammaglobin-A, OA1 prostate specific antigen (PSA), prostate specific membrane antigen, TRP-1/, 75. TRP-2 adipophilin, interferon inducible protein absent in melanoma 2 (AIM-2). BING-4, CPSF, cyclin D1, epithelial cell adhesion molecule (Ep-CAM), EpbA3, fibroblast growth factor-5 (FGF-5), glycoprotein 250 (gp250intestinal carboxyl esterase (iCE), alpha-feto protein (AFP), M-CSF, mdm-2, MUCI, p53 (TP53), PBF, PRAME, PSMA, RAGE-1, RNF43, RU2AS, SOX10, STEAP1, survivin (BIRCS), human telomerase reverse transcriptase (hTERT), telomerase, Wilms' tumor gene (WT1), SYCP1, BRDT, SPANX, XAGE, ADAM2, PAGE-5, LIP1, CTAGE-1, CSAGE, MMA1, CAGE, BORIS, HOM-TES-85, AF15q14, HCA66I, LDHC, MORC, SGY-1, SPO11, TPX1, NY-SAR-35, FTHLI7, NXF2 TDRD1, TEX 15, FATE, TPTE, immunoglobulin idiotypes, Bence-Jones protein, estrogen receptors (ER), androgen receptors (AR), CD40, CD30, CD20, CD19, CD33, CD4, CD25, CD3, cancer antigen 72-4 (CA 72-4), cancer antigen 15-3 (CA 15-3), cancer antigen 27-29 (CA 27-29), cancer antigen 125 (CA 125), cancer antigen 19-9 (CA 19-9), beta-human chorionic gonadotropin, 1-2 microglobulin, squamous cell carcinoma antigen, neuron-specific enolase, heat shock protein gp96. GM2, sargramostim, CTLA-4, 707 alanine proline (707-AP), adenocarcinoma antigen recognized by T cells 4 (ART-4), carcinoembryogenic antigen peptide-1 (CAP-1), calcium-activated chloride channel-2 (CLCA2), cyclophilin B (Cyp-B), human signet ring tumor-2 (HST-2), etc.

[0084]

Examples of antibodies which can be incorporated into compositions and methods disclosed herein include, but are not limited, to antibodies such as trastuzumab (anti-HER2/neu antibody); Pertuzumab (anti-HER2 mAb); cetuximab (chimeric monoclonal antibody to epidermal growth factor receptor EGFR); panitumumab (anti-EGFR antibody); nimotuzumab (anti-EGFR antibody); Zalutumumab (anti-EGFR mAb); Necitumumab (anti-EGFR mAb); MDX-210 (humanized anti-HER-2 bispecific antibody); MDX-210 (humanized anti-HER-2 bispecific antibody); MDX-447 (humanized anti-EGF receptor bispecific antibody); Rituximab (chimeric murine/human anti-CD20 mAb); Obinutuzumab (anti-CD20 mAb); Ofatumumab (anti-CD20 mAb); Tositumumab-1131 (anti-CD20 mAb); Ibritumomab tiuxetan (anti-CD20 mAb); Bevacizumab (anti-VEGF mAb); Ramucirumab (anti-VEGFR2 mAb); Ranibizumab (anti-VEGF mAb); Aflibercept (extracellular domains of VEGFR1 and VEGFR2 fused to IgG1 Fc); AMG386 (angiopoietin-1 and -2 binding peptide fused to IgG1 Fc); Dalotuzumab (anti-IGF-1R mAb); Gemtuzumab ozogamicin (anti-CD33 mAb); Alemtuzumab (anti-Campath-1/CD52 mAb); Brentuximab vedotin (anti-CD30 mAb): Catumaxomab (bispecific mAb that targets epithelial cell adhesion molecule and CD3); Naptumomab (anti-5T4 mAb); Girentuximab (anti-Carbonic anhydrase ix); or Farletuzumab (anti-folate receptor). Other examples include antibodies such as Panorex™ (17-1A) (murine monoclonal antibody); Panorex (@(17-1A)) (chimeric murine monoclonal antibody); BEC2 (ami-idiotypic mAb, mimics the GD epitope) (with BCG); Oncolym (Lym-1 monoclonal antibody); SMART M195 Ab, humanized 13′ 1 LYM-1 (Oncolym). Ovarex (B43.13, anti-idiotypic mouse mAb); 3622W94 mAb that binds to EGP40 (17-1A) pancarcinoma antigen on adenocarcinomas; Zenapax (SMART Anti-Tac (IL-2 receptor); SMART M195 Ab, humanized Ab, humanized); NovoMAb-G2 (pancarcinoma specific Ab); TNT (chimeric mAb to histone antigens); TNT (chimeric mAb to histone antigens); Gliomab-H (Monoclonals—Humanized Abs); GNI-250 Mab; EMD-72000 (chimeric-EGF antagonist); LymphoCide (humanized IL.L.2 antibody); and MDX-260 bispecific, targets GD-2, ANA Ab, SMART IDIO Ab, SMART ABL 364 Ab, or ImmuRAIT-CEA.

[0085]

In some embodiments, an agent that finds use in embodiments herein specifically binds a component of a regulatory T cell, myeloid suppressor cell, or dendritic cell. In another aspect, the targeting moiety specifically binds one of the following molecules: CD4; CD25 (IL-2α receptor; IL-2αR); cytotoxic T-lymphocyte antigen-4 (CTLA-4; CD152); Interleukin-10 (IL-10); Transforming growth factor-beta receptor (TGF-βR); Transforming growth factor-beta (TGF-β); Programmed Death-1 (PD-1); Programmed death-1 ligand (PD-L1 or PD-L2); Receptor activator of nuclear factor-κB (RANK); Receptor activator of nuclear factor-κB (RANK) ligand (RANKL); LAG-3; glucocorticoid-induced tumor necrosis factor receptor family-related gene (GITR; TNFRSF18); or Interleukin-4 receptor (IL-4R). In some embodiments, the agent is an agonist that increases the function of the targeted molecule. In other embodiments, the agent is an antagonist that inhibits the function of the targeted molecule.

[0086]

In some embodiments, an agent that finds use in embodiments herein binds a specific cytokine, cytokine receptor, co-stimulatory molecule, co-inhibitory molecule, or immunomodulatory receptor that modulates the immune system. In another aspect, the targeting moiety specifically binds one of the following molecules: tumor necrosis factor (TNF) superfamily; tumor necrosis factor-α (TNF-α); tumor necrosis factor receptor (TNFR) superfamily; Interleukin-12 (IL-12); IL-12 receptor; 4-1BB (CD137); 4-1BB ligand (4-1BBL; CD137L); OX40 (CD134; TNR4); OX40 ligand (OX40L; CD40; CD40 ligand (CD40L); CTLA-4; Programmed death-1 (PD-1); PD-1 ligand I (PD-L1: B7-H1); or PD-1 ligand 2 (PD-L2; B7-DC); B7 family; B7-1 (CD80); B7-2 (CD86); B7-H3; B7-H4; GITR/AITR: GITRL/AITRL; BTLA; CD70; CD27; LIGHT; HVEM: Toll-like receptor (TLR) (TLR 1, 2, 3, 4, 5, 6, 7, 8, 9, 10). In some embodiments, the agent is an agonist that increases the function of the targeted molecule. In other embodiments, the agent is an antagonist that inhibits the function of the targeted molecule.

[0087]

In some embodiments, agents (e.g., immunotherapeutics) targeting 4-1BB, LAG-3 and/or one or more receptors/markers of Table 2 (e.g. PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A, CRTAM, Sema7a, etc.) are co-administered (e.g., serially or sequentially) with one or more adjuvants. Suitable adjuvants include, but are not limited to, one or more of: oil emulsions (e.g., Freund's adjuvant); saponin formulations; virosomes and viral-like particles; bacterial and microbial derivatives; immunostimulatory oligonucleotides; ADP-ribosylating toxins and detoxified derivatives; alum; BCG; mineral-containing compositions (e.g., mineral salts, such as aluminium salts and calcium salts, hydroxides, phosphates, sulfates, etc.); bioadhesives and/or mucoadhesives; microparticles; liposomes; polyoxyethylene ether and polyoxyethylene ester formulations; polyphosphazene; muramyl peptides; imidazoquinolone compounds; and surface active substances (e.g. lysolecithin, pluronic polyols, polyanions, peptides, oil emulsions, keyhole limpet hemocyanin, and dinitrophenol).

[0088]

Adjuvants may also include immunomodulators such as cytokines, interleukins (e.g., IL-1, IL-2, IL-4, IL-5, IL-6, IL-7, IL-12, etc.), interferons (e.g., interferon-.gamma.), macrophage colony stimulating factor, and tumor necrosis factor. In addition to variant B7-DC polypeptides, other co-stimulatory molecules, including other polypeptides of the B7 family, may be administered. Proteinaceous adjuvants may be provided as the full-length polypeptide or an active fragment thereof, or in the form of DNA, such as plasmid DNA.

[0089]

Pharmaceutical and immunotherapeutic compositions described herein may be delivered by any suitable route of administration (e.g., oral delivery, parenteral delivery, mucous membrane delivery, pulmonary delivery, intravenous delivery, etc.). Appropriate formulations for such delivery routes are understood in the field.

[0090]

Non-limiting examples of cancers that may be treated with the compositions and methods described herein include, but are not limited to: melanoma (e.g., metastatic malignant melanoma), renal cancer (e.g. clear cell carcinoma), prostate cancer (e.g. hormone refractory prostate adenocarcinoma), pancreatic cancer (e.g., adenocarcinoma), breast cancer, colon cancer, lung cancer (e.g. non-small cell lung cancer), esophageal cancer, squamous cell carcinoma of the head and neck, liver cancer, ovarian cancer, cervical cancer, thyroid cancer, glioblastoma, glioma, leukemia, lymphoma, and other neoplastic malignancies. In some embodiments, the cancer is a solid tumor cancer.

[0091]

Some embodiments described herein are particularly useful for the treatment of tumors that do not otherwise respond to immunotherapeutic approaches. In some embodiments, provided herein is the treatment of cancers that are non-responsive (or have a reduced response) to T cells or antigen presenting cells (e.g., dendritic cells (e.g., CD103+DCs, etc.), etc.). In some embodiments, provided herein is the treatment of cancers that are non-responsive to treatments, despite T cell infiltration. In some embodiments, compositions and methods described herein find use in the treatment of cancers in which T cells are not appropriately primed against tumor-associated antigens. In some embodiments, compositions and methods described herein find use in the treatment of cancers comprising tumors or cells that are defective in recruitment of dendritic cells (e.g., CD103+ DCs, etc.). In some embodiments, compositions and methods described herein find use in the treatment of cancers comprising tumors or cells that are defective in production of the chemokine CCL4.

[0092]

In some embodiments, the therapeutic compositions and methods herein find use with those described in, for example WO 2016/141312; incorporated by reference in its entirety.

[0093]

In some embodiments, methods are provided for testing sample (e.g., cell, tissue, population of cells, tumor, blood, urine, saliva, etc.) from a subject for one or more biomarkers (e.g., biomarkers of dysfunctional tumor antigen-specific CD8+ T cells). Such biomarkers may comprise nucleic acids, small molecules, proteins, peptides, etc., and may be detected using any suitable assay of technique. In some embodiments, provided herein are DNA-, RNA-, small molecule, and/or protein-based diagnostic methods that either directly or indirectly detect the biomarkers of the evasion of immune response or immunotherapy by cancer cells or tumors. The present invention also provides compositions, reagents, and kits for such diagnostic purposes.

[0094]

In some embodiments, biomarkers are detected at the nucleic acid (e.g., RNA) level. For example, the presence or amount of biomarker nucleic acid (e.g., mRNA) in a sample is determined (e.g., to determine the presence or level of biomarker expression). Biomarker nucleic acid (e.g., RNA, amplified cDNA, etc.) may be detected/quantified using a variety of nucleic acid techniques known to those of ordinary skill in the art, including but not limited to nucleic acid sequencing, nucleic acid hybridization, nucleic acid amplification (e.g., by PCR, RT-PCR, qPCR, etc.), microarray, Southern and Northern blotting, sequencing, etc. Non-amplified or amplified nucleic acids can be detected by any conventional means. For example, in some embodiments, nucleic acids are detected by hybridization with a detectably labeled probe and measurement of the resulting hybrids. Nucleic acid detection reagents may be labeled (e.g., fluorescently) or unlabeled, and may by free in solution or immobilized (e.g., on a bead, well, surface, chip, etc.).

[0095]

In some embodiments, biomarkers are detected at the protein level. For example, the presence or amount of biomarker protein in a sample is determined (e.g., to determine the presence or level of biomarker expression or localization). In some embodiments, reagents are provided for the detection and/or quantification of biomarker proteins. Suitable reagents include primary antibodies (e.g., that bind to the biomarkers), secondary antibodies (e.g., that bind primary antibodies), antibody fragments, aptamers, etc. Protein detection reagents may be labeled (e.g., fluorescently) or unlabeled, and may by free in solution or immobilized (e.g., on a bead, well, surface, chip, etc.).

[0096]

In some embodiments, biomarker capture reagents are provided to localize, concentrate, aggregate, etc. a biomarker. For example, in some embodiments a biomarker capture reagent that interacts with the biomarker is linked to a solid support (e.g., a bead, surface, resin, column, and the like) that allows manipulation by the user on a macroscopic scale. Often, the solid support allows the use of a mechanical means to isolate and purify the biomarker from a heterogeneous solution. For example, when linked to a bead, separation is achieved by removing the bead from the heterogeneous solution, e.g., by physical movement. In embodiments in which the bead is magnetic or paramagnetic, a magnetic field is used to achieve physical separation of the capture reagent (and thus the target) from the heterogeneous solution. Magnetic beads used to isolate targets are described in the art, e.g., as described in European Patent Application No. 87309308, incorporated herein in its entirety for all purposes.

[0097]

Compositions for use in the diagnostic methods or testing steps described herein include, but are not limited to, probes, amplification oligonucleotides, and antibodies. Any of the detection and/or diagnostic reagents used in embodiments described herein may be provided alone or in combination with other compositions in the form of a kit. Kits may include any and all components necessary or sufficient for assays including, but not limited to, the detection reagents, buffers, control reagents (e.g., tissue samples, positive and negative control sample, etc.), solid supports, labels, written and/or pictorial instructions and product information, inhibitors, labeling and/or detection reagents, package environmental controls (e.g., ice, desiccants, etc.), and the like. In some embodiments, the kits provide a sub-set of the required components, wherein it is expected that the user will supply the remaining components. In some embodiments, the kits comprise two or more separate containers wherein each container houses a subset of the components to be delivered.

[0098]

In some embodiments, a computer-based analysis program is used to translate the raw data generated by the detection assay (e.g., the presence, absence, or amount of expression a biomarker) into data of predictive value for a clinician. In some embodiments, computer analysis combines various data into a single score or value that is predictive and/or diagnostic. The clinician can access the predictive data using any suitable means. Thus, in some preferred embodiments, the present invention provides the further benefit that the clinician, who is not likely to be trained in genetics or molecular biology, need not understand the raw data. The data is presented directly to the clinician in its most useful form. The clinician is then able to immediately utilize the information in order to optimize the care of the subject. Contemplated herein are any methods capable of receiving, processing, and transmitting the information to and from laboratories conducting the assays, information providers, medical personal, and subjects. For example, in some embodiments of the present invention, a sample (e.g., a biopsy, cell, or blood sample) is obtained from a subject and submitted to a profiling service (e.g., clinical lab at a medical facility, third-party testing service, genomic profiling business, etc. to generate raw data. Where the sample comprises a tissue or other biological sample, the subject may visit a medical center to have the sample obtained and sent to the profiling center, or subjects may collect the sample themselves and directly send it to a profiling center. In some embodiments, a report is generated (e.g., by a clinician, by a testing center, by a computer or other automated analysis system, etc.). A report may contain test results, diagnoses, and/or treatment recommendations.

EXPERIMENTAL

[0000]

Materials and Methods

[0000]

Mice and Tumor Inoculation

[0099]

Female C57BL/6 mice ranging from 6 to 8 weeks were purchased from Taconic Farms. CD45.1 and Rag2−/− mice on the C57BL/6 background were obtained from Taconic Farms and bred at the University of Chicago. 2C/Rag2−/− and P14/Rag2−/− mice have been previously described (Brown et al., 2006; incorporated by reference in its entirety). pLCK-CreERT2×ROSA-YFP mice were generated and have been described (Evaristo et al., 2016; incorporated by reference in its entirety). B16.SIY.dsRed (Kline et al., 2012; incorporated by reference in its entirety), C1498.SIY.GFP (Zhang et al., 2009; incorporated by reference in its entirety), and MC57.SIY.GFP (Spiotto et al., 2002; incorporated by reference in its entirety) tumor cells were engineered to express either dsRed or GFP in frame with the H2-Kb-restricted model antigen SIYRYYGL. The 1969.SIY.GFP cell line was engineered by retroviral transduction of the 1969 cell line (Diamond et al., 2011; incorporated by reference in its entirety) using the pLEGFP plasmid expressing cDNA for SIYRYYGL (Spiotto et al., 2002; incorporated by reference in its entirety). For experiments, mice 6 to 9 weeks of age and received 2×106tumor cells subcutaneously on either the left flank or both the left and right flank. All mice were maintained according to the National Institute of Health Animal Care guidelines and studied under IACUC-approved protocols.

[0100]

To generate the targeting construct for the Egr2EGFPknock-in reporter mice, a 12.6 kb mouse genomic DNA fragment including the egr2 gene was excised with SacII and cloned into a pEasy-Flox vector adjacent to the thymidine kinase (TK) selection marker. A cassette containing IRES2-eGFP and a LoxP-flanked neomycin selection marker was inserted into an Nhe1 site between the translation stop codon (TGA) and the polyadenylation signal of the egr2 gene. ES cell clones from 129 mice were electroporated and selected for Neomycin resistance. ES cell clones were verified for homologous insertion in the endogenous locus by PCR and southern blot with 5′ and 3′ probes. Mice were backcrossed to C57BL/6 for over 8 generations.

[0000]

TIL Isolation

[0101]

Tumors were harvested from mice at the indicated time points. Tumors were dissociated through a 50 μm filter and washed with PBS. TILs were further enriched by layering Ficoll-Hypaque beneath the cell suspension followed by centrifugation without breaks for 30 min at 400×g. The buffy-layer was isolated and washed twice with PBS before staining. For isolating specific cell populations by FACS, tumors were pooled when indicated and the cell layer was re-purified by Ficoll-Hypaque centrifugation twice. For day 28 tumors, after Ficoll-Hypaque separation, T cells were further purified by negative bead selection according to manufacturer's instructions (MAGNISORT, eBiosciences). Cells were then washed with PBS, stained at 4° C. for 15 minutes before resuspending in complete DMEM (cDMEM: 10% FBS, 100U/mL Penicillin-Streptomycin, 1% MEM Non-Essential Amino Acids, 50 μM (3-ME, 0.01M MOPS), and were sorted into either RLT lysis buffer (QIAGEN) or cDMEM depending on the experimental assay. Cells sorted into RLT buffer were put directly on dry ice as soon as the sort was finished.

[0000]

Flow Cytometry and Antibodies

[0102]

Cell suspensions were washed twice in PBS before staining an FACS buffer (10% FBS, 2 mM EDTA, 0.001% NaN3). Cells were stained for 30 min on ice and fixed in 1% PFA. Antibodies against the following molecules were used: CD3 (17A2, AX700), 2B4 (2B4, FITC), CD127 (A7R34, PE), OX-40 (OX-86, PE), 4-1BB (17B5, Biotin, APC), CD160 (7H1, PE-Cy7), LAG-3 (C9B7W, PerCPeFluor710), PD-1 (RMP1-30, PE-Cy7), NRP1 (3E12, BV421), GITR (DTA-1, FITC), ICOS (7E.17G9, BV421), KLRG-1 (2F1, eF450, BV605), TIGIT (1G9, APC), TIM-3 (RMT3-23, PE), CD4 (RM4-5, BV605), CD45.1 (A20, FITC), CD45.2 (104, PE), CD8a (53-6.7, BV711). Fixable Viability Dye 506 (eBioscience) was used for live/dead discrimination. Staining of SIY-specific T cells was performed utilizing the SIYRYYGL-Pentamer (PE) (Proimmune); a SIINFEKL-pentamer (PE) was used as a non-specific control. All flow cytometric analysis was conducted on an LSRFortessa (BD) and analyzed using FlowJo software (Tree Star).

[0000]

Quantitative Real-Time PCR

[0103]

Total RNA was extracted from sorted cell populations using the RNEasy Micro Kit (QIAGEN) following the manufacturer's protocol. cDNA was synthesized using the High Capacity cDNA Reverse Transcription kit (Applied Biosystems) according to manufacturer's instructions. Transcript levels were determined using primer-probe sets (Tables 1a and 1b) developed through the online ProbeFinder Software and the Universal Probe Library (Roche) with the exception of IL-2 (Mm00434256_m1) and 18S (Hs99999901_s1). To minimize batch effect, when possible, all samples probed for a gene were run on the same 96-well qRT-PCR plate. All primer-probe sets either contained a primer spanning an exon-exon boundary or primers spanning an intron. Expression levels of transcripts were normalized to 18S expression.

[0104]

Primer Sequences
SEQ
ID
#WilsonIMGTSequenceNO:
0Cβ1.1TRBC1CTCAAACAAGGAGACCTTGGGTGG1
1Vβ1TRVB5CAGACAGCTCCAAGCTACTTTTAC2
2Vβ2TRVB1ATGAGCCAGGGCAGAACCTTGTAC3
3Vβ3TRVB26GAAATTCAGTCCTCTGAGGCAGGA4
4Vβ4TRVB2CTAAAGCCTGATGACTCGGCCACA5
5Vβ5.1TRVB12-2CTTTGGAGCTAGAGGACTCTGCCG6
6Vβ5.2TRVB12-1CCTTGGAACTGGAGGACTCTGCTA7
7Vβ6TRVB19GCCCAGAAGAACGAGATGGCCGTT8
8Vβ7TRVB29GGATTCTGCTAAAACAAACCAGACATCTGT9
9Vβ8.1TRVB13-3GCTTCCCTTTCTCAGACAGCTGTA10
10Vβ8.2TRVB13-2GCTACCCCCTCTCAGACATCAGTG11
11Vβ8.3TRVB13-3GGCTTCTCCCTCTCAGACATCTT12
12Vβ9TRVB17CTCTCTCTACATTGGCTCTGCAGG13
13Vβ10TRVB4CTTCGAATCAAGTCTGTAGAGCCG14
14Vβ11TRVB16TGAAGATCCAGAGCAGCGGGCCCC15
15Vβ12TRVB15CCACTCTGAAGATTCAACCTACAGAACCC16
16Vβ13TRVB14CAAGATCCAGTCTGCAAAGCAGGG17
17Vβ14TRVB31GCACGGAGAAGCTGCTTCTCAGCC18
18Vβ15TRVB20GCATATCTTGAAGACAGAGGC19
19Vβ16TRVB3CTCTGAAAATCCAACCCACAGCACTGG20
20Vβ17TRVB24TCTGAAGAAGACGACTCAGCACTG21
21Vβ18TRVB30GCAAGGCCTGGAGACAGCAGTATC22

[0105]

Primer/Probe
SEQSEQRoche
IDIDProbe
GeneNO:Primer1Primer2NO:#
Lag323tgctttgggaagctccagtgctgcagggaagatggac4279
Tnfrsf924ccggtcttaagcacagacctgaacggtactggcgtctgtc43108
Egr225ctacccggtggaagacctcaatgttgatcatgccatctcc4460
Sema7a26tcaatcggctgcaagatgtcgcagacagctgagtagttcc4515
Crtam27agatccaacaacgaggagacatcatgcaacgcttagactgg4671
Ccl128tcaccatgaaacccactgcagcagcagctattggagacc4771
Ngn29caccctagcctaacctcaacctgaaaacctcctcccctctt4845
Arl330ctggcagatccagtcctgttacccagttcatgccatcct49100
Exph531atgagggaggagagcggtatcagcttgttgtccaaatcgtc5067
Fhl232agaaaaccatcatgccaggtacaggtgaagcaggtctcgt5174
Nrn133atcctcgcggtgcaaatagcccttaaagactgcatcaca52108
Ptgfrn34ccggggagatctcatcaaatcgaaggccatgtcatctg5312
Rankl35tgaagacacactacctgaccccacaatgtgttgcagttc5488
tcctg
Tnfa36gctgctcactgtgaaggaagttggggaatgcattttaccat552
Egr337caatctgtaccccgaggagaccgatgtccatcacattctct5674
Tnfa38ctgtagcccacgtcgtagcttgagatccatgccgttg5725
Gzmb39gctgctcactgtgaaggaagttggggaatgcattttaccat582
Ccl140tcaccatgaaacccactgcagcagcagctattggagacc5971
Ccl2241tcttgctgtggcaattcagagcagagggtgacggatgtag6074

In Vivo Proliferation Assay

[0106]

In vivo proliferation was measured by a BrdU pulse 24 hours prior to flow cytometric analysis. Each mouse received 0.8 mg BrdU injected i.p. (intraperitoneal) on day 12 after tumor inoculation. TILs were isolated and surface stain was performed as described above. Following surface staining, cells were fixed and permeabilized using the Foxp3 staining kit (BD), according to manufacturer's protocol, and incubated with 100 μl PBS/DNase solution (300 μg/ml) for 30 minutes at 37° C. Cells were washed and incubated for 30 minutes at room temperature with anti-BrdU (FITC, Bu20a) and then washed with and resuspended in PBS.

[0000]

In Vitro Stimulation Assays

[0107]

Tissue culture-treated 96-well round bottom plates were coated with anti-CD3E (1 μg/ml; 2C11) in DPBS overnight at 4° C. or for 2 hours at 37° C. Cells were sorted into cold cDMEM media and put on ice as soon as the sort was finished. Cells were then pelleted, resuspended in 50 μl cDMEM and incubated with soluble anti-CD28 (2 μg/ml; PV-1) for 10-12 hours for a final volume of 100 μl. After stimulation supernatants were removed for ELISA or bead-based immunoassay (LegendPlex), and cells were washed once with DPBS and resuspended in 15 μl of RNAlater Stabilization Solution (QIAGEN) or 300 μl of RLT buffer. Cells were stored at −80° C. until RNA isolation was performed.

[0000]

Protein Quantification

[0108]

Measurement of protein concentration was determined either by a standard ELISA or bead-based immunoassay (LEGENDplex, BioLegend). ELISAs were performed according to manufacturer's protocol (Ready-SET-Go ELISA; eBioscience) on supernatants from in vitro stimulations. Absorbance values were obtained at 450 nm using an Emax microplate reader (Molecular Devices) and IL-2 concentration was determined by standard curve. Protein concentration values were normalized to the number of sorted cells plated. LEGENDplex assays were performed according to manufacturer's protocols. IL-2 concentration (FIG. 4B) was confirmed by both methods in separate experiments with no significant difference in IL-2 concentration between the two methods.

[0109]

Spectratype Analysis and Sequencing Mice were injected with 2×106B16.SIY.dsRed tumor cells. 14 days later, tumors were harvested and specific CD8+ TIL subpopulations were sorted into RLT buffer (QIAGEN) and immediately frozen. cDNA was synthesized from sorted cell populations and CDR3 regions were amplified by PCR with 21 different Vβ-5′ primers paired with a FAM-Cβ1.1 primer (Table 1). Three Vβ PCR reactions did not reach significant amplification for analysis and were removed from the analysis. For sequencing, Cβ-Vβ PCR products were purified using the QIAquick PCR purification kit (QIAGEN) and sequenced at the University of Chicago Genomics Core Facility. Cβ-Vβ PCR products were analyzed by capillary electrophoresis at the University of Chicago Genomics core and CDR3 peaks were aligned using the Liz500 ladder. Spectratype graphs were displayed using the GeneiousR9 software (Kearse et al., 2012). To generate the frequency profile for each Vβ spectratype, the area under each peak was measured using peak studio. The Hamming Distance (Currier and Robinson, 2001; incorporated by reference in its entirety) was calculated between each Vβ spectratype from each CD8+ spleen and TIL population within a given mouse. To determine significance between the HD from each comparison the HDs for each Vβ from mice were averaged and a One-Way ANOVA with Dunn's correction for multiple comparisons was performed.
TCR Transgenic T Cell Transfer Experiments

[0110]

Cell suspensions were generated from spleens and lymph nodes from congenic 2C/Rag2−/−/CD45.1/2 and/or P14/Rag2−/−/CD45.2 mice and T cells were purified by CD8+ negative selection (Miltenyi Biotechnologies) over magnetic columns according to the manufacturer's protocol. TCR Transgenic (Tg) T cells were washed with PBS, resuspended at a concentration of 10×106/ml and 1×106TCR Tg cells were adoptively transferred into CD45.1 tumor bearing mice by tail vein transfer in a volume of 0.1 mL. After indicated times, 2C T cells and corresponding host CD8+ T cells were sorted and stimulated as described above.

[0000]

In Vitro Cytotoxicity Assay

[0111]

Per individual experiment, 10 C57BL/6 mice were injected s.c. (subcutaneous) with 2×106B16.SIY cells on both left and right flanks. On day 14, all 20 tumors were pooled and dissociated using the Tumor Dissociation Kit (Miltenyi Biotec) following the manufacturer's protocol. Tumor cell suspensions were washed 3-5 times with PBS and TILs were enriched for by Ficoll-Hypaque gradient centrifugation. TILs were stained, sorted and put directly on ice. TILs were titrated and added directly to a 96-well plate containing 50,000 P815 mastocytoma cells and 1 μg/mL anti-CD3. For a positive control, OT-I cells were isolated from OT-I/Rag2−/− mice and stimulated with plate-bound anti-CD3 (0.25 μg/mL), anti-CD28 (2 μg/mL) and 100 U/mL IL-2 for 2-3 days. For a negative control, P815 cells were cultured alone or cultured with naïve CD8+ T cells isolated from lymph nodes. After 12 hours of incubation, cells were stained for Thy1, CD45, CD8α, Fixable Viability Dye 450 (eBioscience) and/or propidium Iodide.

[0000]

Gene Expression Analysis

[0112]

Total RNA for the CD8+ TIL subpopulations was isolated following the manufacturer's protocol (RNEasy Micro Kit: QIAGEN) from sorted cells pooled from 10 mice. Samples were analyzed by the University of Chicago Genomics Facility using Illumina MouseRef8 microarray chips. Two experimental replicates were performed, and the results were log2transformed and averaged. Probe sets that revealed a 1.5-fold difference abs(log2(ratio)>1.5)) relative to CD8+4-1BBLAG-3PD-1 cells were identified and used for subsequent analysis. The microarray data are available in the Gene Expression Omnibus database under accession number GSE79919. For cross-study comparisons, log 2-fold change values were extracted using the GEO2R online software from the hypofunctional CD8+ TIL data set, GSE79858 ((GSM2107353, GSM2107353 and GSM2107355) versus (GSM2107350, GSM2107351, GSM210732)) and the CD8+ T cell exhausted data set, GSE41870 ((GSM1026819, GSM1026820, GSM1026821) versus (GSM1026786, GSM1026787, GSM1026788, GSM1026789)). Upregulated genes showing a 2-fold difference were used for analysis. Multiple genes names with from the GEO2R extracted data were identified and matched to gene names from the Illumina data set. The rank-rank hypergeometric overlap (RRHO) analysis (Plaisier et al., 2010; incorporated by reference in its entirety) was conducted (Rosenblatt and Stein, 2014; incorporated by reference in its entirety).

[0000]

Gene Ontology Enrichment Analysis

[0113]

In a pair-wise fashion, shared upregulated genes were used as the input for the ClueGO software with the Cytoscape application (Shannon et al., 2003; incorporated by reference in its entirety). Both the Biological Process and Immune System Process Gene Ontology Annotations were used for analysis. Only pathways with a Bonferroni step down correction p-value>0.01 were considered when generating pathway nodes. Non-redundant pathways with the greatest number of genes found within each node were used as examples in FIG. 6A.

[0000]

Antibody and FTY720 Treatments

[0114]

Mice were treated i.p. with 100 μg/mouse of anti-4-1BB (Bio-X-Cell; LOB12.3) antibody and/or 100 μg/mouse anti-LAG-3 (Bio-X-Cell; C9B7W). For tumor outgrowth experiments, mice were treated on day 7, 10, 13 and 16 after tumor inoculation. For ex vivo functional experiments mice were treated on day 7, 10 and 13 and cells were sorted on day 14. For experiments blocking lymph node egress, 25 μg of FTY720 was given by gavage one day prior to first antibody treatment (day 6) and continued every day until endpoint on day 14.

[0000]

Results

[0000]

4-1BB and LAG-3 Identify a Major Population of CD8+ TILs

[0115]

To determine whether 4-1BB and LAG-3 could identify dysfunctional CD8+ TILs, the expression pattern of LAG-3 and 4-1BB was examined using the well-characterized B16.SIY model of melanoma. On day 7 following tumor inoculation, the 4-1BB+LAG-3+ population comprised 15.8% of all CD8+ TILs. The frequency of this population significantly increased to 44% by day 21. The frequency of 4-1BBLAG-3+ (4L+) population also increased 1.9-fold from day 7 to day 14 to comprise 25% of the CD8+ TIL compartment. In contrast, the frequency of the 4-1BBLAG-3 (4L) population decreased by 2.7-fold by day 21. There was no significant increase in the proportion or number of 4-1BB+LAG-3CD8+ TILs within the time frame of the experiment (FIGS. 1A and B). Similar patterns were seen when analyzing absolute numbers of cell subsets (FIGS. 1C and D). Acquisition of these phenotypes was specific for the tumor microenvironment, as they were not observed in the spleen or tumor-draining lymph node (TdLN) (FIG. 1A). These data indicate that the tumor microenvironment preferentially supports the induced co-expression of LAG-3 and 4-1BB.

[0116]

The selective increase in cell numbers and proportional shift towards the 4-1BB LAG-3+ and 4-1BB+LAG-3+ populations during tumor progression indicated that expansion of these populations was occurring within the tumor microenvironment. CD8+ TILs were stained for Ki67 at day 14 after tumor inoculation and analyzed by flow cytometry. 81% of 4-1BBLAG-3+ cells and 85% of 4-1BB+LAG-3+ cells were Ki67+ compared to only 32% of the 4-1BBLAG-3 TILs (FIG. 1E). Mice were pulsed with BrdU on day 12, and 24 hours later the CD8+ TIL subpopulations were analyzed for BrdU incorporation. Indeed, the 4-1BBLAG-3+ and 4-1BB+LAG-3+ populations incorporated more BrdU compared to the 4-1BBLAG-3 population (FIG. 1F). These data indicate that once CD8+ T cells arrive at the tumor site, a fraction of TILs expands within the tumor, and that these expanding TILs are identified by increased expression of 4-1BB and LAG-3.

[0117]

To determine if upregulation of LAG-3 and 4-1BB was simply a product of the B16.SIY tumor model or if it is a more general feature of CD8+ T cells within tumors, T cells from three additional progressively growing tumor models, C1498.SIY, MC38.SIY, EL4.SIY and B16F10 parental were analyzed. TILs were analyzed for expression of 4-1BB and LAG-3 at day 14. A pattern of expression was found that is similar to that seen in CD8+ TILs isolated from B16.SIY tumors (FIGS. 1G and I). The results from the B16F10 parental tumor confirm that presence of SIY is not required to see co-expression of 4-1BB and LAG-3. In order to determine whether the 4-1BB+LAG-3+ TIL subset was generated only in progressing tumors or also in tumors that were rejected, T cell phenotypes in the 1969.SIY and MC57.SIY fibrosarcoma tumor models were analyzed, which are more immunogenic and undergo spontaneous rejection. Distinctly fewer 4-1BB+LAG-3+ cells were found among the CD8+ TIL compartment in the 1969.SIY and MC57.SIY tumors (Figure H and I). Over time, co-expression of 4-1BB and LAG-3 was maintained in B16.SIY tumors but not MC57.SIY tumors (FIG. 1J). These data indicate that the acquisition of the LAG-3+4-1BB+ TIL phenotype preferentially occurs within the tumor microenvironment and only upon conditions of tumor progression rather than regression.

[0000]

CD8+ 4-1BB+LAG-3+ TILs Express Egr2 and Multiple Egr2 Gene Targets

[0118]

Experiments conducted during development of embodiments herein to determine whether Egr2 expression itself was also characteristic of T cells within the CD8+ TIL compartment; an Egr2-IRES-GFP (Egr2GFP) knock-in reporter mouse was utilized. Approximately 14% of all CD8+ TILs were GFP+ on both day 7 and day 14 (FIG. 2A). To confirm that Egr2 is faithfully reported, CD8+ TILs expressing high and low levels of EGFP were sorted and screened for Egr2 and several Egr2 targets by qRT-PCR. The Egr2-GFPhipopulation expressed greater levels of Egr2 and many Egr2-target genes previously defined using in vitro anergy models. These include Tnfrsf9, Lag3, Ngn, Sema7a, Crtam, Ccl1 and Nrn1 (FIG. 2B). Expression of 4-1BB and LAG-3 in the Egr2-GFPhiCD8+ TILs was confirmed by flow cytometry. The majority of Egr2-GFPhicells expressed LAG-3 and/or 4-1BB. The Egr2GFPlocells also showed expression of 4-1BB and LAG-3 on a subpopulation at day 14 (FIG. 2C). This result indicates either that CD8+ TILs expressing Egr2 encompass only a subset of the TILs expressing LAG-3 and/or 4-1BB, or that Egr2 is transiently expressed and is subsequently downregulated after the induction of LAG-3 and 4-1BB.

[0119]

Using Egr2 target genes from in vitro anergic CD4+ T cell clones (Zheng et al., 2013; incorporated by reference in its entirety), the Egr2-driven transcriptional program was examined in sorted 4-1BBLAG-3 and 4-1BB+LAG-3+ cells by qRT-PCR. Of the 43 Egr2 target genes examined, 10 showed detectably increased expression in 4-1BB+LAG-3+ population, while expression of a similar subset of genes was increased in the 4-1BBLAG-3+ population (FIG. 2D). Collectively, these data demonstrate that Egr2 is expressed in a subpopulation of CD8+ TILs expressing LAG-3 and/or 4-1BB, and that a subset of known Egr2 targets was detected in these larger T cell populations as a whole.

[0120]

It was next examined whether Egr2 was required for expression of LAG-3 and 4-1BB among CD8+ TIL in vivo. To this end Egr2f1ox/flox×pLCK-CreERT2×ROSA-YFP mice were utilized, in which oral tamoxifen administration results in a fraction of the CD8+ T cells deleting Egr2 and expressing YFP (FIG. 2E). This allowed comparison of both Egr2-sufficient (YFP) and Egr2-deficient (YFP+) CD8+ within the same tumor. To determine that Egr2 was in fact deleted from the YFP+ fraction, both YFP+ and YFPCD8+ TILs were sorted and Egr2 transcripts were measured directly ex vivo and upon ex vivo stimulation. The YFP+CD8+ TILs expressed substantially less Egr2 transcripts compared to the YFP counterparts (FIG. 2E). To determine if Egr2 is required for 4-1BB and LAG-3 expression, CD8+ TILs were analyzed at day 7 and 14 after tumor inoculation and compared the YFP+ and YFP populations to mice not treated with tamoxifen. At day 7, the YFP+ fraction expressed less 4-1BB and LAG-3 compared to the YFP population and the WT CD8+ TILs. However, expression of 4-1BB and LAG-3 was not significantly different at day 14 (FIG. 2F). This indicates that other transcriptional regulators compensate and contribute to the expression of LAG-3 and 4-1BB, especially at later time points.

[0121]

Egr3 has been shown to have overlapping function with Egr2 (Safford et al., 2005; incorporated by reference in its entirety) and HIF1α can contribute to 4-1BB expression (Palazón et al., 2012). To investigate whether these transcription factors may compensate for 4-1BB and/or LAG-3 expression we sorted Egr2GFPhiand Egr2GFPloCD8+ TILs expressing 4-1BB and LAG-3 on day 7 and analyzed expression of Egr3 and HIF1α by qRT-PCR. Egr3 and HIF1α were indeed expressed in both the Egr2GFPhiand Egr2GFPlopopulations. It was confirmed differential expression of Egr2 and CCL1 to between the Egr2GFPhiand Egr2GFPlopopulations to assure sort purity (FIG. 2G). Together, these data indicate that Egr2 contributes to upregulation of 4-1BB and LAG-3 expression at early time points, but that other transcriptional regulators compensate and drive expression of LAG-3 and 4-1BB as the T cell-tumor interaction progresses.

[0000]

CD8+ 4-1BB+LAG-3+ TILs are Oligoclonal and Enriched for Tumor Antigen Specificity

[0122]

Not all T cells in the tumor microenvironment are specific for tumor-associated antigens, as memory T cells specific for irrelevant antigens are often found among TIL, and non-specific T cell trafficking has been documented in vivo (Harlin et al., 2006; incorporated by reference in its entirety). Experiments conducted during development of embodiments herein to determine whether 4-1BB+LAG-3+CD8+ TILs are tumor-antigen specific. LAG-3, 4-1BB and Egr2 are upregulated after TCR stimulation and experiments indicate that this population expands within the tumor microenvironment in situ. Three complementary techniques were employed. First, the CD8+ TILs were isolated based on LAG-3 and 4-1BB expression by cell sorting and performed TCRβ spectratype analysis. Compared to the 4-1BBLAG-3 TILs and CD8+ splenocytes, the 4-1BB+LAG-3+ TILs had a non-Gaussian distribution and shared one or two dominant peaks (FIG. 3A). Analysis of several Vβs displaying one dominant peak revealed that Vβ7 contained a single CDR3β sequence shared between the 4-1BBLAG-3+ and 4-1BB+LAG-3+ populations, indicating a clonal relationship (FIG. 3A). To measure the oligoclonality of the CDR3β repertoires the Hamming Distance (HD) was calculated for each Vβ between the CD8+ TIL subpopulations and the splenic CD8+ population within three separate mice (FIG. 8). By transforming each spectratype into area under the curve frequency profiles the Hamming Distance computes the changes in frequency and reports a value of comparison between 0 and 1, with 0 indicating a completely identical frequency profile and 1 signifying a completely discordant profile. As a control, the HD of the splenic CD8+ populations between different mice was calculated (FIG. 3B, black bar). Since the splenic CD8+ spectratypes are largely Gaussian this value represents the HD between two similar distributions. Analysis of the HD between the CD8+ TIL subpopulations revealed that the 4-1BB+LAG-3+ and 4-1BBLAG-3+ but not the 4-1BBLAG-3CDR3β distributions are significantly different (less Gaussian) compared to the splenic CD8+ population (FIG. 3B). These data indicate that the 4-1BB+LAG-3+ and 4-1BBLAG-3+ populations are oligoclonal expanded subsets of TILs, indicating antigen specificity in these subpopulations.

[0123]

As a second approach, the B16.SIY melanoma and MC38.SIY adenocarcinoma models were utilized. CD8+ T cells specific for the H-2Kb-restricted SIY epitope (SIYRYYGL) were monitored. SIYRYYGL/Kbpentamer+ (H-2Kb/SIY) cells were found in expanded numbers within B16.SIY and MC38.SIY tumors at day 14 after tumor inoculation (FIG. 3C). Nearly 47% of the H-2Kb/SIY+ cells expressed both 4-1BB and LAG-3, in contrast to 32% of the H-2Kb/SIY population (FIGS. 3C and E). This enrichment of antigen-specific CD8+ TILs in the 4-1BB+LAG-3+ populations indicates that these markers identify tumor antigen-specific TILs. The H-2Kb/SIY cells also contained significant numbers of 4-1BB+LAG-3+ cells, which is consistent with the notion that tumor antigens other than SIY are also recognized by subsets of CD8+ TILs in vivo (FIG. 3C). H-2Kb/SIY+ cells in the spleen or TdLN did not co-express 4-1BB and LAG-3, indicating that this phenotype is acquired within the tumor microenvironment.

[0124]

These features were also analyzed in the context of tumor-antigen specific CD8+ TILs in two spontaneously rejected tumor models. To this end, H-2Kb/SIY-specific CD8+ TILs cells were evaluated from MC57.SIY and 1969.SIY tumors. At day 14 after tumor inoculation, approximately 5% of the H-2Kb/SIY-specific CD8+ TILs were found in the 4-1BB+LAG-3+ fraction. As with the B16.SIY tumors, no H-2Kb/SIY-specific CD8 T cells co-expressed 4-1BB and LAG-3 in the TdLN or spleen (not shown) (FIG. 3D). Unlike the B16.SIY and MC38.SIY tumors, no significant enrichment of 4-1BB+LAG-3+ H-2Kb/SIY-specific CD8+ TILs was observed (FIGS. 3D and E). These data indicate that tumor antigen specificity per se does not determine dysfunctionality, and that this is a feature unique to the microenvironment of progressing tumors.

[0125]

As a third measure to determine if tumor-antigen specific CD8+ T cells acquire the 4-1BB+LAG-3+ phenotype, congenically marked 2C and P14 transgenic (Tg) T cells, isolated from 2C/Rag2−/− and P14/Rag2−/− mice, were transferred into tumor-bearing hosts. The 2C TCR is specific for the SIY model antigen expressed by B16.SIY tumor cells, while P14 is an irrelevant TCR specific for the LCMV-derived gp33-41epitope; both TCRs are H-2Kb-restricted. 2C and P14 Tg CD8+ T cells were transferred via tail vein 7 days after tumor inoculation. Seven days after transfer, tumors and TdLNs were extracted and the phenotypic profile of the transferred populations was analyzed. This system allowed for the analysis of two T cell populations with defined antigen specificities within the same tumor microenvironment, as well as the polyclonal host CD8+ T cells. The 2C T cells were more efficiently recruited and expanded within the tumor microenvironment compared to the P14 T cells and encompassed a large fraction of the total CD8+ TIL population (FIG. 3F). Of the 2C T cells, nearly all expressed LAG-3 and or 4-1BB while this was true for only a small percentage of the P14 cells (FIGS. 3G and H). Consistent with the SIY-Kbpentamer analysis, the co-expression of LAG-3 and 4-1BB on 2C T cells was not observed in the TdLN. Together, these results demonstrate that the 4-1BB+LAG-3+ phenotype is a property of tumor antigen-specific TIL under conditions of tumor progression.

[0000]

CD8+ TILs Expressing LAG-3 and 4-1BB Exhibit Defective IL-2 Production Yet Produce IFN-γ and Treg-Recruiting Chemokines

[0126]

Based on the characteristics of the in vitro T cell anergy model that led to the identification of Egr2 as an important regulator, experiments conducted during development of embodiments herein to determine whether the tumor-antigen specific 4-1BB+LAG-3+CD8+ TIL population is dysfunctional in their capacity to produce IL-2. To this end each subpopulation was sorted and stimulated with anti-CD3 and anti-CD28 mAb and analyzed IL-2 production by qRT-PCR and ELISA. Since nearly all CD8+ TILs displayed an activated phenotype, CD8+CD44+ splenocytes were used as a positive control. Indeed, the 4-1BB+LAG-3+ cells showed a 100-fold reduction in Il-2 mRNA and as much as a 40-fold reduction in IL-2 protein levels compared to the 4-1BBLAG-3 population (FIGS. 4A and 4B). As a second approach, Egr2hiTIL (which are also largely 4-1BB+LAG-3+) was examined by utilizing the Egr2-GFP reporter mice. Indeed, ex vivo stimulated Egr2-GFPhiCD8+ TILs also exhibited reduced Il-2 transcript compared to Egr2-GFP′° cells (FIG. 4C). As a final approach, congenically marked 2C T cells were adoptively transferred intravenously into tumor-bearing hosts and recovered the 2C T cells 7 days later from the tumor and TdLN. 2C T cells isolated from tumors exhibited a reduced capacity to produce Il-2 transcripts, at a level equivalent to 4-1BB+LAG-3+ TILs, compared to 2C CD44+ T cells isolated from the TdLN (FIG. 4D). In chronic infection models, expression of PD-1 has been suggested to identify intrinsically dysfunctional or “exhausted” CD8+ T cells. To determine if PD-1 alone might be sufficient to identify cells that lack the capacity to produce IL-2, CD8+ TILs that lacked expression of LAG-3 and 4-1BB were isolated and tested for the ability of the PD-1+ fraction to produce IL-2. Approximately ˜10% of CD8+ TILs were 4-1BBLAG-3PD-1+ on day 14 and 21 (FIGS. 4E and F). Upon ex vivo stimulation, this population retained the capacity to produce ll-2 mRNA at a level comparable to the 4-1BBLAG-3 cells (FIG. 4G). These results indicate that PD-1 expression alone is not sufficient to identify dysfunctional TIL in the tumor microenvironment.

[0127]

To further examine functional alterations during tumor progression protein levels of IL-2, IFN-γ and TNF-α were tested after TCR stimulation. As the loss of the ability of CD8+ TILs to produce cytokines is suggested to be a temporal process reported initiated following entry into the tumor microenvironment (Waugh et al., 2016; Schietinger et al., 2016; incorporated by reference in their entireties) or progressively after 30 days in the chronic LCMV model (Wherry et al., 2007; incorporated by reference in its entirety), cytokine production was tested on day 7, 14, 21 and 28. The 4-1BB+LAG-3+ population lost the capacity to produce IL-2 as early as day 7 while the 4-1BBLAG-3+ population lost IL-2 production between day 7 and day 14 (FIG. 5A). The 4-1BBLAG-3 population did not lose the ability to produce IL-2 at any time point tested (FIG. 5A), supporting the notion that this population is not tumor antigen specific and that differentiation into the dysfunctional state is an antigen-dependent process (Schietinger et al., 2016; incorporated by reference in its entirety). The 4-1BB+LAG-3+ population produced more IFN-γ at all time points after day 7 compared to their negative counterparts, albeit with a slight decrease in IFN-γ production over time. While the increase in IFN-γ was maintained until later time points, TNF-α production was lost by day 28 (FIG. 5A).

[0128]

Experiments were conducted during development of embodiments herein to evaluate production of cytokines directly in the tumor without in vitro restimulation, which may more closely reflect which T cells were receiving TCR stimulation in situ. Each T cell population was sorted directly ex vivo without any culturing and mRNA levels were measured by qRT-PCR. Elevated Ifn-γ and Gzmb transcripts were observed from the 4-1BB+LAG-3+ subpopulation, along with a slight decrease in Tnf-α levels, compared to the 4-1BBLAG-3 cells (FIG. 5B). Production of IFN-γ in primary TILs was confirmed by injecting tumors with Brefeldin A prior to analysis by intracellular cytokine staining. Consistent with the mRNA expression, the 4-1BB+LAG-3+ population produced significantly greater amounts of IFN-γ protein (FIG. 5C). Thus, the 4-1BB+LAG-3+ TIL are not completely devoid of functionality, as they continue to produce IFN-γ despite defective production of IL-2. This phenotype is consistent with in vitro T cell anergy models (Jenkins et al., 1987; incorporated by reference in its entirety).

[0129]

To test whether the 4-1BB+LAG-3+ population still retains cytotoxic capacity, re-directed lysis was performed by co-culturing anti-CD3 bound P815 mastocytoma target cells with the different CD8+ TIL subpopulations directly after sorting. 4-1BB+LAG-3+CD8+ TILs isolated from day 14 tumors were able to lyse target cells at a comparable efficacy to in vitro primed OT-I cells. 4-1BB+LAG-3+ TILs isolated from day 21 tumors were still able to lyse target cells, albeit to a lesser extent compared to primed OT-I cells (FIG. 5D).

[0130]

CD8+ T cells in the tumor can be the source of the chemokine CCL22 that recruits FoxP3+ regulatory T cells (Tregs) to the tumor microenvironment (Spranger et al., 2013; incorporated by reference in its entirety). In addition, the chemokine Ccl1 was an Egr2 target in anergic T cells (Zheng et al., 2013; incorporated by reference in its entirety), and it has been suggested that CCL1 also contribute to Treg recruitment in the tumor context in vivo (Hoelzinger et al., 2010; incorporated by reference in its entirety). However, whether all CD8+ T cells in the tumor produce these chemokines or if they are only produced by subpopulations of T cells had not been determined. To address this the CD8+ TIL phenotypic subpopulations were analyzed for Ccl1 and Ccl22 mRNA expression directly ex vivo by qRT-PCR. Indeed, the 4-1BB+LAG-3+ TIL population produced substantially greater Ccl1 and Ccl22 compared to their negative counterparts or to splenic CD8+CD44+ T cells (FIG. 4K). As a control, expression of a distinct chemokine Ccl5 was found not to be differentially expressed.

[0131]

Together, these data show that co-expression of 4-1BB and LAG-3 delineates tumor antigen-specific CD8+ TIL that lack the ability to produce IL-2 yet retain the ability to produce IFN-γ, kill target cells in vitro, and secrete chemokines capable of Treg recruitment. Given the fact that IFN-γ is responsible for the upregulation of PD-L1 and IDO in the tumor microenvironment, and that chemokines produced by CD8+ TIL contribute to Treg recruitment (Spranger et al., 2013; incorporated by reference in its entirety), these data indicate that the 4-1BB+LAG-3+ population contributes to the network of immune suppressive mechanisms within the tumor microenvironment that limit the efficacy of anti-tumor immunity.

[0000]

Gene Expression Profiling Reveals that CD8+ 4-1BB+LAG-3+ TILs Express an Extensive Array of Additional Co-Stimulatory and Co-Inhibitory Receptors

[0132]

Having in hand surface markers that define tumor antigen-specific dysfunctional CD8+ TILs, experiments conducted during development of embodiments herein to compare the gene expression profile of this population to other published profiles of dysfunctional CD8+ T cells to determine genes that regulate or are differentially expressed in cells in this dysfunctional state. To this end, a cross-study comparison was conducted of the transcriptional profiles of the “dysfunctional” 4-1BB+LAG-3+CD8+ TILs, “hypofunctional” CD8+ TILs from a study utilizing the murine CT26 tumor model (Waugh et al., 2016; incorporated by reference in its entirety) and LCMV “exhausted” GP33 specific CD8+ T cells (Doering et al., 2012; incorporated by reference in its entirety). The results are depicted in Table 2. Only genes with a 2-fold increase over controls from each study independently were considered. Over a 2-fold greater number of genes was found to be shared between the dysfunctional TIL dataset and the previously published hypofunctional CD8+ TIL data, than with the exhausted T cell profile (FIG. 6A). In addition, a rank-rank hypergeometric overlap (RRHO) analysis indicated a greater statistically significant overlap (FIG. 10A) and a greater correlation (FIG. 10B) between the current dysfunctional TIL and the published hypofunctional CD8+ TIL gene expression profiles compared to the virally-induced exhausted CD8+ T cell profile, indicating a more similar molecular program between CD8+ T cells isolate from tumors compared to chronic viral infection.

[0133]

Differentially regulated genes in CD8+4-1BB+LAG-3+ TILs
Log2-FoldGeneLog2-Fold
GeneGene DescriptionChangeSymbolGene DescriptionChange
GLDCglycine decarboxylase11.25109772CRY2cryptochrome circadian−1.546648257
clock 2
GZMDGranzyme D10.66720027KCMF1potassium channel−1.546835341
modulatory factor 1
SLC17A6solute carrier family 178.946467699RHOBras homolog family−1.548813112
member 6member B
IL1R2interleukin 1 receptor7.595353131KRT15keratin 15−1.549018071
type 2
LTFlactotransferrin7.530211233RRADRRAD, Ras related−1.549530357
glycolysis inhibitor and
calcium channel regulator
NRGNneurogranin7.334049768C3complement component 3−1.549960037
GZMEgranzyme E7.160375687ITFG3Description Not Found−1.550162812
RPL6ribosomal protein L67.142107057HAAO3-hydroxyanthranilate 3,4-−1.550553207
dioxygenase
NRN1neuritin 17.087993146RNF138ring finger protein 138−1.551449524
LPLlipoprotein lipase7.004501392UNC93B1unc-93 homolog B1 (C.−1.551767491
elegans)
CLGNcalmegin6.933690655ANKZF1ankyrin repeat and zinc−1.552214097
finger domain containing 1
CD70CD70 molecule6.906890596IFITM3interferon induced−1.552644542
transmembrane protein 3
AREGamphiregulin6.712870868TXNIPthioredoxin interacting−1.552785452
protein
ZRANB3zinc finger RANBP2-6.595443985LMAN1Llectin, mannose binding 1−1.554588852
type containing 3like
ASNSasparagine synthetase6.59496878ALDH3B1aldehyde dehydrogenase 3−1.554711558
(glutamine-hydrolyzing)family member B1
FANCD2Fanconi anemia6.353146826GIPgastric inhibitory−1.555511104
complementation grouppolypeptide
D2
GM156predicted gene6.293701542COX7A2Lcytochrome c oxidase−1.555572553
156(Gm156)subunit 7A2 like
ACAA1Bacetyl-Coenzyme A6.293701542APPL2adaptor protein,−1.555598704
acyltransferasephosphotyrosine
1B(Acaa1b)interacting with PH
domain and leucine zipper
2
IGF2BP3insulin like growth factor6.186857067KLHL22kelch like family member−1.555929583
2 mRNA binding protein22
3
GZMGgranzyme G6.093813673OLFR272olfactory receptor−1.557482156
272(Olfr272)
CIB2calcium and integrin6.007868243LRRC29leucine rich repeat−1.559366716
binding family membercontaining 29
2
ATG9Bautophagy related 9B5.986410935A630095E13RIKDescription Not Found−1.560714954
XKR8XK related 85.977279924OLFR194olfactory receptor−1.560714954
194(Olfr194)
EPDR1ependymin related 15.956521363OLFR1013olfactory receptor−1.560714954
1013(Olfr1013)
SPP1secreted phosphoprotein5.797769502GLRA4glycine receptor alpha 4−1.560714954
1
RGS8regulator of G-protein5.753805672P2RY6pyrimidinergic receptor−1.560714954
signaling 8P2Y6
MDFICMyoD family inhibitor5.730639956RASGEF1BRasGEF domain family−1.560714954
domain containingmember 1B
DMWDdystrophia myotonica,5.687200695IL22RA2interleukin 22 receptor−1.560714954
WD repeat containingsubunit alpha 2
KIF11kinesin family member5.669593751LIN7Clin-7 homolog C, crumbs−1.560714954
11cell polarity complex
component
LGI2leucine rich repeat LGI5.655351829DMRT1doublesex and mab-3−1.560714954
family member 2related transcription factor
1
ZFP41ZFP41 zinc finger5.615445725TSPAN12tetraspanin 12−1.560714954
protein
MLKLmixed lineage kinase5.605849867PAK3p21 (RAC1) activated−1.560714954
domain-likekinase 3
CENPHcentromere protein H5.563768278COL2A1collagen type II alpha 1−1.560714954
chain
SERPINF1serpin family F member5.5360529SLC37A1solute carrier family 37−1.560714954
1member 1
UNC13Bunc-13 homolog B (C.5.503030646PSD3pleckstrin and Sec7−1.560714954
elegans)domain containing 3
MLANAmelan-A5.496654083RDH5retinol dehydrogenase 5−1.560714954
PES1pescadillo ribosomal5.484376709ABCA3ATP binding cassette−1.561263453
biogenesis factor 1subfamily A member 3
2900026A02RIKDescription Not Found5.477353527PLA2G4Ephospholipase A2 group−1.561650879
IVE
OSR2odd-skipped related5.416164165DDIT3DNA damage inducible−1.563566526
transciption factor 2transcript 3
MPP6membrane palmitoylated5.408506442ZFP12zinc finger protein−1.564308646
protein 612(Zfp12)
HIST1H3Chistone cluster 1, H3c5.397460726PIGYLphosphatidylinositol−1.564585219
glycan anchor
biosynthesis, class Y-
like(Pigyl)
PI4K2Bphosphatidylinositol 4-5.375039431CCDC97coiled-coil domain−1.565355117
kinase type 2 betacontaining 97
SH3YL1SH3 and SYLF domain5.375039431OLFR1112olfactory receptor−1.56589319
containing 11112(Olfr1112)
RAD51RAD51 recombinase5.371558863ACTN2actinin alpha 2−1.566931646
ZBTB32zinc finger and BTB5.318316841POLGpolymerase (DNA)−1.567265595
domain containing 32gamma, catalytic subunit
MSCmusculin5.285402219FBXO32F-box protein 32−1.567281905
TGthyroglobulin5.259272487MRPL15mitochondrial ribosomal−1.570722678
protein L15
RSPH1radial spoke head 15.236492618FCHSD2FCH and double SH3−1.571821211
homologdomains 2
ARL11ADP ribosylation factor5.21916852RECQLRecQ like helicase−1.572889668
like GTPase 11
NUDT11nudix hydrolase 115.215290306NDUFB11NADH: ubiquinone−1.572889668
oxidoreductase subunit
B11
APBB1amyloid beta precursor5.197708158SOX8SRY-box 8−1.573341535
protein binding family B
member 1
SPINK2serine peptidase5.1898245591700030J22RIKDescription Not Found−1.57662394
inhibitor, Kazal type 2
HMGN3high mobility group5.168922782EMBembigin−1.577890585
nucleosomal binding
domain 3
FAM20Bfamily with sequence5.12722055CELSR1cadherin EGF LAG seven-−1.578201987
similarity 20 member Bpass G-type receptor 1
CDC25Ccell division cycle 25C5.11997861COL1A2collagen type I alpha 2−1.580682782
chain
FAM20Afamily with sequence5.1085244571700080E11RIKDescription Not Found−1.581046002
similarity 20 member A
PPP1R16Bprotein phosphatase 15.09592442GALNT12polypeptide N-−1.581363645
regulatory subunit 16Bacetylgalactosaminyltransferase 12
SBNO1strawberry notch5.050936965RMND5Brequired for meiotic−1.583960816
homolog 1 (Drosophila)nuclear division 5
homolog B
ST14suppression of5.026800059LRRC28leucine rich repeat−1.583987499
tumorigenicity 14containing 28
LRRC49leucine rich repeat5.024704311OLFR622olfactory receptor−1.584962501
containing 49622(Olfr622)
TIAM1T-cell lymphoma5.004501392OLFR339olfactory receptor−1.584962501
invasion and metastasis339(Olfr339)
1
APLFaprataxin and PNKP like4.951867504NEIL3nei like DNA glycosylase−1.584962501
factor3
PGPEP1pyroglutamyl-peptidase I4.927185358SNX24sorting nexin 24−1.584962501
ALCAMactivated leukocyte cell4.909293086SLC7A11solute carrier family 7−1.584962501
adhesion moleculemember 11
B9D1B9 domain containing 14.906890596FOXJ1forkhead box J1−1.584962501
SCINscinderin4.87282876TAF3TATA-box binding protein−1.584962501
associated factor 3
EXOC3Lexocyst complex4.844013973MATN2matrilin 2−1.584962501
component 3-
like(Exoc3l)
SLC35D3solute carrier family 354.840463234ADHFE1alcohol dehydrogenase,−1.586280668
member D3iron containing 1
ALDOCaldolase, fructose-4.832890014NANOS1nanos C2HC-type zinc−1.586914831
bisphosphate Cfinger 1
TMEM205transmembrane protein4.830182468PPP2R5Bprotein phosphatase 2−1.586914831
205regulatory subunit B′beta
PLEKHA8pleckstrin homology4.820178962USP22ubiquitin specific−1.588703598
domain containing A8peptidase 22
SPC25SPC25, NDC804.817623258DAGLBdiacylglycerol−1.588817933
kinetochore complexlipase beta
component
PCYT1Bphosphate4.749534268KCTD6potassium channel−1.589690033
cytidylyltransferase 1,tetramerization domain
choline, betacontaining 6
SLC6A8solute carrier family 64.749534268ACTL6Bactin like 6B−1.591351555
member 8
TUBB6tubulin beta 6 class V4.749241128FAM129Bfamily with sequence−1.5915039
similarity 129 member B
BSPRYB-box and SPRY4.711494907APOEapolipoprotein E−1.591683393
domain containing
ICA1islet cell autoantigen 14.708739041GPR18G protein-coupled receptor−1.592384168
18
TNFSF13Btumor necrosis factor4.703211467GSTP2glutathione S-transferase,−1.592559885
superfamily member 13bpi 2(Gstp2)
GSTCDglutathione S-transferase4.700439718GPR114Description Not Found−1.593829527
C-terminal domain
containing
CCNB1cyclin B14.699051844CHUKconserved helix-loop-helix−1.594823937
ubiquitous kinase
4930539E08RIKDescription Not Found4.693211287TAS1R3taste 1 receptor member 3−1.596595048
SRXN1sulfiredoxin 14.66106548SLC7A7solute carrier family 7−1.596935142
member 7
SERF1small EDRK-rich factor4.632268216SPIBSpi-B transcription factor−1.597677703
1(Serf1)
CCDC77coiled-coil domain4.62935662POLR3Apolymerase (RNA) III−1.599588488
containing 77subunit A
RHBDF1rhomboid 5 homolog 14.626439137OLFR952olfactory receptor−1.599679175
952(Olfr952)
REEP3receptor accessory4.5999128421700021F05RIKDescription Not Found−1.601623253
protein 3
ITGA3integrin subunit alpha 34.590961241CCDC79Description Not Found−1.602195565
SCCPDHsaccharopine4.590961241FAM134Bfamily with sequence−1.602715966
dehydrogenase (putative)similarity 134 member B
MYADMmyeloid associated4.587964989SEMA3Bsemaphorin 3B−1.602884409
differentiation marker
FAM132Afamily with sequence4.581953751FA2Hfatty acid 2-hydroxylase−1.604494406
similarity 132 member A
FOXRED2FAD dependent4.572889668ULK1unc-51 like autophagy−1.604653903
oxidoreductase domainactivating kinase 1
containing 2
CENPKcentromere protein K4.569855608MCOLN1mucolipin 1−1.606242992
DCXRdicarbonyl and L-4.562242424BMP5bone morphogenetic−1.606760033
xylulose reductaseprotein 5
TSPAN6tetraspanin 64.54225805ANKRD50ankyrin repeat domain 50−1.607137028
UPP1uridine phosphorylase 14.53838296OLFR560olfactory receptor−1.608809243
560(Olfr560)
DOK4docking protein 44.520422249OLFR366olfactory receptor−1.608809243
366(Olfr366)
ELOVL4ELOVL fatty acid4.501439145OLFR273olfactory receptor−1.608809243
elongase 4273(Olfr273)
KNDC1kinase non-catalytic C-4.499790117FHITfragile histidine triad−1.608809243
lobe domain containing
1
KRT17keratin 174.491853096AQP11aquaporin 11−1.608809243
CHST2carbohydrate4.487315031TMEM176Atransmembrane protein−1.608809243
sulfotransferase 2176A
TPX2TPX2, microtubule4.475733431ENAHenabled homolog−1.608809243
nucleation factor(Drosophila)
DUSP14dual specificity4.456149035CLDN6claudin 6−1.608809243
phosphatase 14
BGNbiglycan4.449561375SP1Sp1 transcription factor−1.608809243
FKBP9FK506 binding protein 94.442943496SP140SP140 nuclear body−1.608809243
protein
CAPN5calpain 54.385431037RASGRP3RAS guanyl releasing−1.608809243
protein 3
SLC1A4solute carrier family 14.375039431HIF3Ahypoxia inducible factor 3−1.609422664
member 4alpha subunit
IDI2isopentenyl-diphosphate4.357552005FYCO1FYVE and coiled-coil−1.611220598
delta isomerase 2domain containing 1
AKR1E1aldo-keto reductase4.346596388FBXL12F-box and leucine rich−1.6119368
family 1, memberrepeat protein 12
E1(Akr1e1)
GNB4G protein subunit beta 44.336088936KLRA10killer cell lectin-like−1.618484777
receptor subfamily A,
member 10(Klra10)
CPNE2copine 24.318640898ABAT4-aminobutyrate−1.62058641
aminotransferase
FAM132Bfamily with sequence4.259272487AMHR2anti-Mullerian hormone−1.62058641
similarity 132, memberreceptor type 2
B(Fam132b)
SLC6A12solute carrier family 64.259272487DDX3YDEAD-box helicase 3, Y-−1.620649859
member 12linked
CPLX1complexin 14.240314329LGALS4galectin 4−1.621550215
PDCD1programmed cell death 14.221103725SPG20spastic paraplegia 20−1.621653602
(Troyer syndrome)
UTF1undifferentiated4.201633861CTRLchymotrypsin like−1.62729369
embryonic cell
transcription factor 1
WDR60WD repeat domain 604.14974712GREM2gremlin 2, DAN family−1.627927342
BMP antagonist
EGFL7EGF like domain4.137503524ZMAT3zinc finger matrin-type 3−1.628362075
multiple 7
ASPMabnormal spindle4.133399125AP4M1adaptor related protein−1.628898157
microtubule assemblycomplex 4 mu 1 subunit
TMBIM1transmembrane BAX4.104628811NT5C25′-nucleotidase, cytosolic−1.63059747
inhibitor motifII
containing 1
KNTC1kinetochore associated 14.093952772TMIEtransmembrane inner ear−1.631606148
1700019D03RIKDescription Not Found4.087462841OLFR556olfactory receptor−1.632268216
556(Olfr556)
TM4SF5transmembrane 4 L six4.087462841OLFR463olfactory receptor−1.632268216
family member 5463(Olfr463)
BIRC5baculoviral IAP repeat4.027905997CTS3cathepsin 3(Cts3)−1.632268216
containing 5
SYNGR3synaptogyrin 34.022367813OAS1B2′-5′ oligoadenylate−1.632268216
synthetase 1B(Oas1b)
PLSCR4phospholipid scramblase4KCNF1potassium voltage-gated−1.632268216
4channel modifier
subfamily F member 1
KIF15kinesin family member3.962376898GCGRglucagon receptor−1.632268216
15
TICAM2toll like receptor adaptor3.958842675NR1I3nuclear receptor subfamily−1.632268216
molecule 21 group I member 3
CENPMcentromere protein M3.957682486FSTL1follistatin like 1−1.632268216
KIF4kinesin family member3.956097191ASAP3ArfGAP with SH3−1.632268216
4(Kif4)domain, ankyrin repeat
and PH domain 3
E2F2E2F transcription factor3.93191939IHHindian hedgehog−1.632268216
2
MSNmoesin3.930737338SEMA3Asemaphorin 3A−1.632268216
PTPRAprotein tyrosine3.928989949RAMP1receptor activity−1.632575446
phosphatase, receptormodifying protein 1
type A
BC026585cDNA sequence3.882643049NFKBIDNFKB inhibitor delta−1.633158642
BC026585(BC026585)
IQGAP3IQ motif containing3.867896464KLK15kallikrein related peptidase−1.633773522
GTPase activating15
protein 3
CD244CD244 molecule3.867896464CYP1B1cytochrome P450 family 1−1.634684534
subfamily B member 1
HIST1H3Ghistone cluster 1, H3g3.837943242DNAJA1DnaJ heat shock protein−1.635111002
family (Hsp40) member
A1
SLC15A3solute carrier family 153.832890014SDSLserine dehydratase like−1.635807742
member 3
GIPC2GIPC PDZ domain3.817623258CCDC137coiled-coil domain−1.636838653
containing familycontaining 137
member 2
UTP15UTP15, small subunit3.812498225ZSWIM4zinc finger SWIM-type−1.638152805
processome componentcontaining 4
PDIA6protein disulfide3.812498225BBC3BCL2 binding component−1.638336813
isomerase family A3
member 6
JDP2Jun dimerization protein3.807354922SOCS3suppressor of cytokine−1.638876738
2signaling 3
MESDC1mesoderm development3.8067239462900092C05RIKDescription Not Found−1.639157339
candidate 1
GAS2growth arrest specific 23.802193217CSRNP2cysteine and serine rich−1.639383642
nuclear protein 2
IL4I1interleukin 4 induced 13.802193217BLOC1S3biogenesis of lysosomal−1.639585785
organelles complex 1
subunit 3
PHF19PHD finger protein 193.802193217ELLelongation factor for RNA−1.64021945
polymerase II
CKAP2Lcytoskeleton associated3.797012978GTF3C4general transcription factor−1.640658029
protein 2 likeIIIC subunit 4
GSTT1glutathione S-transferase3.791814071MYLPFmyosin light chain,−1.640660074
theta 1phosphorylatable, fast
skeletal muscle
ADAM3a disintegrin and3.781359714CYP2A12cytochrome P450, family−1.641947141
metallopeptidase domain2, subfamily a,
3 (cyritestin)(Adam3)polypeptide 12(Cyp2a12)
SLAMF7SLAM family member 73.781359714RNF139ring finger protein 139−1.642010395
MCPT8mast cell protease3.770829046C78339Description Not Found−1.643573868
8(Mcpt8)
DGKGdiacylglycerol kinase3.765534746EDEM1ER degradation enhancing−1.64385619
gammaalpha-mannosidase like
protein 1
NLGN2neuroligin 23.716990894UBE2E1ubiquitin conjugating−1.645859791
enzyme E2 E1
SERPINE2serpin family E member3.694880193PALMDpalmdelphin−1.646322067
2
IL10interleukin 103.689299161AMICA1adhesion molecule,−1.647478619
interacts with CXADR
antigen 1(Amica1)
SLC6A13solute carrier family 63.689299161KLHL11kelch like family member−1.650611828
member 1311
STAU2staufen double-stranded3.666756592IFNGR2interferon gamma receptor−1.651050175
RNA binding protein 22 (interferon gamma
transducer 1)
ARHGDIGRho GDP dissociation3.655351829DECR12,4-dienoyl-CoA reductase−1.651406438
inhibitor gamma1, mitochondrial
TK1thymidine kinase 13.637477097SAMD3sterile alpha motif domain−1.653213853
containing 3
PCYT1Aphosphate3.6177282319130409I23RIKDescription Not Found−1.655351829
cytidylyltransferase 1,
choline, alpha
LAMB3laminin subunit beta 33.6088092432010107G12RIKDescription Not Found−1.655351829
UBE2Nubiquitin conjugating3.590961241ZFP354Bzinc finger protein−1.655351829
enzyme E2 N354B(Zfp354b)
STARD8StAR related lipid3.578938713TAS2R143taste receptor, type 2,−1.655351829
transfer domainmember 143(Tas2r143)
containing 8
PRR5proline rich 53.578938713OLFR65olfactory receptor−1.655351829
65(Olfr65)
BDH23-hydroxybutyrate3.554588852NRPneural regeneration−1.655351829
dehydrogenase, type 2protein(Nrp)
FAM124Bfamily with sequence3.548436625DOK3docking protein 3−1.655351829
similarity 124 member B
MGAT3mannosyl (beta-1,4-)-3.548436625HIGD1AHIG1 hypoxia inducible−1.655351829
glycoprotein beta-1,4-N-domain family member 1A
acetylglucosaminyltransferase
LAG3lymphocyte activating 33.542346309CCDC13coiled-coil domain−1.655351829
containing 13
GDPD5glycerophosphodiester3.538812733ANGPTL2angiopoietin like 2−1.655351829
phosphodiesterase
domain containing 5
RNF168ring finger protein 1683.5360529CNGB3cyclic nucleotide gated−1.655351829
channel beta 3
LYPLA1lysophospholipase I3.529820947HOXD4homeobox D4−1.655351829
TUBGCP4tubulin gamma complex3.523561956KIFC3kinesin family member C3−1.655351829
associated protein 4
PYGLphosphorylase,3.51412226AMACRalpha-methylacyl-CoA−1.655351829
glycogen, liverracemase
CCL3C-C motif chemokine3.5102815392310014L17RIKDescription Not Found−1.655707015
ligand 3
BCAT1branched chain amino3.508163667BRAPBRCA1 associated protein−1.657090723
acid transaminase 1
ATP6V0A1ATPase H+ transporting3.501439145SLC39A1solute carrier family 39−1.657631089
V0 subunit almember 1
EIF4Eeukaryotic translation3.498250868OLFR419olfactory receptor−1.65813796
initiation factor 4E419(Olfr419)
HIST1H4Bhistone cluster 1, H4b3.491853096NHP2L1NHP2 non-histone−1.658298045
chromosome protein 2-like
1 (S. cerevisiae)(Nhp2l1)
LAD1ladinin 13.49085426STOML2stomatin like 2−1.659357735
ITGAVintegrin subunit alpha V3.485426827SAMM50SAMM50 sorting and−1.662400762
assembly machinery
component
MRPL47mitochondrial ribosomal3.485426827CCDC91coiled-coil domain−1.6632299
protein L47containing 91
CAMK2N1calcium/calmodulin3.484460783ATF3activating transcription−1.663483642
dependent protein kinasefactor 3
II inhibitor 1
UEVLDUEV and lactate/malate3.465974465RAI1retinoic acid induced 1−1.663885989
dehyrogenase domains
SFXN4sideroflexin 43.462706751RRAS2related RAS viral (r-ras)−1.665826896
oncogene homolog 2
2810417H13RIKDescription Not Found3.461634298UROSuroporphyrinogen III−1.665923156
synthase
RAD51AP1RAD51 associated3.459431619SCOCshort coiled-coil protein−1.666272349
protein 1
FUT4fucosyltransferase 43.452858965DUSP10dual specificity−1.666485948
phosphatase 10
CTNNBIP1catenin beta interacting3.44625623CYB5R4cytochrome b5 reductase 4−1.666756592
protein 1
ZBTB8OSzinc finger and BTB3.4262647559930104L06RIKDescription Not Found−1.667150978
domain containing 8
opposite strand
LYSMD4LysM domain containing3.42259008ZFP579zinc finger protein−1.669023741
4579(Zfp579)
DIAP3Description Not Found3.40599236RGP1RGP1 homolog, RAB6A−1.669393721
GEF complex partner 1
PTGISprostaglandin I23.399171094PIAS2protein inhibitor of−1.672137196
(prostacyclin) synthaseactivated STAT 2
MOAP1modulator of apoptosis 13.392317423METTL1methyltransferase like 1−1.672425342
SLC27A3solute carrier family 273.392317423POU5F1POU class 5 homeobox 1−1.673854965
member 3
MRPL39mitochondrial ribosomal3.371492175SERPINB6Cserine (or cysteine)−1.673932658
protein L39peptidase inhibitor, clade
B, member 6c(Serpinb6c)
WTAPWilms tumor 13.364572432STXBP4syntaxin binding protein 4−1.675552278
associated protein
RAD54LRAD54-like (S.3.356589854RIMS3regulating synaptic−1.676120648
cerevisiae)membrane exocytosis 3
CETN4centrin 4(Cetn4)3.336283388XYLT2xylosyltransferase 2−1.676976793
CEP55centrosomal protein 553.329123596TAS2R107taste receptor, type 2,−1.678071905
member 107(Tas2r107)
CYP4F39cytochrome P450, family3.321928095SKP1AS-phase kinase-associated−1.678071905
4, subfamily f,protein 1A(Skp1a)
polypeptide 39(Cyp4f39)
PTPN5protein tyrosine3.314696526OLFR165olfactory receptor−1.678071905
phosphatase, non-165(Olfr165)
receptor type 5
TUBE1tubulin epsilon 13.292781749OLFR111olfactory receptor−1.678071905
111(Olfr111)
TCAM1testicular cell adhesion3.285402219CYP4A12Acytochrome P450, family−1.678071905
molecule 1(Tcam1)4, subfamily a,
polypeptide
12a(Cyp4a12a)
MID1IP1MID1 interacting protein3.263034406TLR6toll like receptor 6−1.678071905
1
ABHD6abhydrolase domain3.260682276KCNS3potassium voltage-gated−1.678071905
containing 6channel modifier
subfamily S member 3
ZCCHC4zinc finger CCHC-type3.255500733FARSAphenylalanyl-tRNA−1.678071905
containing 4synthetase alpha subunit
MGST3microsomal glutathione3.25353624SLC2A4solute carrier family 2−1.678071905
S-transferase 3member 4
BC022687cDNA sequence3.247927513GDPD4glycerophosphodiester−1.678071905
BC022687(BC022687)phosphodiesterase domain
containing 4
ACSF3acyl-CoA synthetase3.24325855RCAN1regulator of calcineurin 1−1.678071905
family member 3
ADAM8ADAM metallopeptidase3.240314329CCDC82coiled-coil domain−1.678071905
domain 8containing 82
SGCBsarcoglycan beta3.237034772CDYL2chromodomain protein, Y-−1.678071905
like 2
SOCS2suppressor of cytokine3.232660757MBD5methyl-CpG binding−1.678071905
signaling 2domain protein 5
HIST1H2AGhistone cluster 1, H2ag3.223000387ACSL1acyl-CoA synthetase long-−1.678071905
chain family member 1
CRMP1collapsin response3.201633861OTUB2OTU deubiquitinase,−1.678071905
mediator protein 1ubiquitin aldehyde binding
2
RPS19BP1ribosomal protein S193.201633861NPPAnatriuretic peptide A−1.678071905
binding protein 1
1700020L24RIKDescription Not Found3.193771743LY96lymphocyte antigen 96−1.679594789
CCDC109Bcoiled-coil domain3.181276986OLFR351olfactory receptor−1.680730557
containing351(Olfr351)
109B(Ccdc109b)
UBE2Cubiquitin conjugating3.177917792TGFBR1transforming growth factor−1.681068055
enzyme E2 Cbeta receptor 1
SLC25A16solute carrier family 253.177917792KLHL6kelch like family member−1.683531539
member 166
ARHGAP19Rho GTPase activating3.167705534ELMO2engulfment and cell−1.683696454
protein 19motility 2
TYMS-PSthymidylate synthase,3.166362514POLR3Dpolymerase (RNA) III−1.683942043
pseudogene(Tyms-ps)subunit D
IL3RAinterleukin 3 receptor3.145793675RALGPS1Ral GEF with PH domain−1.685524532
subunit alphaand SH3 binding motif 1
TMEM53transmembrane protein3.141596278ATL2atlastin GTPase 2−1.685731341
53
THNSL2threonine synthase like 23.141596278RAD52RAD52 homolog, DNA−1.689523672
repair protein
2810408M09RIKDescription Not Found3.129283017GPC1glypican 1−1.689646894
ADAMDEC1ADAM like decysin 13.121015401ARHGAP15Rho GTPase activating−1.690804518
protein 15
ASB2ankyrin repeat and3.118792343GPRC5BG protein-coupled receptor−1.693999744
SOCS box containing 2class C group 5 member B
SLC37A4solute carrier family 373.112700133ZBTB1zinc finger and BTB−1.694046727
member 4domain containing 1
NICN1nicolin 13.108478268NARFLnuclear prelamin A−1.694880193
recognition factor like
2310067B10RIKDescription Not Found3.087462841SLC26A6solute carrier family 26−1.695252347
member 6
PIGLphosphatidylinositol3.077239787MAPKBP1mitogen-activated protein−1.695908738
glycan anchorkinase binding protein 1
biosynthesis class L
1190005I06RIKDescription Not Found3.070389328RAB6BRAB6B, member RAS−1.697541036
oncogene family
DHFRdihydrofolate reductase3.070389328ARL2ADP ribosylation factor−1.700349879
like GTPase 2
FABP5fatty acid binding protein3.06608919ZFP646zinc finger protein−1.700439718
5646(Zfp646)
POMT2protein O-3.055794286SELENBP2selenium binding protein−1.700439718
mannosyltransferase 22(Selenbp2)
F2RL2coagulation factor II3.053111336ACOT3acyl-CoA thioesterase−1.700439718
thrombin receptor like 23(Acot3)
GRB7growth factor receptor3.048852907REG3Gregenerating family−1.700439718
bound protein 7member 3 gamma
SNX21sorting nexin family3.044394119GAB1GRB2 associated binding−1.700439718
member 21protein 1
SUFUSUFU negative regulator3.044394119LCN10lipocalin 10−1.700439718
of hedgehog signaling
RFC3replication factor C3.029288361MTHFD2Lmethylenetetrahydrofolate−1.700439718
subunit 3dehydrogenase (NADP+
dependent) 2-like
CLDN12claudin 123.017921908PTCD3pentatricopeptide repeat−1.700439718
domain 3
C1QTNF6C1q and tumor necrosis3.014450679NTHL1nth-like DNA glycosylase−1.700439718
factor related protein 61
PLCXD1phosphatidylinositol2.99095486NUDT3nudix hydrolase 3−1.700439718
specific phospholipase C
X domain containing 1
SULT4A1sulfotransferase family2.99095486CLEC12AC-type lectin domain−1.700439718
4A member 1family 12 member A
CTTNBP2NLCTTNBP2 N-terminal2.981852653ZBTB3zinc finger and BTB−1.700439718
likedomain containing 3
SNX5sorting nexin 52.977279924AMTaminomethyltransferase−1.700439718
HPS5HPS5, biogenesis of2.972692654ZDHHC14zinc finger DHHC-type−1.700439718
lysosomal organellescontaining 14
complex 2 subunit 2
WISP1WNT1 inducible2.968090752NKX2-5NK2 homeobox 5−1.700491519
signaling pathway
protein 1
PTPN9protein tyrosine2.963474124FOXA3forkhead box A3−1.702815694
phosphatase, non-
receptor type 9
USP37ubiquitin specific2.95419631WASF1WAS protein family−1.706412734
peptidase 37member 1
SH3BGRLSH3 domain binding2.935459748OLFR690olfactory receptor−1.707192688
glutamate rich protein690(Olfr690)
like
NCALDneurocalcin delta2.935459748ENTPD5ectonucleoside−1.707764551
triphosphate
diphosphohydrolase 5
CDC42EP4CDC42 effector protein2.916476644PCDHGA4protocadherin gamma−1.709042655
4subfamily A, 4
IGFBP7insulin like growth factor2.910553168TCF12transcription factor 12−1.710308209
binding protein 7
ABHD4abhydrolase domain2.908868748MTRR5-methyltetrahydrofolate-−1.711494907
containing 4homocysteine
methyltransferase
reductase
CSF1colony stimulating factor2.906890596CDKN1Ccyclin dependent kinase−1.711690028
1inhibitor 1C
COX7A1cytochrome c oxidase2.897240426PRICKLE1prickle planar cell polarity−1.713410822
subunit 7A1protein 1
TTYH2tweety family member 22.892391026ATXN7L1ataxin 7 like 1−1.71669984
ACO1aconitase 12.87774425SLCO3A1solute carrier organic−1.719235762
anion transporter family
member 3A1
BARD1BRCA1 associated2.867896464TMEM110transmembrane protein−1.720046704
RING domain 1110
GPN1GPN-loop GTPase 12.867896464KLF2Kruppel like factor 2−1.721374729
PTTG1pituitary tumor-2.867896464FGGfibrinogen gamma chain−1.722466024
transforming 1
2810408A11RIKDescription Not Found2.857980995ASAH2N-acylsphingosine−1.722466024
amidohydrolase 2
BBXBBX, HMG-box2.857980995LAP3leucine aminopeptidase 3−1.722466024
containing
LTBP3latent transforming2.837943242STAB2stabilin 2−1.722466024
growth factor beta
binding protein 3
ACTG2actin, gamma 2, smooth2.827819025IL22RA1interleukin 22 receptor−1.722466024
muscle, entericsubunit alpha 1
ISLRimmunoglobulin2.827819025SERINC4serine incorporator 4−1.722466024
superfamily containing
leucine rich repeat
NARS2asparaginyl-tRNA2.823087408GPR180G protein-coupled receptor−1.722466024
synthetase 2,180
mitochondrial (putative)
ICAM4intercellular adhesion2.81452379TIPARPTCDD inducible−1.722466024
molecule 4 (Landsteiner-poly(ADP-ribose)
Wiener blood group)polymerase
ABCB8ATP binding cassette2.813358991USP11ubiquitin specific−1.722466024
subfamily B member 8peptidase 11
IDI1isopentenyl-diphosphate2.811782922TRIP6thyroid hormone receptor−1.722466024
delta isomerase 1interactor 6
GLS2glutaminase 22.797012978KCNH2potassium voltage-gated−1.722466024
channel subfamily H
member 2
HDAC8histone deacetylase 82.797012978ESR2estrogen receptor 2−1.722466024
BRIP1BRCA1 interacting2.797012978FGF13fibroblast growth factor 13−1.722639247
protein C-terminal
helicase 1
USP6NLUSP6 N-terminal like2.794415866KBTBD7kelch repeat and BTB−1.724237927
domain containing 7
TLCD2TLC domain containing2.791814071UHRF1BP1UHRF1 binding protein 1−1.725835292
2
GUCY1A3guanylate cyclase 12.787502763BCAMbasal cell adhesion−1.726509704
soluble subunit alphamolecule (Lutheran blood
group)
OCA2OCA2 melanosomal2.786596362ELOVL6ELOVL fatty acid−1.726565554
transmembrane proteinelongase 6
VAT1vesicle amine transport 12.772502543PPM1Kprotein phosphatase,−1.726643643
Mg2+/Mn2+ dependent
1K
HIST1H2ABhistone cluster 1, H2ab2.767914142SPATA6spermatogenesis−1.727673077
associated 6
PIGCphosphatidylinositol2.760220946NAV1neuron navigator 1−1.727920455
glycan anchor
biosynthesis class C
PARGpoly(ADP-ribose)2.756558208ANK3ankyrin 3, node of Ranvier−1.727920455
glycohydrolase(ankyrin G)
ESCO2establishment of sister2.754887502KCNAB1potassium voltage-gated−1.727920455
chromatid cohesion N-channel subfamily A
acetyltransferase 2member regulatory beta
subunit 1
HIPK2homeodomain2.754887502CYP27A1cytochrome P450 family−1.727920455
interacting protein27 subfamily A member 1
kinase 2
IMPA1inositol2.752945007MAP4K4mitogen-activated protein−1.729756006
monophosphatase 1kinase kinase kinase
kinase 4
COQ4coenzyme Q42.744161096ANKRD7ankyrin repeat domain 7−1.730646873
ZBTB7Azinc finger and BTB2.744161096IFRD1interferon related−1.732447522
domain containing 7Adevelopmental regulator 1
GAMTguanidinoacetate N-2.744161096ALX3ALX homeobox 3−1.733354341
methyltransferase
BIKBCL2 interacting killer2.744161096SNURFSNRPN upstream reading−1.733354341
frame
PMS1PMS1 homolog 1,2.733354341AMZ2archaelysin family−1.73350053
mismatch repair systemmetallopeptidase 2
component
HAVCR2hepatitis A virus cellular2.729769667ROGDIrogdi homolog−1.73419198
receptor 2
FHL2four and a half LIM2.727254747DAGLAdiacylglycerol lipase alpha−1.734471203
domains 2
CHAF1Achromatin assembly2.7252487834930432K21RIKDescription Not Found−1.736243886
factor 1 subunit A
2810004N23RIKDescription Not Found2.722466024KRCC1lysine rich coiled-coil 1−1.73665741
TBC1D14TBC1 domain family2.722466024OLFR1331olfactory receptor−1.736826447
member 141331(Olfr1331)
EHD2EH domain containing 22.711494907SLC25A25solute carrier family 25−1.73690749
member 25
APH1Aaph-1 homolog A,2.705977902CXCR4C-X-C motif chemokine−1.737779353
gamma-secretase subunitreceptor 4
TMEM2transmembrane protein 22.703211467EPB4.1L3Description Not Found−1.738767837
LCATlecithin-cholesterol2.700439718CEP164centrosomal protein 164−1.738795736
acyltransferase
FBXO15F-box protein 152.689299161AGERadvanced glycosylation−1.73961488
end product-specific
receptor
ADAP1ArfGAP with dual PH2.674391397B3GALT5beta-1,3-−1.740215306
domains 1galactosyltransferase 5
PPAPDC1BDescription Not Found2.666756592OLFR450olfactory receptor−1.74228265
450(Olfr450)
CD48CD48 molecule2.666756592ZFP780Bzinc finger protein−1.744161096
780B(Zfp780b)
CAMK4calcium/calmodulin2.655351829OLFR485olfactory receptor−1.744161096
dependent protein kinase485(Olfr485)
IV
SAC3D1SAC3 domain2.64385619OLFR47olfactory receptor−1.744161096
containing 147(Olfr47)
ECHDC2enoyl-CoA hydratase2.640725033CYP4F18cytochrome P450, family−1.744161096
domain containing 24, subfamily f, polypeptide
18(Cyp4f18)
INCENPinner centromere protein2.638460117PLOD2procollagen-lysine,2-−1.744161096
oxoglutarate 5-
dioxygenase 2
INTS9integrator complex2.634920268OSBPL1Aoxy sterol binding protein−1.744161096
subunit 9like 1A
KLRA17killer cell lectin-like2.632268216CHRNA5cholinergic receptor−1.744161096
receptor, subfamily A,nicotinic alpha 5 subunit
member 17(Klra17)
MAN2B2mannosidase alpha class2.632268216TSSK4testis specific serine kinase−1.744161096
2B member 24
DOLKdolichol kinase2.632268216ALKBH8alkB homolog 8, tRNA−1.744161096
methyltransferase
SAP30BPSAP30 binding protein2.632268216GPX2glutathione peroxidase 2−1.744161096
RTN1reticulon 12.627898616ATG4Dautophagy related 4D−1.744161096
cysteine peptidase
ADAM15ADAM metallopeptidase2.626439137SCRN3secernin 3−1.744161096
domain 15
STAG3stromal antigen 32.62058641NOTCH3notch 3−1.744161096
NUDT2nudix hydrolase 22.610775705OLFR113olfactory receptor−1.744357436
113(Olfr113)
GLT8D2glycosyltransferase 82.609988757CD28CD28 molecule−1.744605653
domain containing 2
CAPSLcalcyphosine like2.608809243SAGS-antigen; retina and−1.745224161
pineal gland (arrestin)
CALRcalreticulin2.608809243AGTRAPangiotensin II receptor−1.749107415
associated protein
CRYBG3crystallin beta-gamma2.605393551BLKBLK proto-oncogene, Src−1.749534268
domain containing 3family tyrosine kinase
DIXDC1DIX domain containing2.596940379MGAT5mannosyl (alpha-1,6-)-−1.749534268
1glycoprotein beta-1,6-N-
acetyl-
glucosaminyltransferase
TACSTD2tumor-associated2.593926161RNF2ring finger protein 2−1.750890228
calcium signal
transducer 2
TRP53RKDescription Not Found2.588066506COL14A1collagen type XIV alpha 1−1.752093722
chain
PDCD1LG2programmed cell death 12.584962501PLEKHG3pleckstrin homology and−1.752109698
ligand 2RhoGEF domain
containing G3
SEC23IPSEC23 interacting2.584962501ARHGEF18Rho/Rac guanine−1.754100479
proteinnucleotide exchange factor
18
ORM1orosomucoid 12.584962501LEF1lymphoid enhancer−1.754887502
binding factor 1
ZFP322Azinc finger protein2.575024164COMMD9COMM domain containing−1.75490709
322A(Zfp322a)9
4931406C07RIKDescription Not Found2.560714954SLC20A1solute carrier family 20−1.758637847
member 1
ZFP382zinc finger protein2.560714954ACTR5ARP5 actin-related protein−1.759244091
382(Zfp382)5 homolog
CLIP2CAP-Gly domain2.560714954UBQLN3ubiquilin 3−1.765109548
containing linker protein
2
TNFAIP8L1TNF alpha induced2.560714954ZFP770zinc finger protein−1.765534746
protein 8 like 1770(Zfp770)
NRCAMneuronal cell adhesion2.560714954PCDHB18protocadherin beta−1.765534746
molecule18(Pcdhb18)
HPSEheparanase2.560714954OLFR700olfactory receptor−1.765534746
700(Olfr700)
RTKNrhotekin2.558985655FOXP4forkhead box P4−1.765534746
DLGAP5DLG associated protein2.550125328CDC34cell division cycle 34−1.765534746
5
ENPP2ectonucleotide2.548436625HIST1H1Ehistone cluster 1, H1e−1.765534746
pyrophosphatase/phosphodiesterase 2
GCNT1glucosaminyl (N-acetyl)2.548436625G6PC2glucose-6-phosphatase−1.765534746
transferase 1, core 2catalytic subunit 2
SASS6SAS-6 centriolar2.548436625FUT1fucosyltransferase 1 (H−1.765534746
assembly proteinblood group)
AMIGO3adhesion molecule with2.548436625ZFP69ZFP69 zinc finger protein−1.765534746
Ig-like domain 3
APH1Baph-1 homolog B,2.548436625WBSCR27Williams Beuren−1.765534746
gamma-secretase subunitsyndrome chromosome
region 27
ABCC5ATP binding cassette2.547846505METTL8methyltransferase like 8−1.766880868
subfamily C member 5
YIPF6Yip1 domain family2.543805176TMEM170transmembrane protein−1.767462508
member 6170(Tmem170)
FFAR1free fatty acid receptor 12.5360529TRP53INP1transformation related−1.767518474
protein 53 inducible
nuclear protein
1(Trp53inp1)
TSSK6testis specific serine2.5360529H2-Q5histocompatibility 2, Q−1.769676967
kinase 6region locus 5(H2-Q5)
ETV6ETS variant 62.535385323ADCK1aarF domain containing−1.770033995
kinase 1
PTGDSprostaglandin D22.529838423IMPAD1inositol monophosphatase−1.771434505
synthasedomain containing 1
SH3D19SH3 domain containing2.523561956E4F1E4F transcription factor 1−1.772427885
19
KIF5Ckinesin family member2.518298014ZFYVE20Description Not Found−1.772942676
5C
PTGER2prostaglandin E receptor2.517275693PNPLA6patatin like phospholipase−1.775074114
2domain containing 6
INSRinsulin receptor2.510961919TRIB3tribbles pseudokinase 3−1.775215233
MAPK6mitogen-activated2.504620392GM614predicted gene−1.776103988
protein kinase 6614(Gm614)
OXSR1oxidative stress2.502211192D5ERTD579EDNA segment, Chr 5,−1.776306798
responsive 1ERATO Doi 579,
expressed(D5Ertd579e)
EZH2enhancer of zeste 22.501439145SCAND1SCAN domain containing−1.77785827
polycomb repressive1
complex 2 subunit
BNIP1BCL2 interacting protein2.498250868ASB13ankyrin repeat and SOCS−1.782205107
1box containing 13
LPCAT4lysophosphatidylcholine2.495285165ARHGEF4Rho guanine nucleotide−1.784072601
acyltransferase 4exchange factor 4
PPAP2CDescription Not Found2.485426827H1FNTH1 histone family member−1.78485543
N, testis specific
IFNA12interferon alpha2.485426827BLOC1S1biogenesis of lysosomal−1.784911393
12(Ifna12)organelles complex 1
subunit 1
DCLK1doublecortin like kinase2.485426827ZFYVE27zinc finger FYVE-type−1.7851013
1containing 27
MX1MX dynamin like2.485426827RHOX4Breproductive homeobox−1.786596362
GTPase 14B(Rhox4b)
SMTNsmoothelin2.485426827OLFR1134olfactory receptor−1.786596362
1134(Olfr1134)
PLA2G15phospholipase A2 group2.48194563CAR11carbonic anhydrase−1.786596362
XV11(Carl1)
OLFR192olfactory receptor2.472487771LRRIQ4leucine rich repeats and IQ−1.786596362
192(Olfr192)motif containing 4
ITGB5integrin subunit beta 52.472487771CASP12caspase 12−1.786596362
(gene/pseudogene)
RAPSNreceptor associated2.465974465ODF3L1outer dense fiber of sperm−1.786596362
protein of the synapsetails 3 like 1
SNX3sorting nexin 32.459431619CCDC3coiled-coil domain−1.786596362
containing 3
FERMT2fermitin family member2.459431619SSPNsarcospan−1.786596362
2
CCR5C-C motif chemokine2.444410478KLK1kallikrein 1−1.786596362
receptor 5
(gene/pseudogene)
UPK1Auroplakin 1A2.439623138SENP7SUMO1/sentrin specific−1.786897131
peptidase 7
BCL2L2BCL2 like 22.43629512CAMLcalcium modulating−1.787735284
ligand(Caml)
2610002M06RIKDescription Not Found2.432959407YEATS2YEATS domain−1.788627083
containing 2
CENPNcentromere protein N2.432959407SERPINF2serpin family F member 2−1.791814071
HBEGFheparin binding EGF2.43096254KCNMB1potassium calcium-−1.792597191
like growth factoractivated channel
subfamily M regulatory
beta subunit 1
TYMSthymidylate synthetase2.427103287FCHO2FCH domain only 2−1.792666489
MGAMGA, MAX2.426939834BBS9Bardet-Biedl syndrome 9−1.792734984
dimerization protein
RAI14retinoic acid induced 142.426264755OLFR323olfactory receptor−1.794609131
323(Olfr323)
CFIcomplement factor I2.419538892CD247CD247 molecule−1.796081585
PLK4polo like kinase 42.419538892HIST2H2AA1histone cluster 2,−1.796847743
H2aal(Hist2h2aa1)
SLC6A9solute carrier family 62.419538892PDK1pyruvate dehydrogenase−1.800563818
member 9kinase 1
TMED2transmembrane p242.419538892NRARPNOTCH-regulated ankyrin−1.803049246
trafficking protein 2repeat protein
TMEM120Btransmembrane protein2.41857423BTBD11BTB domain containing−1.804793263
120B11
TRIM36tripartite motif2.417852515CSF2RAcolony stimulating factor 2−1.805089518
containing 36receptor alpha subunit
CCDC93coiled-coil domain2.416164165DEXIDexi homolog−1.806998156
containing 93
SLC25A35solute carrier family 252.409367225OLFR1276olfactory receptor−1.807354922
member 351276(Olfr1276)
BNC1basonuclin 12.40599236TCSTV32-cell-stage, variable−1.807354922
group, member 3(Tcstv3)
FOXL2forkhead box L22.40599236SPRR2Dsmall proline rich protein−1.807354922
2D
TFPI2tissue factor pathway2.40599236SEMA4Gsemaphorin 4G−1.807354922
inhibitor 2
NET1neuroepithelial cell2.40599236KCNK9potassium two pore−1.807354922
transforming 1domain channel subfamily
K member 9
SLCO2A1solute carrier organic2.40599236SNAPC3small nuclear RNA−1.807385513
anion transporter familyactivating complex
member 2A1polypeptide 3
A730008H23RIKDescription Not Found2.399275037AXIN2axin 2−1.808429403
CDKN2Bcyclin dependent kinase2.397264578PCNXL3Description Not Found−1.808995133
inhibitor 2B
ZFP532zinc finger protein2.393138801KLHL7kelch like family member−1.809016035
532(Zfp532)7
GTSE1G2 and S-phase2.392428431ZFP281zinc finger protein−1.811556991
expressed 1281(Zfp281)
CCDC14coiled-coil domain2.392317423CHRNB2cholinergic receptor−1.812498225
containing 14nicotinic beta 2 subunit
ADAT1adenosine deaminase,2.392317423TBC1D15TBC1 domain family−1.812909044
tRNA specific 1member 15
DGKHdiacylglycerol kinase eta2.392317423GALNT9polypeptide N-−1.813407449
acetylgalactosaminyltransferase 9
ZRSR1zinc finger CCCH-type,2.392317423DYNC1I1dynein cytoplasmic 1−1.813434179
RNA binding motif andintermediate chain 1
serine/arginine rich 1
NFE2nuclear factor, erythroid2.391529377MYH8myosin heavy chain 8−1.81403224
2
CD63CD63 molecule2.387853137CEP57centrosomal protein 57−1.815684972
MIB1mindbomb E3 ubiquitin2.38645559LTKleukocyte receptor tyrosine−1.817623258
protein ligase 1kinase
TSNtranslin2.382349023COMMD2COMM domain containing−1.817623258
2
2510003E04RIKDescription Not Found2.378511623MEF2Cmyocyte enhancer factor−1.817623258
2C
BC043934cDNA sequence2.378511623LONRF2LON peptidase N-terminal−1.817941412
BC043934(BC043934)domain and ring finger 2
AHCYL1adenosylhomocysteinase2.366734247PDCD6IPprogrammed cell death 6−1.820575529
like 1interacting protein
OLFR731olfactory receptor2.364572432DHX16DEAH-box helicase 16−1.820661084
731(Olfr731)
CDKN2Acyclin dependent kinase2.364572432ZFYVE19zinc finger FYVE-type−1.825281028
inhibitor 2Acontaining 19
SLC29A4solute carrier family 292.364572432H2-T10histocompatibility 2, T−1.826218639
member 4region locus 10(H2-T10)
SLC4A10solute carrier family 42.364572432ARID1AAT-rich interaction−1.827043205
member 10domain 1A
CYCScytochrome c, somatic2.351872866NOD1nucleotide binding−1.827185706
oligomerization domain
containing 1
COL5A1collagen type V alpha 12.3504972472610318N02RIKDescription Not Found−1.827819025
UTRNutrophin2.350497247BC048644cDNA sequence−1.827819025
BC048644(BC048644)
AURKAaurora kinase A2.349678136CDC42EP2CDC42 effector protein 2−1.827819025
KREMEN2kringle containing2.349431709CCL25C-C motif chemokine−1.827819025
transmembrane protein 2ligand 25
FGL2fibrinogen like 22.346409407TBX6T-box 6−1.827819025
NCAM1neural cell adhesion2.343407822PLEKHG4pleckstrin homology and−1.827819025
molecule 1RhoGEF domain
containing G4
ALG8ALG8, alpha-1,3-2.343407822RAD18RAD18, E3 ubiquitin−1.830642494
glucosyltransferaseprotein ligase
OLFR703olfactory receptor2.336283388SLC12A9solute carrier family 12−1.830807586
703(Olfr703)member 9
SLC39A10solute carrier family 392.336283388NR1D2nuclear receptor subfamily−1.837943242
member 101 group D member 2
HIST1H2AHhistone cluster 1, H2ah2.322141712NLKnemo like kinase−1.840170811
TSGA8testis specific gene2.321928095TTC37tetratricopeptide repeat−1.840462743
A8(Tsga8)domain 37
ELOVL2ELOVL fatty acid2.321928095DLG3discs large MAGUK−1.841507525
elongase 2scaffold protein 3
MLF1myeloid leukemia factor2.321928095PCF11PCF11 cleavage and−1.843349827
1polyadenylation factor
subunit
FZD6frizzled class receptor 62.321928095HIST1H4Dhistone cluster 1, H4d−1.846386944
PLD1phospholipase D12.321928095PEX26peroxisomal biogenesis−1.847440096
factor 26
IFRD2interferon-related2.321928095CYP2B10cytochrome P450, family−1.847996907
developmental regulator2, subfamily b,
2polypeptide 10(Cyp2b10)
OLA1Obg-like ATPase 12.321928095GDF3growth differentiation−1.847996907
factor 3
ASPAaspartoacylase2.321928095GPR33G protein-coupled receptor−1.847996907
33 (gene/pseudogene)
TGFB3transforming growth2.321928095TDGthymine DNA glycosylase−1.847996907
factor beta 3
PKIGprotein kinase (cAMP-2.314696526HIPK3homeodomain interacting−1.847996907
dependent, catalytic)protein kinase 3
inhibitor gamma
TNFRSF4tumor necrosis factor2.308832886PAPOLApoly(A) polymerase alpha−1.847996907
receptor superfamily
member 4
IQCB1IQ motif containing B12.307984443MAPK4mitogen-activated protein−1.847996907
kinase 4
SLC16A11solute carrier family 162.307662797FRAT2frequently rearranged in−1.84969115
member 11advanced T-cell
lymphomas 2
1190002N15RIKDescription Not Found2.307428525HEXIM1hexamethylene−1.851035845
bisacetamide inducible 1
LCE1Llate cornified envelope2.307428525TATDN2TatD DNase domain−1.851433223
1L(Lce1l)containing 2
RGS13regulator of G-protein2.307428525KLRB1Ckiller cell lectin-like−1.854253843
signaling 13receptor subfamily B
member 1C(Klrb1c)
FBXW8F-box and WD repeat2.299987517SLC16A9solute carrier family 16−1.855083462
domain containing 8member 9
SNCAsynuclein alpha2.296457407ACBD4acyl-CoA binding domain−1.855739032
containing 4
OSGIN1oxidative stress induced2.294491702REXO1RNA exonuclease 1−1.857980995
growth inhibitor 1homolog
BC004004cDNA sequence2.292781749OLFR1442olfactory receptor−1.859286959
BC004004(BC004004)1442(Olfr1442)
WNT10AWnt family member 10A2.292781749PHOSPHO1phosphoethanolamine/phosphocholine−1.859747926
phosphatase
THG1LtRNA-histidine2.292781749ITPKAinositol-trisphosphate 3-−1.859881803
guanylyltransferase 1kinase A
like
MLH1mutL homolog 12.292781749ZFHX2zinc finger homeobox 2−1.860513882
RRM2ribonucleotide reductase2.289435485TOR1Atorsin family 1 member A−1.860949348
regulatory subunit M2
SHISA4shisa family member 42.277984747CDKAL1CDK5 regulatory subunit−1.862794137
associated protein 1 like 1
DDAH2dimethylarginine2.277984747SMAD1SMAD family member 1−1.863462947
dimethylaminohydrolase
2
APBA1amyloid beta precursor2.269085766ZC3H13zinc finger CCCH-type−1.863535399
protein binding family Acontaining 13
member 1
MMABmethylmalonic aciduria2.264911693ZSCAN20zinc finger and SCAN−1.863962106
(cobalamin deficiency)domain containing 20
cblB type
DIAP1Description Not Found2.263034406EPB4.1L4ADescription Not Found−1.867896464
CAR14carbonic anhydrase2.263034406ZFP280Czinc finger protein−1.867896464
14(Car14)280C(Zfp280c)
C2complement component2.263034406GM1322predicted gene−1.867896464
21322(Gm1322)
MAGmyelin associated2.263034406OLFR472olfactory receptor−1.867896464
glycoprotein472(Olfr472)
KCNIP3potassium voltage-gated2.263034406OLFR171olfactory receptor−1.867896464
channel interacting171(Olfr171)
protein 3
CFDcomplement factor D2.263034406OLFR1249olfactory receptor−1.867896464
1249(Olfr1249)
CCNE1cyclin E12.262723645PRH1proline rich protein HaeIII−1.867896464
subfamily 1
RYR1ryanodine receptor 12.261305322ARSIarylsulfatase family−1.867896464
member I
PROCprotein C, inactivator of2.255500733KRT7keratin 7−1.867896464
coagulation factors Va
and VIIIa
ZFP27zinc finger protein2.247927513PCGF3polycomb group ring−1.867896464
27(Zfp27)finger 3
TBX1T-box 12.247927513PCTPphosphatidylcholine−1.867896464
transfer protein
DHRS13dehydrogenase/reductase2.247927513CALD1caldesmon 1−1.867896464
13
HSPG2heparan sulfate2.247927513TREML2triggering receptor−1.867896464
proteoglycan 2expressed on myeloid cells
like 2
FRMD8FERM domain2.24777312RTN4RL1reticulon 4 receptor like 1−1.867896464
containing 8
MIOXmyo-inositol oxygenase2.240579987PARVAparvin alpha−1.868479018
LYRM1LYR motif containing 12.232660757NPCDneuronal pentraxin chromo−1.871902039
domain(Npcd)
STAP1signal transducing2.232660757RFXANKregulatory factor X−1.87206109
adaptor family member 1associated ankyrin
containing protein
NAT2N-acetyltransferase 22.232660757MAP3K14mitogen-activated protein−1.872291304
kinase kinase kinase 14
SRGAP3SLIT-ROBO Rho2.232660757KLHL9kelch like family member−1.874528943
GTPase activating9
protein 3
NXT2nuclear transport factor 22.232660757SESN1sestrin 1−1.875260951
like export factor 2
RCOR1REST corepressor 12.232660757ADAMTS7ADAM metallopeptidase−1.879404807
with thrombospondin type
1 motif 7
SRRserine racemase2.230836503SNAPC1small nuclear RNA−1.88488993
activating complex
polypeptide 1
IKBKAPinhibitor of kappa light2.226177109ADARadenosine deaminase,−1.885299379
polypeptide geneRNA specific
enhancer in B-cells,
kinase complex-
associated protein
AI597479expressed sequence2.225819675LCE1Clate cornified envelope 1C−1.885626461
AI597479(AI597479)
POP1POP1 homolog,2.224966365FBXO21F-box protein 21−1.886155099
ribonuclease P/MRP
subunit
SLC35E4solute carrier family 352.2172307162610524H06RIKDescription Not Found−1.887525271
member E4
XAB2XPA binding protein 22.2172307161700016K19RIKDescription Not Found−1.887525271
MREGmelanoregulin2.2129258ZFP715zinc finger protein−1.887525271
715(Zfp715)
FKBP11FK506 binding protein2.210721954OLFR446olfactory receptor−1.887525271
11446(Olfr446)
IGF2BP2insulin like growth factor2.207789851PTK7protein tyrosine kinase 7−1.887525271
2 mRNA binding protein(inactive)
2
NUP133nucleoporin 1332.207447199TMEM117transmembrane protein−1.887525271
117
OLFR1183olfactory receptor2.201633861ITIH2inter-alpha-trypsin−1.887525271
1183(Olfr1183)inhibitor heavy chain 2
IL1F6interleukin 1 family,2.201633861TAGLN3transgelin 3−1.887525271
member 6(Il1f6)
OTX1orthodenticle homeobox2.201633861IFI203interferon activated gene−1.887644112
1203(Ifi203)
MSH3mutS homolog 32.201633861ATP1B1ATPase Na+/K+−1.887664186
transporting subunit beta 1
SCN4Bsodium voltage-gated2.201633861BLCAPbladder cancer associated−1.888596201
channel beta subunit 4protein
CROCCciliary rootlet coiled-2.201633861IGF1Rinsulin like growth factor 1−1.89024137
coil, rootletinreceptor
NSUN2NOP2/Sun RNA2.194349986HMG20Ahigh mobility group 20A−1.890579593
methyltransferase family
member 2
GAS2L1growth arrest specific 22.193771743WDR24WD repeat domain 24−1.891527175
like 1
3110007F17RIKDescription Not Found2.190740399CDX4caudal type homeobox 4−1.892655439
DEFB15defensin beta2.185866545CLDN18claudin 18−1.893449375
15(Defb15)
C1QTNF2C1q and tumor necrosis2.185866545IL4RAinterleukin 4 receptor,−1.895369594
factor related protein 2alpha(Il4ra)
RAP1GAPRAP1 GTPase activating2.185866545RETNLAresistin like alpha(Retnla)−1.895739477
protein
SNTB1syntrophin beta 12.185866545AA388235expressed sequence−1.895739477
AA388235(AA388235)
FAHfumarylacetoacetate2.182925576ZC3H6zinc finger CCCH-type−1.896127489
hydrolasecontaining 6
AVPI1arginine vasopressin2.174393775D930015E06RIKRIKEN cDNA−1.899656973
induced 1D930015E06
gene(D930015E06Rik)
RPA2replication protein A22.172751912NPFFR2neuropeptide FF receptor 2−1.902073579
BRCA2BRCA2, DNA repair2.168732488IRAK1interleukin 1 receptor−1.90243374
associatedassociated kinase 1
RBM47RNA binding motif2.165911939CWF19L2CWF19-like 2, cell cycle−1.903704505
protein 47control (S. pombe)
MSL3L2male-specific lethal 3-2.159061455STK40serine/threonine kinase 40−1.903964448
like 2
(Drosophila)(Msl312)
TNFRSF9tumor necrosis factor2.156071704MARS2methionyl-tRNA−1.904571951
receptor superfamilysynthetase 2,
member 9mitochondrial
TRFtransferrin(Trf)2.154588207RAB5ARAB5A, member RAS−1.906350687
oncogene family
ZDHHC15zinc finger DHHC-type2.154372546OLFR1037olfactory receptor−1.906890596
containing 151037(Olfr1037)
IGJDescription Not Found2.153805336ARHGAP22Rho GTPase activating−1.906890596
protein 22
FBXO27F-box protein 272.153805336DENND1BDENN domain containing−1.906890596
1B
ZDHHC24zinc finger DHHC-type2.153805336EAPPE2F associated−1.906890596
containing 24phosphoprotein
SPCS2signal peptidase complex2.153805336ANKRD13Dankyrin repeat domain−1.906890596
subunit 213D
UCN3urocortin 32.153805336EFCAB2EF-hand calcium binding−1.906890596
domain 2
SLC35A1solute carrier family 352.153805336HOXC9homeobox C9−1.906890596
member A1
PODXLpodocalyxin like2.153805336SENP6SUMO1/sentrin specific−1.907956932
peptidase 6
FAM154BDescription Not Found2.153792145SIDT1SID 1 transmembrane−1.908286674
family member 1
NRP1neuropilin 12.1474705532310057J18RIKDescription Not Found−1.916476644
ERGIC1endoplasmic reticulum-2.147104727SPRYD4SPRY domain containing−1.916476644
golgi intermediate4
compartment 1
RNF26ring finger protein 262.146810011LY6Dlymphocyte antigen 6−1.916476644
complex, locus D
LCN3lipocalin 3(Lcn3)2.137503524PPARGC1BPPARG coactivator 1 beta−1.917291956
FMO1flavin containing2.137503524SH3TC1SH3 domain and−1.917906346
monooxygenase 1tetratricopeptide repeats 1
RAB20RAB20, member RAS2.137503524FOXO1forkhead box O1−1.920209106
oncogene family
KATNAL1katanin catalytic subunit2.137503524DHX40DEAH-box helicase 40−1.920623917
A1 like 1
GPR107G protein-coupled2.136424717RECQL5RecQ like helicase 5−1.920664575
receptor 107
MELKmaternal embryonic2.133399125RBM15RNA binding motif−1.922616041
leucine zipper kinaseprotein 15
KCTD9potassium channel2.13207329EGLN2egl-9 family hypoxia−1.924079933
tetramerization domaininducible factor 2
containing 9
PBKPDZ binding kinase2.130417144GPR112Description Not Found−1.925999419
ENPP5ectonucleotide2.124112676OLFR829olfactory receptor−1.925999419
pyrophosphatase/phosphodiesterase829(Olfr829)
5 (putative)
ZDHHC16zinc finger DHHC-type2.12361008OLFR684olfactory receptor−1.925999419
containing 16684(Olfr684)
OLFR1346olfactory receptor2.121015401RETNresistin−1.925999419
1346(Olfr1346)
MILL1MHC I like leukocyte2.121015401ST6GALNAC2ST6N-−1.925999419
1(Mill1)acetylgalactosaminide
alpha-2,6-sialyltransferase
2
RHCGRh family C2.121015401FESFES proto-oncogene,−1.925999419
glycoproteintyrosine kinase
CLDN1claudin 12.121015401KIF13Akinesin family member−1.925999419
13A
LHX3LIM homeobox 32.121015401TRPT1tRNA phosphotransferase−1.926457816
1
TUBB2Atubulin beta 2A class IIa2.121015401PLCB2phospholipase C beta 2−1.927343833
GSG2germ cell associated 2,2.119412265NADSYN1NAD synthetase 1−1.929674394
haspin
HYAL2hyaluronoglucosaminidase2.1073459424833420G17RIKDescription Not Found−1.93060469
2
1700003F12RIKDescription Not Found2.10433666P2RY10purinergic receptor P2Y10−1.930737338
RUSC2RUN and SH3 domain2.10433666PPAPDC3Description Not Found−1.935459748
containing 2
LRRIQ3leucine rich repeats and2.10433666DIP2Bdisco interacting protein 2−1.935459748
IQ motif containing 3homolog B
CHSY1chondroitin sulfate2.10433666RHAGRh-associated−1.935459748
synthase 1glycoprotein
DUSP23dual specificity2.10433666EMID1EMI domain containing 1−1.935459748
phosphatase 23
RRAGBRas related GTP binding B2.10433666RNF4ring finger protein 4−1.938834579
KCNAB3potassium voltage-gated2.10433666UBL5ubiquitin like 5−1.938952478
channel subfamily A
regulatory beta subunit 3
GRPEL2GrpE like 2,2.103129681PROSCproline synthetase−1.94016675
mitochondrialcotranscribed homolog
(bacterial)
TRAF2TNF receptor associated2.102029095FZD5frizzled class receptor 5−1.942503137
factor 2
COQ7coenzyme Q7,2.100205246UBE2D1ubiquitin conjugating−1.942775467
hydroxylaseenzyme E2 D1
TMEM126Btransmembrane protein2.099187297KLRA7killer cell lectin-like−1.943510757
126Breceptor, subfamily A,
member 7(Klra7)
SGPL1sphingosine-1-phosphate2.097112667TMEM63Ctransmembrane protein−1.94425562
lyase 163C
CAPN2calpain 22.0964479792810006K23RIKDescription Not Found−1.944858446
CHEK2checkpoint kinase 22.088457439OLFR672olfactory receptor−1.944858446
672(Olfr672)
GLRP1glutamine repeat protein2.087462841OLFR1347olfactory receptor−1.944858446
1(Glrp1)1347(Olfr1347)
RTN4Rreticulon 4 receptor2.087462841MTTPmicrosomal triglyceride−1.944858446
transfer protein
TRIM37tripartite motif2.087462841MSX1msh homeobox 1−1.944858446
containing 37
NUCB2nucleobindin 22.087462841BSNDbarttin CLCNK type−1.944858446
accessory beta subunit
UBE2Tubiquitin conjugating2.073616696MARK1microtubule affinity−1.944858446
enzyme E2 Tregulating kinase 1
CREB3L3cAMP responsive2.070389328CHRNB1cholinergic receptor−1.944858446
element binding proteinnicotinic beta 1 subunit
3 like 3
CHRM4cholinergic receptor2.070389328CRYL1crystallin lambda 1−1.946419425
muscarinic 4
SLC16A13solute carrier family 162.070389328TECtec protein tyrosine kinase−1.947330641
member 13
OLFML2Bolfactomedin like 2B2.070389328XKR6XK related 6−1.95031589
CSNK1G1casein kinase 1 gamma 12.070389328ARCactivity-regulated−1.953636949
cytoskeleton-associated
protein
S100A14S100 calcium binding2.070389328WFDC10WAP four-disulfide core−1.95419631
protein A14domain 10(Wfdc10)
SMYD4SET and MYND domain2.070389328OLFR866olfactory receptor−1.959768144
containing 4866(Olfr866)
CH25Hcholesterol 25-2.070389328WIPI2WD repeat domain,−1.960171668
hydroxylasephosphoinositide
interacting 2
TEX2testis expressed 22.067875748OLFR948olfactory receptor−1.963474124
948(Olfr948)
SYN1synapsin I2.063429187CRTAMcytotoxic and regulatory−1.963474124
T-cell molecule
CYP3A13cytochrome P450, family2.060581758CCDC116coiled-coil domain−1.963474124
3, subfamily a,containing 116
polypeptide
13(Cyp3a13)
CBX8chromobox 82.060297534ALAS25′-aminolevulinate−1.963474124
synthase 2
TOR2Atorsin family 2 member2.056535553SDC4syndecan 4−1.963474124
A
E230025N22RIKRiken cDNA2.053111336LENG1leukocyte receptor cluster−1.963474124
E230025N22member 1
gene(E230025N22Rik)
OLFR963olfactory receptor2.053111336TRIM65tripartite motif containing−1.963474124
963(Olfr963)65
OLFR694olfactory receptor2.053111336ADRA2Badrenoceptor alpha 2B−1.963474124
694(Olfr694)
AKR1B8aldo-keto reductase2.053111336CPSF4cleavage and−1.964016356
family 1, memberpolyadenylation specific
B8(Akr1b8)factor 4
UGDHUDP-glucose 6-2.053111336LRCH1leucine rich repeats and−1.966068313
dehydrogenasecalponin homology
domain containing 1
CLPBClpB homolog,2.053111336CPXM1carboxypeptidase X (M14−1.96782195
mitochondrial AAAfamily), member 1
ATPase chaperonin
KLHDC9kelch domain containing2.053111336PARP6poly(ADP-ribose)−1.968362498
9polymerase family
member 6
MCPH1microcephalin 12.051211057GTF3C2general transcription factor−1.975687807
IIIC subunit 2
IL2RAinterleukin 2 receptor2.049225103NEDD4Lneural precursor cell−1.978518523
subunit alphaexpressed,
developmentally down-
regulated 4-like, E3
ubiquitin protein ligase
CAR9carbonic anhydrase2.044394119DICER1dicer 1, ribonuclease III−1.97959126
9(Car9)
USP10ubiquitin specific2.044394119GBA2glucosylceramidase beta 2−1.980387638
peptidase 10
FASTKD2FAST kinase domains 22.044394119OLFR1269olfactory receptor−1.981852653
1269(Olfr1269)
STRA13stimulated by retinoic2.044394119EAR10eosinophil-associated,−1.981852653
acid 13ribonuclease A family,
member 10(Ear10)
HIST1H2ADhistone cluster 1, H2ad2.044111161ADAM5ADAM metallopeptidase−1.981852653
domain 5 (pseudogene)
PLA1Aphospholipase A12.037157781MED1mediator complex subunit−1.981852653
member A1
MCM3minichromosome2.036462274FGFRL1fibroblast growth factor−1.981852653
maintenance complexreceptor-like 1
component 3
PIF1PIF1 5′-to-3′ DNA2.036094966EXTL1exostosin like−1.981852653
helicaseglycosyltransferase 1
GALR1galanin receptor 12.03562391ZFHX3zinc finger homeobox 3−1.981852653
DLDdihydrolipoamide2.03562391FBXO30F-box protein 30−1.981852653
dehydrogenase
GGCXgamma-glutamyl2.03562391RNF112ring finger protein 112−1.984681148
carboxylase
CEP68centrosomal protein 682.03562391PARP3poly(ADP-ribose)−1.98599548
polymerase family
member 3
MMP11matrix metallopeptidase2.03562391AIREautoimmune regulator−1.986410935
11
STMN1stathmin 12.033316653CYB561D1cytochrome b561 family−1.987107951
member D1
SLCO4A1solute carrier organic2.03217627TRAPPC5trafficking protein particle−1.987269174
anion transporter familycomplex 5
member 4A1
TIAL1TIA1 cytotoxic granule-2.02888965RFTN2raftlin family member 2−1.98749308
associated RNA binding
protein-like 1
0610009B22RIKDescription Not Found2.017921908FRAT1frequently rearranged in−1.999894159
advanced T-cell
lymphomas 1
GM1673predicted gene2.017921908DMC1DNA meiotic recombinase−2
1673(Gm1673)1
CCL26C-C motif chemokine2.017921908RIPK4receptor interacting−2
ligand 26serine/threonine kinase 4
ZWILCHzwilch kinetochore2.017921908PVRpoliovirus receptor−2
protein
GABRA1gamma-aminobutyric2.017921908LPIN2lipin 2−2
acid type A receptor
alpha1 subunit
ACP2acid phosphatase 2,2.017143376THAP2THAP domain containing−2
lysosomal2
FAM131Afamily with sequence2.013219985SHESrc homology 2 domain−2
similarity 131 member Acontaining E
PXMP4peroxisomal membrane2.012497517ARHGAP25Rho GTPase activating−2.005618551
protein 4protein 25
CDC6cell division cycle 62.011166077CSF1Rcolony stimulating factor 1−2.006350699
receptor
AXLAXL receptor tyrosine2.008131619ZFP1ZFP1 zinc finger protein−2.007904843
kinase
RBBP7RB binding protein 7,2.006746832SFNstratifin−2.008988783
chromatin remodeling
factor
PABPC4poly(A) binding protein2.005260152COL17A1collagen type XVII alpha 1−2.010386372
cytoplasmic 4
HIST1H2AKhistone cluster 1, H2ak2.003307679XKRXXK related, X-linked−2.0105696
MTFMTmitochondrial2.001754595BRD8bromodomain containing 8−2.01346226
methionyl-tRNA
formyltransferase
ZFP449zinc finger protein2ZFP213zinc finger protein−2.013532276
449(Zfp449)213(Zfp213)
D930020B18RIKRIKEN cDNA2ZFY2zinc finger protein 2, Y-−2.015657249
D930020B18linked(Zfy2)
gene(D930020B18Rik)
LCE1Dlate cornified envelope2MAP3K3mitogen-activated protein−2.01612652
1Dkinase kinase kinase 3
UCNurocortin2ZFP445zinc finger protein−2.017921908
445(Zfp445)
SYT4synaptotagmin 42MTAP7D3MAP7 domain containing−2.017921908
3(Mtap7d3)
GPR132G protein-coupled2TMPRSS11Atransmembrane protease,−2.017921908
receptor 132serine 11A
SDHDsuccinate dehydrogenase2OLFM2olfactomedin 2−2.017921908
complex subunit D
PANK3pantothenate kinase 32GRM4glutamate metabotropic−2.017921908
receptor 4
SBSNsuprabasin1.99095486ONECUT2one cut homeobox 2−2.017921908
WDR59WD repeat domain 591.989976974HNRNPH3heterogeneous nuclear−2.017921908
ribonucleoprotein H3
MTMR9myotubularin related1.987844644ZMYM5zinc finger MYM-type−2.020204421
protein 9containing 5
IL15RAinterleukin 15 receptor1.985628881RAPGEF6Rap guanine nucleotide−2.020953989
subunit alphaexchange factor 6
RHBDF2rhomboid 5 homolog 21.984681148CD34CD34 molecule−2.026714044
NHLRC2NHL repeat containing 21.98375117ACVR2Bactivin A receptor type 2B−2.026714044
NMRAL1NmrA-like family1.983370163RILPRab interacting lysosomal−2.026800059
domain containing 1protein
OLFR120olfactory receptor1.981852653EMR1Description Not Found−2.031218731
120(Olfr120)
OLFR1051olfactory receptor1.981852653DNAJA2DnaJ heat shock protein−2.031291874
1051(Olfr1051)family (Hsp40) member
A2
PCDHGA9protocadherin gamma1.981852653SEMA4Bsemaphorin 4B−2.031985281
subfamily A, 9
FSTfollistatin1.9818526531700015E13RIKDescription Not Found−2.03562391
RECQL4RecQ like helicase 41.976611605RHOX1reproductive homeobox−2.03562391
1(Rhox1)
NFKBIL1NFKB inhibitor like 11.970969489TCP11t-complex 11−2.03562391
TUBD1tubulin delta 11.964367355FBXW11F-box and WD repeat−2.03562391
domain containing 11
FSD1fibronectin type III and1.963474124ALX1ALX homeobox 1−2.03562391
SPRY domain
containing 1
GDF5growth differentiation1.963474124BST1bone marrow stromal cell−2.03562391
factor 5antigen 1
TREML4triggering receptor1.963474124GPR83G protein-coupled receptor−2.03562391
expressed on myeloid83
cells like 4
SORDsorbitol dehydrogenase1.963474124RECKreversion inducing−2.036112118
cysteine rich protein with
kazal motifs
HEBP1heme binding protein 11.963474124ABHD14Babhydrolase domain−2.040460993
containing 14B
KDELR2KDEL endoplasmic1.96155465GPRC6AG protein-coupled receptor−2.042122888
reticulum proteinclass C group 6 member A
retention receptor 2
TRPV4transient receptor1.958842675GRAMD3GRAM domain containing−2.042296131
potential cation channel3
subfamily V member 4
ABHD5abhydrolase domain1.957389419IMPACTimpact RWD domain−2.042436285
containing 5protein
YOD1YOD1 deubiquitinase1.95419631TOP1topoisomerase (DNA) I−2.044394119
MAGOHBmago homolog B, exon1.952932368NACC2NACC family member 2−2.044394119
junction complex core
component
TSPAN2tetraspanin 21.95176103PKNOX1PBX/knotted 1 homeobox−2.045797958
1
LDB3LIM domain binding 31.94850842TMEM79transmembrane protein 79−2.046628729
1700067P10RIKDescription Not Found1.944858446MYCBP2MYC binding protein 2,−2.047368853
E3 ubiquitin protein ligase
9530091C08RIKDescription Not Found1.944858446MAS1MAS1 proto-oncogene, G−2.048055651
protein-coupled receptor
RHOJras homolog family1.944858446GEMIN6gem nuclear organelle−2.053111336
member Jassociated protein 6
SFRP1secreted frizzled related1.944858446TMEM100transmembrane protein−2.053111336
protein 1100
XPNPEP2X-prolyl aminopeptidase1.944858446FOXI1forkhead box I1−2.053111336
(aminopeptidase P) 2,
membrane-bound
RNASE4ribonuclease A family1.935459748OPLAH5-oxoprolinase (ATP-−2.053111336
member 4hydrolysing)
NAPSAnapsin A aspartic1.931586931BC094916Description Not Found−2.058337935
peptidase
TIMM22translocase of inner1.931202999GZMMgranzyme M−2.061193332
mitochondrial membrane
22 homolog (yeast)
MTCH2mitochondrial carrier 21.929774464RCOR2REST corepressor 2−2.06280495
ADCK4aarF domain containing1.927921426NR2E1nuclear receptor subfamily−2.06366268
kinase 42 group E member 1
PDSS1prenyl (decaprenyl)1.926245513NT5DC15′-nucleotidase domain−2.065994119
diphosphate synthase,containing 1
subunit 1
ZFP94zinc finger protein1.925999419SCN8Asodium voltage-gated−2.06750099
94(Zfp94)channel alpha subunit 8
FABP9fatty acid binding protein1.925999419CBX7chromobox 7−2.06750099
9
RNF170ring finger protein 1701.925999419FHAD1forkhead associated−2.068114527
phosphopeptide binding
domain 1
TLR3toll like receptor 31.925999419KCNQ3potassium voltage-gated−2.068885643
channel subfamily Q
member 3
LIPHlipase H1.925999419BC025920zinc finger protein−2.070389328
pseudogene(BC025920)
PLEKHA7pleckstrin homology1.925999419FCGR1Fc receptor, IgG, high−2.070389328
domain containing A7affinity I(Fcgr1)
LXNlatexin1.9244606SYN3synapsin III−2.070389328
PPCSphosphopantothenoylcysteine1.92294738KLHL5kelch like family member−2.070389328
synthetase5
BTRCbeta-transducin repeat1.92065845EDA2Rectodysplasin A2 receptor−2.070389328
containing E3 ubiquitin
protein ligase
APIPAPAF1 interacting1.920326443STK38serine/threonine kinase 38−2.070389328
protein
ANK1ankyrin 11.916476644CDKN2Dcyclin dependent kinase−2.072205467
inhibitor 2D
TOMM70Atranslocase of outer1.913107017IL6STinterleukin 6 signal−2.072660321
mitochondrial membranetransducer
70 homolog A
(yeast)(Tomm70a)
ABCB1BATP-binding cassette,1.908033945OLFR427olfactory receptor−2.074318985
sub-family B427(Olfr427)
(MDR/TAP), member
1B(Abcb1b)
ACN9Description Not Found1.906890596BAIAP2BAI1 associated protein 2−2.078951341
DLX1ASdistal-less homeobox 1,1.906890596TIMP2TIMP metallopeptidase−2.079805224
antisense(Dlx1as)inhibitor 2
MRGPRDMAS related GPR1.906890596CDCP1CUB domain containing−2.083991945
family member Dprotein 1
WDHD1WD repeat and HMG-1.906890596RGS14regulator of G-protein−2.084198537
box DNA bindingsignaling 14
protein 1
USP46ubiquitin specific1.906890596VASPvasodilator-stimulated−2.086359868
peptidase 46phosphoprotein
PKN3protein kinase N31.906890596ZFP318zinc finger protein−2.087462841
318(Zfp318)
OSCARosteoclast associated,1.906890596PSG25pregnancy-specific−2.087462841
immunoglobulin-likeglycoprotein 25(Psg25)
receptor
CDK2cyclin dependent kinase1.906746727PDZD8PDZ domain containing 8−2.087462841
2
TRIM62tripartite motif1.905520967DET1de-etiolated homolog 1−2.087462841
containing 62(Arabidopsis)
SQLEsqualene epoxidase1.903767694CHST3carbohydrate−2.087462841
sulfotransferase 3
MCM10minichromosome1.89598378EHHADHenoyl-CoA, hydratase/3-−2.087462841
maintenance 10hydroxyacyl CoA
replication initiationdehydrogenase
factor
CCDC90Bcoiled-coil domain1.894803124FCGRTFc fragment of IgG−2.090735607
containing 90Breceptor and transporter
SPATS1spermatogenesis1.892848083CFPcomplement factor−2.09437407
associated serine rich 1properdin
GPNMBglycoprotein nmb1.891427809SOCS6suppressor of cytokine−2.094638136
signaling 6
MST1macrophage stimulating1.88993148SYT11synaptotagmin 11−2.09592442
1
LTB4R1leukotriene B4 receptor1.887644112MBTPS2membrane bound−2.09592442
1(Ltb4r1)transcription factor
peptidase, site 2
DNAJC5BDnaJ heat shock protein1.887525271MEFVMediterranean fever−2.097059135
family (Hsp40) member
C5 beta
PCDHGC4protocadherin gamma1.887525271SRPK2SRSF protein kinase 2−2.10044313
subfamily C, 4
HMX2H6 family homeobox 21.887525271DUSP16dual specificity−2.102740277
phosphatase 16
NDUFAB1NADH: ubiquinone1.887525271SLC6A7solute carrier family 6−2.103129681
oxidoreductase subunitmember 7
AB1
MGPmatrix Gla protein1.887525271HBB-B1hemoglobin, beta adult−2.10433666
major chain(Hbb-b1)
ZKSCAN2zinc finger with KRAB1.887525271TNPO3transportin 3−2.10433666
and SCAN domains 2
CCDC51coiled-coil domain1.887525271CSNK2Bcasein kinase 2 beta−2.10433666
containing 51
CTSKcathepsin K1.887525271BCAS1breast carcinoma amplified−2.10433666
sequence 1
PRDM9PR domain 91.887525271INO80INO80 complex subunit−2.10433666
C8Acomplement component1.887525271MPGN-methylpurine DNA−2.10433666
8 alpha subunitglycosylase
NEUROG1neurogenin 11.887082413FOXP1forkhead box P1−2.107557734
NUSAP1nucleolar and spindle1.886951242USP21ubiquitin specific−2.107658353
associated protein 1peptidase 21
LZICleucine zipper and1.877899051LIMS1LIM zinc finger domain−2.112700133
CTNNBIP1 domaincontaining 1
containing
ZFP609zinc finger protein1.87774425FXYD1FXYD domain containing−2.112700133
609(Zfp609)ion transport regulator 1
GPR87G protein-coupled1.87774425POU3F1POU class 3 homeobox 1−2.113574207
receptor 87
GMPPBGDP-mannose1.871523637OLFR591olfactory receptor−2.114494844
pyrophosphorylase B591(Olfr591)
TMEM115transmembrane protein1.870364796GRAMD4GRAM domain containing−2.114673101
1154
DSN1DSN1 homolog, MIS121.868479018BCL2BCL2, apoptosis regulator−2.115878669
kinetochore complex
component
A530099J19RIKDescription Not Found1.867896464PELI3pellino E3 ubiquitin−2.118915146
protein ligase family
member 3
1700007K09RIKDescription Not Found1.867896464PPP1CBprotein phosphatase 1−2.119236221
catalytic subunit beta
1810043G02RIKDescription Not Found1.867896464TFF2trefoil factor 2−2.121015401
UCHL1ubiquitin C-terminal1.867896464GCAgrancalcin−2.121015401
hydrolase L1
PTCH2patched 21.867896464LYL1LYL1, basic helix-loop-−2.121015401
helix family member
APBB3amyloid beta precursor1.867896464ATG4Bautophagy related 4B−2.121015401
protein binding family Bcysteine peptidase
member 3
PTERphosphotriesterase1.867896464CCDC102Acoiled-coil domain−2.121015401
relatedcontaining 102A
PRKCEprotein kinase C epsilon1.867896464ATP2A1ATPase−2.121015401
sarcoplasmic/endoplasmic
reticulum Ca2+
transporting 1
PLEKHM3pleckstrin homology1.867896464TERF2telomeric repeat binding−2.123585568
domain containing M3factor 2
HIST1H4Chistone cluster 1, H4c1.867896464LCN5lipocalin 5(Lcn5)−2.124432612
PLS3plastin 31.867896464TM6SF1transmembrane 6−2.124533495
superfamily member 1
DUSP4dual specificity1.867686654SSBP2single stranded DNA−2.129283017
phosphatase 4binding protein 2
SCLYselenocysteine lyase1.862802277KRTAP6-2keratin associated protein−2.137503524
6-2
RPRD1Aregulation of nuclear1.861777838CRHBPcorticotropin releasing−2.137503524
pre-mRNA domainhormone binding protein
containing 1A
CCRL2C-C motif chemokine1.86175579TOPBP1topoisomerase (DNA) II−2.137503524
receptor like 2binding protein 1
CCT7chaperonin containing1.861636037SLC35A3solute carrier family 35−2.137503524
TCP1 subunit 7member A3
ZFP217zinc finger protein1.861097096CACNB4calcium voltage-gated−2.137503524
217(Zfp217)channel auxiliary subunit
beta 4
ACTN4actinin alpha 41.859689938TASP1taspase 1−2.137503524
KCNA3potassium voltage-gated1.859135363HMBOX1homeobox containing 1−2.145313833
channel subfamily A member 3
CUL7cullin 71.858597911ZFP62ZFP62 zinc finger protein−2.145677455
LRRC59leucine rich repeat1.857543219PCDHB4protocadherin beta 4−2.148666128
containing 59
PHTF2putative homeodomain1.855602651SLC35F3solute carrier family 35−2.15120644
transcription factor 2member F3
KDELC1KDEL motif containing1.852556218AW549877expressed sequence−2.151324826
1AW549877(AW549877)
SEC24DSEC24 homolog D,1.8483841GIMAP9GTPase, IMAP family−2.152400921
COPII coat complexmember 9(Gimap9)
component
OLFR222olfactory receptor1.847996907ZFP329zinc finger protein−2.153805336
222(Olfr222)329(Zfp329)
OLFR118olfactory receptor1.847996907KRT74keratin 74−2.153805336
118(Olfr118)
CASKIN2CASK interacting1.847996907REG3Aregenerating family−2.153805336
protein 2member 3 alpha
TPK1thiamin1.847996907RAB4ARAB4A, member RAS−2.154308231
pyrophosphokinase 1oncogene family
NOL3nucleolar protein 31.847996907CECR5cat eye syndrome−2.155682653
chromosome region,
candidate 5
UBA6ubiquitin like modifier1.847388943ESM1endothelial cell specific−2.157156463
activating enzyme 6molecule 1
RAVER1ribonucleoprotein, PTB1.846151947HS6ST1heparan sulfate 6-O-−2.164820712
binding 1sulfotransferase 1
NAT10N-acetyltransferase 101.843300131DDB2damage specific DNA−2.168338824
binding protein 2
HIST1H3Hhistone cluster 1, H3h1.8420558895430435G22RIKDescription Not Found−2.169925001
SNX8sorting nexin 81.840985134ALOX12Barachidonate 12-−2.169925001
lipoxygenase, 12R type
POLR3Kpolymerase (RNA) III1.839538616SLC34A3solute carrier family 34−2.169925001
subunit Kmember 3
WDR55WD repeat domain 551.835957408TNS4tensin 4−2.169925001
WDR93WD repeat domain 931.830541464CANXcalnexin−2.169925001
PLSCR1phospholipid scramblase1.828635636BET1Bet1 golgi vesicular−2.169925001
1membrane trafficking
protein
ARL6ADP ribosylation factor1.827819025BEST2bestrophin 2−2.169925001
like GTPase 6
NOL9nucleolar protein 91.827819025USP28ubiquitin specific−2.172998154
peptidase 28
PNKDparoxysmal1.827819025PDE4Bphosphodiesterase 4B−2.173614018
nonkinesigenic
dyskinesia
TMEM139transmembrane protein1.827819025CNOT4CCR4-NOT transcription−2.177917792
139complex subunit 4
ASPHaspartate beta-1.827819025NECAP1NECAP endocytosis−2.178043245
hydroxylaseassociated 1
LZTFL1leucine zipper1.827819025JUNJun proto-oncogene, AP-1−2.178565309
transcription factor like 1transcription factor subunit
RHEBL1Ras homolog enriched in1.827819025SLC10A7solute carrier family 10−2.17990909
brain like 1member 7
CHCHD5coiled-coil-helix-coiled-1.82552849IL17Ainterleukin 17A−2.181702586
coil-helix domain
containing 5
GPD2glycerol-3-phosphate1.824148697ERICH1glutamate rich 1−2.182286216
dehydrogenase 2
STK39serine/threonine kinase1.823608879HN1Lhematological and−2.185866545
39neurological expressed 1-
like
MAGED2MAGE family member1.820863253SLFNL1schlafen like 1−2.185866545
D2
TBC1D9BTBC1 domain family1.813219568MYOD1myogenic differentiation 1−2.185866545
member 9B
LSSlanosterol synthase (2,3-1.809540228TRIM35tripartite motif containing−2.185866545
oxidosqualene-lanosterol35
cyclase)
OLFR859olfactory receptor1.807354922CHRNEcholinergic receptor−2.186397884
859(Olfr859)nicotinic epsilon subunit
OLFR1225olfactory receptor1.807354922PHF21APHD finger protein 21A−2.190943197
1225(Olfr1225)
IFNA11interferon alpha1.807354922HIST1H2AEhistone cluster 1, H2ae−2.196698179
11(Ifna11)
ARG1arginase 11.807354922SATB1SATB homeobox 1−2.198659952
ASCL3achaete-scute family1.807354922LCN8lipocalin 8−2.201633861
bHLH transcription
factor 3
AGAaspartylglucosaminidase1.807354922ABCG5ATP binding cassette−2.201633861
subfamily G member 5
MAP3K12mitogen-activated1.806530545KRBA1KRAB-A domain−2.202959029
protein kinase kinasecontaining 1
kinase 12
COMMD10COMM domain1.802771724CD274CD274 molecule−2.206081393
containing 10
STYXserine/threonine/tyrosine1.801251483DYRK2dual specificity tyrosine−2.206730511
interacting proteinphosphorylation regulated
kinase 2
EPHA6EPH receptor A61.797583147ZFP292zinc finger protein−2.209453366
292(Zfp292)
SERPINA3Fserine (or cysteine)1.794445043PRXperiaxin−2.209453366
peptidase inhibitor, clade
A, member
3F(Serpina3f)
PUS10pseudouridylate synthase1.791814071SPAG1sperm associated antigen 1−2.209453366
10
RASL12RAS like family 121.791652715ASGR2asialoglycoprotein−2.209784456
receptor 2
MRPL51mitochondrial ribosomal1.787631232PTENphosphatase and tensin−2.215013513
protein L51homolog
OLFR1306olfactory receptor1.786596362IL1Ainterleukin 1 alpha−2.217230716
1306(Olfr1306)
BCL2A1CB cell1.786596362TPCN2two pore segment channel−2.217230716
leukemia/lymphoma 22
related protein
A1c(Bcl2a1c)
HOXD1homeobox D11.786596362IKBKBinhibitor of kappa light−2.217230716
polypeptide gene enhancer
in B-cells, kinase beta
MEMO1mediator of cell motility1.786596362ST6GAL1ST6 beta-galactoside−2.218342351
1alpha-2,6-sialyltransferase
1
ARCN1archain 11.786596362TMEM161Atransmembrane protein−2.232660757
161A
NUDT10nudix hydrolase 101.786596362STK32Bserine/threonine kinase−2.232660757
32B
SLC4A4solute carrier family 41.786596362CHST14carbohydrate−2.232660757
member 4sulfotransferase 14
DHRS4dehydrogenase/reductase1.786596362AQP3aquaporin 3 (Gill blood−2.232660757
4group)
TOM1target of myb11.786596362RASSF3Ras association domain−2.233505898
membrane traffickingfamily member 3
protein
TSTthiosulfate1.786596362OTUD7BOTU deubiquitinase 7B−2.242923867
sulfurtransferase
RIPK2receptor interacting1.784428584AP3M2adaptor related protein−2.247481244
serine/threonine kinase 2complex 3 mu 2 subunit
NAIP2NLR family, apoptosis1.780351745PSMA6proteasome subunit alpha−2.247927513
inhibitory protein6
2(Naip2)
OLFR133olfactory receptor1.77946628PRCCpapillary renal cell−2.247927513
133(Olfr133)carcinoma (translocation-
associated)
NBR1NBR1, autophagy cargo1.776995396ZFP688zinc finger protein−2.262218541
receptor688(Zfp688)
GLIS1GLIS family zinc finger1.776512203DOCK11dedicator of cytokinesis 11−2.262218541
1
SLC35A2solute carrier family 351.776232819PLA2G4Fphospholipase A2 group−2.263034406
member A2IVF
AU022252expressed sequence1.774559318MYPNmyopalladin−2.263034406
AU022252(AU022252)
OLFR64olfactory receptor1.773991786FRS2fibroblast growth factor−2.263034406
64(Olfr64)receptor substrate 2
PPAPDC2Description Not Found1.771983065STARD6StAR related lipid transfer−2.263034406
domain containing 6
DIS3DIS3 homolog, exosome1.771375295WSCD2WSC domain containing 2−2.270653766
endoribonuclease and 3′-
5′ exoribonuclease
4931440F15RIKDescription Not Found1.770829046TLE1transducin like enhancer of−2.272631746
split 1
ZFP771zinc finger protein1.77019569HDHD3haloacid dehalogenase like−2.272966802
771(Zfp771)hydrolase domain
containing 3
HMBShydroxymethylbilane1.7696769671700029J07RIKDescription Not Found−2.277984747
synthase
RCC1regulator of chromosome1.768267605CLEC2DC-type lectin domain−2.277984747
condensation 1family 2 member D
SPAG5sperm associated antigen1.767980257PPM1Gprotein phosphatase,−2.277984747
5Mg2+/Mn2+ dependent
1G
TSPAN31tetraspanin 311.767626782CDKN1Bcyclin dependent kinase−2.280970508
inhibitor 1B
PCDHGB8protocadherin gamma1.765534746OASL12′-5′ oligoadenylate−2.28169825
subfamily B, 8(Pcdhgb8)synthetase-like 1(Oasl1)
PRL2B1prolactin family 2,1.765534746G0S2G0/G1 switch 2−2.282045463
subfamily b, member
1(Prl2b1)
OBOX5oocyte specific1.765534746TMEM17transmembrane protein 17−2.285402219
homeobox 5(Obox5)
PIK3R3phosphoinositide-3-1.765534746BLVRBbiliverdin reductase B−2.290619427
kinase regulatory subunit
3
MAP3K4mitogen-activated1.765534746GOSR1golgi SNAP receptor−2.290897209
protein kinase kinasecomplex member 1
kinase 4
LRRC30leucine rich repeat1.765534746ZFP26zinc finger protein−2.292781749
containing 3026(Zfp26)
EN2engrailed homeobox 21.765534746CXCL2C-X-C motif chemokine−2.292781749
ligand 2
HOOK3hook microtubule-1.765534746SNX7sorting nexin 7−2.292781749
tethering protein 3
MYO9Amyosin IXA1.765534746ZDHHC23zinc finger DHHC-type−2.292781749
containing 23
STX7syntaxin 71.765060364GALNT6polypeptide N-−2.292781749
acetylgalactosaminyltransferase
6
ATMATM serine/threonine1.763504031AMPD1adenosine monophosphate−2.297844157
kinasedeaminase 1
KCNK6potassium two pore1.763385753GIMAP5GTPase, IMAP family−2.303246615
domain channelmember 5
subfamily K member 6
PQLC3PQ loop repeat1.759954577ATP5F1ATP synthase, H+−2.305399163
containing 3transporting,
mitochondrial Fo complex
subunit B1
KIFAP3kinesin associated1.758843168LHFPL2lipoma HMGIC fusion−2.307428525
protein 3partner-like 2
E2F4E2F transcription factor1.757752886KIF1Bkinesin family member 1B−2.313231129
4
ETV5ETS variant 51.757709335TLE6transducin like enhancer of−2.321928095
split 6
GTF2E2general transcription1.75666387SHFSrc homology 2 domain−2.330691998
factor IIE subunit 2containing F
GPR150G protein-coupled1.75547927NGFRnerve growth factor−2.331438521
receptor 150receptor
E130308A19RIKRIKEN cDNA1.754887502KLRA4killer cell lectin-like−2.334485632
E130308A19receptor, subfamily A,
gene(E130308A19Rik)member 4(Klra4)
DPYSL4dihydropyrimidinase like1.754887502ITGAEintegrin subunit alpha E−2.335948972
4
FNBP1formin binding protein 11.75468902PQLC2PQ loop repeat containing−2.336141568
2
TMOD4tropomodulin 41.754064107KLRB1Akiller cell lectin-like−2.336283388
receptor subfamily B
member 1A(Klrb1a)
ERLIN1ER lipid raft associated 11.751154691IRF9interferon regulatory factor−2.336308285
9
ENOPH1enolase-phosphatase 11.748447442GATA3GATA binding protein 3−2.338971433
RAB31RAB31, member RAS1.746215332RSAD2radical S-adenosyl−2.33997952
oncogene familymethionine domain
containing 2
HOXA6homeobox A61.745184623RNF215ring finger protein 215−2.341976415
TAS2R126taste receptor, type 2,1.744161096IL7Rinterleukin 7 receptor−2.343395577
member 126(Tas2r126)
AGXT2alamne-glyoxylate1.744161096ACP5acid phosphatase 5, tartrate−2.345270806
aminotransferase 2resistant
STK32Cserine/threonine kinase1.744161096STYXL1serine/threonine/tyrosine−2.346956889
32Cinteracting-like 1
P2RY2purinergic receptor1.744161096NOXO1NADPH oxidase organizer−2.35030956
P2Y21
NWD1NACHT and WD repeat1.744161096IGFALSinsulin like growth factor−2.358664554
domain containing 1binding protein acid labile
subunit
UQCRQubiquinol-cytochrome c1.744161096STIM1stromal interaction−2.359335599
reductase complex IIImolecule 1
subunit VII
PPP1R3Aprotein phosphatase 11.744161096TMEM186transmembrane protein−2.361030771
regulatory subunit 3A186
GOLT1Agolgi transport 1A1.744161096OLFR1043olfactory receptor−2.364572432
1043(Olfr1043)
EZH1enhancer of zeste 11.744161096D8ERTD82EDNA segment, Chr 8,−2.364572432
polycomb repressiveERATO Doi 82,
complex 2 subunitexpressed(D8Ertd82e)
MTHFD2methylenetetrahydrofolate1.744154314MYOGmyogenin−2.364572432
dehydrogenase
(NADP+ dependent) 2,
methenyltetrahydrofolate
cyclohydrolase
PGRMC1progesterone receptor1.742545062NCLNnicalin−2.364572432
membrane component 1
DNAJB12DnaJ heat shock protein1.741863621MTSS1metastasis suppressor 1−2.364572432
family (Hsp40) member
B12
DNAJC11DnaJ heat shock protein1.738767837TRMUtRNA 5-−2.364572432
family (Hsp40) membermethylaminomethyl-2-
C11thiouridylate
methyltransferase
TOMM6translocase of outer1.738448709EMILIN2elastin microfibril−2.369119767
mitochondrial membraneinterfacer 2
6
RPS6KL1ribosomal protein S61.738393453MPV17LMPV17 mitochondrial−2.371558863
kinase like 1inner membrane protein
like
CDC73cell division cycle 731.73665741WWC2WW and C2 domain−2.371558863
containing 2
NDC80NDC80, kinetochore1.732078892TMEM178transmembrane protein−2.374005585
complex component178(Tmem178)
TACC3transforming acidic1.731372884TPCN1two pore segment channel−2.375232208
coiled-coil containing protein 31
CPSF3cleavage and1.727926568LRRC45leucine rich repeat−2.377207351
polyadenylation specificcontaining 45
factor 3
ARID3AAT-rich interaction1.7264717221110059G10RIKDescription Not Found−2.377915929
domain 3A
LLPHLLP homolog, long-term1.726107859MCOLN2mucolipin 2−2.378511623
synaptic facilitation
PCNAproliferating cell nuclear1.725441599DDX58DEXD/H-box helicase 58−2.378511623
antigen
GJC2gap junction protein1.722978517H2-OAhistocompatibility 2, O−2.382329516
gamma 2region alpha locus(H2-Oa)
OLFR373olfactory receptor1.722466024RARGretinoic acid receptor−2.388827772
373(Olfr373)gamma
H2-T24histocompatibility 2, T1.722466024SERPINB1Aserine (or cysteine)−2.392317423
region locus 24(H2-T24)peptidase inhibitor, clade
B, member 1a(Serpinb1a)
AKAP7A-kinase anchoring1.722466024GHRLghrelin/obestatin−2.392317423
protein 7prepropeptide
NDUFB7NADH: ubiquinone1.722466024ZMAT4zinc finger matrin-type 4−2.392317423
oxidoreductase subunit
B7
PRR11proline rich 111.722466024BTBD6BTB domain containing 6−2.392897478
TJP1tight junction protein 11.722466024KLRA16killer cell lectin-like−2.394534969
receptor, subfamily A,
member 16(Klra16)
S100A3S100 calcium binding1.722466024EPS15L1epidermal growth factor−2.397012831
protein A3receptor pathway substrate
15 like 1
KRT78keratin 781.718729711VCPIP1valosin containing protein−2.397303585
interacting protein 1
GMDSGDP-mannose 4,6-1.717904741RRP7Aribosomal RNA processing−2.404992223
dehydratase7 homolog A
PDGFBplatelet derived growth1.714400534IL1Binterleukin 1 beta−2.40599236
factor subunit B
SLC36A1solute carrier family 361.714297338NAT14N-acetyltransferase 14−2.40599236
member 1(putative)
RSU1Ras suppressor protein 11.712647036SLC40A1solute carrier family 40−2.40599236
member 1
STX12syntaxin 121.711911478RAB37RAB37, member RAS−2.40599236
oncogene family
SLC25A34solute carrier family 251.711494907IL17RAinterleukin 17 receptor A−2.40599236
member 34
AFG3L2AFG3 like matrix AAA1.711057BACE1beta-secretase 1−2.40599236
peptidase subunit 2
RPL24ribosomal protein L241.709193708CTNScystinosin, lysosomal−2.40599236
cystine transporter
UBE3Cubiquitin protein ligase1.708789682IFIT3interferon induced protein−2.411404504
E3Cwith tetratricopeptide
repeats 3
CAR12carbonic anhydrase1.70867626ZFYVE21zinc finger FYVE-type−2.412378292
12(Car12)containing 21
ZFP207zinc finger protein1.7076030091700016D06RIKDescription Not Found−2.419538892
207(Zfp207)
XISTX inactive specific1.706065607STK25serine/threonine kinase 25−2.419538892
transcript (non-protein
coding)
NCAPD2non-SMC condensin I1.705012178PLEKHJ1pleckstrin homology−2.419538892
complex subunit D2domain containing J1
ZSWIM2zinc finger SWIM-type1.704802998TGIF2TGFB induced factor−2.419538892
containing 2homeobox 2
CASP1caspase 11.70065942SLC25A29solute carrier family 25−2.419538892
member 29
OLFR701olfactory receptor1.700439718DAPL1death associated protein−2.419661316
701(Olfr701)like 1
CBLCCbl proto-oncogene C1.700439718P2RX4purinergic receptor P2X 4−2.425748008
HIST1H2AChistone cluster 1, H2ac1.7004397181700001O22RIKDescription Not Found−2.426264755
EPHA10EPH receptor A101.700439718C9complement component 9−2.429615964
NDUFC2NADH: ubiquinone1.700439718KLF13Kruppel like factor 13−2.430628023
oxidoreductase subunit
C2
DLG1discs large MAGUK1.700439718GADD45Agrowth arrest and DNA−2.432591239
scaffold protein 1damage inducible alpha
SCN10Asodium voltage-gated1.700439718OLFR788olfactory receptor−2.432959407
channel alpha subunit 10788(Olfr788)
RGL3ral guanine nucleotide1.700439718FADS6fatty acid desaturase 6−2.432959407
dissociation stimulator
like 3
TMCO3transmembrane and1.700439718CHCHD2coiled-coil-helix-coiled-−2.432959407
coiled-coil domains 3coil-helix domain
containing 2
BCL2L14BCL2 like 141.700439718MPPE1metallophosphoesterase 1−2.432959407
THOP1thimet oligopeptidase 11.700290033CHAC1ChaC glutathione specific−2.432959407
gamma-
glutamylcyclotransferase 1
MTIF3mitochondrial1.6983053312310011J03RIKDescription Not Found−2.435017448
translational initiation
factor 3
XDHxanthine dehydrogenase1.697717724LRSAM1leucine rich repeat and−2.437473925
sterile alpha motif
containing 1
ANXA9annexin A91.697184071SIRPAsignal regulatory protein−2.443125132
alpha
OLFR1502olfactory receptor1.694046727CYP24A1cytochrome P450 family−2.44625623
1502(Olfr1502)24 subfamily A member 1
HCFC2host cell factor C21.693780609NQO1NAD(P)H quinone−2.44625623
dehydrogenase 1
DIDO1death inducer-obliterator1.693596948HRH4histamine receptor H4−2.44625623
1
PGAM1phosphoglycerate mutase1.689846917NUDCD1NudC domain containing 1−2.44625623
1
RASGEF1CRasGEF domain family1.689299161CCND1cyclin D1−2.447924527
member 1C
SLC25A42solute carrier family 251.686774817ADAM22ADAM metallopeptidase−2.452858965
member 42domain 22
CPT2carnitine1.686364794MDKmidkine (neurite growth-−2.456149035
palmitoyltransferase 2promoting factor 2)
MAD2L1MAD2 mitotic arrest1.686161103STX1Asyntaxin 1A−2.456729828
deficient-like 1 (yeast)
NQO2NAD(P)H quinone1.685558757HEMK1HemK methyltransferase−2.459431619
dehydrogenase 2family member 1
HIP1Rhuntingtin interacting1.685473307B4GALT7beta-1,4-−2.459431619
protein 1 relatedgalactosyltransferase 7
ALOX12Earachidonate1.684373244ASXL2additional sex combs like−2.459431619
lipoxygenase,2, transcriptional regulator
epidermal(Alox12e)
LMAN1lectin, mannose binding1.683514205TLR7toll like receptor 7−2.46052038
1
ASB3ankyrin repeat and1.680142991TDP1tyrosyl-DNA−2.464461869
SOCS box containing 3phosphodiesterase 1
XKR5XK related 51.6792544381700025G04RIKDescription Not Found−2.469303076
ZFP235zinc finger protein1.678071905SLC16A6solute carrier family 16−2.471045434
235(Zfp235)member 6
OLFR971olfactory receptor1.678071905DOXL2diamine oxidase-like−2.472487771
971(Olfr971)protein 2(Doxl2)
OLFR374olfactory receptor1.678071905PKD1L3polycystin 1 like 3,−2.472487771
374(Olfr374)transient receptor potential
channel interacting
NOS1APnitric oxide synthase 11.678071905ZC3H11Azinc finger CCCH-type−2.472487771
adaptor proteincontaining 11A
GALMgalactose mutarotase1.678071905LY6Klymphocyte antigen 6−2.472487771
complex, locus K
MEGF9multiple EGF like1.678071905KLF7Kruppel like factor 7−2.474755307
domains 9
CCDC66coiled-coil domain1.678071905BTLAB and T lymphocyte−2.475604026
containing 66associated
LRRC40leucine rich repeat1.678071905CDONcell adhesion associated,−2.485426827
containing 40oncogene regulated
RALARALA Ras like proto-1.678071905DDCdopa decarboxylase−2.485426827
oncogene A
YIPF4Yip1 domain family1.678071905GTF2A2general transcription factor−2.485426827
member 4IIA subunit 2
TAL2T-cell acute lymphocytic1.678071905DTX4deltex E3 ubiquitin ligase−2.485426827
leukemia 24
LRRC8Aleucine rich repeat1.678071905GSTK1glutathione S-transferase−2.486195934
containing 8 familykappa 1
member A
APOMapolipoprotein M1.678071905OLFR213olfactory receptor−2.489125048
213(Olfr213)
KCNG3potassium voltage-gated1.678071905PDE5Aphosphodiesterase 5A−2.490571469
channel modifier
subfamily G member 3
CNN1calponin 11.678071905TOB1transducer of ERBB2, 1−2.496763907
STAC2SH3 and cysteine rich1.6780719051700109H08RIKDescription Not Found−2.498250868
domain 2
SFRP2secreted frizzled related1.678071905LEFTY1left-right determination−2.498250868
protein 2factor 1
SERPINB9Eserine (or cysteine)1.670169131SNAPC4small nuclear RNA−2.500878922
peptidase inhibitor, cladeactivating complex
B, memberpolypeptide 4
9e(Serpinb9e)
TFB1Mtranscription factor B1,1.668946692RNF41ring finger protein 41−2.503551585
mitochondrial
SLC25A10solute carrier family 251.668856925KLHL34kelch like family member−2.504620392
member 1034
BIDBH3 interacting domain1.667992567SSH2slingshot protein−2.505492762
death agonistphosphatase 2
MRPS27mitochondrial ribosomal1.667295766CAMK2Bcalcium/calmodulin−2.507047355
protein S27dependent protein kinase
II beta
NEDD4neural precursor cell1.666756592IRF7interferon regulatory factor−2.507590939
expressed,7
developmentally down-
regulated 4, E3 ubiquitin
protein ligase
VANGL2VANGL planar cell1.666756592SCML4sex comb on midleg-like 4−2.523118672
polarity protein 2(Drosophila)
UBE2R2ubiquitin conjugating1.666641116EPB4.1Description Not Found−2.523561956
enzyme E2 R2
KLHL30kelch like family1.666519523PARP12poly(ADP-ribose)−2.523561956
member 30polymerase family
member 12
FBXO36F-box protein 361.665588375CACNB3calcium voltage-gated−2.529877218
channel auxiliary subunit
beta 3
DCTdopachrome tautomerase1.664016818NRG4neuregulin 4−2.53318567
CCDC120coiled-coil domain1.663931727OLFR1383olfactory receptor−2.5360529
containing 1201383(Olfr1383)
TMEM38Btransmembrane protein1.663455268PTGR1prostaglandin reductase 1−2.5360529
38B
ENDOD1endonuclease domain1.663327923NFAM1NFAT activating protein−2.5360529
containing 1with ITAM motif 1
PTPRDprotein tyrosine1.663215776ARL4CADP ribosylation factor−2.5360529
phosphatase, receptorlike GTPase 4C
type D
ARL3ADP ribosylation factor1.661690196LACE1lactation elevated 1−2.5360529
like GTPase 3
CDC37cell division cycle 371.661567827CDC14Bcell division cycle 14B−2.545350645
MKKSMcKusick-Kaufman1.66106548GUCA1Aguanylate cyclase activator−2.548436625
syndrome1A
CHN2chimerin 21.660998764KIF21Bkinesin family member−2.554588852
21B
CRTAPcartilage associated1.659431912ARID3BAT-rich interaction−2.558087884
proteindomain 3B
CXCR6C-X-C motif chemokine1.657515938HBA-A1hemoglobin alpha, adult−2.560714954
receptor 6chain 1(Hba-a1)
BUB1BBUB1 mitotic1.65691495CSF2RB2colony stimulating factor 2−2.560714954
checkpointreceptor, beta 2, low-
serine/threonine kinaseaffinity (granulocyte-
Bmacrophage)(Csf2rb2)
B430306N03RIKRIKEN cDNA1.655351829ATP6V1B1ATPase H+ transporting−2.560714954
B430306N03V1 subunit B1
gene(B430306N03Rik)
OLFR1262olfactory receptor1.655351829PCSK1Nproprotein convertase−2.560714954
1262(Olfr1262)subtilisin/kexin type 1 inhibitor
SLC38A5solute carrier family 381.655351829ZFP667zinc finger protein−2.566670372
member 5667(Zfp667)
VAT1Lvesicle amine transport1.655351829SH3BP1SH3 domain binding−2.566734604
1-likeprotein 1
HOXB7homeobox B71.655351829FFAR2free fatty acid receptor 2−2.572889668
GANgigaxonin1.655351829EEF2Keukaryotic elongation−2.572889668
factor 2 kinase
MMP28matrix metallopeptidase1.655351829SLPIsecretory leukocyte−2.574721828
28peptidase inhibitor
METTL10methyltransferase like 101.655351829CMA1chymase 1−2.584962501
SIX4SIX homeobox 41.655351829ASCL1achaete-scute family−2.584962501
bHLH transcription factor
1
TDRD6tudor domain containing1.655351829ACPPacid phosphatase, prostate−2.584962501
6
COMMD5COMM domain1.654604999CLCNKBchloride voltage-gated−2.596935142
containing 5channel Kb
PRDX4peroxiredoxin 41.651923925FBXW7F-box and WD repeat−2.596935142
domain containing 7
HS3ST3A1heparan sulfate-1.649298274OLIG3oligodendrocyte−2.596935142
glucosamine 3-transcription factor 3
sulfotransferase 3A1
CALCAcalcitonin related1.649067786WHRNwhirlin−2.606789951
polypeptide alpha
SLC12A2solute carrier family 121.648449243DNAJC14DnaJ heat shock protein−2.608809243
member 2family (Hsp40) member
C14
TJP2tight junction protein 21.644145647PIGTphosphatidylinositol−2.611031218
glycan anchor biosynthesis
class T
LRRC16BDescription Not Found1.64385619AP1G2adaptor related protein−2.614709844
complex 1 gamma 2
subunit
AP3S2adaptor related protein1.64385619SAA2serum amyloid A2−2.62058641
complex 3 sigma 2
subunit
PSMD9proteasome 26S subunit,1.64385619USP30ubiquitin specific−2.62058641
non-ATPase 9peptidase 30
PARD6Gpar-6 family cell polarity1.643379419RPE65retinal pigment epithelium−2.632268216
regulator gammaspecific protein 65
CIAPIN1cytokine induced1.643219709CML1Description Not Found−2.634891632
apoptosis inhibitor 1
CKAP5cytoskeleton associated protein 51.642747156SLC6A19solute carrier family 6 member 19−2.640930751
E430025E21RIKRIKEN cDNA1.641902626FGF15fibroblast growth factor−2.64385619
E430025E2115(Fgf15)
gene(E430025E21Rik)
PIAS3protein inhibitor of1.641884484HERC3HECT and RLD domain−2.64385619
activated STAT 3containing E3 ubiquitin
protein ligase 3
USP1ubiquitin specific1.640233791ADAMTSL4ADAMTS like 4−2.64385619
peptidase 1
RAB3GAP2RAB3 GTPase1.639592623HYAL3hyaluronoglucosaminidase−2.64385619
activating non-catalytic3
protein subunit 2
CSRP2cysteine and glycine rich1.639046229SLC15A2solute carrier family 15−2.648217996
protein 2member 2
MOV10Mov10 RISC complex1.638073837UFSP1UFM1-specific peptidase 1−2.649553823
RNA helicase(inactive)
GM1965predicted gene1.6378815626430573F11RIKDescription Not Found−2.655351829
1965(Gm1965)
POMGNT1protein O-linked1.636237884DNM3OSDNM3 opposite−2.655351829
mannose N-strand/antisense RNA
acetylglucosaminyltransferase
1 (beta 1,2-)
FIGNL1fidgetin like 11.633950492F2RL1F2R like trypsin receptor 1−2.655351829
TMEM177transmembrane protein1.633475547SNX33sorting nexin 33−2.666654581
177
ALX4ALX homeobox 41.632864872CXCL9C-X-C motif chemokine−2.666756592
ligand 9
OLFR533olfactory receptor1.632268216TEAD2TEA domain transcription−2.666756592
533(Olfr533)factor 2
H2-M10.3histocompatibility 2, M1.632268216QSOX1quiescin sulfhydryl−2.666756592
region locus 10.3(H2-oxidase 1
M10.3)
GPX7glutathione peroxidase 71.632268216TLR13toll-like receptor 13(Tlr13)−2.678071905
STXBP6syntaxin binding protein1.632268216SCD3stearoyl-coenzyme A−2.678071905
6desaturase 3(Scd3)
RAB33ARAB33A, member RAS1.632268216SDC3syndecan 3−2.678071905
oncogene family
PDCL3phosducin like 31.632268216GRPRgastrin releasing peptide−2.678071905
receptor
GPR20G protein-coupled1.632268216MAFKMAF bZIP transcription−2.678071905
receptor 20factor K
GSTA2glutathione S-transferase1.632268216DIRC2disrupted in renal−2.678071905
alpha 2carcinoma 2
ADCY10adenylate cyclase 101.632268216ZCCHC12zinc finger CCHC-type−2.67833354
(soluble)containing 12
PEX12peroxisomal biogenesis1.632268216ADCY6adenylate cyclase 6−2.680886921
factor 12
IQCCIQ motif containing C1.632268216ECM1extracellular matrix−2.68345512
protein 1
ENPP1ectonucleotide1.632086279AFPalpha fetoprotein−2.689299161
pyrophosphatase/
phosphodiesterase 1
ADALadenosine deaminase-1.630664126GP5glycoprotein V platelet−2.689299161
like
SCRN2secernin 21.630566247GAB3GRB2 associated binding−2.691405681
protein 3
CEP78centrosomal protein 781.629851642USP2ubiquitin specific−2.693334369
peptidase 2
SLC25A15solute carrier family 251.629798606PLXNB1plexin B1−2.700439718
member 15
ADSSL1adenylosuccinate1.628272149PODXL2podocalyxin like 2−2.700799925
synthase like 1
TM6SF2transmembrane 61.627758638RAD9BRAD9 checkpoint clamp−2.70103836
superfamily member 2component B
TUBG1tubulin gamma 11.624511879AKAP10A-kinase anchoring−2.705977902
protein 10
FASTKFas activated1.623336662PIGWphosphatidylinositol−2.716990894
serine/threonine kinaseglycan anchor biosynthesis
class W
RBBP5RB binding protein 5,1.622163711COL12A1collagen type XII alpha 1−2.722466024
histone lysinechain
methyltransferase
complex subunit
1700071K01RIKDescription Not Found1.621465074GPR137BG protein-coupled receptor−2.733354341
137B
SLC25A33solute carrier family 251.621282718IMMP2Linner mitochondrial−2.733354341
member 33membrane peptidase
subunit 2
MDM4MDM4, p53 regulator1.62058641PIK3CBphosphatidylinositol-4,5-−2.737320423
bisphosphate 3-kinase
catalytic subunit beta
TOP2Atopoisomerase (DNA) II1.620374948TGFBItransforming growth factor−2.740276443
alphabeta induced
OLFR139olfactory receptor1.619731323ZFP106zinc finger protein−2.744161096
139(Olfr139)106(Zfp106)
PAPLNpapilin, proteoglycan1.618762248ARNTLaryl hydrocarbon receptor−2.744161096
like sulfatednuclear translocator like
glycoprotein
PACSIN2protein kinase C and1.617401771HS3ST3B1heparan sulfate-−2.744161096
casein kinase substrate inglucosamine 3-
neurons 2sulfotransferase 3B1
TRDMT1tRNA aspartic acid1.615239219OASL22′-5′ oligoadenylate−2.744892108
methyltransferase 1synthetase-like 2(Oasl2)
4932438H23RIKDescription Not Found1.614681809PRDX6peroxiredoxin 6−2.75084462
SPAG9sperm associated antigen1.614567709RASA2RAS p21 protein activator−2.751203108
92
RPA3replication protein A31.61436984HOXB2homeobox B2−2.754887502
GNPTABN-acetylglucosamine-1-1.613298199TULP3tubby like protein 3−2.754887502
phosphate transferase
alpha and beta subunits
SNX9sorting nexin 91.609251493MFRPmembrane frizzled-related−2.754887502
protein
OLFR550olfactory receptor1.609195813MEN1menin 1−2.757556689
550(Olfr550)
ZFP160zinc finger protein1.608809243C330021F23RIKRIKEN cDNA−2.762199201
160(Zfp160)C330021F23
gene(C330021F23Rik)
TAS2R129taste receptor, type 2,1.608809243CSTADCSA-conditional, T cell−2.765534746
member 129(Tas2r129)activation-dependent
protein(Cstad)
OLFR371olfactory receptor1.608809243ALDH5A1aldehyde dehydrogenase 5−2.773022439
371(Olfr371)family member A1
OLFR281olfactory receptor1.608809243EPM2AIP1EPM2A interacting protein−2.773468928
281(Olfr281)1
OLFR195olfactory receptor1.608809243PDE8Bphosphodiesterase 8B−2.776103988
195(Olfr195)
OLFR142olfactory receptor1.608809243DMRTA1DMRT like family A1−2.776184379
142(Olfr142)
PRSS3protease, serine 31.608809243LYPD6BLY6/PLAUR domain−2.780048768
containing 6B
CX3CL1C-X3-C motif1.608809243CD300ECD300e molecule−2.786596362
chemokine ligand 1
TMPRSS6transmembrane protease,1.608809243NPFFneuropeptide FF-amide−2.786596362
serine 6peptide precursor
ALKanaplastic lymphoma1.608809243FASTKD1FAST kinase domains 1−2.793765229
receptor tyrosine kinase
ITGA9integrin subunit alpha 91.608809243OLFR802olfactory receptor−2.797012978
802(Olfr802)
TIMM13translocase of inner1.608809243HIVEP1human immunodeficiency−2.797012978
mitochondrial membranevirus type I enhancer
13binding protein 1
MSH5mutS homolog 51.608809243HIC1hypermethylated in cancer−2.797012978
1
XPO4exportin 41.605818241TRIM33tripartite motif containing−2.802009226
33
MED21mediator complex1.603309406SELLselectin L−2.803274253
subunit 21
CHST12carbohydrate1.602612589EPHX1epoxide hydrolase 1−2.803758579
sulfotransferase 12
6030408B16RIKDescription Not Found1.602195565BCL9B-cell CLL/lymphoma 9−2.807354922
SLU7SLU7 homolog, splicing1.601548066STAT2signal transducer and−2.808521822
factoractivator of transcription 2
CDK5RAP2CDK5 regulatory1.601120229ELMO3engulfment and cell−2.812498225
subunit associatedmotility 3
protein 2
CASP7caspase 71.6002402HDChistidine decarboxylase−2.815167456
KIF22kinesin family member1.599011705AI317395Description Not Found−2.817623258
22
E2F1E2F transcription factor1.598449678RPL14ribosomal protein L14−2.817623258
1
MXI1MAX interactor 1,1.597690116SNAI1snail family transcriptional−2.818256244
dimerization proteinrepressor 1
DONSONdownstream neighbor of1.596935142NUPR1nuclear protein 1,−2.827819025
SONtranscriptional regulator
TBX22T-box 221.596935142IGSF8immunoglobulin−2.827819025
superfamily member 8
INPPL1inositol polyphosphate1.596300192SLC12A7solute carrier family 12−2.827819025
phosphatase like 1member 7
CSE1Lchromosome segregation1.59586273RENBPrenin binding protein−2.837431463
1 like
NDFIP2Nedd4 family interacting1.594709608ZFP553zinc finger protein−2.837943242
protein 2553(Zfp553)
LYPD6LY6/PLAUR domain1.592962293LRFN2leucine rich repeat and−2.837943242
containing 6fibronectin type III domain
containing 2
DDX49DEAD-box helicase 491.592190323HPhaptoglobin−2.839737506
MGLLmonoglyceride lipase1.590948822TOMM40translocase of outer−2.847996907
mitochondrial membrane
40
NR4A3nuclear receptor1.59092994GABARAPL2GABA type A receptor−2.847996907
subfamily 4 group Aassociated protein like 2
member 3
LRRN3leucine rich repeat1.590360181TMEM86Atransmembrane protein−2.855497819
neuronal 386A
PTPRKprotein tyrosine1.587927102LRP1LDL receptor related−2.857980995
phosphatase, receptorprotein 1
type K
OLFR1212olfactory receptor1.584962501ATXN1ataxin 1−2.857980995
1212(Olfr1212)
KLHL2kelch like family1.584962501FASFas cell surface death−2.861524641
member 2receptor
UBE2G2ubiquitin conjugating1.584962501ZDHHC18zinc finger DHHC-type−2.882740655
enzyme E2 G2containing 18
GRIN2Aglutamate ionotropic1.584962501LARGEDescription Not Found−2.887525271
receptor NMDA type
subunit 2A
INHAinhibin alpha subunit1.584962501SP5Sp5 transcription factor−2.887525271
RNPC3RNA binding region1.584962501ATG7autophagy related 7−2.895440528
(RNP1, RRM)
containing 3
XKR7XK related 71.584962501DNAJC27DnaJ heat shock protein−2.897240426
family (Hsp40) member
C27
STX19syntaxin 191.584962501PCSK4proprotein convertase−2.900866808
subtilisin/kexin type 4
SLC5A5solute carrier family 51.584962501RNF141ring finger protein 141−2.902073579
member 5
VPS37CVPS37C, ESCRT-I1.584022655GRAP2GRB2-related adaptor−2.904150467
subunitprotein 2
ERMP1endoplasmic reticulum1.582531434VIPR1vasoactive intestinal−2.904484098
metallopeptidase 1peptide receptor 1
ZFP790zinc finger protein1.581046002CAR15carbonic anhydrase−2.906890596
790(Zfp790)15(Car15)
AA467197expressed sequence1.579947242RELL2RELT like 2−2.906890596
AA467197(AA467197)
UBE2Zubiquitin conjugating1.57976541HECAhdc homolog, cell cycle−2.916545968
enzyme E2 Zregulator
SOAT2sterol O-acyltransferase1.577460518DPM1dolichyl-phosphate−2.933100475
2mannosyltransferase
polypeptide 1, catalytic
subunit
ZMAT5zinc finger matrin-type 51.576986214AOC2amine oxidase, copper−2.936235748
containing 2
CDCA3cell division cycle1.576323153HIST2H2BEhistone cluster 2, H2be−2.936320631
associated 3
NEUROD2neuronal differentiation1.576266476ACAD10acyl-CoA dehydrogenase−2.942514505
2family member 10
WDR35WD repeat domain 351.576120636NT5E5′-nucleotidase ecto−2.944039663
TWSG1twisted gastrulation1.5758728SSH1slingshot protein−2.944858446
BMP signalingphosphatase 1
modulator 1
PPT1palmitoyl-protein1.575321868SEMA4Fssemaphorin 4F−2.948329995
thioesterase 1
IRF8interferon regulatory1.574489283NKD2naked cuticle homolog 2−2.953960396
factor 8
PLEKHG5pleckstrin homology and1.574066379TCEB3transcription elongation−2.95419631
RhoGEF domainfactor B subunit 3
containing G5
CDC20cell division cycle 201.573718243HDAC4histone deacetylase 4−2.95419631
MFI2antigen p97 (melanoma1.572889668PCNXpecanex homolog−2.972692654
associated) identified by(Drosophila)(Pcnx)
monoclonal antibodies
133.2 and 96.5(Mfi2)
HDAC9histone deacetylase 91.571625208ARL5CADP ribosylation factor−2.972692654
like GTPase 5C
ASF1Banti-silencing function1.5705440391600014C10RIKDescription Not Found−2.981852653
1B histone chaperone
B3GNT1Description Not Found1.569171715ANKRD23ankyrin repeat domain 23−2.981852653
SLC25A14solute carrier family 251.569127395CLOCKclock circadian regulator−2.985543793
member 14
FYNFYN proto-oncogene,1.567462919SFI1SFI1 centrin binding−2.986410935
Src family tyrosineprotein
kinase
SERPINB6Bserine (or cysteine)1.567348435HEY1hes related family bHLH−2.987632559
peptidase inhibitor, cladetranscription factor with
B, memberYRPW motif 1
6b(Serpinb6b)
TOP1MTtopoisomerase (DNA) I,1.567180597ATP11CATPase phospholipid−2.99095486
mitochondrialtransporting 11C
CCDC50coiled-coil domain1.566273906NUDCD3NudC domain containing 3−3
containing 50
ZFP414zinc finger protein1.565776574CDC25Acell division cycle 25 A−3.000238201
414(Zfp414)
OGFOD22-oxoglutarate and iron1.565512016OLFR135olfactory receptor−3.017921908
dependent oxygenase135(Olfr135)
domain containing 2
CTNNAL1catenin alpha like 11.563586461RC3H1ring finger and CCCH-−3.019621529
type domains 1
CREB3L2cAMP responsive1.561361122NSG2neuron specific gene−3.020466888
element binding proteinfamily member 2(Nsg2)
3 like 2
OLFR492olfactory receptor1.560714954ID1inhibitor of DNA binding−3.026800059
492(Olfr492)1, HLH protein
OLFR1312olfactory receptor1.560714954CYP2D22cytochrome P450, family−3.044282215
1312(Olfr1312)2, subfamily d,
polypeptide 22(Cyp2d22)
UPK2uroplakin 21.560714954H2AFJH2A histone family−3.044297135
member J
RESP18regulated endocrine1.560714954TGFBR3transforming growth factor−3.053111336
specific protein 18beta receptor 3
CRCT1cysteine rich C-terminal1.560714954IRS2insulin receptor substrate 2−3.061776198
1
NEUROD4neuronal differentiation1.560714954ADCY7adenylate cyclase 7−3.06608919
4
SENP1SUMO1/sentrin specific1.560714954HYIhydroxypyruvate−3.072315809
peptidase 1isomerase (putative)
MR1major histocompatibility1.560714954TRIP4thyroid hormone receptor−3.078951341
complex, class I-relatedinteractor 4
BIVMbasic, immunoglobulin-1.560714954D730001G18RIKRIKEN cDNA−3.087462841
like variable motifD730001G18
containinggene(D730001G18Rik)
KPNA2karyopherin subunit1.560714954PRR7proline rich 7 (synaptic)−3.087462841
alpha 2
BAG2BCL2 associated1.560714954GFPT2glutamine-fructose-6-−3.09592442
athanogene 2phosphate transaminase 2
SLC12A8solute carrier family 121.560714954SCMH1sex comb on midleg−3.100136671
member 8homolog 1 (Drosophila)
SCN7Asodium voltage-gated1.560714954ANKRD12ankyrin repeat domain 12−3.107456458
channel alpha subunit 7
SLC5A7solute carrier family 51.560714954PTPRVprotein tyrosine−3.112700133
member 7phosphatase, receptor type,
V(Ptprv)
ENPEPglutamyl aminopeptidase1.560714954TMEM135transmembrane protein−3.112700133
135
ANGPTL4angiopoietin like 41.56060777AKAP3A-kinase anchoring−3.11460665
protein 3
OSBPL3oxysterol binding protein1.559778376CBR2carbonyl reductase−3.129283017
like 32(Cbr2)
MCFD2multiple coagulation1.559617874CXCL16C-X-C motif chemokine−3.129283017
factor deficiency 2ligand 16
MAP2K1mitogen-activated1.558556708MBTD1mbt domain containing 1−3.145677455
protein kinase kinase 1
ING2inhibitor of growth1.557223521UBE2J2ubiquitin conjugating−3.161887682
family member 2enzyme E2 J2
CDCA5cell division cycle1.55643411STK36serine/threonine kinase 36−3.161887682
associated 5
MAP3K7mitogen-activated1.554463905SLC14A1solute carrier family 14−3.16922072
protein kinase kinasemember 1 (Kidd blood
kinase 7group)
GSTT3glutathione S-1.55048277CTSEcathepsin E−3.177917792
transferase, theta
3(Gstt3)
PFN2profilin 21.549690793HSD3B7hydroxy-delta-5-steroid−3.177917792
dehydrogenase, 3 beta-
and steroid delta-
isomerase 7
HPS4HPS4, biogenesis of1.5491156473010003L21RIKDescription Not Found−3.179249632
lysosomal organelles
complex 3 subunit 2
CAPN8calpain 81.548436625BAI1Description Not Found−3.186461055
RAB11FIP5RAB11 family1.548436625ZFP451zinc finger protein−3.187711618
interacting protein 5451(Zfp451)
CD9CD9 molecule1.548429184CCDC28Bcoiled-coil domain−3.192207249
containing 28B
CCR6C-C motif chemokine1.548250633MCF2LMCF.2 cell line derived−3.199672345
receptor 6transforming sequence like
ALG2ALG2, alpha-1,3/1,6-1.547992668BCL6B-cell CLL/lymphoma 6−3.201024389
mannosyltransferase
BCDIN3DBCDIN3 domain1.546046129PFKFB46-phosphofructo-2-−3.204935584
containing RNAkinase/fructose-2,6-
methyltransferasebiphosphatase 4
NT5DC35′-nucleotidase domain1.54522349PROS1protein S (alpha)−3.209453366
containing 3
DNAJC18DnaJ heat shock protein1.544626916CTSHcathepsin H−3.21628737
family (Hsp40) member
C18
SH3RF1SH3 domain containing1.544156019CRTC3CREB regulated−3.217230716
ring finger 1transcription coactivator 3
RGS16regulator of G-protein1.541382294TNKStankyrase−3.217230716
signaling 16
NCAPHnon-SMC condensin I1.540788228GRM6glutamate metabotropic−3.224966365
complex subunit Hreceptor 6
USP14ubiquitin specific1.540333713SPSB1splA/ryanodine receptor−3.255500733
peptidase 14domain and SOCS box
containing 1
RFT1RFT1 homolog1.54031759PARP8poly(ADP-ribose)−3.263034406
polymerase family
member 8
SLC31A1solute carrier family 311.540275536KCNRGpotassium channel−3.263034406
member 1regulator
TCTEX1D2Tctex1 domain1.538332378POU6F1POU class 6 homeobox 1−3.268517714
containing 2
TTF2transcription termination1.537871953REV3LREV3 like, DNA directed−3.270528942
factor 2polymerase zeta catalytic
subunit
ZFP7zinc finger protein1.5360529TCF7transcription factor 7 (T-−3.272419178
7(Zfp7)cell specific, HMG-box)
G6PD2glucose-6-phosphate1.5360529NME4NME/NM23 nucleoside−3.283551423
dehydrogenase 2(G6pd2)diphosphate kinase 4
DEFB14defensin beta1.5360529PLAURplasminogen activator,−3.285402219
14(Defb14)urokinase receptor
SLC18A3solute carrier family 181.5360529CD4CD4 molecule−3.285402219
member A3
AHNAK2AHNAK nucleoprotein 21.5360529ZMYND11zinc finger MYND-type−3.293186363
containing 11
HOXC12homeobox C121.5360529ARMCX5armadillo repeat−3.298404158
containing, X-linked 5
CEACAM16carcinoembryonic1.5360529LPHN1Description Not Found−3.300123725
antigen related cell
adhesion molecule 16
MOSPD3motile sperm domain1.5360529PIK3IP1phosphoinositide-3 -kinase−3.307428525
containing 3interacting protein 1
DCTN1dynactin subunit 11.5360529ERDR1erythroid differentiation−3.317651188
regulator 1(Erdr1)
MYBMYB proto-oncogene,1.5360529PLD4phospholipase D family−3.328444792
transcription factormember 4
GLIPR1L2GLI pathogenesis-related1.5360529BMFBcl2 modifying factor−3.336283388
1 like 2
ALDH1A3aldehyde dehydrogenase1.5360529GALNT11polypeptide N-−3.345118795
1 family member A3acetylgalactosaminyltransferase
11
SLC2A8solute carrier family 21.5360529LCN2lipocalin 2−3.378511623
member 8
SRCSRC proto-oncogene,1.5360529PAG1phosphoprotein membrane−3.385431037
non-receptor tyrosineanchor with
kinaseglycosphingolipid
microdomains 1
ZCCHC17zinc finger CCHC-type1.535618518DTX1deltex E3 ubiquitin ligase−3.425576064
containing 171
HNRNPUL1heterogeneous nuclear1.534420207RFFLring finger and FYVE-like−3.426684082
ribonucleoprotein U likedomain containing E3
1ubiquitin protein ligase
TRIM68tripartite motif1.533057052MAFFMAF bZIP transcription−3.429615964
containing 68factor F
TPST1tyrosylprotein1.53140111TOR1AIP2torsin 1A interacting−3.432316325
sulfotransferase 1protein 2
OLFR922olfactory receptor1.531260941SNNstannin−3.432316325
922(Olfr922)
FIG4FIG4 phosphoinositide1.530442167CLEC4NC-type lectin domain−3.433567144
5-phosphatasefamily 4, member
n(Clec4n)
SETMARSET domain and mariner1.530442167RREB1ras responsive element−3.443780274
transposase fusion genebinding protein 1
GSTM5glutathione S-transferase1.530053218CCDC84coiled-coil domain−3.445188687
mu 5containing 84
TUBA3Btubulin, alpha1.527986221ID3inhibitor of DNA binding−3.46350285
3B(Tuba3b)3, HLH protein
PDCLphosducin like1.527807072BC065397cDNA sequence−3.465974465
BC065397(BC065397)
SMPDL3Bsphingomyelin1.527243888VRK1vaccinia related kinase 1−3.46760555
phosphodiesterase acid
like 3B
ABHD14Aabhydrolase domain1.527213882HOXD13homeobox D13−3.491853096
containing 14A
TIPINTIMELESS interacting1.526972991MAPK8IP2mitogen-activated protein−3.491853096
proteinkinase 8 interacting
protein 2
DSCC1DNA replication and1.525986429HOXA5homeobox A5−3.517275693
sister chromatid
cohesion 1
PSMD1proteasome 26S subunit,1.525574957HIST1H1Ahistone cluster 1, H1a−3.523561956
non-ATPase 1
BZRAP1benzodiazepine receptor1.524166255MAML1mastermind like−3.523603553
associated proteintranscriptional coactivator
1(Bzrap1)1
ENO3enolase 31.523778831PTPDC1protein tyrosine−3.526694846
phosphatase domain
containing 1
E330034G19RIKRIKEN cDNA1.523561956TNFRSF12Atumor necrosis factor−3.528725998
E330034G19receptor superfamily
gene(E330034G19Rik)member 12A
GABRPgamma-aminobutyric1.523561956TNIP2TNFAIP3 interacting−3.539158811
acid type A receptor piprotein 2
subunit
SLC14A2solute carrier family 141.523561956HIST2H4histone cluster 2,−3.540773411
member 2H4(Hist2h4)
YWHAEtyrosine 3-1.522478712PIM2Pim-2 proto-oncogene,−3.557655155
monooxygenase/tryptopserine/threonine kinase
han 5-monooxygenase
activation protein
epsilon
EHBP1L1EH domain binding1.522282169DOK7docking protein 7−3.567781854
protein 1 like 1
CHGBchromogranin B1.51924262TNFSF14tumor necrosis factor−3.588895735
superfamily member 14
TXNRD2thioredoxin reductase 21.519008256TDRKHtudor and KH domain−3.590961241
containing
NCF1neutrophil cytosolic1.518873761FIBCD1fibrinogen C domain−3.608656121
factor 1containing 1
OAFout at first homolog1.517431856RBBP9RB binding protein 9,−3.608809243
serine hydrolase
FAM110Afamily with sequence1.517263583DERL1derlin 1−3.617651119
similarity 110 member A
ANGEL1angel homolog 11.515832566LENG9leukocyte receptor cluster−3.62058641
(Drosophila)member 9
RTN4IP1reticulon 4 interacting1.515760776TRPC2transient receptor potential−3.62058641
protein 1cation channel subfamily
C member 2, pseudogene
LAMP2lysosomal associated1.515709038CCDC134coiled-coil domain−3.632268216
membrane protein 2containing 134
KRT4keratin 41.514299789OAS22′-5′-oligoadenylate−3.632268216
synthetase 2
PAFAH1B3platelet activating factor1.51429352410127L17RIKDescription Not Found−3.646738698
acetylhydrolase 1b
catalytic subunit 3
STT3ASTT3A, catalytic subunit1.513537695RSAD1radical S-adenosyl−3.649220471
of themethionine domain
oligosaccharyltransferasecontaining 1
complex
PRKAR1Bprotein kinase cAMP-1.51340003H2-DMB1histocompatibility 2, class−3.649615459
dependent type III, locus Mb1(H2-DMb1)
regulatory subunit beta
HIST1H2BBhistone cluster 1, H2bb1.512941595IFT81intraflagellar transport 81−3.673839056
ZFP39zinc finger protein1.511385424MID1midline 1−3.683696454
39(Zfp39)
PLK1polo like kinase 11.511151166DEPDC1BDEP domain containing−3.683696454
1B
1700028P14RIKDescription Not Found1.510961919SMAD3SMAD family member 3−3.716296166
D10BWG1379EDescription Not Found1.510961919UBTD1ubiquitin domain−3.716990894
containing 1
TREM3triggering receptor1.510961919FBXO44F-box protein 44−3.738767837
expressed on myeloid
cells 3(Trem3)
GM128predicted gene1.510961919KCNMB4potassium calcium-−3.741951111
128(Gm128)activated channel
subfamily M regulatory
beta subunit 4
OLFR741olfactory receptor1.510961919FAIM3Description Not Found−3.754887502
741(Olfr741)
OLFR523olfactory receptor1.510961919CCM2CCM2 scaffolding protein−3.754887502
523(Olfr523)
DCPP1demilune cell and1.510961919DAG1dystroglycan 1−3.760220946
parotid protein 1(Dcpp1)
RPRMLreprimo like1.510961919FCGR3Fc receptor, IgG, low−3.776103988
affinity III(Fcgr3)
CHRDchordin1.510961919ZNRF1zinc and ring finger 1, E3−3.776103988
ubiquitin protein ligase
C5AR1complement component1.510961919TLR1toll like receptor 1−3.786596362
5a receptor 1
APOA2apolipoprotein A21.510961919HSD17B11hydroxysteroid 17-beta−3.789207575
dehydrogenase 11
PRG2proteoglycan 2, pro1.510961919ZPBPzona pellucida binding−3.887525271
eosinophil major basicprotein
protein
VCAM1vascular cell adhesion1.510961919ZSWIM3zinc finger SWIM-type−3.892391026
molecule 1containing 3
LY6G5Blymphocyte antigen 61.510961919SOCS1suppressor of cytokine−3.892391026
complex, locus G5Bsignaling 1
AIM2absent in melanoma 21.510961919KLF9Kruppel like factor 9−3.902021342
DMBX1diencephalon/mesencephalon1.510961919AHSA2AHA1, activator of heat−3.904760449
homeobox 1shock 90 kDa protein
ATPase homolog 2 (yeast)
HCN2hyperpolarization1.510961919DDHD1DDHD domain containing−3.914086097
activated cyclic1
nucleotide gated
potassium channel 2
MRGPRFMAS related GPR1.510961919CNKSR3CNKSR family member 3−3.930737338
family member F
CYTH4cytohesin 41.510961919CPEB2cytoplasmic−4.017516295
polyadenylation element
binding protein 2
ANGPTL3angiopoietin like 31.510961919TRP53BP2transformation related−4.021932279
protein 53 binding protein
2(Trp53bp2)
DHX29DEAH-box helicase 291.510667738FAM178Afamily with sequence−4.03562391
similarity 178, member
A(Fam178a)
PMPCBpeptidase, mitochondrial1.509477625RCN3reticulocalbin 3−4.03562391
processing beta subunit
HRH3histamine receptor H31.508554002SPTLC2serine palmitoyltransferase−4.040015679
long chain base subunit 2
ZFP282zinc finger protein1.507419453ZFP810zinc finger protein−4.070389328
282(Zfp282)810(Zfp810)
TBC1D7TBC1 domain family1.504847821NAGAalpha-N-−4.074676686
member 7acetylgalactosaminidase
ARSBarylsulfatase B1.504845728KLRA20killer cell lectin-like−4.078951341
receptor subfamily A,
member 20(Klra20)
RAD17RAD17 checkpoint1.504177542STK11IPserine/threonine kinase 11−4.083213368
clamp loader componentinteracting protein
CMTM7CKLF like MARVEL1.503297831KLF4Kruppel like factor 4−4.084306687
transmembrane domain
containing 7
NFKB2nuclear factor kappa B1.500363085INADLDescription Not Found−4.086667018
subunit 2
TOP3Atopoisomerase (DNA) III−1.50007357URM1ubiquitin related modifier−4.0907078
alpha1
RAB33BRAB33B, member RAS−1.50054042PELI1pellino E3 ubiquitin−4.093813673
oncogene familyprotein ligase 1
LYSMD1LysM domain containing−1.500614885FBLN1fibulin 1−4.098032083
1
POLG2polymerase (DNA)−1.500707646HRhair growth associated−4.135452784
gamma 2, accessory
subunit
TGIF1TGFB induced factor−1.501196523ASB6ankyrin repeat and SOCS−4.137503524
homeobox 1box containing 6
RELL1RELT like 1−1.50300255SLC27A5solute carrier family 27−4.141596278
member 5
CYP26B1cytochrome P450 family−1.50439813PPP1R3Fprotein phosphatase 1−4.14974712
26 subfamily B memberregulatory subunit 3F
1
PTRH2peptidyl-tRNA hydrolase−1.504678598AB124611cDNA sequence−4.173373402
2AB124611(AB124611)
ZKSCAN3zinc finger with KRAB−1.504916722CD40CD40 molecule−4.181897643
and SCAN domains 3
SP8Sp8 transcription factor−1.505999092SMAD5SMAD family member 5−4.183883459
SAMD14sterile alpha motif−1.506272343COL23A1collagen type XXIII alpha−4.221103725
domain containing 141 chain
MX2MX dynamin like−1.507268463ZFP595zinc finger protein−4.228818691
GTPase 2595(Zfp595)
OCRLOCRL, inositol−1.507638755PECAM1platelet and endothelial−4.232789973
polyphosphate-5-cell adhesion molecule 1
phosphatase
SYNJ2BPsynaptojanin 2 binding protein−1.507669173TMEM138transmembrane protein 138−4.241228289
CPLX4complexin 4−1.508554002RFX2regulatory factor X2−4.244125943
LGALS9galectin 9−1.509246723KCTD12potassium channel−4.247846204
tetramerization domain
containing 12
TAZtafazzin−1.509269953TRIM56tripartite motif containing−4.262008929
56
2310002L09RIKDescription Not Found−1.510961919EIF4EBP2eukaryotic translation−4.263034406
initiation factor 4E binding
protein 2
ZFP97zinc finger protein−1.510961919RALGPS2Ral GEF with PH domain−4.279842694
97(Zfp97)and SH3 binding motif 2
OLFR1494olfactory receptor−1.510961919TGM2transglutaminase 2−4.293161941
1494(Olfr1494)
BC030867cDNA sequence−1.510961919ENC1ectodermal-neural cortex 1−4.311067102
BC030867(BC030867)
CEACAM9carcinoembryonic−1.510961919LRIG1leucine rich repeats and−4.375039431
antigen-related cellimmunoglobulin like
adhesion moleculedomains 1
9(Ceacam9)
LRIT1leucine rich repeat, Ig-−1.510961919PRM1protamine 1−4.375039431
like and transmembrane
domains 1
KLK5kallikrein related−1.510961919DUSP7dual specificity−4.383538076
peptidase 5phosphatase 7
KRT27keratin 27−1.510961919SERTAD3SERTA domain containing−4.399171094
3
CACNG4calcium voltage-gated−1.510961919KCNC1potassium voltage-gated−4.409390936
channel auxiliary subunitchannel subfamily C
gamma 4member 1
IL13RA1interleukin 13 receptor−1.510961919UBE2D3ubiquitin conjugating−4.462706751
subunit alpha 1enzyme E2 D3
TMEM121transmembrane protein−1.510961919SEPP1selenoprotein P, plasma, 1−4.463383458
121
HIST1H2AAhistone cluster 1, H2aa−1.510961919ADRB2adrenoceptor beta 2−4.463910999
MPZL3myelin protein zero like−1.510961919PPP1R13Bprotein phosphatase 1−4.471417658
3regulatory subunit 13B
TGFB2transforming growth−1.510961919ARRDC3arrestin domain containing−4.504620392
factor beta 23
IFT74intraflagellar transport−1.510961919GNGT2G protein subunit gamma−4.531381461
74transducin 2
FCRL1Fc receptor like 1−1.510961919SIAH1Aseven in absentia−4.539158811
1A(Siah1a)
ADRB1adrenoceptor beta 1−1.510961919XPCXPC complex subunit,−4.563768278
DNA damage recognition
and repair factor
MAGI2membrane associated−1.510961919HIPK1homeodomain interacting−4.683696454
guanylate kinase, WWprotein kinase 1
and PDZ domain
containing 2
SCG5secretogranin V−1.510961919H2-OBhistocompatibility 2, O−4.700439718
region beta locus(H2-Ob)
GCKglucokinase−1.510961919BACH2BTB domain and CNC−4.716990894
homolog 2
ASB10ankyrin repeat and−1.510961919MAP1LC3Amicrotubule associated−4.722466024
SOCS box containing 10protein 1 light chain 3
alpha
SELEselectin E−1.510961919LRRFIP1LRR binding FLU−4.761551232
interacting protein 1
IGFBP3insulin like growth factor−1.510961919ATP10DATPase phospholipid−4.766581958
binding protein 3transporting 10D
(putative)
TPT1tumor protein,−1.510961919IGFBP4insulin like growth factor−4.790993785
translationally-controlledbinding protein 4
1
ROCK1Rho associated coiled-−1.510961919TMEM108transmembrane protein−4.865423978
coil containing protein108
kinase 1
OGFRL1opioid growth factor−1.510961919PTK2protein tyrosine kinase 2−4.875719796
receptor-like 1
TMEM38Atransmembrane protein−1.510961919CLEC11AC-type lectin domain−4.897240426
38Afamily 11 member A
RLTPRDescription Not Found−1.51227339LRP12LDL receptor related−4.955029571
protein 12
ITPKCinositol-trisphosphate 3-−1.512389725GCNT2glucosaminyl (N-acetyl)−4.958842675
kinase Ctransferase 2, I-branching
enzyme (I blood group)
TLE4transducin like enhancer−1.51341989F10coagulation factor X−4.965784285
of split 4
PDE4Dphosphodiesterase 4D−1.513667908DBPD-box binding PAR bZIP−4.966549451
transcription factor
A130010J15RIKDescription Not Found−1.514296211ABCG1ATP binding cassette−5.002252452
subfamily G member 1
RNF167ring finger protein 167−1.514765492WDR78WD repeat domain 78−5.017921908
CCBL1Description Not Found−1.515626494DNAJC6DnaJ heat shock protein−5.017921908
family (Hsp40) member
C6
HSD17B1hydroxysteroid 17-beta−1.516875069AFF4AF4/FMR2 family−5.033423002
dehydrogenase 1member 4
OSMoncostatin M−1.517234668TNFRSF26tumor necrosis factor−5.040015679
receptor superfamily,
member 26(Tnfrsf26)
RHPN1rhophilin, Rho GTPase−1.517275693GFOD2glucose-fructose−5.070389328
binding protein 1oxidoreductase domain
containing 2
TAS2R105taste receptor, type 2,−1.517431856TYROBPTYRO protein tyrosine−5.114783447
member 105(Tas2r105)kinase binding protein
NIPBLNIPBL, cohesin loading−1.517569618TMEM176Btransmembrane protein−5.118941073
factor176B
CXCR3C-X-C motif chemokine−1.519325267ZFP710zinc finger protein−5.159871337
receptor 3710(Zfp710)
SMURF1SMAD specific E3−1.520263252ENPP4ectonucleotide−5.181897643
ubiquitin protein ligase 1pyrophosphatase/
phosphodiesterase 4 (putative)
RNF208ring finger protein 208−1.52126647MAPK8mitogen-activated protein−5.259272487
kinase 8
ITGA5integrin subunit alpha 5−1.523517983TNFRSF25tumor necrosis factor−5.289096702
receptor superfamily
member 25
USP18ubiquitin specific−1.524814077LCN4lipocalin 4(Lcn4)−5.366322214
peptidase 18
PIP5K1Aphosphatidylinositol-4-−1.525074369CRIM1cysteine rich−5.369815424
phosphate 5-kinase typetransmembrane BMP
1 alpharegulator 1
STRBPspermatid perinuclear−1.52561213RTP4receptor transporter−5.444600814
RNA binding proteinprotein 4
GRAMD2GRAM domain−1.52652805PRNPprion protein−5.495055528
containing 2
ZFP101zinc finger protein−1.526555668ZFP747zinc finger protein−5.496654083
101(Zfp101)747(Zfp747)
RUNDC1RUN domain containing−1.526563287CD7CD7 molecule−5.504620392
1
SLC13A3solute carrier family 13−1.528487927ARHGAP26Rho GTPase activating−5.548436625
member 3protein 26
CCDC94coiled-coil domain−1.528487927S100A9S100 calcium binding−5.557655155
containing 94protein A9
MRPS14mitochondrial ribosomal−1.528962318AQP9aquaporin 9−5.572889668
protein S14
NEU4neuraminidase 4−1.529820947CXCR5C-X-C motif chemokine−5.573647187
(sialidase)receptor 5
PCGF1polycomb group ring−1.53059536CCNOcyclin O−5.574404309
finger 1
PNPLA7patatin like−1.53207883LYNX1Ly6/neurotoxin 1−5.666756592
phospholipase domain containing 7
SPATA19spermatogenesis−1.533014103CLDN10claudin 10−5.782015335
associated 19
AP4B1adaptor related protein−1.533821865AMIGO2adhesion molecule with−5.83541884
complex 4 beta 1 subunitIg-like domain 2
BC068281cDNA sequence−1.5360529CD79BCD79b molecule−5.94016675
BC068281(BC068281)
GK2glycerol kinase 2−1.5360529USP53ubiquitin specific−5.980710829
peptidase 53
PIGMphosphatidylinositol−1.5360529IKBKEinhibitor of kappa light−6.005624549
glycan anchorpolypeptide gene enhancer
biosynthesis class Min B-cells, kinase epsilon
FKBP6FK506 binding protein 6−1.5360529ALOX5AParachidonate 5-−6.008988783
lipoxygenase activating
protein
EVI5ecotropic viral−1.5360529GGT1gamma-−6.010108453
integration site 5glutamyltransferase 1
BCL11AB-cell CLL/lymphoma−1.5360529CAMK2Dcalcium/calmodulin−6.047669251
11Adependent protein kinase
II delta
PER1period circadian clock 1−1.537278499RAB3DRAB3D, member RAS−6.156841525
oncogene family
BTBD9BTB domain containing−1.537451456MAP3K8mitogen-activated protein−6.376776572
9kinase kinase kinase 8
USP38ubiquitin specific−1.537763627NOTCH4notch 4−6.495055528
peptidase 38
LRRC57leucine rich repeat−1.538083341MACROD1MACRO domain−6.581200582
containing 57containing 1
5830415F09RIKDescription Not Found−1.53855912RNF144Aring finger protein 144A−6.632268216
EGR2early growth response 2−1.540038325PDE2Aphosphodiesterase 2A−6.86913112
GMEB2glucocorticoid−1.541122795THA1threonine aldolase 1(Tha1)−6.885086225
modulatory element
binding protein 2
PIK3R4phosphoinositide-3-−1.541975323APPamyloid beta precursor−6.940754047
kinase regulatory subunitprotein
4
KRR1KRR1, small subunit−1.54225805FAM109Afamily with sequence−6.968666793
processome componentsimilarity 109 member A
homolog
COL9A1collagen type IX alpha 1−1.54225805LRG1leucine rich alpha-2-−6.995484519
glycoprotein 1
POLD4polymerase (DNA) delta−1.542654605IL11RA1interleukin 11 receptor,−7.016251155
4, accessory subunitalpha chain 1(Il11ra1)
ACSS2acyl-CoA synthetase−1.544045378CNR2cannabinoid receptor 2−7.213347282
short-chain family
member 2
PDLIM1PDZ and LIM domain 1−1.544785186NUAK2NUAK family kinase 2−7.369815424
A430107P09RIKDescription Not Found−1.544921568GPR146G protein-coupled receptor−7.577806447
146
SLC38A11solute carrier family 38−1.546222547
member 11

*Log 2Fold Change=log 2(4+L+/4−L−)

[0134]

To investigate the molecular pathways between these three populations, gene ontology networks were grouped into nodes and the most significant pathways within each node were determined (FIG. 6A). Gene ontology (GO) terms shared between our dysfunctional T cell dataset and the published hypofunctional T cell dataset were greatly enriched in cell cycle genes, consistent with the observation that the dysfunctional population is largely Ki67+. GO terms shared between dysfunctional and exhausted gene sets encompassed effector programs such as regulation of cell killing, chemotaxis, interferon-γ production. GO terms shared between hypofunctional and exhausted gene sets consisted of cell cycle pathways, negative regulation of lymphocytes, and interferon-γ production. These data indicate that while some conserved molecular programs likely exist in these dysfunctional differentiation states, many pathways may be differentially regulated between chronic viral infections and in the tumor context.

[0135]

While many inhibitory receptors, including Pdcd1 (PD-1), Havcr2 (TIM-3), Cd244 (2B4), Klre1, and Lag3 were shared between all data sets; the co-stimulatory receptors Tnfrsf4 (OX-40) and Tnfrsf9 (4-1BB) were upregulated in dysfunctional and hypofunctional CD8+ TIL data sets. Therefore, to enrich in potential markers and therapeutic targets on tumor specific CD8+ TILs, the complete cell surface phenotype of the 4-1BB+LAG-3+CD8 TIL population was characterized. Comparing the different CD8+ TIL subpopulations, several additional upregulated co-stimulatory receptors were found: Tnfrsf18 (GITR), Nkg2d (KLRK1) and Cd27. The transcript for Nrp1 (neuropilin-1), which encodes for a cell surface receptor protein implicated in CD4+ Treg function (Sarris et al., 2008; incorporated by reference in its entirety), was also highly expressed. Expression of many of these molecules was confirmed by flow cytometry at day 7, 14 and 21 after tumor inoculation (FIG. 6C). The analysis was extended to include the co-stimulatory molecules ICOS and CD160 and the inhibitory receptor T cell immunoreceptor with Ig and ITIM domains (TIGIT) because ICOS and CD160 were close to the cutoff value and no probe was present for TIGIT in the gene array. In addition, recent reports indicate that targeting these receptors can be therapeutic in murine models of cancer (Johnston et al., 2014; Fan et al., 2014; incorporated by reference in their entireties). PD-1, TIGIT, TIM-3, CD27 and NRP1 were expressed the majority of the 4-1BB+LAG-3+ TIL population and expression was maintained over time. 2B4, CD160, CTLA4, OX-40, and GITR subdivided a lesser fraction of the 4-1BB+LAG-3+ population. The expression of several inhibitory receptors, 2B4, TIM3 and CD160 increased over this 3-week time frame while expression of the co-stimulatory receptors, ICOS and OX-40, decreased (FIG. 6C).

[0136]

To address if the dysfunctional CD8+ TILs are terminally-differentiated short term effector cells or memory-like cells, the expression of KLRG-1 and IL-7Rα (Joshi et al., 2007). Most of the CD8+ TIL were negative for KLRG-1 expression and there was no difference between the 4-1BB+LAG-3+ and 4-1BBLAG-3 populations. However, the majority of the 4-1BB+LAG-3+ TIL did not express the IL-7 receptor (IL-7Rα) compared to their negative counter parts (FIG. 6D). These results indicate that the 4-1BBLAG-3 TIL, which are not apparently specific for antigens expressed in the tumor microenvironment, are more memory-like, yet at the same time the tumor antigen-specific LAG-3+4-1BB+ subset has not fully acquired a terminal effector phenotype.

[0000]

Functional Relevance of Genes that are Differentially Regulated in CD8+ 4-1BB+LAG-3+ TILs

[0137]

The gene array results in Table 2 provide a list of genes characterizing CD8+ 4-1BB+LAG-3+ TILs. The list includes therapeutic targets and additional markers of anti-tumor immunity. Experiments conducted during development of embodiments herein to test the functional relevance of these additional targets/markers (FIG. 11). Data indicate that the array has identified targets for immunotherapy, using knockout mice (e.g., PD-1, TIM-3, OX-40ICOS, TIGIT, CD244, TNFRSF18, Nrn1, Nrp1, KLRG1, GM156, GPNMB, GPR65, TMEM205, and TMEM126A, CRTAM, Sema7a, etc.). Experiments demonstrate that Nrn1 and CRTAM are negative regulators of the anti-tumor immune response, as knockout mice lacking either of these molecules showed improved immune-mediated tumor control in vivo. In contrast, Sema7a is a positive regulator of anti-tumor immune responses, as knockout mice lacking this molecule show diminished immune-mediated tumor control in vivo (FIG. 11). These experiments indicate that agonists of Sema7a signaling and antagonists of Nrn1 and/or CRTAM should be useful therapeutics for the treatment of cancer.

[0000]

Targeting 4-1BB and LAG-3 Exerts Anti-Tumor Activity In Vivo and Normalizes the Function and Phenotypic Composition of CD8+ TILs

[0138]

Experiments were conducted during development of embodiments herein to assess whether targeting these receptors might have therapeutic utility. To this end, an agonistic anti-4-1BB mAb was administered alone or in combination with a blocking anti-LAG-3 mAb in mice bearing established B16.SIY tumors. While each antibody treatment alone had some therapeutic effect as reflected by slower tumor growth, the combination was particularly potent (FIG. 7A). Analysis of the tumor microenvironment revealed that improved tumor control with the combination therapy was accompanied by an increase in the number of CD8+ TILs specific for the SIY antigen (FIG. 7B), consistent with results reported previously with anti-PD-L1+anti-CTLA-4 mAb (Spranger et al., 2014b; Twyman-Saint Victor et al., 2015; incorporated by reference in their entireties).

[0139]

It was next examined whether the therapeutic effect of anti-4-1BB+anti-LAG-3 mAbs was associated with a loss of phenotypic markers defining dysfunctional T cells in the steady state. Due to concern that re-analyzing the T cells for expression of LAG-3 and 4-1BB might be problematic, as the administered Abs could theoretically modulate the target receptors from the cell surface, the coordinate expression of additional receptors as identified above by gene expression profiling was taken advantage of Preliminary analyses of the bulk TIL subpopulations revealed decreased expression of NRP1 and 2B4 following anti-LAG-3+anti-4-1BB treatment (data not shown). Co-expression of 2B4 and NRP1 on SIY-reactive CD8+ TILs identified by pentamer staining was analyzed. A 2.7-fold-decrease in the co-expression of 2B4 and NRP1 was observed upon anti-4-1BB+ and anti-LAG-3 mAb treatment (FIG. 7C), indicating a loss of the surface phenotype associated with T cell dysfunction. To determine whether this change was accompanied by a shift towards an effector phenotype, expression of KLGR-1 was examined. Indeed, a marked increase in KLGR-1 expression was observed on the SIY-reactive TIL following treatment, and a 3.7-fold increase in the KLRG-1hiIL-7RAlopopulation was observed (FIG. 7D).

[0140]

To eliminate the possibility that treatment with anti-LAG-3+anti-4-1BB mAbs was not altering the phenotype of T cells already within the tumor but rather was supporting recruitment of newly primed functional T cells from secondary lymphoid organs, the S1PR inhibitor FTY720, which prevents T cell egress from lymph nodes (Halin et al., 2005; incorporated by reference in its entirety), was utilized. The efficacy of anti-PD-L1-based immunotherapies was preserved in the presence of FTY720, arguing for re-functionalization of TIL as the major mechanism of action (Spranger et al., 2014a; incorporated by reference in its entirety). FTY720 administration was started on day 6 after tumor inoculation, 24 hours before the start of anti-LAG-3+anti-4-1BB treatment, and continued every day until TIL analysis on day 14. Peripheral blood analyzed at the same time point revealed marked depletion of circulating T cells (FIG. 9). Despite this loss of circulating T cells, the down regulation of 2B4 and NRP1 and the shift towards the KLRG1hiIL-7RAlophenotype was nonetheless preserved (FIGS. 7E and F).

[0141]

To examine functional restoration of the TIL, the KLRG-1loIL-7RAloand KLRG-1 IL-7RAloCD8+ TIL populations were sorted from B16.SIY tumors on day 14 following treatment and analyzed for IL-2 after restimulation in vitro. Indeed, the KLRG-1loIL-7RAloand KLRG-1hiIL-7RAlopopulations showed an increased capacity to produce IL-2 upon stimulation (FIG. 7G). The relative level of Il-2 mRNA was comparable between the two CD8+ TIL populations and control CD8+CD44+ TdLN T cells. Collectively, these data indicate that anti-4-1BB/anti-LAG-3 combinatorial treatment induces significant changes in the phenotype profile and promotes functional restoration of tumor antigen-specific CD8+ T cells already present within the tumor microenvironment.

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[0142]

The following references, some of which are cited above, are herein incorporated by references in their entireties.

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