DYSFUNCTIONAL ANTIGEN-SPECIFIC CD8+ T CELLS IN THE TUMOR MICROENVIRONMENT

Abstract
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.
Description
SEQUENCE LISTING

The text of the computer readable sequence listing filed herewith, titled “35120-303_SEQUENCE_LISTING”, created Jan. 6, 2023, having a file size of 53,909 bytes, is hereby incorporated by reference in its entirety.


FIELD

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

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).


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-a) 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

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, Nrn1, CRTAM and Sema7a).


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, Nrn1, CRTAM or Sema7a. In some embodiments, the additional therapeutic agent targets Nrn1, Sema7a, or CRTAM.


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, Nrn1, 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.


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.


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.


In some embodiments, provided herein are methods comprising: (a) testing CD8+ T cells from a cell population to determine whether they 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.


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


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 2×106 C1498. 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 2×106 MC57. 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.



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 Egr2EGFP expression. Egr2EGFP mice were inoculated with 2×106 B16. SIY tumors s.c. CD8+ T cells from the tumor, TdLN and spleen were analyzed for Egr2EGFP expression 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 Egr2EGFP and 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+ Egr2GFPhi and Egr2GFPlo TILs 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 2×106 B16. SIY cells. YFP+ or YFP CD8+ 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 YFP CD8+ TILs on day 7 and 14. n=3; two independent experiments. (G) Expression of Egr3 and Hif1α in Egr2GFPhi and Egr2GFPlo from 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).



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 1×106 P14/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.



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-CD3F 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) Egr2GFPhi and Egr2GFPlo TILs were sorted from day 14 B16. SIY tumor bearing Egr2GFP mice 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 1×106 2C/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) 4-1BB-LAG-3-PD-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).



FIG. 5A-E. Dysfunctional CD8+ TILs retain IFN-7 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-CD3F 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-CD3F. 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.



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 4-1BB-LAG-3PD-1 population are displayed. Columns show the log 2-transformed signal intensity. (C) Longitudinal study of selected up-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.



FIG. 7A-G. Anti-4-1BB and anti-LAG-3 acts synergistically to control tumor outgrowth and restore TIL function. (FIG. 7A) 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. (FIG. 7B) 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. (FIGS. 7C-F) Representative flow plot and summary of NRP1/2B4 (FIGS. 7C and E) and KLRG-1/IL-7Rα (FIGS. 7D and F) expression in H-2Kb/SIY+ CD8+ TILs without FTY720 (FIGS. 7C and D) and with FTY720 (FIGS. 7E and F) on day 14 after tumor inoculation. Mice received antibody treatment as in (FIGS. 7A 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. (FIG. 7G) 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.



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



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



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.



FIG. 11A-E. Nrn1, CRTAM and Sema7a are regulators of anti-tumor immunity. (FIG. 11A) Tumor growth measured in mm2. Nrn1−/− or Sema7a−/− and littermate control mice were engrafted with 2×106 B16. SIY cells subcutaneously. (FIG. 11B) Gene expression analysis of Nrn1 in T cell subsets of the spleen, TdLN and Tumor. (FIG. 11C) Representative flow plot and summary of IFN-g production of WT, Nrn1−/− or (FIG. 11D) CRTAM−/− 2C T cells on day 7. Briefly, on the same day as tumor inoculation, 1×106 Cell 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. (FIG. 11E) Mice that received 1×106 Nrn1−/− 2C 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 (FIG. 11C).



FIG. 12. Exemplary experimental protocol and data.





DEFINITIONS

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.


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.


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.


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.


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.).


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.


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.


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.


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.


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.


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 VH domain is at the amino-terminus of the heavy chain, and the CH3 domain 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.


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.


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.


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.


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 107 M−1 (e.g., >107 M−1, >108 M−1, >109 M−1, >1010 M−1, >1011 M−1, >1012 M−1, >1013 M−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.


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.).


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.


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.


For example, a “Fab” fragment comprises one light chain and the CH1 and 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 CH1 and CH2 domains. An interchain disulfide bond can be formed between two heavy chains of a Fab′ fragment to form a “F(ab′)2” molecule.


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.


Other antibody fragments will be understood by skilled artisans.


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.


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.


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.


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.


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.


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.


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.


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.


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.


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.


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.


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.


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.


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.


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.


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


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


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.


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.


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.


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.


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

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, Nrn1, CRTAM and Sema7a).


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.


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 Rank1, which encode cell surface proteins. 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.


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.


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.


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.


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.


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 Nrn1 and CRTAM blockade correlating with increased tumor area, and Sema7a blockade correlating with decreased tumor area.


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.


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, Nrn1, 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.).


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, Nrn1, 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.


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.


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.


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, Nrn1, 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.


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, pm1-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 (SlLV), 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 melanora 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.


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.


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-2a 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.


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.


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, Nrn1, 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).


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.


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.


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.


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.


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.


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.


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.), micorarray, 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.).


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.).


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.


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.


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
Materials and Methods
Mice and Tumor Inoculation

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 2×106 tumor 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.


To generate the targeting construct for the Egr2EGFP knock-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 Nhel 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.


TIL Isolation

Tumors were harvested from mice at the indicated time points. Tumors were dissociated through a 50 m 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, 100 U/mL Penicillin-Streptomycin, 1% MEM Non-Essential Amino Acids, 50 μM β-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.


Flow Cytometry and Antibodies

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).


Quantitative Real-Time PCR

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









TABLE 1a







Primer Sequences










#
Wilson
IMGT
Sequence





 0
Cβ1.1
TRBC1
CTCAAACAAGGAGACCTTGGGTGG





 1
Vβ1
TRVB5
CAGACAGCTCCAAGCTACTTTTAC





 2
Vβ2
TRVB1
ATGAGCCAGGGCAGAACCTTGTAC





 3
Vβ3
TRVB26
GAAATTCAGTCCTCTGAGGCAGGA





 4
Vβ4
TRVB2
CTAAAGCCTGATGACTCGGCCACA





 5
Vβ5.1
TRVB12-2
CTTTGGAGCTAGAGGACTCTGCCG





 6
Vβ5.2
TRVB12-1
CCTTGGAACTGGAGGACTCTGCTA





 7
Vβ6
TRVB19
GCCCAGAAGAACGAGATGGCCGTT





 8
Vβ7
TRVB29
GGATTCTGCTAAAACAAACCAGACATCTGT





 9
Vβ8.1
TRVB13-3
GCTTCCCTTTCTCAGACAGCTGTA





10
Vβ8.2
TRVB13-2
GCTACCCCCTCTCAGACATCAGTG





11
Vβ8.3
TRVB13-3
GGCTTCTCCCTCTCAGACATCTT





12
Vβ9
TRVB17
CTCTCTCTACATTGGCTCTGCAGG





13
Vβ10
TRVB4
CTTCGAATCAAGTCTGTAGAGCCG





14
Vβ11
TRVB16
TGAAGATCCAGAGCAGCGGGCCCC





15
Vβ12
TRVB15
CCACTCTGAAGATTCAACCTACAGAACCC





16
Vβ13
TRVB14
CAAGATCCAGTCTGCAAAGCAGGG





17
Vβ14
TRVB31
GCACGGAGAAGCTGCTTCTCAGCC





18
Vβ15
TRVB20
GCATATCTTGAAGACAGAGGC





19
Vβ16
TRVB3
CTCTGAAAATCCAACCCACAGCACTGG





20
Vβ17
TRVB24
TCTGAAGAAGACGACTCAGCACTG





21
Vβ18
TRVB30
GCAAGGCCTGGAGACAGCAGTATC
















TABLE 1b







Primer/Probe













Roche


Gene
Primer1
Primer2
Probe #





Lag3
tgctttgggaagctccagt
gctgcagggaagatggac
 79





Tnfrsf9
ccggtcttaagcacagacct
gaacggtactggcgtctgtc
108





Egr2
CTACCCGGTGGAAGACCTC
AATGTTGATCATGCCATCTCC
 60





Sema7a
tcaatcggctgcaagatgt
cgcagacagctgagtagttcc
 15





Crtam
AGATCCAACAACGAGGAGACA
TCATGCAACGCTTAGACTGG
 71





Ccl1
tcaccatgaaacccactgc
agcagcagctattggagacc
 71





Ngn
caccctagectaacctcaacc
tgaaaacctcctcccctctt
 45





Arl3
ctggcagatccagtcctgtt
acccagttcatgccatcct
100





Exph5
atgagggaggagagcggtat
cagcttgttgtccaaatcgtc
 67





Fhl2
agaaaaccatcatgccaggt
acaggtgaagcaggtctcgt
 74





Nrn1
atcctcgcggtgcaaata
gcccttaaagactgcatcaca
108





Ptgfrn
ccggggagatctcatcaaa
tcgaaggccatgtcatctg
 12





Rankl
tgaagacacactacctgactcctg
cccacaatgtgttgcagttc
 88





Hif1a
gctgctcactgtgaaggaagt
tggggaatgcattttaccat
  2





Egr3
caatctgtaccccgaggaga
ccgatgtccatcacattctct
 74





Tnfa
ctgtagcccacgtcgtagc
ttgagatccatgccgttg
 25





Gzmb
gctgctcactgtgaaggaagt
tggggaatgcattttaccat
  2





Ccl1
tcaccatgaaacccactgc
agcagcagctattggagacc
 71





Ccl22
tcttgctgtggcaattcaga
gcagagggtgacggatgtag
 74









In Vivo Proliferation Assay

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. 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.


In Vitro Stimulation Assays

Tissue culture-treated 96-well round bottom plates were coated with anti-CD3F (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.


Protein Quantification

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.


Spectratype Analysis and Sequencing

Mice were injected with 2×106 B16. 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 (fodorlab.uncc.edu/software/peakstudio). 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

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 1×106 TCR 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.


In Vitro Cytotoxicity Assay

Per individual experiment, 10 C57BL/6 mice were injected s.c. with 2×106 B16. 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, CD8a, Fixable Viability Dye 450 (eBioscience) and/or propidium Iodide.


Gene Expression Analysis

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 log2 transformed 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 (ncbi.nlm.nih.gov/gds) 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 at systems.crump.ucla.edu/rankrank/index.php and the associated Bioconductor package “RRHO” (Rosenblatt and Stein, 2014; incorporated by reference in its entirety).


Gene Ontology Enrichment Analysis

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.


Antibody and FTY720 Treatments

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.


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

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-3 CD8+ 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.


The selective increase in cell numbers and proportional shift towards the 4-1BBLAG-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.


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. We found that the pattern of expression was 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 we 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.


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


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-GFPhi population 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-GFPhi CD8+ TILs was confirmed by flow cytometry. The majority of Egr2-GFPhi cells expressed LAG-3 and/or 4-1BB. The Egr2GFPlo cells 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.


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.


It was next examined whether Egr2 was required for expression of LAG-3 and 4-1BB among CD8+ TIL in vivo. To this end Egr2flox/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 YFP CD8+ 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.


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 Egr2GFPhi and Egr2GFPlo CD8+ 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 Egr2GFPhi and Egr2GFPlo populations. It was confirmed differential expression of Egr2 and CCL1 to between the Egr2GFPhi and Egr2GFPlo populations 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.


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


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 CDR30 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-3 CDR30 distributions are significantly different (less Gaussian) compared to the splenic CD8+ population (FIG. 3B). These data indicate that the 4-1BB+LAG-3+ and 4-1BB-LAG-3+ populations are oligoclonal expanded subsets of TILs, indicating antigen specificity in these subpopulations.


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/Kb pentamer+ (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.


These features were also analyzed t 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.


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_41 epitope; 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-Kb pentamer 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.


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

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 we used CD8+CD44+ splenocytes 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, Egr2hi TIL (which are also largely 4-1BB+LAG-3+) was examined by utilizing the Egr2-GFP reporter mice. Indeed, ex vivo stimulated Egr2-GFPhi CD8+ TILs also exhibited reduced Il-2 transcript compared to Egr2-GFPlo 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 4-1BB-LAG-3-PD-1+ on day 14 and 21 (FIGS. 4E and F). Upon ex vivo stimulation, this population retained the capacity to produce 11-2 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.


To further examine functional alterations during tumor progression we tested for protein levels of IL-2, IFN-γ and TNF-α 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).


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).


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).


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.


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.


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


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.









TABLE 2







Differentially regulated genes in CD8+ 4-1BB+ LAG-3+ TILs














Log2-Fold
Gene

Log2-Fold


Gene
Gene Description
Change
Symbol
Gene Description
Change















GLDC
glycine decarboxylase
11.25109772
CRY2
cryptochrome circadian
−1.546648257






clock 2



GZMD
Granzyme D
10.66720027
KCMF1
potassium channel
−1.546835341






modulatory factor 1



SLC17A6
solute carrier family 17
8.946467699
RHOB
ras homolog family member
−1.548813112



member 6


B



IL1R2
interleukin 1 receptor type
7.595353131
KRT15
keratin 15
−1.549018071



2






LTF
lactotransferrin
7.530211233
RRAD
RRAD, Ras related
−1.549530357






glycolysis inhibitor and







calcium channel regulator



NRGN
neurogranin
7.334049768
C3
complement component 3
−1.549960037


GZME
granzyme E
7.160375687
ITFG3
Description Not Found
−1.550162812


RPL6
ribosomal protein L6
7.142107057
HAAO
3-hydroxyanthranilate 3,4-
−1.550553207






dioxygenase



NRN1
neuritin 1
7.087993146
RNF138
ring finger protein 138
−1.551449524


LPL
lipoprotein lipase
7.004501392
UNC93B1
unc-93 homolog B1
−1.551767491






(C. elegans)



CLGN
calmegin
6.933690655
ANKZF1
ankyrin repeat and zinc
−1.552214097






finger domain containing 1



CD70
CD70 molecule
6.906890596
IFITM3
interferon induced
−1.552644542






transmembrane protein 3



AREG
amphiregulin
6.712870868
TXNIP
thioredoxin interacting
−1.552785452






protein



ZRANB3
zinc finger RANBP2-type
6.595443985
LMAN1L
lectin, mannose binding 1
−1.554588852



containing 3


like



ASNS
asparagine synthetase
6.59496878
ALDH3B1
aldehyde dehydrogenase 3
−1.554711558



(glutamine-hydrolyzing)


family member B1



FANCD2
Fanconi anemia
6.353146826
GIP
gastric inhibitory
−1.555511104



complementation group


polypeptide




D2






GM156
predicted gene
6.293701542
COX7A2L
cytochrome c oxidase
−1.555572553



156(Gm156)


subunit 7A2 like



ACAA1B
acetyl-Coenzyme A
6.293701542
APPL2
adaptor protein,
−1.555598704



acyltransferase


phosphotyrosine interacting




1B(Acaa1b)


with PH domain and







leucine zipper 2



IGF2BP3
insulin like growth factor
6.186857067
KLHL22
kelch like family member
−1.555929583



2 mRNA binding protein


22




3






GZMG
granzyme G
6.093813673
OLFR272
olfactory receptor
−1.557482156






272(Olfr272)



CIB2
calcium and integrin
6.007868243
LRRC29
leucine rich repeat
−1.559366716



binding family member 2


containing 29



ATG9B
autophagy related 9B
5.986410935
A630095E13RIK
Description Not Found
−1.560714954


XKR8
XK related 8
5.977279924
OLFR194
olfactory receptor
−1.560714954






194(Olfr194)



EPDR1
ependymin related 1
5.956521363
OLFR1013
olfactory receptor
−1.560714954






1013(Olfr1013)



SPP1
secreted phosphoprotein 1
5.797769502
GLRA4
glycine receptor alpha 4
−1.560714954


RGS8
regulator of G-protein
5.753805672
P2RY6
pyrimidinergic receptor
−1.560714954



signaling 8


P2Y6



MDFIC
MyoD family inhibitor
5.730639956
RASGEF1B
RasGEF domain family
−1.560714954



domain containing


member 1B



DMWD
dystrophia myotonica,
5.687200695
IL22RA2
interleukin 22 receptor
−1.560714954



WD repeat containing


subunit alpha 2



KIF11
kinesin family member 11
5.669593751
LIN7C
lin-7 homolog C, crumbs
−1.560714954






cell polarity complex







component



LGI2
leucine rich repeat LGI
5.655351829
DMRT1
doublesex and mab-3
−1.560714954



family member 2


related transcription factor 1



ZFP41
ZFP41 zinc finger protein
5.615445725
TSPAN12
tetraspanin 12
−1.560714954


MLKL
mixed lineage kinase
5.605849867
PAK3
p21 (RAC1) activated
−1.560714954



domain-like


kinase 3



CENPH
centromere protein H
5.563768278
COL2A1
collagen type II alpha 1
−1.560714954






chain



SERPINF1
serpin family F member 1
5.5360529
SLC37A1
solute carrier family 37
−1.560714954






member 1



UNC13B
unc-13 homolog B
5.503030646
PSD3
pleckstrin and Sec7 domain
−1.560714954



(C. elegans)


containing 3



MLANA
melan-A
5.496654083
RDH5
retinol dehydrogenase 5
−1.560714954


PES1
pescadillo ribosomal
5.484376709
ABCA3
ATP binding cassette
−1.561263453



biogenesis factor 1


subfamily A member 3



2900026A02RIK
Description Not Found
5.477353527
PLA2G4E
phospholipase A2 group
−1.561650879






IVE



OSR2
odd-skipped related
5.416164165
DDIT3
DNA damage inducible
−1.563566526



transciption factor 2


transcript 3



MPP6
membrane palmitoylated
5.408506442
ZFP12
zinc finger protein
−1.564308646



protein 6


12(Zfp12)



HIST1H3C
histone cluster 1, H3c
5.397460726
PIGYL
phosphatidylinositol glycan
−1.564585219






anchor biosynthesis, class







Y-like(Pigyl)



PI4K2B
phosphatidylinositol 4-
5.375039431
CCDC97
coiled-coil domain
−1.565355117



kinase type 2 beta


containing 97



SH3YL1
SH3 and SYLF domain
5.375039431
OLFR1112
olfactory receptor
−1.56589319



containing 1


1112(Olfr1112)



RAD51
RAD51 recombinase
5.371558863
ACTN2
actinin alpha 2
−1.566931646


ZBTB32
zinc finger and BTB
5.318316841
POLG
polymerase (DNA) gamma,
−1.567265595



domain containing 32


catalytic subunit



MSC
musculin
5.285402219
FBXO32
F-box protein 32
−1.567281905


TG
thyroglobulin
5.259272487
MRPL15
mitochondrial ribosomal
−1.570722678






protein L15



RSPH1
radial spoke head 1
5.236492618
FCHSD2
FCH and double SH3
−1.571821211



homolog


domains 2



ARL11
ADP ribosylation factor
5.21916852
RECQL
RecQ like helicase
−1.572889668



like GTPase 11






NUDT11
nudix hydrolase 11
5.215290306
NDUFB11
NADH:ubiquinone
−1.572889668






oxidoreductase subunit B11



APBB1
amyloid beta precursor
5.197708158
SOX8
SRY-box 8
−1.573341535



protein binding family B







member 1






SPINK2
serine peptidase inhibitor,
5.189824559
1700030J22RIK
Description Not Found
−1.57662394



Kazal type 2






HMGN3
high mobility group
5.168922782
EMB
embigin
−1.577890585



nucleosomal binding







domain 3






FAM20B
family with sequence
5.12722055
CELSR1
cadherin EGF LAG seven-
−1.578201987



similarity 20 member B


pass G-type receptor 1



CDC25C
cell division cycle 25C
5.11997861
COL1A2
collagen type I alpha 2
−1.580682782






chain



FAM20A
family with sequence
5.108524457
1700080E11RIK
Description Not Found
−1.581046002



similarity 20 member A






PPP1R16B
protein phosphatase 1
5.09592442
GALNT12
polypeptide N-
−1.581363645



regulatory subunit 16B


acetylgalactosaminyl-







transferase 12



SBNO1
strawberry notch homolog
5.050936965
RMND5B
required for meiotic nuclear
−1.583960816



1 (Drosophila)


division 5 homolog B



ST14
suppression of
5.026800059
LRRC28
leucine rich repeat
−1.583987499



tumorigenicity 14


containing 28



LRRC49
leucine rich repeat
5.024704311
OLFR622
olfactory receptor
−1.584962501



containing 49


622(Olfr622)



TIAM1
T-cell lymphoma invasion
5.004501392
OLFR339
olfactory receptor
−1.584962501



and metastasis 1


339(Olfr339)



APLF
aprataxin and PNKP like
4.951867504
NEIL3
nei like DNA glycosylase 3
−1.584962501



factor






PGPEP1
pyroglutamyl-peptidase I
4.927185358
SNX24
sorting nexin 24
−1.584962501


ALCAM
activated leukocyte cell
4.909293086
SLC7A11
solute carrier family 7
−1.584962501



adhesion molecule


member 11



B9D1
B9 domain containing 1
4.906890596
FOXJ1
forkhead box J1
−1.584962501


SCIN
scinderin
4.87282876
TAF3
TATA-box binding protein
−1.584962501






associated factor 3



EXOC3L
exocyst complex
4.844013973
MATN2
matrilin 2
−1.584962501



component 3-like(Exoc31)






SLC35D3
solute carrier family 35
4.840463234
ADHFE1
alcohol dehydrogenase, iron
−1.586280668



member D3


containing 1



ALDOC
aldolase, fructose-
4.832890014
NANOS1
nanos C2HC-type zinc
−1.586914831



bisphosphate C


finger 1



TMEM205
transmembrane protein
4.830182468
PPP2R5B
protein phosphatase 2
−1.586914831



205


regulatory subunit B′beta



PLEKHA8
pleckstrin homology
4.820178962
USP22
ubiquitin specific peptidase
−1.588703598



domain containing A8


22



SPC25
SPC25, NDC80
4.817623258
DAGLB
diacylglycerol lipase beta
−1.588817933



kinetochore complex







component






PCYT1B
phosphate
4.749534268
KCTD6
potassium channel
−1.589690033



cytidylyltransferase 1,


tetramerization domain




choline, beta


containing 6



SLC6A8
solute carrier family 6
4.749534268
ACTL6B
actin like 6B
−1.591351555



member 8






TUBB6
tubulin beta 6 class V
4.749241128
FAM129B
family with sequence
−1.5915039






similarity 129 member B



BSPRY
B-box and SPRY domain
4.711494907
APOE
apolipoprotein E
−1.591683393



containing






ICA1
islet cell autoantigen 1
4.708739041
GPR18
G protein-coupled receptor
−1.592384168






18



TNFSF13B
tumor necrosis factor
4.703211467
GSTP2
glutathione S-transferase, pi
−1.592559885



superfamily member 13b


2(Gstp2)



GSTCD
glutathione S-transferase
4.700439718
GPR114
Description Not Found
−1.593829527



C-terminal domain







containing






CCNB1
cyclin B1
4.699051844
CHUK
conserved helix-loop-helix
−1.594823937






ubiquitous kinase



4930539E08RIK
Description Not Found
4.693211287
TAS1R3
taste 1 receptor member 3
−1.596595048


SRXN1
sulfiredoxin 1
4.66106548
SLC7A7
solute carrier family 7
−1.596935142






member 7



SERF1
small EDRK-rich factor
4.632268216
SPIB
Spi-B transcription factor
−1.597677703



1(Serf1)






CCDC77
coiled-coil domain
4.62935662
POLR3A
polymerase (RNA) III
−1.599588488



containing 77


subunit A



RHBDF1
rhomboid 5 homolog 1
4.626439137
OLFR952
olfactory receptor
−1.599679175






952(Olfr952)



REEP3
receptor accessory protein
4.599912842
1700021F05RIK
Description Not Found
−1.601623253



3






ITGA3
integrin subunit alpha 3
4.590961241
CCDC79
Description Not Found
−1.602195565


SCCPDH
saccharopine
4.590961241
FAM134B
family with sequence
−1.602715966



dehydrogenase (putative)


similarity 134 member B



MYADM
myeloid associated
4.587964989
SEMA3B
semaphorin 3B
−1.602884409



differentiation marker






FAM132A
family with sequence
4.581953751
FA2H
fatty acid 2-hydroxylase
−1.604494406



similarity 132 member A






FOXRED2
FAD dependent
4.572889668
ULK1
unc-51 like autophagy
−1.604653903



oxidoreductase domain


activating kinase 1




containing 2






CENPK
centromere protein K
4.569855608
MCOLN1
mucolipin 1
−1.606242992


DCXR
dicarbonyl and L-xylulose
4.562242424
BMP5
bone morphogenetic protein
−1.606760033



reductase


5



TSPAN6
tetraspanin 6
4.54225805
ANKRD50
ankyrin repeat domain 50
−1.607137028


UPP1
uridine phosphorylase 1
4.53838296
OLFR560
olfactory receptor
−1.608809243






560(Olfr560)



DOK4
docking protein 4
4.520422249
OLFR366
olfactory receptor
−1.608809243






366(Olfr366)



ELOVL4
ELOVL fatty acid
4.501439145
OLFR273
olfactory receptor
−1.608809243



elongase 4


273(Olfr273)



KNDC1
kinase non-catalytic C-
4.499790117
FHIT
fragile histidine triad
−1.608809243



lobe domain containing 1






KRT17
keratin 17
4.491853096
AQP11
aquaporin 11
−1.608809243


CHST2
carbohydrate
4.487315031
TMEM176A
transmembrane protein
−1.608809243



sulfotransferase 2


176A



TPX2
TPX2, microtubule
4.475733431
ENAH
enabled homolog
−1.608809243



nucleation factor


(Drosophila)



DUSP14
dual specificity
4.456149035
CLDN6
claudin 6
−1.608809243



phosphatase 14






BGN
biglycan
4.449561375
SP1
Sp1 transcription factor
−1.608809243


FKBP9
FK506 binding protein 9
4.442943496
SP140
SP140 nuclear body protein
−1.608809243


CAPN5
calpain 5
4.385431037
RASGRP3
RAS guanyl releasing
−1.608809243






protein 3



SLC1A4
solute carrier family 1
4.375039431
HIF3A
hypoxia inducible factor 3
−1.609422664



member 4


alpha subunit



IDI2
isopentenyl-diphosphate
4.357552005
FYCO1
FYVE and coiled-coil
−1.611220598



delta isomerase 2


domain containing 1



AKR1E1
aldo-keto reductase
4.346596388
FBXL12
F-box and leucine rich
−1.6119368



family 1, member


repeat protein 12




E1(Akrle1)






GNB4
G protein subunit beta 4
4.336088936
KLRA10
killer cell lectin-like
−1.618484777






receptor subfamily A,







member 10(Klra10)



CPNE2
copine 2
4.318640898
ABAT
4-aminobutyrate
−1.62058641






aminotransferase



FAM132B
family with sequence
4.259272487
AMHR2
anti-Mullerian hormone
−1.62058641



similarity 132, member


receptor type 2




B(Fam132b)






SLC6A12
solute carrier family 6
4.259272487
DDX3Y
DEAD-box helicase 3,
−1.620649859



member 12


Y-linked



CPLX1
complexin 1
4.240314329
LGALS4
galectin 4
−1.621550215


PDCD1
programmed cell death 1
4.221103725
SPG20
spastic paraplegia 20
−1.621653602






(Troyer syndrome)



UTF1
undifferentiated
4.201633861
CTRL
chymotrypsin like
−1.62729369



embryonic cell







transcription factor 1






WDR60
WD repeat domain 60
4.14974712
GREM2
gremlin 2, DAN family
−1.627927342






BMP antagonist



EGFL7
EGF like domain multiple
4.137503524
ZMAT3
zinc finger matrin-type 3
−1.628362075



7






ASPM
abnormal spindle
4.133399125
AP4M1
adaptor related protein
−1.628898157



microtubule assembly


complex 4 mu 1 subunit



TMBIM1
transmembrane BAX
4.104628811
NT5C2
5′-nucleotidase, cytosolic II
−1.63059747



inhibitor motif containing







1






KNTC1
kinetochore associated 1
4.093952772
TMIE
transmembrane inner ear
−1.631606148


1700019D03RIK
Description Not Found
4.087462841
OLFR556
olfactory receptor
−1.632268216






556(Olfr556)



TM4SF5
transmembrane 4 L six
4.087462841
OLFR463
olfactory receptor
−1.632268216



family member 5


463(Olfr463)



BIRC5
baculoviral IAP repeat
4.027905997
CTS3
cathepsin 3(Cts3)
−1.632268216



containing 5






SYNGR3
synaptogyrin 3
4.022367813
OAS1B
2′-5′ oligoadenylate
1.632268216






synthetase 1B(Oas1b)



PLSCR4
phospholipid scramblase
4
KCNF1
potassium voltage-gated
−1.632268216



4


channel modifier subfamily







F member 1



KIF15
kinesin family member 15
3.962376898
GCGR
glucagon receptor
−1.632268216


TICAM2
toll like receptor adaptor
3.958842675
NR1I3
nuclear receptor subfamily
−1.632268216



molecule 2


1 group I member 3



CENPM
centromere protein M
3.957682486
FSTL1
follistatin like 1
−1.632268216


KIF4
kinesin family member
3.956097191
ASAP3
ArfGAP with SH3 domain,
−1.632268216



4(Kif4)


ankyrin repeat and PH







domain 3



E2F2
E2F transcription factor 2
3.93191939
IHH
indian hedgehog
−1.632268216


MSN
moesin
3.930737338
SEMA3A
semaphorin 3A
−1.632268216


PTPRA
protein tyrosine
3.928989949
RAMP1
receptor activity modifying
−1.632575446



phosphatase, receptor


protein 1




type A






BC026585
cDNA sequence
3.882643049
NFKBID
NFKB inhibitor delta
−1.633158642



BC026585(BC026585)






IQGAP3
IQ motif containing
3.867896464
KLK15
kallikrein related peptidase
−1.633773522



GTPase activating protein


15




3






CD244
CD244 molecule
3.867896464
CYP1B1
cytochrome P450 family 1
−1.634684534






subfamily B member 1



HIST1H3G
histone cluster 1, H3g
3.837943242
DNAJA1
DnaJ heat shock protein
−1.635111002






family (Hsp40) member A1



SLC15A3
solute carrier family 15
3.832890014
SDSL
serine dehydratase like
−1.635807742



member 3






GIPC2
GIPC PDZ domain
3.817623258
CCDC137
coiled-coil domain
−1.636838653



containing family


containing 137




member 2






UTP15
UTP15, small subunit
3.812498225
ZSWIM4
zinc finger SWIM-type
−1.638152805



processome component


containing 4



PDIA6
protein disulfide
3.812498225
BBC3
BCL2 binding component 3
−1.638336813



isomerase family A







member 6






JDP2
Jun dimerization protein 2
3.807354922
SOCS3
suppressor of cytokine
−1.638876738






signaling 3



MESDC1
mesoderm development
3.806723946
2900092C05RIK
Description Not Found
−1.639157339



candidate 1






GAS2
growth arrest specific 2
3.802193217
CSRNP2
cysteine and serine rich
−1.639383642






nuclear protein 2



IL4I1
interleukin 4 induced 1
3.802193217
BLOC1S3
biogenesis of lysosomal
−1.639585785






organelles complex 1







subunit 3



PHF19
PHD finger protein 19
3.802193217
ELL
elongation factor for RNA
−1.64021945






polymerase II



CKAP2L
cytoskeleton associated
3.797012978
GTF3C4
general transcription factor
−1.640658029



protein 2 like


IIIC subunit 4



GSTT1
glutathione S-transferase
3.791814071
MYLPF
myosin light chain,
−1.640660074



theta 1


phosphorylatable, fast







skeletal muscle



ADAM3
a disintegrin and
3.781359714
CYP2A12
cytochrome P450, family 2,
−1.641947141



metallopeptidase domain


subfamily a, polypeptide




3 (cyritestin)(Adam3)


12(Cyp2a12)



SLAMF7
SLAM family member 7
3.781359714
RNF139
ring finger protein 139
−1.642010395


MCPT8
mast cell protease
3.770829046
C78339
Description Not Found
−1.643573868



8(Mcpt8)






DGKG
diacylglycerol kinase
3.765534746
EDEM1
ER degradation enhancing
−1.64385619



gamma


alpha-mannosidase like







protein 1



NLGN2
neuroligin 2
3.716990894
UBE2E1
ubiquitin conjugating
−1.645859791






enzyme E2 E1



SERPINE2
serpin family E member 2
3.694880193
PALMD
palmdelphin
−1.646322067


IL10
interleukin 10
3.689299161
AMICA1
adhesion molecule, interacts
−1.647478619






with CXADR antigen







1(Amica1)



SLC6A13
solute carrier family 6
3.689299161
KLHL11
kelch like family member
−1.650611828



member 13


11



STAU2
staufen double-stranded
3.666756592
IFNGR2
interferon gamma receptor
−1.651050175



RNA binding protein 2


2 (interferon gamma







transducer 1)



ARHGDIG
Rho GDP dissociation
3.655351829
DECR1
2,4-dienoyl-CoA reductase
−1.651406438



inhibitor gamma


1, mitochondrial



TK1
thymidine kinase 1
3.637477097
SAMD3
sterile alpha motif domain
−1.653213853






containing 3



PCYT1A
phosphate
3.617728231
9130409123RIK
Description Not Found
−1.655351829



cytidylyltransferase 1,







choline, alpha






LAMB3
laminin subunit beta 3
3.608809243
2010107G12RIK
Description Not Found
−1.655351829


UBE2N
ubiquitin conjugating
3.590961241
ZFP354B
zinc finger protein
−1.655351829



enzyme E2 N


354B(Zfp354b)



STARD8
StAR related lipid transfer
3.578938713
TAS2R143
taste receptor, type 2,
−1.655351829



domain containing 8


member 143(Tas2r143)



PRR5
proline rich 5
3.578938713
OLFR65
olfactory receptor
−1.655351829






65(Olfr65)



BDH2
3-hydroxybutyrate
3.554588852
NRP
neural regeneration
−1.655351829



dehydrogenase, type 2


protein(Nrp)



FAM124B
family with sequence
3.548436625
DOK3
docking protein 3
−1.655351829



similarity 124 member B






MGAT3
mannosyl (beta-1,4-)-
3.548436625
HIGD1A
HIG1 hypoxia inducible
−1.655351829



glycoprotein beta-1,4-N-


domain family member 1A




acetylglucosaminyl-







transferase






LAG3
lymphocyte activating 3
3.542346309
CCDC13
coiled-coil domain
−1.655351829






containing 13



GDPD5
glycerophosphodiester
3.538812733
ANGPTL2
angiopoietin like 2
−1.655351829



phosphodiesterase domain







containing 5






RNF168
ring finger protein 168
3.5360529
CNGB3
cyclic nucleotide gated
−1.655351829






channel beta 3



LYPLA1
lysophospholipase I
3.529820947
HOXD4
homeobox D4
−1.655351829


TUBGCP4
tubulin gamma complex
3.523561956
KIFC3
kinesin family member C3
−1.655351829



associated protein 4






PYGL
phosphorylase, glycogen,
3.51412226
AMACR
alpha-methylacyl-CoA
−1.655351829



liver


racemase



CCL3
C-C motif chemokine
3.510281539
2310014L17RIK
Description Not Found
−1.655707015



ligand 3






BCAT1
branched chain amino
3.508163667
BRAP
BRCA1 associated protein
−1.657090723



acid transaminase 1






ATP6V0A1
ATPase H+ transporting
3.501439145
SLC39A1
solute carrier family 39
−1.657631089



V0 subunit a1


member 1



EIF4E
eukaryotic translation
3.498250868
OLFR419
olfactory receptor
−1.65813796



initiation factor 4E


419(Olfr419)



HIST1H4B
histone cluster 1, H4b
3.491853096
NHP2L1
NHP2 non-histone
−1.658298045






chromosome protein 2-like







1 (S. cerevisiae)(Nhp211)



LAD1
ladinin 1
3.49085426
STOML2
stomatin like 2
−1.659357735


ITGAV
integrin subunit alpha V
3.485426827
SAMM50
SAMM50 sorting and
−1.662400762






assembly machinery







component



MRPL47
mitochondrial ribosomal
3.485426827
CCDC91
coiled-coil domain
−1.6632299



protein L47


containing 91



CAMK2N1
calcium/calmodulin
3.484460783
ATF3
activating transcription
−1.663483642



dependent protein kinase


factor 3




II inhibitor 1






UEVLD
UEV and lactate/malate
3.465974465
RAI1
retinoic acid induced 1
−1.663885989



dehyrogenase domains






SFXN4
sideroflexin 4
3.462706751
RRAS2
related RAS viral (r-ras)
−1.665826896






oncogene homolog 2



2810417H13RIK
Description Not Found
3.461634298
UROS
uroporphyrinogen III
−1.665923156






synthase



RAD51AP1
RAD51 associated protein
3.459431619
SCOC
short coiled-coil protein
−1.666272349


FUT4
fucosyltransferase 4
3.452858965
DUSP10
dual specificity phosphatase
−1.666485948






10



CTNNBIP1
catenin beta interacting
3.44625623
CYB5R4
cytochrome b5 reductase 4
−1.666756592



protein 1






ZBTB8OS
zinc finger and BTB
3.426264755
9930104L06RIK
Description Not Found
−1.667150978



domain containing 8







opposite strand






LYSMD4
LysM domain containing
3.42259008
ZFP579
zinc finger protein
−1.669023741



4


579(Zfp579)



DIAP3
Description Not Found
3.40599236
RGP1
RGP1 homolog, RAB6A
−1.669393721






GEF complex partner 1



PTGIS
prostaglandin I2
3.399171094
PIAS2
protein inhibitor of
−1.672137196



(prostacyclin) synthase


activated STAT 2



MOAP1
modulator of apoptosis 1
3.392317423
METTL1
methyltransferase like 1
−1.672425342


SLC27A3
solute carrier family 27
3.392317423
POU5F1
POU class 5 homeobox 1
−1.673854965



member 3






MRPL39
mitochondrial ribosomal
3.371492175
SERPINB6C
serine (or cysteine)
−1.673932658



protein L39


peptidase inhibitor, clade B,







member 6c(Serpinb6c)



WTAP
Wilms tumor 1 associated
3.364572432
STXBP4
syntaxin binding protein 4
−1.675552278



protein






RAD54L
RAD54-like
3.356589854
RIMS3
regulating synaptic
−1.676120648



(S. cerevisiae)


membrane exocytosis 3



CETN4
centrin 4(Cetn4)
3.336283388
XYLT2
xylosyltransferase 2
−1.676976793


CEP55
centrosomal protein 55
3.329123596
TAS2R107
taste receptor, type 2,
−1.678071905






member 107(Tas2r107)



CYP4F39
cytochrome P450, family
3.321928095
SKP1A
S-phase kinase-associated
−1.678071905



4, subfamily f,


protein 1A(Skp1a)




polypeptide 39(Cyp4f39)






PTPN5
protein tyrosine
3.314696526
OLFR165
olfactory receptor
−1.678071905



phosphatase, non-receptor


165(Olfr165)




type 5






TUBE1
tubulin epsilon 1
3.292781749
OLFR111
olfactory receptor
−1.678071905






111(Olfr111)



TCAM1
testicular cell adhesion
3.285402219
CYP4A12A
cytochrome P450, family 4,
−1.678071905



molecule 1(Tcam1)


subfamily a, polypeptide







12a(Cyp4a12a)



MID1IP1
MID1 interacting protein
3.263034406
TLR6
toll like receptor 6
−1.678071905



1






ABHD6
abhydrolase domain
3.260682276
KCNS3
potassium voltage-gated
−1.678071905



containing 6


channel modifier subfamily







S member 3



ZCCHC4
zinc finger CCHC-type
3.255500733
FARSA
phenylalanyl-tRNA
−1.678071905



containing 4


synthetase alpha subunit



MGST3
microsomal glutathione
3.25353624
SLC2A4
solute carrier family 2
−1.678071905



S-transferase 3


member 4



BC022687
cDNA sequence
3.247927513
GDPD4
glycerophosphodiester
−1.678071905



BC022687(BC022687)


phosphodiesterase domain







containing 4



ACSF3
acyl-CoA synthetase
3.24325855
RCAN1
regulator of calcineurin 1
−1.678071905



family member 3






ADAM8
ADAM metallopeptidase
3.240314329
CCDC82
coiled-coil domain
−1.678071905



domain 8


containing 82



SGCB
sarcoglycan beta
3.237034772
CDYL2
chromodomain protein, Y-
−1.678071905






like 2



SOCS2
suppressor of cytokine
3.232660757
MBD5
methyl-CpG binding
−1.678071905



signaling 2


domain protein 5



HIST1H2AG
histone cluster 1, H2ag
3.223000387
ACSL1
acyl-CoA synthetase long-
−1.678071905






chain family member 1



CRMP1
collapsin response
3.201633861
OTUB2
OTU deubiquitinase,
−1.678071905



mediator protein 1


ubiquitin aldehyde binding







2



RPS19BP1
ribosomal protein S19
3.201633861
NPPA
natriuretic peptide A
−1.678071905



binding protein 1






1700020L24RIK
Description Not Found
3.193771743
LY96
lymphocyte antigen 96
−1.679594789


CCDC109B
coiled-coil domain
3.181276986
OLFR351
olfactory receptor
−1.680730557



containing


351(Olfr351)




109B(Ccdc109b)






UBE2C
ubiquitin conjugating
3.177917792
TGFBR1
transforming growth factor
−1.681068055



enzyme E2 C


beta receptor 1



SLC25A16
solute carrier family 25
3.177917792
KLHL6
kelch like family member 6
−1.683531539



member 16






ARHGAP19
Rho GTPase activating
3.167705534
ELMO2
engulfment and cell motility
−1.683696454



protein 19


2



TYMS-PS
thymidylate synthase,
3.166362514
POLR3D
polymerase (RNA) III
−1.683942043



pseudogene(Tyms-ps)


subunit D



IL3RA
interleukin 3 receptor
3.145793675
RALGPS1
Ral GEF with PH domain
−1.685524532



subunit alpha


and SH3 binding motif 1



TMEM53
transmembrane protein 53
3.141596278
ATL2
atlastin GTPase 2
−1.685731341


THNSL2
threonine synthase like 2
3.141596278
RAD52
RAD52 homolog, DNA
−1.689523672






repair protein



2810408M09RIK
Description Not Found
3.129283017
GPC1
glypican 1
−1.689646894


ADAMDEC1
ADAM like decysin 1
3.121015401
ARHGAP15
Rho GTPase activating
−1.690804518






protein 15



ASB2
ankyrin repeat and SOCS
3.118792343
GPRC5B
G protein-coupled receptor
−1.693999744



box containing 2


class C group 5 member B



SLC37A4
solute carrier family 37
3.112700133
ZBTB1
zinc finger and BTB
−1.694046727



member 4


domain containing 1



NICN1
nicolin 1
3.108478268
NARFL
nuclear prelamin A
−1.694880193






recognition factor like



2310067B10RIK
Description Not Found
3.087462841
SLC26A6
solute carrier family 26
−1.695252347






member 6



PIGL
phosphatidylinositol
3.077239787
MAPKBP1
mitogen-activated protein
−1.695908738



glycan anchor


kinase binding protein 1




biosynthesis class L






1190005I06RIK
Description Not Found
3.070389328
RAB6B
RAB6B, member RAS
−1.697541036






oncogene family



DHFR
dihydrofolate reductase
3.070389328
ARL2
ADP ribosylation factor like
−1.700349879






GTPase 2



FABP5
fatty acid binding protein
3.06608919
ZFP646
zinc finger protein
−1.700439718



5


646(Zfp646)



POMT2
protein O-
3.055794286
SELENBP2
selenium binding protein
−1.700439718



mannosyltransferase 2


2(Selenbp2)



F2RL2
coagulation factor II
3.053111336
ACOT3
acyl-CoA thioesterase
−1.700439718



thrombin receptor like 2


3(Acot3)



GRB7
growth factor receptor
3.048852907
REG3G
regenerating family
−1.700439718



bound protein 7


member 3 gamma



SNX21
sorting nexin family
3.044394119
GAB1
GRB2 associated binding
−1.700439718



member 21


protein 1



SUFU
SUFU negative regulator
3.044394119
LCN10
lipocalin 10
−1.700439718



of hedgehog signaling






RFC3
replication factor C
3.029288361
MTHFD2L
methylenetetrahydrofolate
−1.700439718



subunit 3


dehydrogenase (NADP+







dependent) 2-like



CLDN12
claudin 12
3.017921908
PTCD3
pentatricopeptide repeat
−1.700439718






domain 3



C1QTNF6
C1q and tumor necrosis
3.014450679
NTHL1
nth-like DNA glycosylase 1
−1.700439718



factor related protein 6






PLCXD1
phosphatidylinositol
2.99095486
NUDT3
nudix hydrolase 3
−1.700439718



specific phospholipase C







X domain containing 1






SULT4A1
sulfotransferase family
2.99095486
CLEC12A
C-type lectin domain family
−1.700439718



4A member 1


12 member A



CTTNBP2NL
CTTNBP2 N-terminal
2.981852653
ZBTB3
zinc finger and BTB
−1.700439718



like


domain containing 3



SNX5
sorting nexin 5
2.977279924
AMT
aminomethyltransferase
−1.700439718


HPS5
HPS5, biogenesis of
2.972692654
ZDHHC14
zinc finger DHHC-type
−1.700439718



lysosomal organelles


containing 14




complex 2 subunit 2






WISP1
WNT1 inducible
2.968090752
NKX2-5
NK2 homeobox 5
−1.700491519



signaling pathway protein







1






PTPN9
protein tyrosine
2.963474124
FOXA3
forkhead box A3
−1.702815694



phosphatase, non-receptor







type 9






USP37
ubiquitin specific
2.95419631
WASF1
WAS protein family
−1.706412734



peptidase 37


member 1



SH3BGRL
SH3 domain binding
2.935459748
OLFR690
olfactory receptor
−1.707192688



glutamate rich protein like


690(Olfr690)



NCALD
neurocalcin delta
2.935459748
ENTPD5
ectonucleoside triphosphate
−1.707764551






diphosphohydrolase 5



CDC42EP4
CDC42 effector protein 4
2.916476644
PCDHGA4
protocadherin gamma
−1.709042655






subfamily A, 4



IGFBP7
insulin like growth factor
2.910553168
TCF12
transcription factor 12
−1.710308209



binding protein 7






ABHD4
abhydrolase domain
2.908868748
MTRR
5-methyltetrahydrofolate-
−1.711494907



containing 4


homocysteine







methyltransferase reductase



CSF1
colony stimulating factor
2.906890596
CDKN1C
cyclin dependent kinase
−1.711690028



1


inhibitor 1C



COX7A1
cytochrome c oxidase
2.897240426
PRICKLE1
prickle planar cell polarity
−1.713410822



subunit 7A1


protein 1



TTYH2
tweety family member 2
2.892391026
ATXN7L1
ataxin 7 like 1
−1.71669984


ACO1
aconitase 1
2.87774425
SLCO3A1
solute carrier organic anion
−1.719235762






transporter family member







3A1



BARD1
BRCA1 associated RING
2.867896464
TMEM110
transmembrane protein 110
−1.720046704



domain 1






GPN1
GPN-loop GTPase 1
2.867896464
KLF2
Kruppel like factor 2
−1.721374729


PTTG1
pituitary tumor-
2.867896464
FGG
fibrinogen gamma chain
−1.722466024



transforming 1






2810408A11RIK
Description Not Found
2.857980995
ASAH2
N-acylsphingosine
−1.722466024






amidohydrolase 2



BBX
BBX, HMG-box
2.857980995
LAP3
leucine aminopeptidase 3
−1.722466024



containing






LTBP3
latent transforming
2.837943242
STAB2
stabilin 2
−1.722466024



growth factor beta







binding protein 3






ACTG2
actin, gamma 2, smooth
2.827819025
IL22RA1
interleukin 22 receptor
−1.722466024



muscle, enteric


subunit alpha 1



ISLR
immunoglobulin
2.827819025
SERINC4
serine incorporator 4
−1.722466024



superfamily containing







leucine rich repeat






NARS2
asparaginyl-tRNA
2.823087408
GPR180
G protein-coupled receptor
−1.722466024



synthetase 2,


180




mitochondrial (putative)






ICAM4
intercellular adhesion
2.81452379
TIPARP
TCDD inducible
−1.722466024



molecule 4 (Landsteiner-


poly(ADP-ribose)




Wiener blood group)


polymerase



ABCB8
ATP binding cassette
2.813358991
USP11
ubiquitin specific peptidase
−1.722466024



subfamily B member 8


11



IDI1
isopentenyl-diphosphate
2.811782922
TRIP6
thyroid hormone receptor
−1.722466024



delta isomerase 1


interactor 6



GLS2
glutaminase 2
2.797012978
KCNH2
potassium voltage-gated
−1.722466024






channel subfamily H







member 2



HDAC8
histone deacetylase 8
2.797012978
ESR2
estrogen receptor 2
−1.722466024


BRIP1
BRCA1 interacting
2.797012978
FGF13
fibroblast growth factor 13
−1.722639247



protein C-terminal







helicase 1






USP6NL
USP6 N-terminal like
2.794415866
KBTBD7
kelch repeat and BTB
−1.724237927






domain containing 7



TLCD2
TLC domain containing 2
2.791814071
UHRF1BP1
UHRF1 binding protein 1
−1.725835292


GUCY1A3
guanylate cyclase 1
2.787502763
BCAM
basal cell adhesion
−1.726509704



soluble subunit alpha


molecule (Lutheran blood







group)



OCA2
OCA2 melanosomal
2.786596362
ELOVL6
ELOVL fatty acid elongase
−1.726565554



transmembrane protein


6



VAT1
vesicle amine transport 1
2.772502543
PPM1K
protein phosphatase,
−1.726643643






Mg2+/Mn2+ dependent 1K



HIST1H2AB
histone cluster 1, H2ab
2.767914142
SPATA6
spermatogenesis associated
−1.727673077






6



PIGC
phosphatidylinositol
2.760220946
NAV1
neuron navigator 1
−1.727920455



glycan anchor







biosynthesis class C






PARG
poly(ADP-ribose)
2.756558208
ANK3
ankyrin 3, node of Ranvier
−1.727920455



glycohydrolase


(ankyrin G)



ESCO2
establishment of sister
2.754887502
KCNAB1
potassium voltage-gated
−1.727920455



chromatid cohesion N-


channel subfamily A




acetyltransferase 2


member regulatory beta







subunit 1



HIPK2
homeodomain interacting
2.754887502
CYP27A1
cytochrome P450 family 27
−1.727920455



protein kinase 2


subfamily A member 1



IMPA1
inositol monophosphatase
2.752945007
MAP4K4
mitogen-activated protein
−1.729756006



1


kinase kinase kinase kinase







4



COQ4
coenzyme Q4
2.744161096
ANKRD7
ankyrin repeat domain 7
−1.730646873


ZBTB7A
zinc finger and BTB
2.744161096
IFRD1
interferon related
−1.732447522



domain containing 7A


developmental regulator 1



GAMT
guanidinoacetate N-
2.744161096
ALX3
ALX homeobox 3
−1.733354341



methyltransferase






BIK
BCL2 interacting killer
2.744161096
SNURF
SNRPN upstream reading
−1.733354341






frame



PMS1
PMS1 homolog 1,
2.733354341
AMZ2
archaelysin family
−1.73350053



mismatch repair system


metallopeptidase 2




component






HAVCR2
hepatitis A virus cellular
2.729769667
ROGDI
rogdi homolog
−1.73419198



receptor 2






FHL2
four and a half LIM
2.727254747
DAGLA
diacylglycerol lipase alpha
−1.734471203



domains 2






CHAF1A
chromatin assembly
2.725248783
4930432K21RIK
Description Not Found
−1.736243886



factor 1 subunit A






2810004N23RIK
Description Not Found
2.722466024
KRCC1
lysine rich coiled-coil 1
−1.73665741


TBC1D14
TBC1 domain family
2.722466024
OLFR1331
olfactory receptor
−1.736826447



member 14


1331(Olfr1331)



EHD2
EH domain containing 2
2.711494907
SLC25A25
solute carrier family 25
−1.73690749






member 25



APH1A
aph-1 homolog A,
2.705977902
CXCR4
C-X-C motif chemokine
−1.737779353



gamma-secretase subunit


receptor 4



TMEM2
transmembrane protein 2
2.703211467
EPB4.1L3
Description Not Found
−1.738767837


LCAT
lecithin-cholesterol
2.700439718
CEP164
centrosomal protein 164
−1.738795736



acyltransferase






FBXO15
F-box protein 15
2.689299161
AGER
advanced glycosylation end
−1.73961488






product-specific receptor



ADAP1
ArfGAP with dual PH
2.674391397
B3GALT5
beta-1,3-
−1.740215306



domains 1


galactosyltransferase 5



PPAPDC1B
Description Not Found
2.666756592
OLFR450
olfactory receptor
−1.74228265






450(Olfr450)



CD48
CD48 molecule
2.666756592
ZFP780B
zinc finger protein
−1.744161096






780B(Zfp780b)



CAMK4
calcium/calmodulin
2.655351829
OLFR485
olfactory receptor
−1.744161096



dependent protein kinase


485(Olfr485)




IV






SAC3D1
SAC3 domain containing
2.64385619
OLFR47
olfactory receptor
−1.744161096



1


47(Olfr47)



ECHDC2
enoyl-CoA hydratase
2.640725033
CYP4F18
cytochrome P450, family 4,
−1.744161096



domain containing 2


subfamily f, polypeptide







18(Cyp4f18)



INCENP
inner centromere protein
2.638460117
PLOD2
procollagen-lysine,2-
−1.744161096






oxoglutarate 5-dioxygenase







2



INTS9
integrator complex
2.634920268
OSBPL1A
oxysterol binding protein
−1.744161096



subunit 9


like 1A



KLRA17
killer cell lectin-like
2.632268216
CHRNA5
cholinergic receptor
−1.744161096



receptor, subfamily A,


nicotinic alpha 5 subunit




member 17(Klra17)






MAN2B2
mannosidase alpha class
2.632268216
TSSK4
testis specific serine kinase
−1.744161096



2B member 2


4



DOLK
dolichol kinase
2.632268216
ALKBH8
alkB homolog 8, tRNA
−1.744161096






methyltransferase



SAP30BP
SAP30 binding protein
2.632268216
GPX2
glutathione peroxidase 2
−1.744161096


RTN1
reticulon 1
2.627898616
ATG4D
autophagy related 4D
−1.744161096






cysteine peptidase



ADAM15
ADAM metallopeptidase
2.626439137
SCRN3
secernin 3
−1.744161096



domain 15






STAG3
stromal antigen 3
2.62058641
NOTCH3
notch 3
−1.744161096


NUDT2
nudix hydrolase 2
2.610775705
OLFR113
olfactory receptor
−1.744357436






113(Olfr113)



GLT8D2
glycosyltransferase 8
2.609988757
CD28
CD28 molecule
−1.744605653



domain containing 2






CAPSL
calcyphosine like
2.608809243
SAG
S-antigen; retina and pineal
−1.745224161






gland (arrestin)



CALR
calreticulin
2.608809243
AGTRAP
angiotensin II receptor
−1.749107415






associated protein



CRYBG3
crystallin beta-gamma
2.605393551
BLK
BLK proto-oncogene, Src
−1.749534268



domain containing 3


family tyrosine kinase



DIXDC1
DIX domain containing 1
2.596940379
MGAT5
mannosyl (alpha-1,6-)-
−1.749534268






glycoprotein beta-1,6-N-







acetyl-







glucosaminyltransferase



TACSTD2
tumor-associated calcium
2.593926161
RNF2
ring finger protein 2
−1.750890228



signal transducer 2






TRP53RK
Description Not Found
2.588066506
COL14A1
collagen type XIV alpha 1
−1.752093722






chain



PDCD1LG2
programmed cell death 1
2.584962501
PLEKHG3
pleckstrin homology and
−1.752109698



ligand 2


RhoGEF domain containing







G3



SEC23IP
SEC23 interacting protein
2.584962501
ARHGEF18
Rho/Rac guanine nucleotide
−1.754100479






exchange factor 18



ORM1
orosomucoid 1
2.584962501
LEF1
lymphoid enhancer binding
−1.754887502






factor 1



ZFP322A
zinc finger protein
2.575024164
COMMD9
COMM domain containing
−1.75490709



322A(Zfp322a)


9



4931406C07RIK
Description Not Found
2.560714954
SLC20A1
solute carrier family 20
−1.758637847






member 1



ZFP382
zinc finger protein
2.560714954
ACTR5
ARP5 actin-related protein
−1.759244091



382(Zfp382)


5 homolog



CLIP2
CAP-Gly domain
2.560714954
UBQLN3
ubiquilin 3
−1.765109548



containing linker protein







2






TNFAIP8L1
TNF alpha induced
2.560714954
ZFP770
zinc finger protein
−1.765534746



protein 8 like 1


770(Zfp770)



NRCAM
neuronal cell adhesion
2.560714954
PCDHB18
protocadherin beta
−1.765534746



molecule


18(Pcdhb18)



HPSE
heparanase
2.560714954
OLFR700
olfactory receptor
−1.765534746






700(Olfr700)



RTKN
rhotekin
2.558985655
FOXP4
forkhead box P4
−1.765534746


DLGAP5
DLG associated protein 5
2.550125328
CDC34
cell division cycle 34
−1.765534746


ENPP2
ectonucleotide
2.548436625
HIST1H1E
histone cluster 1, H1e
−1.765534746



pyrophosphatase/







phosphodiesterase 2






GCNT1
glucosaminyl (N-acetyl)
2.548436625
G6PC2
glucose-6-phosphatase
−1.765534746



transferase 1, core 2


catalytic subunit 2



SASS6
SAS-6 centriolar
2.548436625
FUT1
fucosyltransferase 1
−1.765534746



assembly protein


(H blood group)



AMIGO3
adhesion molecule with
2.548436625
ZFP69
ZFP69 zinc finger protein
−1.765534746



Ig-like domain 3






APH1B
aph-1 homolog B,
2.548436625
WBSCR27
Williams Beuren syndrome
−1.765534746



gamma-secretase subunit


chromosome region 27



ABCC5
ATP binding cassette
2.547846505
METTL8
methyltransferase like 8
−1.766880868



subfamily C member 5






YIPF6
Yip1 domain family
2.543805176
TMEM170
transmembrane protein
−1.767462508



member 6


170(Tmem170)



FFAR1
free fatty acid receptor 1
2.5360529
TRP53INP1
transformation related
−1.767518474






protein 53 inducible nuclear







protein 1(Trp53inp1)



TSSK6
testis specific serine
2.5360529
H2-Q5
histocompatibility 2, Q
−1.769676967



kinase 6


region locus 5(H2-Q5)



ETV6
ETS variant 6
2.535385323
ADCK1
aarF domain containing
−1.770033995






kinase 1



PTGDS
prostaglandin D2
2.529838423
IMPAD1
inositol monophosphatase
−1.771434505



synthase


domain containing 1



SH3D19
SH3 domain containing
2.523561956
E4F1
E4F transcription factor 1
−1.772427885



19






KIF5C
kinesin family member
2.518298014
ZFYVE20
Description Not Found
−1.772942676



5C






PTGER2
prostaglandin E receptor 2
2.517275693
PNPLA6
patatin like phospholipase
−1.775074114






domain containing 6



INSR
insulin receptor
2.510961919
TRIB3
tribbles pseudokinase 3
−1.775215233


MAPK6
mitogen-activated protein
2.504620392
GM614
predicted gene 614(Gm614)
−1.776103988



kinase 6






OXSR1
oxidative stress
2.502211192
D5ERTD579E
DNA segment, Chr 5,
−1.776306798



responsive 1


ERATO Doi 579,







expressed(D5Ertd579e)



EZH2
enhancer of zeste 2
2.501439145
SCAND1
SCAN domain containing 1
−1.77785827



polycomb repressive







complex 2 subunit






BNIP1
BCL2 interacting protein
2.498250868
ASB13
ankyrin repeat and SOCS
−1.782205107



1


box containing 13



LPCAT4
lysophosphatidylcholine
2.495285165
ARHGEF4
Rho guanine nucleotide
−1.784072601



acyltransferase 4


exchange factor 4



PPAP2C
Description Not Found
2.485426827
H1FNT
H1 histone family member
−1.78485543






N, testis specific



IFNA12
interferon alpha
2.485426827
BLOC1S1
biogenesis of lysosomal
−1.784911393



12(Ifna12)


organelles complex 1







subunit 1



DCLK1
doublecortin like kinase 1
2.485426827
ZFYVE27
zinc finger FYVE-type
−1.7851013






containing 27



MX1
MX dynamin like GTPase
2.485426827
RHOX4B
reproductive homeobox
−1.786596362



1


4B(Rhox4b)



SMTN
smoothelin
2.485426827
OLFR1134
olfactory receptor
−1.786596362






1134(Olfr1134)



PLA2G15
phospholipase A2 group
2.48194563
CAR11
carbonic anhydrase
−1.786596362



XV


11(Car11)



OLFR192
olfactory receptor
2.472487771
LRRIQ4
leucine rich repeats and IQ
−1.786596362



192(Olfr192)


motif containing 4



ITGB5
integrin subunit beta 5
2.472487771
CASP12
caspase 12
−1.786596362






(gene/pseudogene)



RAPSN
receptor associated
2.465974465
ODF3L1
outer dense fiber of sperm
−1.786596362



protein of the synapse


tails 3 like 1



SNX3
sorting nexin 3
2.459431619
CCDC3
coiled-coil domain
−1.786596362






containing 3



FERMT2
fermitin family member 2
2.459431619
SSPN
sarcospan
−1.786596362


CCR5
C-C motif chemokine
2.444410478
KLK1
kallikrein 1
−1.786596362



receptor 5







(gene/pseudogene)






UPK1A
uroplakin 1A
2.439623138
SENP7
SUMO1/sentrin specific
−1.786897131






peptidase 7



BCL2L2
BCL2 like 2
2.43629512
CAML
calcium modulating
−1.787735284






ligand(Caml)



2610002M06RIK
Description Not Found
2.432959407
YEATS2
YEATS domain containing
−1.788627083






2



CENPN
centromere protein N
2.432959407
SERPINF2
serpin family F member 2
−1.791814071


HBEGF
heparin binding EGF like
2.43096254
KCNMB1
potassium calcium-
−1.792597191



growth factor


activated channel subfamily







M regulatory beta subunit 1



TYMS
thymidylate synthetase
2.427103287
FCHO2
FCH domain only 2
−1.792666489


MGA
MGA, MAX dimerization
2.426939834
BBS9
Bardet-Biedl syndrome 9
−1.792734984



protein






RAI14
retinoic acid induced 14
2.426264755
OLFR323
olfactory receptor
−1.794609131






323(Olfr323)



CFI
complement factor I
2.419538892
CD247
CD247 molecule
−1.796081585


PLK4
polo like kinase 4
2.419538892
HIST2H2AA1
histone cluster 2,
−1.796847743






H2aa1(Hist2h2aa1)



SLC6A9
solute carrier family 6
2.419538892
PDK1
pyruvate dehydrogenase
−1.800563818



member 9


kinase 1



TMED2
transmembrane p24
2.419538892
NRARP
NOTCH-regulated ankyrin
−1.803049246



trafficking protein 2


repeat protein



TMEM120B
transmembrane protein
2.41857423
BTBD11
BTB domain containing 11
−1.804793263



120B






TRIM36
tripartite motif containing
2.417852515
CSF2RA
colony stimulating factor 2
−1.805089518



36


receptor alpha subunit



CCDC93
coiled-coil domain
2.416164165
DEXI
Dexi homolog
−1.806998156



containing 93






SLC25A35
solute carrier family 25
2.409367225
OLFR1276
olfactory receptor
−1.807354922



member 35


1276(Olfr1276)



BNC1
basonuclin 1
2.40599236
TCSTV3
2-cell-stage, variable group,
−1.807354922






member 3(Tcstv3)



FOXL2
forkhead box L2
2.40599236
SPRR2D
small proline rich protein
−1.807354922






2D



TFPI2
tissue factor pathway
2.40599236
SEMA4G
semaphorin 4G
−1.807354922



inhibitor 2






NET1
neuroepithelial cell
2.40599236
KCNK9
potassium two pore domain
−1.807354922



transforming 1


channel subfamily K







member 9



SLCO2A1
solute carrier organic
2.40599236
SNAPC3
small nuclear RNA
−1.807385513



anion transporter family


activating complex




member 2A1


polypeptide 3



A730008H23RIK
Description Not Found
2.399275037
AXIN2
axin 2
−1.808429403


CDKN2B
cyclin dependent kinase
2.397264578
PCNXL3
Description Not Found
−1.808995133



inhibitor 2B






ZFP532
zinc finger protein
2.393138801
KLHL7
kelch like family member 7
−1.809016035



532(Zfp532)






GTSE1
G2 and S-phase expressed
2.392428431
ZFP281
zinc finger protein
−1.811556991



1


281(Zfp281)



CCDC14
coiled-coil domain
2.392317423
CHRNB2
cholinergic receptor
−1.812498225



containing 14


nicotinic beta 2 subunit



ADAT1
adenosine deaminase,
2.392317423
TBC1D15
TBC1 domain family
−1.812909044



tRNA specific 1


member 15



DGKH
diacylglycerol kinase eta
2.392317423
GALNT9
polypeptide N-
−1.813407449






acetylgalactosaminyl-







transferase 9



ZRSR1
zinc finger CCCH-type,
2.392317423
DYNC1I1
dynein cytoplasmic 1
−1.813434179



RNA binding motif and


intermediate chain 1




serine/arginine rich 1






NFE2
nuclear factor, erythroid 2
2.391529377
MYH8
myosin heavy chain 8
−1.81403224


CD63
CD63 molecule
2.387853137
CEP57
centrosomal protein 57
−1.815684972


MIB1
mindbomb E3 ubiquitin
2.38645559
LTK
leukocyte receptor tyrosine
−1.817623258



protein ligase 1


kinase



TSN
translin
2.382349023
COMMD2
COMM domain containing
−1.817623258






2



2510003E04RIK
Description Not Found
2.378511623
MEF2C
myocyte enhancer factor 2C
−1.817623258


BC043934
cDNA sequence
2.378511623
LONRF2
LON peptidase N-terminal
−1.817941412



BC043934(BC043934)


domain and ring finger 2



AHCYL1
adenosylhomocysteinase
2.366734247
PDCD6IP
programmed cell death 6
−1.820575529



like 1


interacting protein



OLFR731
olfactory receptor
2.364572432
DHX16
DEAH-box helicase 16
−1.820661084



731(Olfr731)






CDKN2A
cyclin dependent kinase
2.364572432
ZFYVE19
zinc finger FYVE-type
−1.825281028



inhibitor 2A


containing 19



SLC29A4
solute carrier family 29
2.364572432
H2-T10
histocompatibility 2, T
−1.826218639



member 4


region locus 10(H2-T10)



SLC4A10
solute carrier family 4
2.364572432
ARID1A
AT-rich interaction domain
−1.827043205



member 10


1A



CYCS
cytochrome c, somatic
2.351872866
NOD1
nucleotide binding
−1.827185706






oligomerization domain







containing 1



COL5A1
collagen type V alpha 1
2.350497247
2610318N02RIK
Description Not Found
−1.827819025


UTRN
utrophin
2.350497247
BC048644
cDNA sequence
−1.827819025






BC048644(BC048644)



AURKA
aurora kinase A
2.349678136
CDC42EP2
CDC42 effector protein 2
−1.827819025


KREMEN2
kringle containing
2.349431709
CCL25
C-C motif chemokine
−1.827819025



transmembrane protein 2


ligand 25



FGL2
fibrinogen like 2
2.346409407
TBX6
T-box 6
−1.827819025


NCAM1
neural cell adhesion
2.343407822
PLEKHG4
pleckstrin homology and
−1.827819025



molecule 1


RhoGEF domain containing







G4



ALG8
ALG8, alpha-1,3-
2.343407822
RAD18
RAD18, E3 ubiquitin
−1.830642494



glucosyltransferase


protein ligase



OLFR703
olfactory receptor
2.336283388
SLC12A9
solute carrier family 12
−1.830807586



703(Olfr703)


member 9



SLC39A10
solute carrier family 39
2.336283388
NR1D2
nuclear receptor subfamily
−1.837943242



member 10


1 group D member 2



HIST1H2AH
histone cluster 1, H2ah
2.322141712
NLK
nemo like kinase
−1.840170811


TSGA8
testis specific gene
2.321928095
TTC37
tetratricopeptide repeat
−1.840462743



A8(Tsga8)


domain 37



ELOVL2
ELOVL fatty acid
2.321928095
DLG3
discs large MAGUK
−1.841507525



elongase 2


scaffold protein 3



MLF1
myeloid leukemia factor 1
2.321928095
PCF11
PCF11 cleavage and
−1.843349827






polyadenylation factor







subunit



FZD6
frizzled class receptor 6
2.321928095
HIST1H4D
histone cluster 1, H4d
−1.846386944


PLD1
phospholipase D1
2.321928095
PEX26
peroxisomal biogenesis
−1.847440096






factor 26



IFRD2
interferon-related
2.321928095
CYP2B10
cytochrome P450, family 2,
−1.847996907



developmental regulator 2


subfamily b, polypeptide







10(Cyp2b10)



OLA1
Obg-like ATPase 1
2.321928095
GDF3
growth differentiation
−1.847996907






factor 3



ASPA
aspartoacylase
2.321928095
GPR33
G protein-coupled receptor
−1.847996907






33 (gene/pseudogene)



TGFB3
transforming growth
2.321928095
TDG
thymine DNA glycosylase
−1.847996907



factor beta 3






PKIG
protein kinase (cAMP-
2.314696526
HIPK3
homeodomain interacting
−1.847996907



dependent, catalytic)


protein kinase 3




inhibitor gamma






TNFRSF4
tumor necrosis factor
2.308832886
PAPOLA
poly(A) polymerase alpha
−1.847996907



receptor superfamily







member 4






IQCB1
IQ motif containing B1
2.307984443
MAPK4
mitogen-activated protein
−1.847996907






kinase 4



SLC16A11
solute carrier family 16
2.307662797
FRAT2
frequently rearranged in
−1.84969115



member 11


advanced T-cell lymphomas







2



1190002N15RIK
Description Not Found
2.307428525
HEXIM1
hexamethylene
−1.851035845






bisacetamide inducible 1



LCE1L
late cornified envelope
2.307428525
TATDN2
TatD DNase domain
−1.851433223



1L(Lce1l)


containing 2



RGS13
regulator of G-protein
2.307428525
KLRB1C
killer cell lectin-like
−1.854253843



signaling 13


receptor subfamily B







member 1C(Klrb1c)



FBXW8
F-box and WD repeat
2.299987517
SLC16A9
solute carrier family 16
−1.855083462



domain containing 8


member 9



SNCA
synuclein alpha
2.296457407
ACBD4
acyl-CoA binding domain
−1.855739032






containing 4



OSGIN1
oxidative stress induced
2.294491702
REXO1
RNA exonuclease 1
−1.857980995



growth inhibitor 1


homolog



BC004004
cDNA sequence
2.292781749
OLFR1442
olfactory receptor
−1.859286959



BC004004(BC004004)


1442(Olfr1442)



WNT10A
Wnt family member 10A
2.292781749
PHOSPHO1
phosphoethanolamine/
−1.859747926






phosphocholine







phosphatase



THG1L
tRNA-histidine
2.292781749
ITPKA
inositol-trisphosphate 3-
−1.859881803



guanylyltransferase 1 like


kinase A



MLH1
mutL homolog 1
2.292781749
ZFHX2
zinc finger homeobox 2
−1.860513882


RRM2
ribonucleotide reductase
2.289435485
TOR1A
torsin family 1 member A
−1.860949348



regulatory subunit M2






SHISA4
shisa family member 4
2.277984747
CDKAL1
CDK5 regulatory subunit
−1.862794137






associated protein 1 like 1



DDAH2
dimethylarginine
2.277984747
SMAD1
SMAD family member 1
−1.863462947



dimethylaminohydrolase







2






APBA1
amyloid beta precursor
2.269085766
ZC3H13
zinc finger CCCH-type
−1.863535399



protein binding family A


containing 13




member 1






MMAB
methylmalonic aciduria
2.264911693
ZSCAN20
zinc finger and SCAN
−1.863962106



(cobalamin deficiency)


domain containing 20




cblB type






DIAP1
Description Not Found
2.263034406
EPB4.1L4A
Description Not Found
−1.867896464


CAR14
carbonic anhydrase
2.263034406
ZFP280C
zinc finger protein
−1.867896464



14(Car14)


280C(Zfp280c)



C2
complement component 2
2.263034406
GM1322
predicted gene
−1.867896464






1322(Gm1322)



MAG
myelin associated
2.263034406
OLFR472
olfactory receptor
−1.867896464



glycoprotein


472(Olfr472)



KCNIP3
potassium voltage-gated
2.263034406
OLFR171
olfactory receptor
−1.867896464



channel interacting


171(Olfr171)




protein 3






CFD
complement factor D
2.263034406
OLFR1249
olfactory receptor
−1.867896464






1249(Olfr1249)



CCNE1
cyclin E1
2.262723645
PRH1
proline rich protein HaeIII
−1.867896464






subfamily 1



RYR1
ryanodine receptor 1
2.261305322
ARSI
arylsulfatase family
−1.867896464






member I



PROC
protein C, inactivator of
2.255500733
KRT7
keratin 7
−1.867896464



coagulation factors Va







and VIIIa






ZFP27
zinc finger protein
2.247927513
PCGF3
polycomb group ring finger
−1.867896464



27(Zfp27)


3



TBX1
T-box 1
2.247927513
PCTP
phosphatidylcholine
−1.867896464






transfer protein



DHRS13
dehydrogenase/reductase
2.247927513
CALD1
caldesmon 1
−1.867896464



13






HSPG2
heparan sulfate
2.247927513
TREML2
triggering receptor
−1.867896464



proteoglycan 2


expressed on myeloid cells







like 2



FRMD8
FERM domain containing
2.24777312
RTN4RL1
reticulon 4 receptor like 1
−1.867896464



8






MIOX
myo-inositol oxygenase
2.240579987
PARVA
parvin alpha
−1.868479018


LYRM1
LYR motif containing 1
2.232660757
NPCD
neuronal pentraxin chromo
−1.871902039






domain(Npcd)



STAP1
signal transducing adaptor
2.232660757
RFXANK
regulatory factor X
−1.87206109



family member 1


associated ankyrin







containing protein



NAT2
N-acetyltransferase 2
2.232660757
MAP3K14
mitogen-activated protein
−1.872291304






kinase kinase kinase 14



SRGAP3
SLIT-ROBO Rho GTPase
2.232660757
KLHL9
kelch like family member 9
−1.874528943



activating protein 3






NXT2
nuclear transport factor 2
2.232660757
SESN1
sestrin 1
−1.875260951



like export factor 2






RCOR1
REST corepressor 1
2.232660757
ADAMTS7
ADAM metallopeptidase
−1.879404807






with thrombospondin type 1







motif 7



SRR
serine racemase
2.230836503
SNAPC1
small nuclear RNA
−1.88488993






activating complex







polypeptide 1



IKBKAP
inhibitor of kappa light
2.226177109
ADAR
adenosine deaminase, RNA
−1.885299379



polypeptide gene


specific




enhancer in B-cells,







kinase complex-







associated protein






AI597479
expressed sequence
2.225819675
LCE1C
late cornified envelope 1C
−1.885626461



AI597479(AI597479)






POP1
POP1 homolog,
2.224966365
FBXO21
F-box protein 21
−1.886155099



ribonuclease P/MRP







subunit






SLC35E4
solute carrier family 35
2.217230716
2610524H06RIK
Description Not Found
−1.887525271



member E4






XAB2
XPA binding protein 2
2.217230716
1700016K19RIK
Description Not Found
−1.887525271


MREG
melanoregulin
2.2129258
ZFP715
zinc finger protein
−1.887525271






715(Zfp715)



FKBP11
FK506 binding protein 11
2.210721954
OLFR446
olfactory receptor
−1.887525271






446(Olfr446)



IGF2BP2
insulin like growth factor
2.207789851
PTK7
protein tyrosine kinase 7
−1.887525271



2 mRNA binding protein


(inactive)




2






NUP133
nucleoporin 133
2.207447199
TMEM117
transmembrane protein 117
−1.887525271


OLFR1183
olfactory receptor
2.201633861
ITIH2
inter-alpha-trypsin inhibitor
−1.887525271



1183(Olfr1183)


heavy chain 2



IL1F6
interleukin 1 family,
2.201633861
TAGLN3
transgelin 3
−1.887525271



member 6(II1f6)






OTX1
orthodenticle homeobox 1
2.201633861
IFI203
interferon activated gene
−1.887644112






203(Ifi203)



MSH3
mutS homolog 3
2.201633861
ATP1B1
ATPase Na+/K+
−1.887664186






transporting subunit beta 1



SCN4B
sodium voltage-gated
2.201633861
BLCAP
bladder cancer associated
−1.888596201



channel beta subunit 4


protein



CROCC
ciliary rootlet coiled-coil,
2.201633861
IGF1R
insulin like growth factor 1
−1.89024137



rootletin


receptor



NSUN2
NOP2/Sun RNA
2.194349986
HMG20A
high mobility group 20A
−1.890579593



methyltransferase family







member 2






GAS2L1
growth arrest specific 2
2.193771743
WDR24
WD repeat domain 24
−1.891527175



like 1






3110007F17RIK
Description Not Found
2.190740399
CDX4
caudal type homeobox 4
−1.892655439


DEFB15
defensin beta 15(Defb15)
2.185866545
CLDN18
claudin 18
−1.893449375


C1QTNF2
C1q and tumor necrosis
2.185866545
IL4RA
interleukin 4 receptor,
−1.895369594



factor related protein 2


alpha(Il4ra)



RAP1GAP
RAP1 GTPase activating
2.185866545
RETNLA
resistin like alpha(Retnla)
−1.895739477



protein






SNTB1
syntrophin beta 1
2.185866545
AA388235
expressed sequence
−1.895739477






AA388235(AA388235)



FAH
fumarylacetoacetate
2.182925576
ZC3H6
zinc finger CCCH-type
−1.896127489



hydrolase


containing 6



AVPI1
arginine vasopressin
2.174393775
D930015E06RIK
RIKEN cDNA
−1.899656973



induced 1


D930015E06







gene(D930015E06Rik)



RPA2
replication protein A2
2.172751912
NPFFR2
neuropeptide FF receptor 2
−1.902073579


BRCA2
BRCA2, DNA repair
2.168732488
IRAK1
interleukin 1 receptor
−1.90243374



associated


associated kinase 1



RBM47
RNA binding motif
2.165911939
CWF19L2
CWF19-like 2, cell cycle
−1.903704505



protein 47


control (S. pombe)



MSL3L2
male-specific lethal 3-like
2.159061455
STK40
serine/threonine kinase 40
−1.903964448



2 (Drosophila)(Ms1312)






TNFRSF9
tumor necrosis factor
2.156071704
MARS2
methionyl-tRNA synthetase
−1.904571951



receptor superfamily


2, mitochondrial




member 9






TRF
transferrin(Trf)
2.154588207
RAB5A
RAB5A, member RAS
−1.906350687






oncogene family



ZDHHC15
zinc finger DHHC-type
2.154372546
OLFR1037
olfactory receptor
−1.906890596



containing 15


1037(Olfr1037)



IGJ
Description Not Found
2.153805336
ARHGAP22
Rho GTPase activating
−1.906890596






protein 22



FBXO27
F-box protein 27
2.153805336
DENND1B
DENN domain containing
−1.906890596






1B



ZDHHC24
zinc finger DHHC-type
2.153805336
EAPP
E2F associated
−1.906890596



containing 24


phosphoprotein



SPCS2
signal peptidase complex
2.153805336
ANKRD13D
ankyrin repeat domain 13D
−1.906890596



subunit 2






UCN3
urocortin 3
2.153805336
EFCAB2
EF-hand calcium binding
−1.906890596






domain 2



SLC35A1
solute carrier family 35
2.153805336
HOXC9
homeobox C9
−1.906890596



member A1






PODXL
podocalyxin like
2.153805336
SENP6
SUMO1/sentrin specific
−1.907956932






peptidase 6



FAM154B
Description Not Found
2.153792145
SIDT1
SID1 transmembrane
−1.908286674






family member 1



NRP1
neuropilin 1
2.147470553
2310057J18RIK
Description Not Found
−1.916476644


ERGIC1
endoplasmic reticulum-
2.147104727
SPRYD4
SPRY domain containing 4
−1.916476644



golgi intermediate







compartment 1






RNF26
ring finger protein 26
2.146810011
LY6D
lymphocyte antigen 6
−1.916476644






complex, locus D



LCN3
lipocalin 3(Lcn3)
2.137503524
PPARGC1B
PPARG coactivator 1 beta
−1.917291956


FMO1
flavin containing
2.137503524
SH3TC1
SH3 domain and
−1.917906346



monooxygenase 1


tetratricopeptide repeats 1



RAB20
RAB20, member RAS
2.137503524
FOXO1
forkhead box O1
−1.920209106



oncogene family






KATNAL1
katanin catalytic subunit
2.137503524
DHX40
DEAH-box helicase 40
−1.920623917



A1 like 1






GPR107
G protein-coupled
2.136424717
RECQL5
RecQ like helicase 5
−1.920664575



receptor 107






MELK
maternal embryonic
2.133399125
RBM15
RNA binding motif protein
−1.922616041



leucine zipper kinase


15



KCTD9
potassium channel
2.13207329
EGLN2
egl-9 family hypoxia
−1.924079933



tetramerization domain


inducible factor 2




containing 9






PBK
PDZ binding kinase
2.130417144
GPR112
Description Not Found
−1.925999419


ENPP5
ectonucleotide
2.124112676
OLFR829
olfactory receptor
−1.925999419



pyrophosphatase/


829(Olfr829)




phosphodiesterase 5







(putative)






ZDHHC16
zinc finger DHHC-type
2.12361008
OLFR684
olfactory receptor
−1.925999419



containing 16


684(Olfr684)



OLFR1346
olfactory receptor
2.121015401
RETN
resistin
−1.925999419



1346(Olfr1346)






MILL1
MHC I like leukocyte
2.121015401
ST6GALNAC2
ST6 N-
−1.925999419



1(Mill1)


acetylgalactosaminide







alpha-2,6-sialyltransferase 2



RHCG
Rh family C glycoprotein
2.121015401
FES
FES proto-oncogene,
−1.925999419






tyrosine kinase



CLDN1
claudin 1
2.121015401
KIF13A
kinesin family member 13A
−1.925999419


LHX3
LIM homeobox 3
2.121015401
TRPT1
tRNA phosphotransferase 1
−1.926457816


TUBB2A
tubulin beta 2A class IIa
2.121015401
PLCB2
phospholipase C beta 2
−1.927343833


GSG2
germ cell associated 2,
2.119412265
NADSYN1
NAD synthetase 1
−1.929674394



haspin






HYAL2
hyaluronoglucosaminidase
2.107345942
4833420G17RIK
Description Not Found
−1.93060469



2






1700003F12RIK
Description Not Found
2.10433666
P2RY10
purinergic receptor P2Y10
−1.930737338


RUSC2
RUN and SH3 domain
2.10433666
PPAPDC3
Description Not Found
−1.935459748



containing 2






LRRIQ3
leucine rich repeats and
2.10433666
DIP2B
disco interacting protein 2
−1.935459748



IQ motif containing 3


homolog B



CHSY1
chondroitin sulfate
2.10433666
RHAG
Rh-associated glycoprotein
−1.935459748



synthase 1






DUSP23
dual specificity
2.10433666
EMID1
EMI domain containing 1
−1.935459748



phosphatase 23






RRAGB
Ras related GTP binding
2.10433666
RNF4
ring finger protein 4
−1.938834579



B






KCNAB3
potassium voltage-gated
2.10433666
UBL5
ubiquitin like 5
−1.938952478



channel subfamily A







regulatory beta subunit 3






GRPEL2
GrpE like 2,
2.103129681
PROSC
proline synthetase
−1.94016675



mitochondrial


cotranscribed homolog







(bacterial)



TRAF2
TNF receptor associated
2.102029095
FZD5
frizzled class receptor 5
−1.942503137



factor 2






COQ7
coenzyme Q7,
2.100205246
UBE2D1
ubiquitin conjugating
−1.942775467



hydroxylase


enzyme E2 D1



TMEM126B
transmembrane protein
2.099187297
KLRA7
killer cell lectin-like
−1.943510757



126B


receptor, subfamily A,







member 7(Klra7)



SGPL1
sphingosine-1-phosphate
2.097112667
TMEM63C
transmembrane protein 63C
−1.94425562



lyase 1






CAPN2
calpain 2
2.096447979
2810006K23RIK
Description Not Found
−1.944858446


CHEK2
checkpoint kinase 2
2.088457439
OLFR672
olfactory receptor
−1.944858446






672(Olfr672)



GLRP1
glutamine repeat protein
2.087462841
OLFR1347
olfactory receptor
−1.944858446



1(Glrp1)


1347(Olfr1347)



RTN4R
reticulon 4 receptor
2.087462841
MTTP
microsomal triglyceride
−1.944858446






transfer protein



TRIM37
tripartite motif containing
2.087462841
MSX1
msh homeobox 1
−1.944858446



37






NUCB2
nucleobindin 2
2.087462841
BSND
barttin CLCNK type
−1.944858446






accessory beta subunit



UBE2T
ubiquitin conjugating
2.073616696
MARK1
microtubule affinity
−1.944858446



enzyme E2 T


regulating kinase 1



CREB3L3
CAMP responsive element
2.070389328
CHRNB1
cholinergic receptor
−1.944858446



binding protein 3 like 3


nicotinic beta 1 subunit



CHRM4
cholinergic receptor
2.070389328
CRYL1
crystallin lambda 1
−1.946419425



muscarinic 4






SLC16A13
solute carrier family 16
2.070389328
TEC
tec protein tyrosine kinase
−1.947330641



member 13






OLFML2B
olfactomedin like 2B
2.070389328
XKR6
XK related 6
−1.95031589


CSNK1G1
casein kinase 1 gamma 1
2.070389328
ARC
activity-regulated
−1.953636949






cytoskeleton-associated







protein



S100A14
S100 calcium binding
2.070389328
WFDC10
WAP four-disulfide core
−1.95419631



protein A14


domain 10(Wfdc10)



SMYD4
SET and MYND domain
2.070389328
OLFR866
olfactory receptor
−1.959768144



containing 4


866(Olfr866)



CH25H
cholesterol 25-
2.070389328
WIPI2
WD repeat domain,
−1.960171668



hydroxylase


phosphoinositide interacting







2



TEX2
testis expressed 2
2.067875748
OLFR948
olfactory receptor
−1.963474124






948(Olfr948)



SYN1
synapsin I
2.063429187
CRTAM
cytotoxic and regulatory T-
−1.963474124






cell molecule



CYP3A13
cytochrome P450, family
2.060581758
CCDC116
coiled-coil domain
−1.963474124



3, subfamily a,


containing 116




polypeptide 13(Cyp3a13)






CBX8
chromobox 8
2.060297534
ALAS2
5′-aminolevulinate synthase
−1.963474124






2



TOR2A
torsin family 2 member A
2.056535553
SDC4
syndecan 4
−1.963474124


E230025N22RIK
Riken cDNA
2.053111336
LENG1
leukocyte receptor cluster
−1.963474124



E230025N22


member 1




gene(E230025N22Rik)






OLFR963
olfactory receptor
2.053111336
TRIM65
tripartite motif containing
−1.963474124



963(Olfr963)


65



OLFR694
olfactory receptor
2.053111336
ADRA2B
adrenoceptor alpha 2B
−1.963474124



694(Olfr694)






AKR1B8
aldo-keto reductase
2.053111336
CPSF4
cleavage and
−1.964016356



family 1, member


polyadenylation specific




B8(Akr1b8)


factor 4



UGDH
UDP-glucose 6-
2.053111336
LRCH1
leucine rich repeats and
−1.966068313



dehydrogenase


calponin homology domain







containing 1



CLPB
ClpB homolog,
2.053111336
CPXM1
carboxypeptidase X (M14
−1.96782195



mitochondrial AAA


family), member 1




ATPase chaperonin






KLHDC9
kelch domain containing
2.053111336
PARP6
poly(ADP-ribose)
−1.968362498



9


polymerase family member







6



MCPH1
microcephalin 1
2.051211057
GTF3C2
general transcription factor
−1.975687807






IIIC subunit 2



IL2RA
interleukin 2 receptor
2.049225103
NEDD4L
neural precursor cell
−1.978518523



subunit alpha


expressed, developmentally







down-regulated 4-like, E3







ubiquitin protein ligase



CAR9
carbonic anhydrase
2.044394119
DICER1
dicer 1, ribonuclease III
−1.97959126



9(Car9)






USP10
ubiquitin specific
2.044394119
GBA2
glucosylceramidase beta 2
−1.980387638



peptidase 10






FASTKD2
FAST kinase domains 2
2.044394119
OLFR1269
olfactory receptor
−1.981852653






1269(Olfr1269)



STRA13
stimulated by retinoic
2.044394119
EAR10
eosinophil-associated,
−1.981852653



acid 13


ribonuclease A family,







member 10(Ear10)



HIST1H2AD
histone cluster 1, H2ad
2.044111161
ADAM5
ADAM metallopeptidase
−1.981852653






domain 5 (pseudogene)



PLA1A
phospholipase A1
2.037157781
MED1
mediator complex subunit 1
−1.981852653



member A






MCM3
minichromosome
2.036462274
FGFRL1
fibroblast growth factor
−1.981852653



maintenance complex


receptor-like 1




component 3






PIF1
PIF1 5′-to-3′ DNA
2.036094966
EXTL1
exostosin like
−1.981852653



helicase


glycosyltransferase 1



GALR1
galanin receptor 1
2.03562391
ZFHX3
zinc finger homeobox 3
−1.981852653


DLD
dihydrolipoamide
2.03562391
FBXO30
F-box protein 30
−1.981852653



dehydrogenase






GGCX
gamma-glutamyl
2.03562391
RNF112
ring finger protein 112
−1.984681148



carboxylase






CEP68
centrosomal protein 68
2.03562391
PARP3
poly(ADP-ribose)
−1.98599548






polymerase family member







3



MMP11
matrix metallopeptidase
2.03562391
AIRE
autoimmune regulator
−1.986410935



11






STMN1
stathmin 1
2.033316653
CYB561D1
cytochrome b561 family
−1.987107951






member D1



SLCO4A1
solute carrier organic
2.03217627
TRAPPC5
trafficking protein particle
−1.987269174



anion transporter family


complex 5




member 4A1






TIAL1
TIA1 cytotoxic granule-
2.02888965
RFTN2
raftlin family member 2
−1.98749308



associated RNA binding







protein-like 1






0610009B22RIK
Description Not Found
2.017921908
FRAT1
frequently rearranged in
−1.999894159






advanced T-cell lymphomas







1



GM1673
predicted gene
2.017921908
DMC1
DNA meiotic recombinase
−2



1673(Gm1673)


1



CCL26
C-C motif chemokine
2.017921908
RIPK4
receptor interacting
−2



ligand 26


serine/threonine kinase 4



ZWILCH
zwilch kinetochore
2.017921908
PVR
poliovirus receptor
−2



protein






GABRA1
gamma-aminobutyric acid
2.017921908
LPIN2
lipin 2
−2



type A receptor alpha1







subunit






ACP2
acid phosphatase 2,
2.017143376
THAP2
THAP domain containing 2
−2



lysosomal






FAM131A
family with sequence
2.013219985
SHE
Src homology 2 domain
−2



similarity 131 member A


containing E



PXMP4
peroxisomal membrane
2.012497517
ARHGAP25
Rho GTPase activating
−2.005618551



protein 4


protein 25



CDC6
cell division cycle 6
2.011166077
CSF1R
colony stimulating factor 1
−2.006350699






receptor



AXL
AXL receptor tyrosine
2.008131619
ZFP1
ZFP1 zinc finger protein
−2.007904843



kinase






RBBP7
RB binding protein 7,
2.006746832
SFN
stratifin
−2.008988783



chromatin remodeling







factor






PABPC4
poly(A) binding protein
2.005260152
COL17A1
collagen type XVII alpha 1
−2.010386372



cytoplasmic 4






HIST1H2AK
histone cluster 1, H2ak
2.003307679
XKRX
XK related, X-linked
−2.0105696


MTFMT
mitochondrial methionyl-
2.001754595
BRD8
bromodomain containing 8
−2.01346226



tRNA formyltransferase






ZFP449
zinc finger protein
2
ZFP213
zinc finger protein
−2.013532276



449(Zfp449)


213(Zfp213)



D930020B18RIK
RIKEN cDNA
2
ZFY2
zinc finger protein 2, Y-
−2.015657249



D930020B18


linked(Zfy2)




gene(D930020B18Rik)






LCE1D
late cornified envelope
2
MAP3K3
mitogen-activated protein
−2.01612652



1D


kinase kinase kinase 3



UCN
urocortin
2
ZFP445
zinc finger protein
−2.017921908






445(Zfp445)



SYT4
synaptotagmin 4
2
MTAP7D3
MAP7 domain containing
−2.017921908






3(Mtap7d3)



GPR132
G protein-coupled
2
TMPRSS11A
transmembrane protease,
−2.017921908



receptor 132


serine 11A



SDHD
succinate dehydrogenase
2
OLFM2
olfactomedin 2
−2.017921908



complex subunit D






PANK3
pantothenate kinase 3
2
GRM4
glutamate metabotropic
−2.017921908






receptor 4



SBSN
suprabasin
1.99095486
ONECUT2
one cut homeobox 2
−2.017921908


WDR59
WD repeat domain 59
1.989976974
HNRNPH3
heterogeneous nuclear
−2.017921908






ribonucleoprotein H3



MTMR9
myotubularin related
1.987844644
ZMYM5
zinc finger MYM-type
−2.020204421



protein 9


containing 5



IL15RA
interleukin 15 receptor
1.985628881
RAPGEF6
Rap guanine nucleotide
−2.020953989



subunit alpha


exchange factor 6



RHBDF2
rhomboid 5 homolog 2
1.984681148
CD34
CD34 molecule
−2.026714044


NHLRC2
NHL repeat containing 2
1.98375117
ACVR2B
activin A receptor type 2B
−2.026714044


NMRAL1
NmrA-like family domain
1.983370163
RILP
Rab interacting lysosomal
−2.026800059



containing 1


protein



OLFR120
olfactory receptor
1.981852653
EMR1
Description Not Found
−2.031218731



120(Olfr120)






OLFR1051
olfactory receptor
1.981852653
DNAJA2
DnaJ heat shock protein
−2.031291874



1051(Olfr1051)


family (Hsp40) member A2



PCDHGA9
protocadherin gamma
1.981852653
SEMA4B
semaphorin 4B
−2.031985281



subfamily A, 9






FST
follistatin
1.981852653
1700015E13RIK
Description Not Found
−2.03562391


RECQL4
RecQ like helicase 4
1.976611605
RHOX1
reproductive homeobox
−2.03562391






1(Rhox1)



NFKBIL1
NFKB inhibitor like 1
1.970969489
TCP11
t-complex 11
−2.03562391


TUBD1
tubulin delta 1
1.964367355
FBXW11
F-box and WD repeat
−2.03562391






domain containing 11



FSD1
fibronectin type III and
1.963474124
ALX1
ALX homeobox 1
−2.03562391



SPRY domain containing







1






GDF5
growth differentiation
1.963474124
BST1
bone marrow stromal cell
−2.03562391



factor 5


antigen 1



TREML4
triggering receptor
1.963474124
GPR83
G protein-coupled receptor
−2.03562391



expressed on myeloid


83




cells like 4






SORD
sorbitol dehydrogenase
1.963474124
RECK
reversion inducing cysteine
−2.036112118






rich protein with kazal







motifs



HEBP1
heme binding protein 1
1.963474124
ABHD14B
abhydrolase domain
−2.040460993






containing 14B



KDELR2
KDEL endoplasmic
1.96155465
GPRC6A
G protein-coupled receptor
−2.042122888



reticulum protein


class C group 6 member A




retention receptor 2






TRPV4
transient receptor
1.958842675
GRAMD3
GRAM domain containing
−2.042296131



potential cation channel


3




subfamily V member 4






ABHD5
abhydrolase domain
1.957389419
IMPACT
impact RWD domain
−2.042436285



containing 5


protein



YOD1
YOD1 deubiquitinase
1.95419631
TOP1
topoisomerase (DNA) I
−2.044394119


MAGOHB
mago homolog B, exon
1.952932368
NACC2
NACC family member 2
−2.044394119



junction complex core







component






TSPAN2
tetraspanin 2
1.95176103
PKNOX1
PBX/knotted 1 homeobox 1
−2.045797958


LDB3
LIM domain binding 3
1.94850842
TMEM79
transmembrane protein 79
−2.046628729


1700067P10RIK
Description Not Found
1.944858446
MYCBP2
MYC binding protein 2, E3
−2.047368853






ubiquitin protein ligase



9530091C08RIK
Description Not Found
1.944858446
MAS1
MAS1 proto-oncogene, G
−2.048055651






protein-coupled receptor



RHOJ
ras homolog family
1.944858446
GEMIN6
gem nuclear organelle
−2.053111336



member J


associated protein 6



SFRP1
secreted frizzled related
1.944858446
TMEM100
transmembrane protein 100
−2.053111336



protein 1






XPNPEP2
X-prolyl aminopeptidase
1.944858446
FOXI1
forkhead box I1
−2.053111336



(aminopeptidase P) 2,







membrane-bound






RNASE4
ribonuclease A family
1.935459748
OPLAH
5-oxoprolinase (ATP-
−2.053111336



member 4


hydrolysing)



NAPSA
napsin A aspartic
1.931586931
BC094916
Description Not Found
−2.058337935



peptidase






TIMM22
translocase of inner
1.931202999
GZMM
granzyme M
−2.061193332



mitochondrial membrane







22 homolog (yeast)






MTCH2
mitochondrial carrier 2
1.929774464
RCOR2
REST corepressor 2
−2.06280495


ADCK4
aarF domain containing
1.927921426
NR2E1
nuclear receptor subfamily
−2.06366268



kinase 4


2 group E member 1



PDSS1
prenyl (decaprenyl)
1.926245513
NT5DC1
5′-nucleotidase domain
−2.065994119



diphosphate synthase,


containing 1




subunit 1






ZFP94
zinc finger protein
1.925999419
SCN8A
sodium voltage-gated
−2.06750099



94(Zfp94)


channel alpha subunit 8



FABP9
fatty acid binding protein
1.925999419
CBX7
chromobox 7
−2.06750099



9






RNF170
ring finger protein 170
1.925999419
FHAD1
forkhead associated
−2.068114527






phosphopeptide binding







domain 1



TLR3
toll like receptor 3
1.925999419
KCNQ3
potassium voltage-gated
−2.068885643






channel subfamily Q







member 3



LIPH
lipase H
1.925999419
BC025920
zinc finger protein
−2.070389328






pseudogene(BC025920)



PLEKHA7
pleckstrin homology
1.925999419
FCGR1
Fc receptor, IgG, high
−2.070389328



domain containing A7


affinity I(Fcgr1)



LXN
latexin
1.9244606
SYN3
synapsin III
−2.070389328


PPCS
phosphopantothenoylcyst
1.92294738
KLHL5
kelch like family member 5
−2.070389328



eine synthetase






BTRC
beta-transducin repeat
1.92065845
EDA2R
ectodysplasin A2 receptor
−2.070389328



containing E3 ubiquitin







protein ligase






APIP
APAF1 interacting
1.920326443
STK38
serine/threonine kinase 38
−2.070389328



protein






ANK1
ankyrin 1
1.916476644
CDKN2D
cyclin dependent kinase
−2.072205467






inhibitor 2D



TOMM70A
translocase of outer
1.913107017
IL6ST
interleukin 6 signal
−2.072660321



mitochondrial membrane


transducer




70 homolog A







(yeast)(Tomm70a)






ABCB1B
ATP-binding cassette,
1.908033945
OLFR427
olfactory receptor
−2.074318985



sub-family B


427(Olfr427)




(MDR/TAP), member







1B(Abcb1b)






ACN9
Description Not Found
1.906890596
BAIAP2
BAIl associated protein 2
−2.078951341


DLX1AS
distal-less homeobox 1,
1.906890596
TIMP2
TIMP metallopeptidase
−2.079805224



antisense(Dlx1as)


inhibitor 2



MRGPRD
MAS related GPR family
1.906890596
CDCP1
CUB domain containing
−2.083991945



member D


protein 1



WDHD1
WD repeat and HMG-box
1.906890596
RGS14
regulator of G-protein
−2.084198537



DNA binding protein 1


signaling 14



USP46
ubiquitin specific
1.906890596
VASP
vasodilator-stimulated
−2.086359868



peptidase 46


phosphoprotein



PKN3
protein kinase N3
1.906890596
ZFP318
zinc finger protein
−2.087462841






318(Zfp318)



OSCAR
osteoclast associated,
1.906890596
PSG25
pregnancy-specific
−2.087462841



immunoglobulin-like


glycoprotein 25(Psg25)




receptor






CDK2
cyclin dependent kinase 2
1.906746727
PDZD8
PDZ domain containing 8
−2.087462841


TRIM62
tripartite motif containing
1.905520967
DET1
de-etiolated homolog 1
−2.087462841



62


(Arabidopsis)



SQLE
squalene epoxidase
1.903767694
CHST3
carbohydrate
−2.087462841






sulfotransferase 3



MCM10
minichromosome
1.89598378
EHHADH
enoyl-CoA, hydratase/3-
−2.087462841



maintenance 10


hydroxyacyl CoA




replication initiation


dehydrogenase




factor






CCDC90B
coiled-coil domain
1.894803124
FCGRT
Fc fragment of IgG receptor
−2.090735607



containing 90B


and transporter



SPATS1
spermatogenesis
1.892848083
CFP
complement factor
−2.09437407



associated serine rich 1


properdin



GPNMB
glycoprotein nmb
1.891427809
SOCS6
suppressor of cytokine
−2.094638136






signaling 6



MST1
macrophage stimulating 1
1.88993148
SYT11
synaptotagmin 11
−2.09592442


LTB4R1
leukotriene B4 receptor
1.887644112
MBTPS2
membrane bound
−2.09592442



1(Ltb4r1)


transcription factor







peptidase, site 2



DNAJC5B
DnaJ heat shock protein
1.887525271
MEFV
Mediterranean fever
−2.097059135



family (Hsp40) member







C5 beta






PCDHGC4
protocadherin gamma
1.887525271
SRPK2
SRSF protein kinase 2
−2.10044313



subfamily C, 4






HMX2
H6 family homeobox 2
1.887525271
DUSP16
dual specificity phosphatase
−2.102740277






16



NDUFAB1
NADH:ubiquinone
1.887525271
SLC6A7
solute carrier family 6
−2.103129681



oxidoreductase subunit


member 7




AB1






MGP
matrix Gla protein
1.887525271
HBB-B1
hemoglobin, beta adult
−2.10433666






major chain(Hbb-b1)



ZKSCAN2
zinc finger with KRAB
1.887525271
TNPO3
transportin 3
−2.10433666



and SCAN domains 2






CCDC51
coiled-coil domain
1.887525271
CSNK2B
casein kinase 2 beta
−2.10433666



containing 51






CTSK
cathepsin K
1.887525271
BCAS1
breast carcinoma amplified
−2.10433666






sequence 1



PRDM9
PR domain 9
1.887525271
INO80
INO80 complex subunit
−2.10433666


C8A
complement component 8
1.887525271
MPG
N-methylpurine DNA
−2.10433666



alpha subunit


glycosylase



NEUROG1
neurogenin 1
1.887082413
FOXP1
forkhead box P1
−2.107557734


NUSAP1
nucleolar and spindle
1.886951242
USP21
ubiquitin specific peptidase
−2.107658353



associated protein 1


21



LZIC
leucine zipper and
1.877899051
LIMS1
LIM zinc finger domain
−2.112700133



CTNNBIP1 domain


containing 1




containing






ZFP609
zinc finger protein
1.87774425
FXYD1
FXYD domain containing
−2.112700133



609(Zfp609)


ion transport regulator 1



GPR87
G protein-coupled
1.87774425
POU3F1
POU class 3 homeobox 1
−2.113574207



receptor 87






GMPPB
GDP-mannose
1.871523637
OLFR591
olfactory receptor
−2.114494844



pyrophosphorylase B


591(Olfr591)



TMEM115
transmembrane protein
1.870364796
GRAMD4
GRAM domain containing
−2.114673101



115


4



DSN1
DSN1 homolog, MIS12
1.868479018
BCL2
BCL2, apoptosis regulator
−2.115878669



kinetochore complex







component






A530099J19RIK
Description Not Found
1.867896464
PELI3
pellino E3 ubiquitin protein
−2.118915146






ligase family member 3



1700007K09RIK
Description Not Found
1.867896464
PPP1CB
protein phosphatase 1
−2.119236221






catalytic subunit beta



1810043G02RIK
Description Not Found
1.867896464
TFF2
trefoil factor 2
−2.121015401


UCHL1
ubiquitin C-terminal
1.867896464
GCA
grancalcin
−2.121015401



hydrolase L1






PTCH2
patched 2
1.867896464
LYL1
LYL1, basic helix-loop-
−2.121015401






helix family member



APBB3
amyloid beta precursor
1.867896464
ATG4B
autophagy related 4B
−2.121015401



protein binding family B


cysteine peptidase




member 3






PTER
phosphotriesterase related
1.867896464
CCDC102A
coiled-coil domain
−2.121015401






containing 102A



PRKCE
protein kinase C epsilon
1.867896464
ATP2A1
ATPase
−2.121015401






sarcoplasmic/endoplasmic







reticulum Ca2+ transporting







1



PLEKHM3
pleckstrin homology
1.867896464
TERF2
telomeric repeat binding
−2.123585568



domain containing M3


factor 2



HIST1H4C
histone cluster 1, H4c
1.867896464
LCN5
lipocalin 5(Lcn5)
−2.124432612


PLS3
plastin 3
1.867896464
TM6SF1
transmembrane 6
−2.124533495






superfamily member 1



DUSP4
dual specificity
1.867686654
SSBP2
single stranded DNA
−2.129283017



phosphatase 4


binding protein 2



SCLY
selenocysteine lyase
1.862802277
KRTAP6-2
keratin associated protein 6-
−2.137503524






2



RPRD1A
regulation of nuclear pre-
1.861777838
CRHBP
corticotropin releasing
−2.137503524



mRNA domain


hormone binding protein




containing 1A






CCRL2
C-C motif chemokine
1.86175579
TOPBP1
topoisomerase (DNA) II
−2.137503524



receptor like 2


binding protein 1



CCT7
chaperonin containing
1.861636037
SLC35A3
solute carrier family 35
−2.137503524



TCP1 subunit 7


member A3



ZFP217
zinc finger protein
1.861097096
CACNB4
calcium voltage-gated
−2.137503524



217(Zfp217)


channel auxiliary subunit







beta 4



ACTN4
actinin alpha 4
1.859689938
TASP1
taspase 1
−2.137503524


KCNA3
potassium voltage-gated
1.859135363
HMBOX1
homeobox containing 1
−2.145313833



channel subfamily A







member 3






CUL7
cullin 7
1.858597911
ZFP62
ZFP62 zinc finger protein
−2.145677455


LRRC59
leucine rich repeat
1.857543219
PCDHB4
protocadherin beta 4
−2.148666128



containing 59






PHTF2
putative homeodomain
1.855602651
SLC35F3
solute carrier family 35
−2.15120644



transcription factor 2


member F3



KDELC1
KDEL motif containing 1
1.852556218
AW549877
expressed sequence
−2.151324826






AW549877(AW549877)



SEC24D
SEC24 homolog D,
1.8483841
GIMAP9
GTPase, IMAP family
−2.152400921



COPII coat complex


member 9(Gimap9)




component






OLFR222
olfactory receptor
1.847996907
ZFP329
zinc finger protein
−2.153805336



222(Olfr222)


329(Zfp329)



OLFR118
olfactory receptor
1.847996907
KRT74
keratin 74
−2.153805336



118(Olfr118)






CASKIN2
CASK interacting protein
1.847996907
REG3A
regenerating family
−2.153805336



2


member 3 alpha



TPK1
thiamin
1.847996907
RAB4A
RAB4A, member RAS
−2.154308231



pyrophosphokinase 1


oncogene family



NOL3
nucleolar protein 3
1.847996907
CECR5
cat eye syndrome
−2.155682653






chromosome region,







candidate 5



UBA6
ubiquitin like modifier
1.847388943
ESM1
endothelial cell specific
−2.157156463



activating enzyme 6


molecule 1



RAVER1
ribonucleoprotein, PTB
1.846151947
HS6ST1
heparan sulfate 6-O-
−2.164820712



binding 1


sulfotransferase 1



NAT10
N-acetyltransferase 10
1.843300131
DDB2
damage specific DNA
−2.168338824






binding protein 2



HIST1H3H
histone cluster 1, H3h
1.842055889
5430435G22RIK
Description Not Found
−2.169925001


SNX8
sorting nexin 8
1.840985134
ALOX12B
arachidonate 12-
−2.169925001






lipoxygenase, 12R type



POLR3K
polymerase (RNA) III
1.839538616
SLC34A3
solute carrier family 34
−2.169925001



subunit K


member 3



WDR55
WD repeat domain 55
1.835957408
TNS4
tensin 4
−2.169925001


WDR93
WD repeat domain 93
1.830541464
CANX
calnexin
−2.169925001


PLSCR1
phospholipid scramblase
1.828635636
BET1
Bet1 golgi vesicular
−2.169925001



1


membrane trafficking







protein



ARL6
ADP ribosylation factor
1.827819025
BEST2
bestrophin 2
−2.169925001



like GTPase 6






NOL9
nucleolar protein 9
1.827819025
USP28
ubiquitin specific peptidase
−2.172998154






28



PNKD
paroxysmal
1.827819025
PDE4B
phosphodiesterase 4B
−2.173614018



nonkinesigenic dyskinesia






TMEM139
transmembrane protein
1.827819025
CNOT4
CCR4-NOT transcription
−2.177917792



139


complex subunit 4



ASPH
aspartate beta-
1.827819025
NECAP1
NECAP endocytosis
−2.178043245



hydroxylase


associated 1



LZTFL1
leucine zipper
1.827819025
JUN
Jun proto-oncogene, AP-1
−2.178565309



transcription factor like 1


transcription factor subunit



RHEBL1
Ras homolog enriched in
1.827819025
SLC10A7
solute carrier family 10
−2.17990909



brain like 1


member 7



CHCHD5
coiled-coil-helix-coiled-
1.82552849
IL17A
interleukin 17A
−2.181702586



coil-helix domain







containing 5






GPD2
glycerol-3-phosphate
1.824148697
ERICH1
glutamate rich 1
−2.182286216



dehydrogenase 2






STK39
serine/threonine kinase 39
1.823608879
HN1L
hematological and
−2.185866545






neurological expressed 1-







like



MAGED2
MAGE family member
1.820863253
SLFNL1
schlafen like 1
−2.185866545



D2






TBC1D9B
TBC1 domain family
1.813219568
MYOD1
myogenic differentiation 1
−2.185866545



member 9B






LSS
lanosterol synthase (2,3-
1.809540228
TRIM35
tripartite motif containing
−2.185866545



oxidosqualene-lanosterol


35




cyclase)






OLFR859
olfactory receptor
1.807354922
CHRNE
cholinergic receptor
−2.186397884



859(Olfr859)


nicotinic epsilon subunit



OLFR1225
olfactory receptor
1.807354922
PHF21A
PHD finger protein 21A
−2.190943197



1225(Olfr1225)






IFNA11
interferon alpha
1.807354922
HIST1H2AE
histone cluster 1, H2ae
−2.196698179



11(Ifna11)






ARG1
arginase 1
1.807354922
SATB1
SATB homeobox 1
−2.198659952


ASCL3
achaete-scute family
1.807354922
LCN8
lipocalin 8
−2.201633861



bHLH transcription factor







3






AGA
aspartylglucosaminidase
1.807354922
ABCG5
ATP binding cassette
−2.201633861






subfamily G member 5



MAP3K12
mitogen-activated protein
1.806530545
KRBA1
KRAB-A domain
−2.202959029



kinase kinase kinase 12


containing 1



COMMD10
COMM domain
1.802771724
CD274
CD274 molecule
−2.206081393



containing 10






STYX
serine/threonine/tyrosine
1.801251483
DYRK2
dual specificity tyrosine
−2.206730511



interacting protein


phosphorylation regulated







kinase 2



EPHA6
EPH receptor A6
1.797583147
ZFP292
zinc finger protein
−2.209453366






292(Zfp292)



SERPINA3F
serine (or cysteine)
1.794445043
PRX
periaxin
−2.209453366



peptidase inhibitor, clade







A, member 3F(Serpina3f)






PUS10
pseudouridylate synthase
1.791814071
SPAG1
sperm associated antigen 1
−2.209453366



10






RASL12
RAS like family 12
1.791652715
ASGR2
asialoglycoprotein receptor
−2.209784456






2



MRPL51
mitochondrial ribosomal
1.787631232
PTEN
phosphatase and tensin
−2.215013513



protein L51


homolog



OLFR1306
olfactory receptor
1.786596362
IL1A
interleukin 1 alpha
−2.217230716



1306(Olfr1306)






BCL2A1C
B cell
1.786596362
TPCN2
two pore segment channel 2
−2.217230716



leukemia/lymphoma 2







related protein







Alc(Bcl2a1c)






HOXD1
homeobox D1
1.786596362
IKBKB
inhibitor of kappa light
−2.217230716






polypeptide gene enhancer







in B-cells, kinase beta



MEMO1
mediator of cell motility 1
1.786596362
ST6GAL1
ST6 beta-galactoside alpha-
−2.218342351






2,6-sialyltransferase 1



ARCN1
archain 1
1.786596362
TMEM161A
transmembrane protein
−2.232660757






161A



NUDT10
nudix hydrolase 10
1.786596362
STK32B
serine/threonine kinase 32B
−2.232660757


SLC4A4
solute carrier family 4
1.786596362
CHST14
carbohydrate
−2.232660757



member 4


sulfotransferase 14



DHRS4
dehydrogenase/reductase
1.786596362
AQP3
aquaporin 3 (Gill blood
−2.232660757



4


group)



TOM1
target of myb1 membrane
1.786596362
RASSF3
Ras association domain
−2.233505898



trafficking protein


family member 3



TST
thiosulfate
1.786596362
OTUD7B
OTU deubiquitinase 7B
−2.242923867



sulfurtransferase






RIPK2
receptor interacting
1.784428584
AP3M2
adaptor related protein
−2.247481244



serine/threonine kinase 2


complex 3 mu 2 subunit



NAIP2
NLR family, apoptosis
1.780351745
PSMA6
proteasome subunit alpha 6
−2.247927513



inhibitory protein







2(Naip2)






OLFR133
olfactory receptor
1.77946628
PRCC
papillary renal cell
−2.247927513



133(Olfr133)


carcinoma (translocation-







associated)



NBR1
NBR1, autophagy cargo
1.776995396
ZFP688
zinc finger protein
−2.262218541



receptor


688(Zfp688)



GLIS1
GLIS family zinc finger 1
1.776512203
DOCK11
dedicator of cytokinesis 11
−2.262218541


SLC35A2
solute carrier family 35
1.776232819
PLA2G4F
phospholipase A2 group
−2.263034406



member A2


IVF



AU022252
expressed sequence
1.774559318
MYPN
myopalladin
−2.263034406



AU022252(AU022252)






OLFR64
olfactory receptor
1.773991786
FRS2
fibroblast growth factor
−2.263034406



64(Olfr64)


receptor substrate 2



PPAPDC2
Description Not Found
1.771983065
STARD6
StAR related lipid transfer
−2.263034406






domain containing 6



DIS3
DIS3 homolog, exosome
1.771375295
WSCD2
WSC domain containing 2
−2.270653766



endoribonuclease and 3′-







5′ exoribonuclease






4931440F15RIK
Description Not Found
1.770829046
TLE1
transducin like enhancer of
−2.272631746






split 1



ZFP771
zinc finger protein
1.77019569
HDHD3
haloacid dehalogenase like
−2.272966802



771(Zfp771)


hydrolase domain







containing 3



HMBS
hydroxymethylbilane
1.769676967
1700029J07RIK
Description Not Found
−2.277984747



synthase






RCC1
regulator of chromosome
1.768267605
CLEC2D
C-type lectin domain family
−2.277984747



condensation 1


2 member D



SPAG5
sperm associated antigen
1.767980257
PPM1G
protein phosphatase,
−2.277984747



5


Mg2+/Mn2+ dependent 1G



TSPAN31
tetraspanin 31
1.767626782
CDKN1B
cyclin dependent kinase
−2.280970508






inhibitor 1B



PCDHGB8
protocadherin gamma
1.765534746
OASL1
2′-5′ oligoadenylate
−2.28169825



subfamily B, 8(Pcdhgb8)


synthetase-like 1(Oasl1)



PRL2B1
prolactin family 2,
1.765534746
G0S2
G0/G1 switch 2
−2.282045463



subfamily b, member







1(Prl2b1)






OBOX5
oocyte specific homeobox
1.765534746
TMEM17
transmembrane protein 17
−2.285402219



5(Obox5)






PIK3R3
phosphoinositide-3-kinase
1.765534746
BLVRB
biliverdin reductase B
−2.290619427



regulatory subunit 3






MAP3K4
mitogen-activated protein
1.765534746
GOSR1
golgi SNAP receptor
−2.290897209



kinase kinase kinase 4


complex member 1



LRRC30
leucine rich repeat
1.765534746
ZFP26
zinc finger protein
−2.292781749



containing 30


26(Zfp26)



EN2
engrailed homeobox 2
1.765534746
CXCL2
C-X-C motif chemokine
−2.292781749






ligand 2



HOOK3
hook microtubule-
1.765534746
SNX7
sorting nexin 7
−2.292781749



tethering protein 3






MYO9A
myosin IXA
1.765534746
ZDHHC23
zinc finger DHHC-type
−2.292781749






containing 23



STX7
syntaxin 7
1.765060364
GALNT6
polypeptide N-
−2.292781749






acetylgalactosaminyl-







transferase 6



ATM
ATM serine/threonine
1.763504031
AMPD1
adenosine monophosphate
−2.297844157



kinase


deaminase 1



KCNK6
potassium two pore
1.763385753
GIMAP5
GTPase, IMAP family
−2.303246615



domain channel


member 5




subfamily K member 6






PQLC3
PQ loop repeat containing
1.759954577
ATP5F1
ATP synthase, H+
−2.305399163



3


transporting, mitochondrial







Fo complex subunit B1



KIFAP3
kinesin associated protein
1.758843168
LHFPL2
lipoma HMGIC fusion
−2.307428525



3


partner-like 2



E2F4
E2F transcription factor 4
1.757752886
KIF1B
kinesin family member 1B
−2.313231129


ETV5
ETS variant 5
1.757709335
TLE6
transducin like enhancer of
−2.321928095






split 6



GTF2E2
general transcription
1.75666387
SHF
Src homology 2 domain
−2.330691998



factor IIE subunit 2


containing F



GPR150
G protein-coupled
1.75547927
NGFR
nerve growth factor
−2.331438521



receptor 150


receptor



E130308A19RIK
RIKEN cDNA
1.754887502
KLRA4
killer cell lectin-like
−2.334485632



E130308A19


receptor, subfamily A,




gene(E130308A19Rik)


member 4(Klra4)



DPYSL4
dihydropyrimidinase like
1.754887502
ITGAE
integrin subunit alpha E
−2.335948972



4






FNBP1
formin binding protein 1
1.75468902
PQLC2
PQ loop repeat containing 2
−2.336141568


TMOD4
tropomodulin 4
1.754064107
KLRB1A
killer cell lectin-like
−2.336283388






receptor subfamily B







member 1A(Klrb1a)



ERLIN1
ER lipid raft associated 1
1.751154691
IRF9
interferon regulatory factor
−2.336308285






9



ENOPH1
enolase-phosphatase 1
1.748447442
GATA3
GATA binding protein 3
−2.338971433


RAB31
RAB31, member RAS
1.746215332
RSAD2
radical S-adenosyl
−2.33997952



oncogene family


methionine domain







containing 2



HOXA6
homeobox A6
1.745184623
RNF215
ring finger protein 215
−2.341976415


TAS2R126
taste receptor, type 2,
1.744161096
IL7R
interleukin 7 receptor
−2.343395577



member 126(Tas2r126)






AGXT2
alanine--glyoxylate
1.744161096
ACP5
acid phosphatase 5, tartrate
−2.345270806



aminotransferase 2


resistant



STK32C
serine/threonine kinase
1.744161096
STYXL1
serine/threonine/tyrosine
−2.346956889



32C


interacting-like 1



P2RY2
purinergic receptor P2Y2
1.744161096
NOXO1
NADPH oxidase organizer
−2.35030956






1



NWD1
NACHT and WD repeat
1.744161096
IGFALS
insulin like growth factor
−2.358664554



domain containing 1


binding protein acid labile







subunit



UQCRQ
ubiquinol-cytochrome c
1.744161096
STIM1
stromal interaction
−2.359335599



reductase complex III


molecule 1




subunit VII






PPP1R3A
protein phosphatase 1
1.744161096
TMEM186
transmembrane protein 186
−2.361030771



regulatory subunit 3A






GOLT1A
golgi transport 1A
1.744161096
OLFR1043
olfactory receptor
−2.364572432






1043(Olfr1043)



EZH1
enhancer of zeste 1
1.744161096
D8ERTD82E
DNA segment, Chr 8,
−2.364572432



polycomb repressive


ERATO Doi 82,




complex 2 subunit


expressed(D8Ertd82e)



MTHFD2
methylenetetrahydrofolate
1.744154314
MYOG
myogenin
−2.364572432



dehydrogenase (NADP+







dependent) 2,







methenyltetrahydrofolate







cyclohydrolase






PGRMC1
progesterone receptor
1.742545062
NCLN
nicalin
−2.364572432



membrane component 1






DNAJB12
DnaJ heat shock protein
1.741863621
MTSS1
metastasis suppressor 1
−2.364572432



family (Hsp40) member







B12






DNAJC11
DnaJ heat shock protein
1.738767837
TRMU
tRNA 5-
−2.364572432



family (Hsp40) member


methylaminomethyl-2-




C11


thiouridylate







methyltransferase



TOMM6
translocase of outer
1.738448709
EMILIN2
elastin microfibril interfacer
−2.369119767



mitochondrial membrane


2




6






RPS6KL1
ribosomal protein S6
1.738393453
MPV17L
MPV17 mitochondrial inner
−2.371558863



kinase like 1


membrane protein like



CDC73
cell division cycle 73
1.73665741
WWC2
WW and C2 domain
−2.371558863






containing 2



NDC80
NDC80, kinetochore
1.732078892
TMEM178
transmembrane protein
−2.374005585



complex component


178(Tmem178)



TACC3
transforming acidic
1.731372884
TPCN1
two pore segment channel 1
−2.375232208



coiled-coil containing







protein 3






CPSF3
cleavage and
1.727926568
LRRC45
leucine rich repeat
−2.377207351



polyadenylation specific


containing 45




factor 3






ARID3A
AT-rich interaction
1.726471722
1110059G10RIK
Description Not Found
−2.377915929



domain 3A






LLPH
LLP homolog, long-term
1.726107859
MCOLN2
mucolipin 2
−2.378511623



synaptic facilitation






PCNA
proliferating cell nuclear
1.725441599
DDX58
DEXD/H-box helicase 58
−2.378511623



antigen






GJC2
gap junction protein
1.722978517
H2-OA
histocompatibility 2, O
−2.382329516



gamma 2


region alpha locus(H2-Oa)



OLFR373
olfactory receptor
1.722466024
RARG
retinoic acid receptor
−2.388827772



373(Olfr373)


gamma



H2-T24
histocompatibility 2, T
1.722466024
SERPINB1A
serine (or cysteine)
−2.392317423



region locus 24(H2-T24)


peptidase inhibitor, clade B,







member la(Serpinb1a)



AKAP7
A-kinase anchoring
1.722466024
GHRL
ghrelin/obestatin
−2.392317423



protein 7


prepropeptide



NDUFB7
NADH:ubiquinone
1.722466024
ZMAT4
zinc finger matrin-type 4
−2.392317423



oxidoreductase subunit







B7






PRR11
proline rich 11
1.722466024
BTBD6
BTB domain containing 6
−2.392897478


TJP1
tight junction protein 1
1.722466024
KLRA16
killer cell lectin-like
−2.394534969






receptor, subfamily A,







member 16(Klra16)



S100A3
S100 calcium binding
1.722466024
EPS15L1
epidermal growth factor
−2.397012831



protein A3


receptor pathway substrate







15 like 1



KRT78
keratin 78
1.718729711
VCPIP1
valosin containing protein
−2.397303585






interacting protein 1



GMDS
GDP-mannose 4,6-
1.717904741
RRP7A
ribosomal RNA processing
−2.404992223



dehydratase


7 homolog A



PDGFB
platelet derived growth
1.714400534
IL1B
interleukin 1 beta
−2.40599236



factor subunit B






SLC36A1
solute carrier family 36
1.714297338
NAT14
N-acetyltransferase 14
−2.40599236



member 1


(putative)



RSU1
Ras suppressor protein 1
1.712647036
SLC40A1
solute carrier family 40
−2.40599236






member 1



STX12
syntaxin 12
1.711911478
RAB37
RAB37, member RAS
−2.40599236






oncogene family



SLC25A34
solute carrier family 25
1.711494907
IL 17RA
interleukin 17 receptor A
−2.40599236



member 34






AFG3L2
AFG3 like matrix AAA
1.711057
BACE1
beta-secretase 1
−2.40599236



peptidase subunit 2






RPL24
ribosomal protein L24
1.709193708
CTNS
cystinosin, lysosomal
−2.40599236






cystine transporter



UBE3C
ubiquitin protein ligase
1.708789682
IFIT3
interferon induced protein
−2.411404504



E3C


with tetratricopeptide







repeats 3



CAR12
carbonic anhydrase
1.70867626
ZFYVE21
zinc finger FYVE-type
−2.412378292



12(Car12)


containing 21



ZFP207
zinc finger protein
1.707603009
1700016D06RIK
Description Not Found
−2.419538892



207(Zfp207)






XIST
X inactive specific
1.706065607
STK25
serine/threonine kinase 25
−2.419538892



transcript (non-protein







coding)






NCAPD2
non-SMC condensin I
1.705012178
PLEKHJ1
pleckstrin homology
−2.419538892



complex subunit D2


domain containing J1



ZSWIM2
zinc finger SWIM-type
1.704802998
TGIF2
TGFB induced factor
−2.419538892



containing 2


homeobox 2



CASP1
caspase 1
1.70065942
SLC25A29
solute carrier family 25
−2.419538892






member 29



OLFR701
olfactory receptor
1.700439718
DAPL1
death associated protein like
−2.419661316



701(Olfr701)


1



CBLC
Cbl proto-oncogene C
1.700439718
P2RX4
purinergic receptor P2X 4
−2.425748008


HIST1H2AC
histone cluster 1, H2ac
1.700439718
1700001O22RIK
Description Not Found
−2.426264755


EPHA10
EPH receptor A10
1.700439718
C9
complement component 9
−2.429615964


NDUFC2
NADH:ubiquinone
1.700439718
KLF13
Kruppel like factor 13
−2.430628023



oxidoreductase subunit







C2






DLG1
discs large MAGUK
1.700439718
GADD45A
growth arrest and DNA
−2.432591239



scaffold protein 1


damage inducible alpha



SCN10A
sodium voltage-gated
1.700439718
OLFR788
olfactory receptor
−2.432959407



channel alpha subunit 10


788(Olfr788)



RGL3
ral guanine nucleotide
1.700439718
FADS6
fatty acid desaturase 6
−2.432959407



dissociation stimulator







like 3






TMCO3
transmembrane and
1.700439718
CHCHD2
coiled-coil-helix-coiled-
−2.432959407



coiled-coil domains 3


coil-helix domain







containing 2



BCL2L14
BCL2 like 14
1.700439718
MPPE1
metallophosphoesterase 1
−2.432959407


THOP1
thimet oligopeptidase 1
1.700290033
CHAC1
ChaC glutathione specific
−2.432959407






gamma-







glutamylcyclotransferase 1



MTIF3
mitochondrial
1.698305331
2310011J03RIK
Description Not Found
−2.435017448



translational initiation







factor 3






XDH
xanthine dehydrogenase
1.697717724
LRSAM1
leucine rich repeat and
−2.437473925






sterile alpha motif







containing 1



ANXA9
annexin A9
1.697184071
SIRPA
signal regulatory protein
−2.443125132






alpha



OLFR1502
olfactory receptor
1.694046727
CYP24A1
cytochrome P450 family 24
−2.44625623



1502(Olfr1502)


subfamily A member 1



HCFC2
host cell factor C2
1.693780609
NQO1
NAD(P)H quinone
−2.44625623






dehydrogenase 1



DIDO1
death inducer-obliterator
1.693596948
HRH4
histamine receptor H4
−2.44625623



1






PGAM1
phosphoglycerate mutase
1.689846917
NUDCD1
NudC domain containing 1
−2.44625623



1






RASGEFIC
RasGEF domain family
1.689299161
CCND1
cyclin D1
−2.447924527



member 1C






SLC25A42
solute carrier family 25
1.686774817
ADAM22
ADAM metallopeptidase
−2.452858965



member 42


domain 22



CPT2
carnitine
1.686364794
MDK
midkine (neurite growth-
−2.456149035



palmitoyltransferase 2


promoting factor 2)



MAD2L1
MAD2 mitotic arrest
1.686161103
STX1A
syntaxin 1A
−2.456729828



deficient-like 1 (yeast)






NQO2
NAD(P)H quinone
1.685558757
HEMK1
HemK methyltransferase
−2.459431619



dehydrogenase 2


family member 1



HIP1R
huntingtin interacting
1.685473307
B4GALT7
beta-1,4-
−2.459431619



protein 1 related


galactosyltransferase 7



ALOX12E
arachidonate
1.684373244
ASXL2
additional sex combs like 2,
−2.459431619



lipoxygenase,


transcriptional regulator




epidermal(Alox12e)






LMAN1
lectin, mannose binding 1
1.683514205
TLR7
toll like receptor 7
−2.46052038


ASB3
ankyrin repeat and SOCS
1.680142991
TDP1
tyrosyl-DNA
−2.464461869



box containing 3


phosphodiesterase 1



XKR5
XK related 5
1.679254438
1700025G04RIK
Description Not Found
−2.469303076


ZFP235
zinc finger protein
1.678071905
SLC16A6
solute carrier family 16
−2.471045434



235(Zfp235)


member 6



OLFR971
olfactory receptor
1.678071905
DOXL2
diamine oxidase-like
−2.472487771



971(Olfr971)


protein 2(Dox12)



OLFR374
olfactory receptor
1.678071905
PKD1L3
polycystin 1 like 3, transient
−2.472487771



374(Olfr374)


receptor potential channel







interacting



NOS1AP
nitric oxide synthase 1
1.678071905
ZC3H11A
zinc finger CCCH-type
−2.472487771



adaptor protein


containing 11A



GALM
galactose mutarotase
1.678071905
LY6K
lymphocyte antigen 6
−2.472487771






complex, locus K



MEGF9
multiple EGF like
1.678071905
KLF7
Kruppel like factor 7
−2.474755307



domains 9






CCDC66
coiled-coil domain
1.678071905
BTLA
B and T lymphocyte
−2.475604026



containing 66


associated



LRRC40
leucine rich repeat
1.678071905
CDON
cell adhesion associated,
−2.485426827



containing 40


oncogene regulated



RALA
RALA Ras like proto-
1.678071905
DDC
dopa decarboxylase
−2.485426827



oncogene A






YIPF4
Yip1 domain family
1.678071905
GTF2A2
general transcription factor
−2.485426827



member 4


IIA subunit 2



TAL2
T-cell acute lymphocytic
1.678071905
DTX4
deltex E3 ubiquitin ligase 4
−2.485426827



leukemia 2






LRRC8A
leucine rich repeat
1.678071905
GSTK1
glutathione S-transferase
−2.486195934



containing 8 family


kappa 1




member A






APOM
apolipoprotein M
1.678071905
OLFR213
olfactory receptor
−2.489125048






213(Olfr213)



KCNG3
potassium voltage-gated
1.678071905
PDE5A
phosphodiesterase 5A
−2.490571469



channel modifier







subfamily G member 3






CNN1
calponin 1
1.678071905
TOB1
transducer of ERBB2, 1
−2.496763907


STAC2
SH3 and cysteine rich
1.678071905
1700109H08RIK
Description Not Found
−2.498250868



domain 2






SFRP2
secreted frizzled related
1.678071905
LEFTY1
left-right determination
−2.498250868



protein 2


factor 1



SERPINB9E
serine (or cysteine)
1.670169131
SNAPC4
small nuclear RNA
−2.500878922



peptidase inhibitor, clade


activating complex




B, member 9e(Serpinb9e)


polypeptide 4



TFB1M
transcription factor B1,
1.668946692
RNF41
ring finger protein 41
−2.503551585



mitochondrial






SLC25A10
solute carrier family 25
1.668856925
KLHL34
kelch like family member
−2.504620392



member 10


34



BID
BH3 interacting domain
1.667992567
SSH2
slingshot protein
−2.505492762



death agonist


phosphatase 2



MRPS27
mitochondrial ribosomal
1.667295766
CAMK2B
calcium/calmodulin
−2.507047355



protein S27


dependent protein kinase II







beta



NEDD4
neural precursor cell
1.666756592
IRF7
interferon regulatory factor
−2.507590939



expressed,


7




developmentally down-







regulated 4, E3 ubiquitin







protein ligase






VANGL2
VANGL planar cell
1.666756592
SCML4
sex comb on midleg-like 4
−2.523118672



polarity protein 2


(Drosophila)



UBE2R2
ubiquitin conjugating
1.666641116
EPB4.1
Description Not Found
−2.523561956



enzyme E2 R2






KLHL30
kelch like family member
1.666519523
PARP12
poly(ADP-ribose)
−2.523561956



30


polymerase family member







12



FBXO36
F-box protein 36
1.665588375
CACNB3
calcium voltage-gated
−2.529877218






channel auxiliary subunit







beta 3



DCT
dopachrome tautomerase
1.664016818
NRG4
neuregulin 4
−2.53318567


CCDC120
coiled-coil domain
1.663931727
OLFR1383
olfactory receptor
−2.5360529



containing 120


1383(Olfr1383)



TMEM38B
transmembrane protein
1.663455268
PTGR1
prostaglandin reductase 1
−2.5360529



38B






ENDOD1
endonuclease domain
1.663327923
NFAM1
NFAT activating protein
−2.5360529



containing 1


with ITAM motif 1



PTPRD
protein tyrosine
1.663215776
ARL4C
ADP ribosylation factor like
−2.5360529



phosphatase, receptor


GTPase 4C




type D






ARL3
ADP ribosylation factor
1.661690196
LACE1
lactation elevated 1
−2.5360529



like GTPase 3






CDC37
cell division cycle 37
1.661567827
CDC14B
cell division cycle 14B
−2.545350645


MKKS
McKusick-Kaufman
1.66106548
GUCA1A
guanylate cyclase activator
−2.548436625



syndrome


1A



CHN2
chimerin 2
1.660998764
KIF21B
kinesin family member 21B
−2.554588852


CRTAP
cartilage associated
1.659431912
ARID3B
AT-rich interaction domain
−2.558087884



protein


3B



CXCR6
C-X-C motif chemokine
1.657515938
HBA-A1
hemoglobin alpha, adult
−2.560714954



receptor 6


chain 1(Hba-a1)



BUB1B
BUB1 mitotic checkpoint
1.65691495
CSF2RB2
colony stimulating factor 2
−2.560714954



serine/threonine kinase B


receptor, beta 2, low-







affinity (granulocyte-







macrophage)(Csf2rb2)



B430306N03RIK
RIKEN cDNA
1.655351829
ATP6V1B1
ATPase H+ transporting V1
−2.560714954



B430306N03


subunit B1




gene(B430306N03Rik)






OLFR1262
olfactory receptor
1.655351829
PCSK1N
proprotein convertase
−2.560714954



1262(Olfr1262)


subtilisin/kexin type 1







inhibitor



SLC38A5
solute carrier family 38
1.655351829
ZFP667
zinc finger protein
−2.566670372



member 5


667(Zfp667)



VAT1L
vesicle amine transport 1-
1.655351829
SH3BP1
SH3 domain binding
−2.566734604



like


protein 1



HOXB7
homeobox B7
1.655351829
FFAR2
free fatty acid receptor 2
−2.572889668


GAN
gigaxonin
1.655351829
EEF2K
eukaryotic elongation factor
−2.572889668






2 kinase



MMP28
matrix metallopeptidase
1.655351829
SLPI
secretory leukocyte
−2.574721828



28


peptidase inhibitor



METTL10
methyltransferase like 10
1.655351829
CMA1
chymase 1
−2.584962501


SIX4
SIX homeobox 4
1.655351829
ASCL1
achaete-scute family bHLH
−2.584962501






transcription factor 1



TDRD6
tudor domain containing 6
1.655351829
ACPP
acid phosphatase, prostate
−2.584962501


COMMD5
COMM domain
1.654604999
CLCNKB
chloride voltage-gated
−2.596935142



containing 5


channel Kb



PRDX4
peroxiredoxin 4
1.651923925
FBXW7
F-box and WD repeat
−2.596935142






domain containing 7



HS3ST3A1
heparan sulfate-
1.649298274
OLIG3
oligodendrocyte
−2.596935142



glucosamine 3-


transcription factor 3




sulfotransferase 3A1






CALCA
calcitonin related
1.649067786
WHRN
whirlin
−2.606789951



polypeptide alpha






SLC12A2
solute carrier family 12
1.648449243
DNAJC14
DnaJ heat shock protein
−2.608809243



member 2


family (Hsp40) member







C14



TJP2
tight junction protein 2
1.644145647
PIGT
phosphatidylinositol glycan
−2.611031218






anchor biosynthesis class T



LRRC16B
Description Not Found
1.64385619
AP1G2
adaptor related protein
−2.614709844






complex 1 gamma 2 subunit



AP3S2
adaptor related protein
1.64385619
SAA2
serum amyloid A2
−2.62058641



complex 3 sigma 2







subunit






PSMD9
proteasome 26S subunit,
1.64385619
USP30
ubiquitin specific peptidase
−2.62058641



non-ATPase 9


30



PARD6G
par-6 family cell polarity
1.643379419
RPE65
retinal pigment epithelium
−2.632268216



regulator gamma


specific protein 65



CIAPIN1
cytokine induced
1.643219709
CML1
Description Not Found
−2.634891632



apoptosis inhibitor 1






CKAP5
cytoskeleton associated
1.642747156
SLC6A19
solute carrier family 6
−2.640930751



protein 5


member 19



E430025E21RIK
RIKEN cDNA
1.641902626
FGF15
fibroblast growth factor
−2.64385619



E430025E21


15(Fgf15)




gene(E430025E21Rik)






PIAS3
protein inhibitor of
1.641884484
HERC3
HECT and RLD domain
−2.64385619



activated STAT 3


containing E3 ubiquitin







protein ligase 3



USP1
ubiquitin specific
1.640233791
ADAMTSL4
ADAMTS like 4
−2.64385619



peptidase 1






RAB3GAP2
RAB3 GTPase activating
1.639592623
HYAL3
hyaluronoglucosaminidase
−2.64385619



non-catalytic protein


3




subunit 2






CSRP2
cysteine and glycine rich
1.639046229
SLC15A2
solute carrier family 15
−2.648217996



protein 2


member 2



MOV10
Mov10 RISC complex
1.638073837
UFSP1
UFM1-specific peptidase 1
−2.649553823



RNA helicase


(inactive)



GM1965
predicted gene
1.637881562
6430573F11RIK
Description Not Found
−2.655351829



1965(Gm1965)






POMGNT1
protein O-linked mannose
1.636237884
DNM3OS
DNM3 opposite
−2.655351829



N-


strand/antisense RNA




acetylglucosaminyltransfe







rase 1 (beta 1,2-)






FIGNL1
fidgetin like 1
1.633950492
F2RL1
F2R like trypsin receptor 1
−2.655351829


TMEM177
transmembrane protein
1.633475547
SNX33
sorting nexin 33
−2.666654581



177






ALX4
ALX homeobox 4
1.632864872
CXCL9
C-X-C motif chemokine
−2.666756592






ligand 9



OLFR533
olfactory receptor
1.632268216
TEAD2
TEA domain transcription
−2.666756592



533(Olfr533)


factor 2



H2-M10.3
histocompatibility 2, M
1.632268216
QSOX1
quiescin sulfhydryl oxidase
−2.666756592



region locus 10.3(H2-


1




M10.3)






GPX7
glutathione peroxidase 7
1.632268216
TLR13
toll-like receptor 13(Tlr13)
−2.678071905


STXBP6
syntaxin binding protein 6
1.632268216
SCD3
stearoyl-coenzyme A
−2.678071905






desaturase 3(Scd3)



RAB33A
RAB33A, member RAS
1.632268216
SDC3
syndecan 3
−2.678071905



oncogene family






PDCL3
phosducin like 3
1.632268216
GRPR
gastrin releasing peptide
−2.678071905






receptor



GPR20
G protein-coupled
1.632268216
MAFK
MAF bZIP transcription
−2.678071905



receptor 20


factor K



GSTA2
glutathione S-transferase
1.632268216
DIRC2
disrupted in renal
−2.678071905



alpha 2


carcinoma 2



ADCY10
adenylate cyclase 10
1.632268216
ZCCHC12
zinc finger CCHC-type
−2.67833354



(soluble)


containing 12



PEX12
peroxisomal biogenesis
1.632268216
ADCY6
adenylate cyclase 6
−2.680886921



factor 12






IQCC
IQ motif containing C
1.632268216
ECM1
extracellular matrix protein
−2.68345512






1



ENPP1
ectonucleotide
1.632086279
AFP
alpha fetoprotein
−2.689299161



pyrophosphatase/







phosphodiesterase 1






ADAL
adenosine deaminase-like
1.630664126
GP5
glycoprotein V platelet
−2.689299161


SCRN2
secernin 2
1.630566247
GAB3
GRB2 associated binding
−2.691405681






protein 3



CEP78
centrosomal protein 78
1.629851642
USP2
ubiquitin specific peptidase
−2.693334369






2



SLC25A15
solute carrier family 25
1.629798606
PLXNB1
plexin B1
−2.700439718



member 15






ADSSL1
adenylosuccinate synthase
1.628272149
PODXL2
podocalyxin like 2
−2.700799925



like 1






TM6SF2
transmembrane 6
1.627758638
RAD9B
RAD9 checkpoint clamp
−2.70103836



superfamily member 2


component B



TUBG1
tubulin gamma 1
1.624511879
AKAP10
A-kinase anchoring protein
−2.705977902






10



FASTK
Fas activated
1.623336662
PIGW
phosphatidylinositol glycan
−2.716990894



serine/threonine kinase


anchor biosynthesis class W



RBBP5
RB binding protein 5,
1.622163711
COL12A1
collagen type XII alpha 1
−2.722466024



histone lysine


chain




methyltransferase







complex subunit






1700071K01RIK
Description Not Found
1.621465074
GPR137B
G protein-coupled receptor
−2.733354341






137B



SLC25A33
solute carrier family 25
1.621282718
IMMP2L
inner mitochondrial
−2.733354341



member 33


membrane peptidase







subunit 2



MDM4
MDM4, p53 regulator
1.62058641
PIK3CB
phosphatidylinositol-4,5-
−2.737320423






bisphosphate 3-kinase







catalytic subunit beta



TOP2A
topoisomerase (DNA) II
1.620374948
TGFBI
transforming growth factor
−2.740276443



alpha


beta induced



OLFR139
olfactory receptor
1.619731323
ZFP106
zinc finger protein
−2.744161096



139(Olfr139)


106(Zfp106)



PAPLN
papilin, proteoglycan like
1.618762248
ARNTL
aryl hydrocarbon receptor
−2.744161096



sulfated glycoprotein


nuclear translocator like



PACSIN2
protein kinase C and
1.617401771
HS3ST3B1
heparan sulfate-
−2.744161096



casein kinase substrate in


glucosamine 3-




neurons 2


sulfotransferase 3B1



TRDMT1
tRNA aspartic acid
1.615239219
OASL2
2′-5′ oligoadenylate
−2.744892108



methyltransferase 1


synthetase-like 2(Oas12)



4932438H23RIK
Description Not Found
1.614681809
PRDX6
peroxiredoxin 6
−2.75084462


SPAG9
sperm associated antigen
1.614567709
RASA2
RAS p21 protein activator 2
−2.751203108



9






RPA3
replication protein A3
1.61436984
HOXB2
homeobox B2
−2.754887502


GNPTAB
N-acetylglucosamine-1-
1.613298199
TULP3
tubby like protein 3
−2.754887502



phosphate transferase







alpha and beta subunits






SNX9
sorting nexin 9
1.609251493
MFRP
membrane frizzled-related
−2.754887502






protein



OLFR550
olfactory receptor
1.609195813
MEN1
menin 1
−2.757556689



550(Olfr550)






ZFP160
zinc finger protein
1.608809243
C330021F23RIK
RIKEN cDNA
−2.762199201



160(Zfp160)


C330021F23







gene(C330021F23Rik)



TAS2R129
taste receptor, type 2,
1.608809243
CSTAD
CSA-conditional, T cell
−2.765534746



member 129(Tas2r129)


activation-dependent







protein(Cstad)



OLFR371
olfactory receptor
1.608809243
ALDH5A1
aldehyde dehydrogenase 5
−2.773022439



371(Olfr371)


family member A1



OLFR281
olfactory receptor
1.608809243
EPM2AIP1
EPM2A interacting protein
−2.773468928



281(Olfr281)


1



OLFR195
olfactory receptor
1.608809243
PDE8B
phosphodiesterase 8B
−2.776103988



195(Olfr195)






OLFR142
olfactory receptor
1.608809243
DMRTA1
DMRT like family A1
−2.776184379



142(Olfr142)






PRSS3
protease, serine 3
1.608809243
LYPD6B
LY6/PLAUR domain
−2.780048768






containing 6B



CX3CL1
C-X3-C motif chemokine
1.608809243
CD300E
CD300e molecule
−2.786596362



ligand 1






TMPRSS6
transmembrane protease,
1.608809243
NPFF
neuropeptide FF-amide
−2.786596362



serine 6


peptide precursor



ALK
anaplastic lymphoma
1.608809243
FASTKD1
FAST kinase domains 1
−2.793765229



receptor tyrosine kinase






ITGA9
integrin subunit alpha 9
1.608809243
OLFR802
olfactory receptor
−2.797012978






802(Olfr802)



TIMM13
translocase of inner
1.608809243
HIVEP1
human immunodeficiency
−2.797012978



mitochondrial membrane


virus type I enhancer




13


binding protein 1



MSH5
mutS homolog 5
1.608809243
HIC1
hypermethylated in cancer 1
−2.797012978


XPO4
exportin 4
1.605818241
TRIM33
tripartite motif containing
−2.802009226






33



MED21
mediator complex subunit
1.603309406
SELL
selectin L
−2.803274253


CHST12
carbohydrate
1.602612589
EPHX1
epoxide hydrolase 1
−2.803758579



sulfotransferase 12






6030408B16RIK
Description Not Found
1.602195565
BCL9
B-cell CLL/lymphoma 9
−2.807354922


SLU7
SLU7 homolog, splicing
1.601548066
STAT2
signal transducer and
−2.808521822



factor


activator of transcription 2



CDK5RAP2
CDK5 regulatory subunit
1.601120229
ELMO3
engulfment and cell motility
−2.812498225



associated protein 2


3



CASP7
caspase 7
1.6002402
HDC
histidine decarboxylase
−2.815167456


KIF22
kinesin family member 22
1.599011705
AI317395
Description Not Found
−2.817623258


E2F1
E2F transcription factor 1
1.598449678
RPL14
ribosomal protein L14
−2.817623258


MXI1
MAX interactor 1,
1.597690116
SNAI1
snail family transcriptional
−2.818256244



dimerization protein


repressor 1



DONSON
downstream neighbor of
1.596935142
NUPR1
nuclear protein 1,
−2.827819025



SON


transcriptional regulator



TBX22
T-box 22
1.596935142
IGSF8
immunoglobulin
−2.827819025






superfamily member 8



INPPL1
inositol polyphosphate
1.596300192
SLC12A7
solute carrier family 12
−2.827819025



phosphatase like 1


member 7



CSE1L
chromosome segregation
1.59586273
RENBP
renin binding protein
−2.837431463



1 like






NDFIP2
Nedd4 family interacting
1.594709608
ZFP553
zinc finger protein
−2.837943242



protein 2


553(Zfp553)



LYPD6
LY6/PLAUR domain
1.592962293
LRFN2
leucine rich repeat and
−2.837943242



containing 6


fibronectin type III domain







containing 2



DDX49
DEAD-box helicase 49
1.592190323
HP
haptoglobin
−2.839737506


MGLL
monoglyceride lipase
1.590948822
TOMM40
translocase of outer
−2.847996907






mitochondrial membrane 40



NR4A3
nuclear receptor
1.59092994
GABARAPL2
GABA type A receptor
−2.847996907



subfamily 4 group A


associated protein like 2




member 3






LRRN3
leucine rich repeat
1.590360181
TMEM86A
transmembrane protein 86A
−2.855497819



neuronal 3






PTPRK
protein tyrosine
1.587927102
LRP1
LDL receptor related
−2.857980995



phosphatase, receptor


protein 1




type K






OLFR1212
olfactory receptor
1.584962501
ATXN1
ataxin 1
−2.857980995



1212(Olfr1212)






KLHL2
kelch like family member
1.584962501
FAS
Fas cell surface death
−2.861524641



2


receptor



UBE2G2
ubiquitin conjugating
1.584962501
ZDHHC18
zinc finger DHHC-type
−2.882740655



enzyme E2 G2


containing 18



GRIN2A
glutamate ionotropic
1.584962501
LARGE
Description Not Found
−2.887525271



receptor NMDA type







subunit 2A






INHA
inhibin alpha subunit
1.584962501
SP5
Sp5 transcription factor
−2.887525271


RNPC3
RNA binding region
1.584962501
ATG7
autophagy related 7
−2.895440528



(RNP1, RRM) containing







3






XKR7
XK related 7
1.584962501
DNAJC27
DnaJ heat shock protein
−2.897240426






family (Hsp40) member







C27



STX19
syntaxin 19
1.584962501
PCSK4
proprotein convertase
−2.900866808






subtilisin/kexin type 4



SLC5A5
solute carrier family 5
1.584962501
RNF141
ring finger protein 141
−2.902073579



member 5






VPS37C
VPS37C, ESCRT-I
1.584022655
GRAP2
GRB2-related adaptor
−2.904150467



subunit


protein 2



ERMP1
endoplasmic reticulum
1.582531434
VIPR1
vasoactive intestinal peptide
−2.904484098



metallopeptidase 1


receptor 1



ZFP790
zinc finger protein
1.581046002
CAR15
carbonic anhydrase
−2.906890596



790(Zfp790)


15(Car15)



AA467197
expressed sequence
1.579947242
RELL2
RELT like 2
−2.906890596



AA467197(AA467197)






UBE2Z
ubiquitin conjugating
1.57976541
HECA
hdc homolog, cell cycle
−2.916545968



enzyme E2 Z


regulator



SOAT2
sterol O-acyltransferase 2
1.577460518
DPM1
dolichyl-phosphate
−2.933100475






mannosyltransferase







polypeptide 1, catalytic







subunit



ZMAT5
zinc finger matrin-type 5
1.576986214
AOC2
amine oxidase, copper
−2.936235748






containing 2



CDCA3
cell division cycle
1.576323153
HIST2H2BE
histone cluster 2, H2be
−2.936320631



associated 3






NEUROD2
neuronal differentiation 2
1.576266476
ACAD10
acyl-CoA dehydrogenase
−2.942514505






family member 10



WDR35
WD repeat domain 35
1.576120636
NT5E
5′-nucleotidase ecto
−2.944039663


TWSG1
twisted gastrulation BMP
1.5758728
SSH1
slingshot protein
−2.944858446



signaling modulator 1


phosphatase 1



PPT1
palmitoyl-protein
1.575321868
SEMA4F
ssemaphorin 4F
−2.948329995



thioesterase 1






IRF8
interferon regulatory
1.574489283
NKD2
naked cuticle homolog 2
−2.953960396



factor 8






PLEKHG5
pleckstrin homology and
1.574066379
TCEB3
transcription elongation
−2.95419631



RhoGEF domain


factor B subunit 3




containing G5






CDC20
cell division cycle 20
1.573718243
HDAC4
histone deacetylase 4
−2.95419631


MFI2
antigen p97 (melanoma
1.572889668
PCNX
pecanex homolog
−2.972692654



associated) identified by


(Drosophila)(Pcnx)




monoclonal antibodies







133.2 and 96.5(Mfi2)






HDAC9
histone deacetylase 9
1.571625208
ARL5C
ADP ribosylation factor like
−2.972692654






GTPase 5C



ASF1B
anti-silencing function 1B
1.570544039
1600014C10RIK
Description Not Found
−2.981852653



histone chaperone






B3GNT1
Description Not Found
1.569171715
ANKRD23
ankyrin repeat domain 23
−2.981852653


SLC25A14
solute carrier family 25
1.569127395
CLOCK
clock circadian regulator
−2.985543793



member 14






FYN
FYN proto-oncogene, Src
1.567462919
SFI1
SFI1 centrin binding protein
−2.986410935



family tyrosine kinase






SERPINB6B
serine (or cysteine)
1.567348435
HEY1
hes related family bHLH
−2.987632559



peptidase inhibitor, clade


transcription factor with




B, member 6b(Serpinb6b)


YRPW motif 1



TOP1MT
topoisomerase (DNA) I,
1.567180597
ATP11C
ATPase phospholipid
−2.99095486



mitochondrial


transporting 11C



CCDC50
coiled-coil domain
1.566273906
NUDCD3
NudC domain containing 3
−3



containing 50






ZFP414
zinc finger protein
1.565776574
CDC25A
cell division cycle 25A
−3.000238201



414(Zfp414)






OGFOD2
2-oxoglutarate and iron
1.565512016
OLFR135
olfactory receptor
−3.017921908



dependent oxygenase


135(Olfr135)




domain containing 2






CTNNAL1
catenin alpha like 1
1.563586461
RC3H1
ring finger and CCCH-type
−3.019621529






domains 1



CREB3L2
CAMP responsive element
1.561361122
NSG2
neuron specific gene family
−3.020466888



binding protein 3 like 2


member 2(Nsg2)



OLFR492
olfactory receptor
1.560714954
ID1
inhibitor of DNA binding 1,
−3.026800059



492(Olfr492)


HLH protein



OLFR1312
olfactory receptor
1.560714954
CYP2D22
cytochrome P450, family 2,
−3.044282215



1312(Olfr1312)


subfamily d, polypeptide







22(Cyp2d22)



UPK2
uroplakin 2
1.560714954
H2AFJ
H2A histone family
−3.044297135






member J



RESP18
regulated endocrine
1.560714954
TGFBR3
transforming growth factor
−3.053111336



specific protein 18


beta receptor 3



CRCT1
cysteine rich C-terminal 1
1.560714954
IRS2
insulin receptor substrate 2
−3.061776198


NEUROD4
neuronal differentiation 4
1.560714954
ADCY7
adenylate cyclase 7
−3.06608919


SENP1
SUMO1/sentrin specific
1.560714954
HYI
hydroxypyruvate isomerase
−3.072315809



peptidase 1


(putative)



MR1
major histocompatibility
1.560714954
TRIP4
thyroid hormone receptor
−3.078951341



complex, class I-related


interactor 4



BIVM
basic, immunoglobulin-
1.560714954
D730001G18RIK
RIKEN cDNA
−3.087462841



like variable motif


D730001G18




containing


gene(D730001G18Rik)



KPNA2
karyopherin subunit alpha
1.560714954
PRR7
proline rich 7 (synaptic)
−3.087462841



2






BAG2
BCL2 associated
1.560714954
GFPT2
glutamine-fructose-6-
−3.09592442



athanogene 2


phosphate transaminase 2



SLC12A8
solute carrier family 12
1.560714954
SCMH1
sex comb on midleg
−3.100136671



member 8


homolog 1 (Drosophila)



SCN7A
sodium voltage-gated
1.560714954
ANKRD12
ankyrin repeat domain 12
−3.107456458



channel alpha subunit 7






SLC5A7
solute carrier family 5
1.560714954
PTPRV
protein tyrosine
−3.112700133



member 7


phosphatase, receptor type,







V(Ptprv)



ENPEP
glutamyl aminopeptidase
1.560714954
TMEM135
transmembrane protein 135
−3.112700133


ANGPTL4
angiopoietin like 4
1.56060777
AKAP3
A-kinase anchoring protein
−3.11460665






3



OSBPL3
oxysterol binding protein
1.559778376
CBR2
carbonyl reductase 2(Cbr2)
−3.129283017



like 3






MCFD2
multiple coagulation
1.559617874
CXCL16
C-X-C motif chemokine
−3.129283017



factor deficiency 2


ligand 16



MAP2K1
mitogen-activated protein
1.558556708
MBTD1
mbt domain containing 1
−3.145677455



kinase kinase 1






ING2
inhibitor of growth family
1.557223521
UBE2J2
ubiquitin conjugating
−3.161887682



member 2


enzyme E2 J2



CDCA5
cell division cycle
1.55643411
STK36
serine/threonine kinase 36
−3.161887682



associated 5






MAP3K7
mitogen-activated protein
1.554463905
SLC14A1
solute carrier family 14
−3.16922072



kinase kinase kinase 7


member 1 (Kidd blood







group)



GSTT3
glutathione S-transferase,
1.55048277
CTSE
cathepsin E
−3.177917792



theta 3(Gstt3)






PFN2
profilin 2
1.549690793
HSD3B7
hydroxy-delta-5-steroid
−3.177917792






dehydrogenase, 3 beta- and







steroid delta-isomerase 7



HPS4
HPS4, biogenesis of
1.549115647
3010003L21RIK
Description Not Found
−3.179249632



lysosomal organelles







complex 3 subunit 2






CAPN8
calpain 8
1.548436625
BAI1
Description Not Found
−3.186461055


RAB11FIP5
RAB11 family interacting
1.548436625
ZFP451
zinc finger protein
−3.187711618



protein 5


451(Zfp451)



CD9
CD9 molecule
1.548429184
CCDC28B
coiled-coil domain
−3.192207249






containing 28B



CCR6
C-C motif chemokine
1.548250633
MCF2L
MCF.2 cell line derived
−3.199672345



receptor 6


transforming sequence like



ALG2
ALG2, alpha-1,3/1,6-
1.547992668
BCL6
B-cell CLL/lymphoma 6
−3.201024389



mannosyltransferase






BCDIN3D
BCDIN3 domain
1.546046129
PFKFB4
6-phosphofructo-2-
−3.204935584



containing RNA


kinase/fructose-2,6-




methyltransferase


biphosphatase 4



NT5DC3
5′-nucleotidase domain
1.54522349
PROS1
protein S (alpha)
−3.209453366



containing 3






DNAJC18
DnaJ heat shock protein
1.544626916
CTSH
cathepsin H
−3.21628737



family (Hsp40) member







C18






SH3RF1
SH3 domain containing
1.544156019
CRTC3
CREB regulated
−3.217230716



ring finger 1


transcription coactivator 3



RGS16
regulator of G-protein
1.541382294
TNKS
tankyrase
−3.217230716



signaling 16






NCAPH
non-SMC condensin I
1.540788228
GRM6
glutamate metabotropic
−3.224966365



complex subunit H


receptor 6



USP14
ubiquitin specific
1.540333713
SPSB1
splA/ryanodine receptor
−3.255500733



peptidase 14


domain and SOCS box







containing 1



RFT1
RFT1 homolog
1.54031759
PARP8
poly(ADP-ribose)
−3.263034406






polymerase family member







8



SLC31A1
solute carrier family 31
1.540275536
KCNRG
potassium channel regulator
−3.263034406



member 1






TCTEX1D2
Tctex1 domain containing
1.538332378
POU6F1
POU class 6 homeobox 1
−3.268517714



2






TTF2
transcription termination
1.537871953
REV3L
REV3 like, DNA directed
−3.270528942



factor 2


polymerase zeta catalytic







subunit



ZFP7
zinc finger protein
1.5360529
TCF7
transcription factor 7 (T-cell
−3.272419178



7(Zfp7)


specific, HMG-box)



G6PD2
glucose-6-phosphate
1.5360529
NME4
NME/NM23 nucleoside
−3.283551423



dehydrogenase 2(G6pd2)


diphosphate kinase 4



DEFB14
defensin beta 14(Defb14)
1.5360529
PLAUR
plasminogen activator,
−3.285402219






urokinase receptor



SLC18A3
solute carrier family 18
1.5360529
CD4
CD4 molecule
−3.285402219



member A3






AHNAK2
AHNAK nucleoprotein 2
1.5360529
ZMYND11
zinc finger MYND-type
−3.293186363






containing 11



HOXC12
homeobox C12
1.5360529
ARMCX5
armadillo repeat containing,
−3.298404158






X-linked 5



CEACAM16
carcinoembryonic antigen
1.5360529
LPHN1
Description Not Found
−3.300123725



related cell adhesion







molecule 16






MOSPD3
motile sperm domain
1.5360529
PIK3IP1
phosphoinositide-3-kinase
−3.307428525



containing 3


interacting protein 1



DCTN1
dynactin subunit 1
1.5360529
ERDR1
erythroid differentiation
−3.317651188






regulator 1(Erdr1)



MYB
MYB proto-oncogene,
1.5360529
PLD4
phospholipase D family
−3.328444792



transcription factor


member 4



GLIPR1L2
GLI pathogenesis-related
1.5360529
BMF
Bcl2 modifying factor
−3.336283388



1 like 2






ALDH1A3
aldehyde dehydrogenase
1.5360529
GALNT11
polypeptide N-
−3.345118795



1 family member A3


acetylgalactosaminyl-







transferase 11



SLC2A8
solute carrier family 2
1.5360529
LCN2
lipocalin 2
−3.378511623



member 8






SRC
SRC proto-oncogene,
1.5360529
PAG1
phosphoprotein membrane
−3.385431037



non-receptor tyrosine


anchor with




kinase


glycosphingolipid







microdomains 1



ZCCHC17
zinc finger CCHC-type
1.535618518
DTX1
deltex E3 ubiquitin ligase 1
−3.425576064



containing 17






HNRNPUL1
heterogeneous nuclear
1.534420207
RFFL
ring finger and FYVE-like
−3.426684082



ribonucleoprotein U like 1


domain containing E3







ubiquitin protein ligase



TRIM68
tripartite motif containing
1.533057052
MAFF
MAF bZIP transcription
−3.429615964



68


factor F



TPST1
tyrosylprotein
1.53140111
TOR1AIP2
torsin 1A interacting protein
−3.432316325



sulfotransferase 1


2



OLFR922
olfactory receptor
1.531260941
SNN
stannin
−3.432316325



922(Olfr922)






FIG4
FIG4 phosphoinositide 5-
1.530442167
CLEC4N
C-type lectin domain family
−3.433567144



phosphatase


4, member n(Clec4n)



SETMAR
SET domain and mariner
1.530442167
RREB1
ras responsive element
−3.443780274



transposase fusion gene


binding protein 1



GSTM5
glutathione S-transferase
1.530053218
CCDC84
coiled-coil domain
−3.445188687



mu 5


containing 84



TUBA3B
tubulin, alpha
1.527986221
ID3
inhibitor of DNA binding 3,
−3.46350285



3B(Tuba3b)


HLH protein



PDCL
phosducin like
1.527807072
BC065397
cDNA sequence
−3.465974465






BC065397(BC065397)



SMPDL3B
sphingomyelin
1.527243888
VRK1
vaccinia related kinase 1
−3.46760555



phosphodiesterase acid







like 3B






ABHD14A
abhydrolase domain
1.527213882
HOXD13
homeobox D13
−3.491853096



containing 14A






TIPIN
TIMELESS interacting
1.526972991
MAPK8IP2
mitogen-activated protein
−3.491853096



protein


kinase 8 interacting protein







2



DSCC1
DNA replication and
1.525986429
HOXA5
homeobox A5
−3.517275693



sister chromatid cohesion







1






PSMD1
proteasome 26S subunit,
1.525574957
HIST1H1A
histone cluster 1, Hla
−3.523561956



non-ATPase 1






BZRAP1
benzodiazepine receptor
1.524166255
MAML1
mastermind like
−3.523603553



associated protein


transcriptional coactivator 1




1(Bzrap1)






ENO3
enolase 3
1.523778831
PTPDC1
protein tyrosine
−3.526694846






phosphatase domain







containing 1



E330034G19RIK
RIKEN cDNA
1.523561956
TNFRSF12A
tumor necrosis factor
−3.528725998



E330034G19


receptor superfamily




gene(E330034G19Rik)


member 12A



GABRP
gamma-aminobutyric acid
1.523561956
TNIP2
TNFAIP3 interacting
−3.539158811



type A receptor pi subunit


protein 2



SLC14A2
solute carrier family 14
1.523561956
HIST2H4
histone cluster 2,
−3.540773411



member 2


H4(Hist2h4)



YWHAE
tyrosine 3-
1.522478712
PIM2
Pim-2 proto-oncogene,
−3.557655155



monooxygenase/tryptoph


serine/threonine kinase




an 5-monooxygenase







activation protein epsilon






EHBP1L1
EH domain binding
1.522282169
DOK7
docking protein 7
−3.567781854



protein 1 like 1






CHGB
chromogranin B
1.51924262
TNFSF14
tumor necrosis factor
−3.588895735






superfamily member 14



TXNRD2
thioredoxin reductase 2
1.519008256
TDRKH
tudor and KH domain
−3.590961241






containing



NCF1
neutrophil cytosolic factor
1.518873761
FIBCD1
fibrinogen C domain
−3.608656121



1


containing 1



OAF
out at first homolog
1.517431856
RBBP9
RB binding protein 9, serine
−3.608809243






hydrolase



FAM110A
family with sequence
1.517263583
DERL1
derlin 1
−3.617651119



similarity 110 member A






ANGEL1
angel homolog 1
1.515832566
LENG9
leukocyte receptor cluster
−3.62058641



(Drosophila)


member 9



RTN4IP1
reticulon 4 interacting
1.515760776
TRPC2
transient receptor potential
−3.62058641



protein 1


cation channel subfamily C







member 2, pseudogene



LAMP2
lysosomal associated
1.515709038
CCDC134
coiled-coil domain
−3.632268216



membrane protein 2


containing 134



KRT4
keratin 4
1.514299789
OAS2
2′-5′-oligoadenylate
−3.632268216






synthetase 2



PAFAH1B3
platelet activating factor
1.5142935
2410127L17RIK
Description Not Found
−3.646738698



acetylhydrolase 1b







catalytic subunit 3






STT3A
STT3A, catalytic subunit
1.513537695
RSAD1
radical S-adenosyl
−3.649220471



of the


methionine domain




oligosaccharyltransferase


containing 1




complex






PRKAR1B
protein kinase cAMP-
1.51340003
H2-DMB1
histocompatibility 2, class
−3.649615459



dependent type I


II, locus Mb1(H2-DMb1)




regulatory subunit beta






HIST1H2BB
histone cluster 1, H2bb
1.512941595
IFT81
intraflagellar transport 81
−3.673839056


ZFP39
zinc finger protein
1.511385424
MID1
midline 1
−3.683696454



39(Zfp39)






PLK1
polo like kinase 1
1.511151166
DEPDC1B
DEP domain containing 1B
−3.683696454


1700028P14RIK
Description Not Found
1.510961919
SMAD3
SMAD family member 3
−3.716296166


D10BWG1379E
Description Not Found
1.510961919
UBTD1
ubiquitin domain containing
−3.716990894






1



TREM3
triggering receptor
1.510961919
FBXO44
F-box protein 44
−3.738767837



expressed on myeloid







cells 3(Trem3)






GM128
predicted gene
1.510961919
KCNMB4
potassium calcium-
−3.741951111



128(Gm128)


activated channel subfamily







M regulatory beta subunit 4



OLFR741
olfactory receptor
1.510961919
FAIM3
Description Not Found
−3.754887502



741(Olfr741)






OLFR523
olfactory receptor
1.510961919
CCM2
CCM2 scaffolding protein
−3.754887502



523(Olfr523)






DCPP1
demilune cell and parotid
1.510961919
DAG1
dystroglycan 1
−3.760220946



protein 1(Dcpp1)






RPRML
reprimo like
1.510961919
FCGR3
Fc receptor, IgG, low
−3.776103988






affinity III(Fcgr3)



CHRD
chordin
1.510961919
ZNRF1
zinc and ring finger 1, E3
−3.776103988






ubiquitin protein ligase



C5AR1
complement component
1.510961919
TLR1
toll like receptor 1
−3.786596362



5a receptor 1






APOA2
apolipoprotein A2
1.510961919
HSD17B11
hydroxysteroid 17-beta
−3.789207575






dehydrogenase 11



PRG2
proteoglycan 2, pro
1.510961919
ZPBP
zona pellucida binding
−3.887525271



eosinophil major basic


protein




protein






VCAM1
vascular cell adhesion
1.510961919
ZSWIM3
zinc finger SWIM-type
−3.892391026



molecule 1


containing 3



LY6G5B
lymphocyte antigen 6
1.510961919
SOCS1
suppressor of cytokine
−3.892391026



complex, locus G5B


signaling 1



AIM2
absent in melanoma 2
1.510961919
KLF9
Kruppel like factor 9
−3.902021342


DMBX1
diencephalon/
1.510961919
AHSA2
AHA1, activator of heat
−3.904760449



mesencephalon


shock 90 kDa protein




homeobox 1


ATPase homolog 2 (yeast)



HCN2
hyperpolarization
1.510961919
DDHD1
DDHD domain containing 1
−3.914086097



activated cyclic







nucleotide gated







potassium channel 2






MRGPRF
MAS related GPR family
1.510961919
CNKSR3
CNKSR family member 3
−3.930737338



member F






CYTH4
cytohesin 4
1.510961919
CPEB2
cytoplasmic
−4.017516295






polyadenylation element







binding protein 2



ANGPTL3
angiopoietin like 3
1.510961919
TRP53BP2
transformation related
−4.021932279






protein 53 binding protein







2(Trp53bp2)



DHX29
DEAH-box helicase 29
1.510667738
FAM178A
family with sequence
−4.03562391






similarity 178, member







A(Fam178a)



PMPCB
peptidase, mitochondrial
1.509477625
RCN3
reticulocalbin 3
−4.03562391



processing beta subunit






HRH3
histamine receptor H3
1.508554002
SPTLC2
serine palmitoyltransferase
−4.040015679






long chain base subunit 2



ZFP282
zinc finger protein
1.507419453
ZFP810
zinc finger protein
−4.070389328



282(Zfp282)


810(Zfp810)



TBC1D7
TBC1 domain family
1.504847821
NAGA
alpha-N-
−4.074676686



member 7


acetylgalactosaminidase



ARSB
arylsulfatase B
1.504845728
KLRA20
killer cell lectin-like
−4.078951341






receptor subfamily A,







member 20(Klra20)



RAD17
RAD17 checkpoint clamp
1.504177542
STK11IP
serine/threonine kinase 11
−4.083213368



loader component


interacting protein



CMTM7
CKLF like MARVEL
1.503297831
KLF4
Kruppel like factor 4
−4.084306687



transmembrane domain







containing 7






NFKB2
nuclear factor kappa B
1.500363085
INADL
Description Not Found
−4.086667018



subunit 2






TOP3A
topoisomerase (DNA) III
−1.50007357
URM1
ubiquitin related modifier 1
−4.0907078



alpha






RAB33B
RAB33B, member RAS
−1.50054042
PELI1
pellino E3 ubiquitin protein
−4.093813673



oncogene family


ligase 1



LYSMD1
LysM domain containing
−1.500614885
FBLN1
fibulin 1
−4.098032083



1






POLG2
polymerase (DNA)
−1.500707646
HR
hair growth associated
−4.135452784



gamma 2, accessory







subunit






TGIF1
TGFB induced factor
−1.501196523
ASB6
ankyrin repeat and SOCS
−4.137503524



homeobox 1


box containing 6



RELL1
RELT like 1
−1.50300255
SLC27A5
solute carrier family 27
−4.141596278






member 5



CYP26B1
cytochrome P450 family
−1.50439813
PPP1R3F
protein phosphatase 1
−4.14974712



26 subfamily B member 1


regulatory subunit 3F



PTRH2
peptidyl-tRNA hydrolase
−1.504678598
AB124611
cDNA sequence
−4.173373402



2


AB124611(AB124611)



ZKSCAN3
zinc finger with KRAB
−1.504916722
CD40
CD40 molecule
−4.181897643



and SCAN domains 3






SP8
Sp8 transcription factor
−1.505999092
SMAD5
SMAD family member 5
−4.183883459


SAMD14
sterile alpha motif domain
−1.506272343
COL23A1
collagen type XXIII alpha 1
−4.221103725



containing 14


chain



MX2
MX dynamin like GTPase
−1.507268463
ZFP595
zinc finger protein
−4.228818691



2


595(Zfp595)



OCRL
OCRL, inositol
−1.507638755
PECAM1
platelet and endothelial cell
−4.232789973



polyphosphate-5-


adhesion molecule 1




phosphatase






SYNJ2BP
synaptojanin 2 binding
−1.507669173
TMEM138
transmembrane protein 138
−4.241228289



protein






CPLX4
complexin 4
−1.508554002
RFX2
regulatory factor X2
−4.244125943


LGALS9
galectin 9
−1.509246723
KCTD12
potassium channel
−4.247846204






tetramerization domain







containing 12



TAZ
tafazzin
−1.509269953
TRIM56
tripartite motif containing
−4.262008929






56



2310002L09RIK
Description Not Found
−1.510961919
EIF4EBP2
eukaryotic translation
−4.263034406






initiation factor 4E binding







protein 2



ZFP97
zinc finger protein
−1.510961919
RALGPS2
Ral GEF with PH domain
−4.279842694



97(Zfp97)


and SH3 binding motif 2



OLFR1494
olfactory receptor
−1.510961919
TGM2
transglutaminase 2
−4.293161941



1494(Olfr1494)






BC030867
cDNA sequence
−1.510961919
ENC1
ectodermal-neural cortex 1
−4.311067102



BC030867(BC030867)






CEACAM9
carcinoembryonic
−1.510961919
LRIG1
leucine rich repeats and
−4.375039431



antigen-related cell


immunoglobulin like




adhesion molecule


domains 1




9(Ceacam9)






LRIT1
leucine rich repeat, Ig-like
−1.510961919
PRM1
protamine 1
−4.375039431



and transmembrane







domains 1






KLK5
kallikrein related
−1.510961919
DUSP7
dual specificity phosphatase
−4.383538076



peptidase 5


7



KRT27
keratin 27
−1.510961919
SERTAD3
SERTA domain containing
−4.399171094






3



CACNG4
calcium voltage-gated
−1.510961919
KCNC1
potassium voltage-gated
−4.409390936



channel auxiliary subunit


channel subfamily C




gamma 4


member 1



IL13RA1
interleukin 13 receptor
−1.510961919
UBE2D3
ubiquitin conjugating
−4.462706751



subunit alpha 1


enzyme E2 D3



TMEM121
transmembrane protein
−1.510961919
SEPP1
selenoprotein P, plasma, 1
−4.463383458



121






HIST1H2AA
histone cluster 1, H2aa
−1.510961919
ADRB2
adrenoceptor beta 2
−4.463910999


MPZL3
myelin protein zero like 3
−1.510961919
PPP1R13B
protein phosphatase 1
−4.471417658






regulatory subunit 13B



TGFB2
transforming growth
−1.510961919
ARRDC3
arrestin domain containing
−4.504620392



factor beta 2


3



IFT74
intraflagellar transport 74
−1.510961919
GNGT2
G protein subunit gamma
−4.531381461






transducin 2



FCRL1
Fc receptor like 1
−1.510961919
SIAH1A
seven in absentia
−4.539158811






1A(Siah1a)



ADRB1
adrenoceptor beta 1
−1.510961919
XPC
XPC complex subunit,
−4.563768278






DNA damage recognition







and repair factor



MAGI2
membrane associated
−1.510961919
HIPK1
homeodomain interacting
−4.683696454



guanylate kinase, WW


protein kinase 1




and PDZ domain







containing 2






SCG5
secretogranin V
−1.510961919
H2-OB
histocompatibility 2, O
−4.700439718






region beta locus(H2-Ob)



GCK
glucokinase
−1.510961919
BACH2
BTB domain and CNC
−4.716990894






homolog 2



ASB10
ankyrin repeat and SOCS
−1.510961919
MAPILC3A
microtubule associated
−4.722466024



box containing 10


protein 1 light chain 3 alpha



SELE
selectin E
−1.510961919
LRRFIP1
LRR binding FLII
−4.761551232






interacting protein 1



IGFBP3
insulin like growth factor
−1.510961919
ATP10D
ATPase phospholipid
−4.766581958



binding protein 3


transporting 10D (putative)



TPT1
tumor protein,
−1.510961919
IGFBP4
insulin like growth factor
−4.790993785



translationally-controlled


binding protein 4




1






ROCK1
Rho associated coiled-coil
−1.510961919
TMEM108
transmembrane protein 108
−4.865423978



containing protein kinase







1






OGFRL1
opioid growth factor
−1.510961919
PTK2
protein tyrosine kinase 2
−4.875719796



receptor-like 1






TMEM38A
transmembrane protein
−1.510961919
CLEC11A
C-type lectin domain family
−4.897240426



38A


11 member A



RLTPR
Description Not Found
−1.51227339
LRP12
LDL receptor related
−4.955029571






protein 12



ITPKC
inositol-trisphosphate 3-
−1.512389725
GCNT2
glucosaminyl (N-acetyl)
−4.958842675



kinase C


transferase 2, I-branching







enzyme (I blood group)



TLE4
transducin like enhancer
−1.51341989
F10
coagulation factor X
−4.965784285



of split 4






PDE4D
phosphodiesterase 4D
−1.513667908
DBP
D-box binding PAR bZIP
−4.966549451






transcription factor



A130010J15RIK
Description Not Found
−1.514296211
ABCG1
ATP binding cassette
−5.002252452






subfamily G member 1



RNF167
ring finger protein 167
−1.514765492
WDR78
WD repeat domain 78
−5.017921908


CCBL1
Description Not Found
−1.515626494
DNAJC6
DnaJ heat shock protein
−5.017921908






family (Hsp40) member C6



HSD17B1
hydroxysteroid 17-beta
−1.516875069
AFF4
AF4/FMR2 family member
−5.033423002



dehydrogenase 1


4



OSM
oncostatin M
−1.517234668
TNFRSF26
tumor necrosis factor
−5.040015679






receptor superfamily,







member 26(Tnfrsf26)



RHPN1
rhophilin, Rho GTPase
−1.517275693
GFOD2
glucose-fructose
−5.070389328



binding protein 1


oxidoreductase domain







containing 2



TAS2R105
taste receptor, type 2,
−1.517431856
TYROBP
TYRO protein tyrosine
−5.114783447



member 105(Tas2r105)


kinase binding protein



NIPBL
NIPBL, cohesin loading
−1.517569618
TMEM176B
transmembrane protein
−5.118941073



factor


176B



CXCR3
C-X-C motif chemokine
−1.519325267
ZFP710
zinc finger protein
−5.159871337



receptor 3


710(Zfp710)



SMURF1
SMAD specific E3
−1.520263252
ENPP4
ectonucleotide
−5.181897643



ubiquitin protein ligase 1


pyrophosphatase/







phosphodiesterase 4







(putative)



RNF208
ring finger protein 208
−1.52126647
MAPK8
mitogen-activated protein
−5.259272487






kinase 8



ITGA5
integrin subunit alpha 5
−1.523517983
TNFRSF25
tumor necrosis factor
−5.289096702






receptor superfamily







member 25



USP18
ubiquitin specific
−1.524814077
LCN4
lipocalin 4(Lcn4)
−5.366322214



peptidase 18






PIP5K1A
phosphatidylinositol-4-
−1.525074369
CRIM1
cysteine rich
−5.369815424



phosphate 5-kinase type 1


transmembrane BMP




alpha


regulator 1



STRBP
spermatid perinuclear
−1.52561213
RTP4
receptor transporter protein
−5.444600814



RNA binding protein


4



GRAMD2
GRAM domain
−1.52652805
PRNP
prion protein
−5.495055528



containing 2






ZFP101
zinc finger protein
−1.526555668
ZFP747
zinc finger protein
−5.496654083



101(Zfp101)


747(Zfp747)



RUNDC1
RUN domain containing 1
−1.526563287
CD7
CD7 molecule
−5.504620392


SLC13A3
solute carrier family 13
−1.528487927
ARHGAP26
Rho GTPase activating
−5.548436625



member 3


protein 26



CCDC94
coiled-coil domain
−1.528487927
S100A9
S100 calcium binding
−5.557655155



containing 94


protein A9



MRPS14
mitochondrial ribosomal
−1.528962318
AQP9
aquaporin 9
−5.572889668



protein S14






NEU4
neuraminidase 4
−1.529820947
CXCR5
C-X-C motif chemokine
−5.573647187



(sialidase)


receptor 5



PCGF1
polycomb group ring
−1.53059536
CCNO
cyclin O
−5.574404309



finger 1






PNPLA7
patatin like phospholipase
−1.53207883
LYNX1
Ly6/neurotoxin 1
−5.666756592



domain containing 7






SPATA19
spermatogenesis
−1.533014103
CLDN10
claudin 10
−5.782015335



associated 19






AP4B1
adaptor related protein
−1.533821865
AMIGO2
adhesion molecule with Ig-
−5.83541884



complex 4 beta 1 subunit


like domain 2



BC068281
cDNA sequence
−1.5360529
CD79B
CD79b molecule
−5.94016675



BC068281(BC068281)






GK2
glycerol kinase 2
−1.5360529
USP53
ubiquitin specific peptidase
−5.980710829






53



PIGM
phosphatidylinositol
−1.5360529
IKBKE
inhibitor of kappa light
−6.005624549



glycan anchor


polypeptide gene enhancer




biosynthesis class M


in B-cells, kinase epsilon



FKBP6
FK506 binding protein 6
−1.5360529
ALOX5AP
arachidonate 5-
−6.008988783






lipoxygenase activating







protein



EVI5
ecotropic viral integration
−1.5360529
GGT1
gamma-glutamyltransferase
−6.010108453



site 5


1



BCL11A
B-cell CLL/lymphoma
−1.5360529
CAMK2D
calcium/calmodulin
−6.047669251



11A


dependent protein kinase II







delta



PER1
period circadian clock 1
−1.537278499
RAB3D
RAB3D, member RAS
−6.156841525






oncogene family



BTBD9
BTB domain containing 9
−1.537451456
MAP3K8
mitogen-activated protein
−6.376776572






kinase kinase kinase 8



USP38
ubiquitin specific
−1.537763627
NOTCH4
notch 4
−6.495055528



peptidase 38






LRRC57
leucine rich repeat
−1.538083341
MACROD1
MACRO domain
−6.581200582



containing 57


containing 1



5830415F09RIK
Description Not Found
−1.53855912
RNF144A
ring finger protein 144A
−6.632268216


EGR2
early growth response 2
−1.540038325
PDE2A
phosphodiesterase 2A
−6.86913112


GMEB2
glucocorticoid
−1.541122795
THA1
threonine aldolase 1(Tha1)
−6.885086225



modulatory element







binding protein 2






PIK3R4
phosphoinositide-3-kinase
−1.541975323
APP
amyloid beta precursor
−6.940754047



regulatory subunit 4


protein



KRR1
KRR1, small subunit
−1.54225805
FAM109A
family with sequence
−6.968666793



processome component


similarity 109 member A




homolog






COL9A1
collagen type IX alpha 1
−1.54225805
LRG1
leucine rich alpha-2-
−6.995484519






glycoprotein 1



POLD4
polymerase (DNA) delta
−1.542654605
IL11RA1
interleukin 11 receptor,
−7.016251155



4, accessory subunit


alpha chain 1(Il11ra1)



ACSS2
acyl-CoA synthetase
−1.544045378
CNR2
cannabinoid receptor 2
−7.213347282



short-chain family







member 2






PDLIM1
PDZ and LIM domain 1
−1.544785186
NUAK2
NUAK family kinase 2
−7.369815424


A430107P09RIK
Description Not Found
−1.544921568
GPR146
G protein-coupled receptor
−7.577806447






146



SLC38A11
solute carrier family 38
−1.546222547






member 11









*Log2Fold Change = log2(4 + L+/4 − L−)






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-7 production. GO terms shared between hypofunctional and exhausted gene sets consisted of cell cycle pathways, negative regulation of lymphocytes, and interferon-7 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. 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).


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-7Ra) 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.


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


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, Nrn1, 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.


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

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).


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-7RAlo population was observed (FIG. 7D).


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. We 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-7RAlo phenotype was nonetheless preserved (FIGS. 7E and F). To examine functional restoration of the TIL, the KLRG-1loIL-7RAlo and KLRG-1hiIL-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-7RAlo and KLRG-1hiIL-7RAlo populations 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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Claims
  • 1. A method of treating a subject with cancer comprising administering an agent that specifically targets dysfunctional tumor antigen-specific CD8+ T cells.
  • 2. The method of claim 1, wherein the subject suffers from a solid tumor cancer.
  • 3. The method of claim 2, wherein the tumor allows T cell infiltration, but is resistant to immunotherapies.
  • 4. The method of claim 2, wherein the tumor environment comprises dysfunctional tumor antigen-specific CD8+ T cells.
  • 5. The method of claim 1, comprising contacting the dysfunctional tumor antigen-specific CD8+ T cells with an anti-4-1BB and/or anti-LAG3 agent.
  • 6. The method of claim 5, wherein the anti-4-1BB and/or anti-LAG3 agent is an antibody, antibody fragment, or antibody mimetic molecule.
  • 7. The method of claim 1, further comprising co-administration of an additional therapeutic agent.
  • 8. The method of claim 7, wherein the additional therapeutic agent is a chemotherapeutic or an immunotherapeutic agent.
  • 9. The method of claim 8, 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.
  • 10. The method of claim 9, 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.
  • 11. The method of claim 9, wherein the immunotherapeutic agent is a cell-based therapy selected from the list consisting of dendritic-cell therapy and T-cell therapy.
  • 12. The method of claim 7, wherein the additional therapeutic agent targets one of the receptors listed in Table 2.
  • 13. The method of claim 7, 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.
  • 14. The method of claim 1, comprising contacting the dysfunctional tumor antigen-specific CD8+ T cells with a therapeutic agent that targets one of the receptors listed in Table 2.
  • 15. The method of claim 14, wherein the 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.
  • 16. The method of claim 15, wherein the therapeutic agent is an anti-Nrn1 antibody, antibody fragment, or antibody mimetic molecule.
  • 17. The method of claim 15, wherein the therapeutic agent is an anti-Sema7a antibody, antibody fragment, or antibody mimetic molecule.
  • 18. The method of claim 15, wherein the therapeutic agent is an anti-CRTAM antibody, antibody fragment, or antibody mimetic molecule.
  • 19. A composition 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.
  • 20. The composition of claim 19, wherein 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.
  • 21. A method comprising: (a) testing CD8+ T cells from a cell population to determine whether they co-express LAG-3 and 4-1BB; and (b) administering an anti-Nrn1 agent, an anti-Sema7a agent, and an anti-CRTAM agent.
  • 22. The method of claim 21, wherein the anti-Nrn1 agent, anti-Sema7a agent, and/or anti-CRTAM agent is an antibody, antibody fragment, or antibody mimetic molecule.
  • 23. The method of claim 21, wherein said testing is performed in vitro.
  • 24. A method of identifying dysfunctional T cells by testing said cells for co-expression of 4-1BB and LAG-3.
CROSS-REFERENCE TO RELATED APPLICATIONS

The present invention is a continuation of U.S. patent application Ser. No. 16/476,219, filed Jul. 5, 2019, now allowed, which is a § 371 National Entry of PCT/US18/14008, filed Jan. 17, 2018, which 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.

Provisional Applications (1)
Number Date Country
62447199 Jan 2017 US
Continuations (1)
Number Date Country
Parent 16476219 Jul 2019 US
Child 18151112 US