CROSS-REFERENCE TO RELATED APPLICATIONS This application is a continuation of and claims the benefit of priority of U.S. patent application Ser. No. 14/738,757, filed Jun. 12, 2015, and further claims benefit of priority to U.S. provisional patent application Ser. No. 62/011,571 filed Jun. 12, 2014, the entire contents of both of which are incorporated herein by reference for all purposes.
BACKGROUND Clinical trials MOSAIC (Andre, Boni et al. 2009)1 (Multicenter International Study of Oxaliplatin, Fluorouracil, and Leucovorin trial) and C-07 (Kuebler, Wieand et al. 2007)2 showed that oxaliplatin added to fluorouracil (FU) and leucovorin (LV) significantly improved disease free survival (DFS) and established oxaliplatin as part of the standard of care for the adjuvant treatment of early-stage colon cancer. In the C-07 trial, 2,409 patients diagnosed with stage II and III colon adenocarcinoma who had undergone potentially curative surgical resection with no evidence of residual malignant disease were randomly assigned to receive either FULV (FU 500 mg/m2 by intravenous [IV] bolus weekly for 6 weeks; leucovorin 500 mg/m2 IV weekly for 6 weeks of each 8-week cycle for three cycles) or FLOX (FULV plus oxaliplatin 85 mg/m2 IV on days 1, 15, and 29 of each cycle). Based on the 2011 analysis with median follow-up of 8 years, FLOX demonstrated superior DFS (HR: 0.82; P=0.002)(Kuebler, Wieand et al. 2007)2. Current NCCN guidelines recommend that all stage III patients, and high risk stage II patients be treated with oxaliplatin. High risk stage II includes patients with perforation, or obstruction or tumors with lymphovascular or perineural invasion, T4 lesions, less than 12 Lymph nodes examined, or grade 3-4 lesions. However, recent analysis of MOSAIC analysis found no statistically significant benefit for either all stage II or high risk stage II patients (Tournigand, Andre et al. 2012)3. The use of oxaliplatin in all early stage colon cancer patients remains controversial not only because it is uncertain which patients actually receive benefit but also because of the toxic side effects associated with oxaliplatin (Cersosimo 2005)4. Thus, stratifying patients with regard to their oxaliplatin benefit is of significant clinical interest.
Recently, several studies (De Sousa, Wang et al. 2013; Marisa, de Reynies et al. 2013; Sadanandam, Lyssiotis et al. 2013)6-8 have used unsupervised clustering methods to develop genomic signatures to classify colorectal cancer to different intrinsic subtypes and showed that each subtype has distinct molecular features, clinical significance and prognosis. These groups identified either 3 or 5 intrinsic subtypes with the CCS3, Stem-Like as the poorest prognostic group. The different number of clusters in these publications is not surprising given that different methods and different training datasets were used. Sadanandam et al's (Sadanandam, Lyssiotis et al. 2013)9 five subtypes were correlated to gene expression patterns of the different cell types located within the normal colonic crypts. De Sousa et al also demonstrated that most of the published gene expression based prognostic assays identify essentially the same group of tumors (mostly stem-like or CCS3 subtypes) as those associated with high risk of relapse. Given that it is now well established that breast cancer subtypes differ regarding their prognosis and their response to treatment, it was reasonable to hypothesize that the clinical behavior of the different colon subtypes may also differ with respect to prognosis and importantly with response to treatment. However, it was not possible to test treatment response in these published studies because the patient cohorts were treated with a variety of agents and were not part of a randomized clinical trial designed to test a particular agent. In contrast the gene expression data which was profiled on archived tumor blocks from NSABP clinical trial C-07 represented an ideal experimental cohort to test whether colon cancer subtypes could be used to predict oxaliplatin benefit. Before the publication of these colon cancer subtypes we had completed the gene expression profiling of 1846 patients from C-07 using our custom nCounter code set using nCounter assays from Nanostring Technologies.
SUMMARY The initial study described here provides a gene expression signature which identifies stage II and III colon cancer patients who will receive benefit from oxaliplatin. Oxaliplatin has been shown to lengthen the survival of colon cancer patients, when it is combined with 5-fluorouracil plus leucovorin (FULV) in NSABP clinical trial C-07. However, mounting evidence suggest that not all early stage colon cancer patients benefit from oxaliplatin treatment and the toxicities associated with oxaliplatin highlights the importance of identifying patients who will actually receive benefit from oxaliplatin treatment. We have used gene expression signatures to first classify tumors in C-07 with regard to their respective subtypes, enterocyte, TA, goblet, inflammatory and stem-like and shown that only the enterocyte subtype received benefit from oxaliplatin. Comparing the benefit in the enterocyte subtype to a second group consisting of all four other subtypes, (Goblet-like, Inflammatory, Stem-like and TA) as a non-benefit group, showed a significant treatment-group interaction (p=0.012). In a second step we showed that the stem-like subtype can be further sub-typed into patients who do and do not receive benefit from oxaliplatin. Identification of this sub-subtype which received benefit from oxaliplatin is also of clinical interest in that the stem-like subtype has a very poor prognosis.
We have profiled 296 genes in 1840 patients from NSABP clinical trial C-07 using a custom nCounter code set using the nCounter Assay system from Nanostring Technologies (Seattle Wash.). Genes selected for inclusion on our custom nCounter code set were a result of our own gene expression analysis of the C-07 discovery cohort or other published studies. Gene expression profiling was conducted on tumor blocks from patients with follow-up information and proper consent. Samples within C-07 were split into non-overlapping discovery (N=848) and validation cohorts (N=992). The current description involves only the use of the discovery cohort. Clinical data and nCounter data for the discovery dataset were merged and anonymized by the honest broker at the University of Pittsburgh as defined by standard operations under IRB approval of the NSABP Biospecimen Bank and Biostatistics Center.
We have developed a predictive algorithm to classify tumors into oxaliplatin benefit or no benefit group using discovery cohort of 848 patients without access to the data from the remaining 992 patients (validation cohort). The nCounter genes used for this analysis are 72 genes included in both our custom nCounter code set (N=296) and in the intrinsic subtype signature described by Sadanandam et al. (Sadanandam, Lyssiotis et al. 2013)
The current disclosure can be described therefore as a method for treating colon cancer in a patient in need thereof said method comprising obtaining a tumor tissue sample from said patient; determining a gene expression signature of said sample; identifying a tumor tissue subtype from said gene expression signature; and administering oxaliplatin when the identified tumor tissue subtype is an oxaliplatin responsive subtype. As used herein subtype can refer to one of five colon cancer subtypes, enterocyte, TA, goblet, inflammatory and stem-like, and sub-subtype can refer to a division within one of the 5 subtypes that is more enterocyte-like or that is more responsive to oxaliplatin, for example, than other genes within the subtype.
The methods can be further described therefore as determining a gene expression signature by steps including contacting a genetic sample from the tumor tissue sample with a plurality of specific genetic sequence binding targets and measuring the amount of genetic material expressed by the tumor tissue for a panel of selected genes, wherein the panel of genes are selected from those listed in Table 5. A gene binding target can be a polynucleotide, a protein, a peptide or a peptide nucleic acid, and as such can be synthesized based on a complementary sequence or on a synthetic molecule designed to specifically bind to the RNA. The sample or the target can be affixed to a solid surface such as a planar surface, contained in or affixed to a bead or contained in an oil droplet, for example, or in other forms known in the art such as but not limited to next-generation sequencing technologies such as RNA-Seq or whole transcriptome sequencing.
In certain preferred embodiments the genetic sample comprises degraded or intact RNA and can be mRNA or total RNA or whole tissue lysates from selected genes from Table 5. In certain embodiments the panel of genes for determination of a gene signature are selected by a process that includes Weighted Gene Correlation Network Analysis (WGCNA), to identify members of oxaliplatin responsive gene modules.
Disclosed methods of treatment include administration of oxaliplatin is administered in combination with 5-fluorouracil plus leucovorin (FULV), and can include administration to a stage II or stage III colon cancer patient. The tumor sample can be subtype enterocyte or TA or a sub-subtype of enterocyte or TA. In certain embodiments cancer tumor sample is subtype stem-like or a sub-subtype of stem-like.
The disclosure can also be described in certain embodiments as method for treating colon cancer in a patient in need thereof said method comprising: obtaining a tumor tissue sample from said patient; isolating RNA from the tumor tissue sample; contacting the RNA sample with a plurality of sequence specific probes effective to determine levels of expression of a panel of selected genes in the tumor sample to obtain a gene signature; identifying a colon cancer subtype or sub-subtype tumor subtype based on the gene signature; and administering oxaliplatin or causing oxaliplatin to be administered to said patient when the cancer subtype or sub-subtype is an oxaliplatin responsive subtype or sub-subtype. Gene specific probes can include complementary nucleic acid sequences or other probes that do not necessarily bind to a site within the gene such as those used for Next-generation sequencing technologies which quantitate RNA by sequencing RNA molecules directly, for example.
The method can include utilizing a panel of selected genes are selected from the genes listed in Table 5. The methods can further include administering oxaliplatin or causing oxaliplatin to be is administered in combination with 5-fluorouracil plus leucovorin (FULV) to a stage II or stage III colon cancer patient, where the patient's tumor tissue is determined to be subtype enterocyte or TA or a sub-subtype of enterocyte or TA, or subtype stem-like or a sub-subtype of stem-like.
BRIEF DESCRIPTION OF THE DRAWINGS The following drawings form part of the present specification and are included to further demonstrate certain aspects of the present inventions. The disclosure can be better understood by reference to one or more of these drawings in combination with the detailed description of specific embodiments presented herein.
FIG. 1 Design of Study for discovery and validation of a signature to identify patients who will benefit from oxaliplatin. In this description only the discovery cohort has been used for signature development.
FIG. 2 shows the steps that were taken to develop predictive algorithm using nCounter data from the discovery cohort of C-07.
FIG. 3 Kaplan Meier Plots of each CRC subtype using our gene signature by CRC-SSP-72 according to treatment (FULV versus FOLFOX) using recurrence free survival (RFS) as the end point. Among identified CRC subtypes, only Enterocyte received significant benefit (HR=0.315, p=0.005).
FIG. 4 Kaplan Meier Plots of the Enterocyte subtype and of all of the other subtypes (Goblet-like, Inflammatory, Stem-like and TA) combined into one group (Others) There is significant treatment-group interaction (p=0.012)
FIG. 5 Reproducibility of a C07 sample (C-07-0286) measured by nCounter. This sample was tested using 100, 150, 200, and 250 ng of total RNA as input.
FIG. 6 Venn diagram of genes used for developing subtype classifiers.
DETAILED DESCRIPTION The present invention provides methods for identifying tumors which are responsive to oxaliplatin in individuals. The methods involves the gene expression analysis of RNA isolated from tissue or other biological sources such as blood, urine or feces using nCounter Assays from Nanostring Technologies Inc, or other gene expression methodologies such as microarray, RNA-Seq, hybrid capture RNA sequencing or other state of the art RNA expression profiling methodologies, identifying the colon cancer intrinsic subtypes, identifying the subtypes that received benefit from oxaliplatin. As used herein isolated RNA is meant to convey any separation of RNA from its environment in a cell, including any fractionation, binding, filtration, degradation or even cell rupture such as a lysate.
Clinical Samples and Histological Evaluation Used in this Description.
Samples used in this disclosure were from NSABP clinical trial C-07. This trial enrolled patients between February 2000 and November 2002 to compare oxaliplatin and bolus 5-FU/LV to bolus 5 FU/LV alone for resected stage II and III colon cancer2. C-07 was approved by an Institutional Review Board and informed consent was obtained from each subject for biomedical research.
I. nCounter Assays Used to Determine Gene Expression
The nCounter platform by Nanostring Technologies was used to profile gene expression in RNAs isolated from tumors collected in NSABP clinical trial C-07 which is an ideal platform for a clinical assay for chemically modified and degraded RNAs isolated from FFPE because it requires no enzymology, requires small amounts of total RNA, capture and detection probes target less than 100 bp sequence, and the process is largely automated requiring little hands on time.
The C-07 customized nCounter code set consisted of 296 genes plus 6 positive and 8 negative technical control genes. The 296 genes included in this nCounter code set were selected for the following reasons; the genes were prognostic or predictive for oxaliplatin benefit in the C-07 discovery cohort using whole genome DASL arrays (WG_DASL) from Illumina Inc or were part of significant pathways identified in C07 DASL data analysis or were from the literature or other internal data.
We have profiled 296 genes in 1840 patients using the nCounter Assay system (Nanostring Technologies, Seattle Wash.). Clinical data and nCounter data for the discovery dataset were merged and anonymized by the honest broker at the University of Pittsburgh as defined by standard operations under IRB approval of NSABP Biospecimen Bank and Biostatistics Center. We have developed a predictive algorithm to classify tumors into oxaliplatin benefit or no benefit group using discovery cohort of 848 patients without access to the data from the remaining 992 patients (validation cohort).
II. Study Design For C07, 2409 patients were enrolled in C-07 and all cases with tumor blocks, proper consent, clinical follow-up information and sufficient RNA yields were used in this study (N=1840). These cases were split into a discovery (N=848) and a validation (N=992) cohort (FIG. 1). The present signature was developed with the discovery cohort.
A. Intrinsic Subtype and Oxaliplatin Benefit:
The steps for signature development are summarized in FIG. 2.
With the goal of developing genomic predictive biomarker for oxaliplatin benefit, we first identified intrinsic subtypes and tested oxaliplatin benefit in each subtype. The disclosed methods focused on the CRC intrinsic subtypes identified by Sadanandam6, and the CCS intrinsic subtypes identified by De Sousa7. Since nCounter assay was designed before the publication of the above papers, only a small proportion of intrinsic genes were matched to genes included in the nCounter assay. For example, for the CRC study6, among 1262 non-specific filtered genes, only 72 exist in the nCounter code dataset, and among 786 identified intrinsic subtyping genes, only 56 exist in the nCounter code dataset. Our analysis indicated that subtype can be identified with a subset of 786 genes. Based on the 56 genes, using SSP method, specifically, we checked the Spearman correlation between each sample and the subtype centroid, and then assigned each sample to the subtype to which it was most correlated. This method correctly identified subtype in 79% of the samples.
To improve the robustness of subtype identification, we redeveloped centroid for each subtype based on the 72 genes that overlap between C-07 nCounter code dataset and the original CRC training dataset. We then applied SSP method to the C-07 training dataset, i.e., we checked the Spearman correlation between each sample and the subtype centroid using the 72 genes (Table 1), then assigned each sample to the most correlated subtypes. We can correctly identify the subtype in 80% of the samples (Table 2). Clinical variables such as T stage, nodal status perforation and mutation status of BRAF, KRAS, NRAS and PIK3CA of each subtype are shown in Table 3.
TABLE 1
Centroid of CRC-SSP-72.
Enterocyte Goblet.like Inflammatory Stem-like TA
AKAP12 −0.1564 −0.3258 −1.00E−04 0.6652 −0.1946
ANKRD44 0.0701 −0.1685 0.2335 0.0874 −0.1798
BGN −0.2625 −0.3363 0.1203 0.684 −0.2285
BHLHE41 0.1079 0.075 0.0015 0.2663 −0.3092
BMP7 −0.2046 −0.0645 −0.143 0.04 0.2408
C8orf84 −0.4073 0.5791 −0.0724 −0.1541 0.0682
CAB39L −0.0904 −0.2837 −0.4717 0.1316 0.4798
CDKN2B 0.6162 −0.4035 −0.0118 0.222 −0.2867
CKMT2 0.0206 −0.2473 −0.2254 −0.0649 0.3515
COL11A1 −0.4436 −0.3797 0.189 0.7476 −0.1898
COMP −0.4057 −0.202 −0.1175 0.7747 −0.1101
CPE 0.091 0.1071 −0.4766 0.2741 0.0311
CSGALNACT1 −0.2585 −0.0478 −0.0254 0.2363 0.0324
CXCL10 −0.1897 −0.1776 0.7137 −0.0052 −0.302
CXCL11 −0.203 −0.115 0.6691 −0.0649 −0.2545
CXCL13 0.11 −0.2356 0.8126 −0.1015 −0.4541
CXCL2 −0.1416 0.0466 0.1917 −0.2284 0.0826
CXCL9 −0.2303 −0.2078 0.7334 −0.006 −0.2731
CYP1B1 −0.3509 −0.242 0.0875 0.8449 −0.3248
DAPK1 −0.2495 0.3342 0.3441 0.1757 −0.4336
DCBLD2 −0.2662 −0.1791 0.1036 0.335 −0.0522
DPEP1 −0.1993 0.0196 −0.4644 −0.0446 0.4881
EPB41L4B 0.1808 −0.0063 −0.2888 −0.3419 0.3594
ERAP2 −0.0712 0.0416 0.4002 −0.1821 −0.1445
F5 −0.2002 0.0195 0.2094 −0.0196 −0.03
FAP −0.2881 −0.2525 0.1586 0.6969 −0.301
FGL2 0.1732 −0.1883 0.3211 0.1058 −0.3093
FN1 −0.2859 −0.4114 0.1302 0.5476 −0.0764
FNDC1 −0.2566 −0.3827 −0.0213 0.8409 −0.2125
GBP1 −0.1684 −0.2325 0.6939 0.0308 −0.2952
GBP4 −0.1999 −0.1174 0.7101 −0.1899 −0.1937
GPX3 0.0253 −0.1816 −0.0432 0.4493 −0.203
GRM8 −0.0273 −0.1092 −0.3808 −0.2021 0.5153
GZMB −0.2513 −0.4275 0.3314 −0.167 0.2865
HGD 0.2535 0.3355 −0.0656 −0.3365 −0.0593
HOXA13 −0.0301 0.1091 −0.0917 −0.2152 0.1795
HSD17B2 0.6687 −0.0054 0.1407 −0.3991 −0.2153
ID4 −0.1789 0.0325 −0.2977 0.4248 0
IDO1 −0.2064 −0.1664 0.7754 −0.2062 −0.1969
IL8 −0.166 −0.0459 0.3226 0.0624 −0.156
INHBA −0.3224 −0.2377 0.1021 0.6646 −0.2233
MFAP5 1.00E−04 −0.3641 −0.1964 0.8067 −0.2264
MGP 0.0509 −0.4134 −0.1745 0.8961 −0.3097
MMP11 −0.1743 −0.2439 −0.1581 0.462 0.0318
MMP28 0.4253 0.2425 0.1082 −0.1931 −0.3441
NFIB 0.0535 −0.0317 −0.5168 0.0032 0.3672
OAS2 −0.1136 0.0199 0.4392 −0.0611 −0.2234
PAPPA −0.0641 −0.2033 0.0437 0.3593 −0.1342
PIGR 0.2984 0.2771 0.2527 −0.4536 −0.2038
PLA2G12B −0.0591 −0.2634 −0.3123 −0.1001 0.5015
POU2AF1 0.3543 0.2138 0.147 −0.1889 −0.3155
PRAP1 −0.0074 −0.2188 −0.4551 0.0767 0.4181
PROM2 0.2046 0.1593 −0.0655 −0.2981 0.0462
PSMB9 −0.1726 −0.0019 0.4983 −0.2105 −0.1072
PTPRC 0.0416 −0.252 0.5649 0.1694 −0.4187
ROBO1 −0.1221 −0.2991 0.0818 0.2661 −0.0014
SDC2 −0.0982 −0.2924 −0.0399 0.5358 −0.1257
SELL 0.0788 −0.1222 0.2456 0.0016 −0.1589
SERPINE1 −0.1613 −0.116 0.0757 0.3678 −0.1574
SFRP2 −0.2103 −0.5022 0.0497 1.0716 −0.3926
SGK2 0.2445 −0.2138 −0.4084 −0.2707 0.4818
SLC4A4 1.099 0.1349 0.0933 −0.461 −0.4826
SPARC −0.1227 −0.3431 0.0146 0.6662 −0.218
SPP1 −0.3134 −0.1681 0.4032 0.4321 −0.3238
SSPN −0.0575 −0.0801 −0.1318 0.5308 −0.206
STC1 −0.3185 −0.1163 0.2305 0.2822 −0.1135
TACSTD2 −0.0954 0.2113 −0.0379 0.109 −0.1196
TGFBR3 −0.1721 −0.0829 −0.016 0.04 0.1378
TM4SF1 −0.1527 −0.1754 −0.0883 0.0963 0.1938
TYMS −0.1895 0.1904 0.4728 −0.3805 −0.0701
VCAN −0.1637 −0.3038 −0.0031 0.7104 −0.2344
VNN1 0.0753 0.2341 0.4957 −0.2096 −0.4016
TABLE 2
Consistency between CRC-SSP-72 and original
algorithm in identifying CRC subtypes.
Truth
Goblet- Stem-
Enterocyte like Inflammatory like TA
Prediction Enterocyte 40 0 0 0 4
Goblet.like 5 42 2 0 3
Inflammatory 11 9 68 2 4
Stem-like 8 8 6 75 10
TA 0 4 2 0 84
TABLE 3
Patient characteristics by intrinsic subtype identified by CRC-SSP-72.
Enterocyte Goblet-like Inflammatory Stem-like TA
Gender F 43 (47.3%) 22 (34.9%) 89 (44.1%) 95 (39.7%) 79 (43.2%)
M 48 (52.7%) 41 (65.1%) 113 (55.9%) 144 (60.3%) 104 (56.8%)
Stage II 26 (28.6%) 20 (31.7%) 88 (43.6%) 57 (23.8%) 42 (23%)
III 65 (71.4%) 43 (68.3%) 114 (56.4%) 182 (76.2%) 141 (77%)
Grade Diff 80 (87.9%) 51 (81%) 126 (62.4%) 194 (81.2%) 168 (91.8%)
undiff 11 (12.1%) 12 (19%) 76 (37.6%) 45 (18.8%) 15 (8.2%)
TStage T12 15 (16.5%) 11 (17.5%) 17 (8.4%) 7 (2.9%) 28 (15.3%)
T3 71 (78%) 46 (73%) 176 (87.1%) 213 (89.1%) 144 (78.7%)
T4 5 (5.5%) 6 (9.5%) 9 (4.5%) 19 (7.9%) 11 (6%)
Perforation 0 89 (97.8%) 62 (98.4%) 196 (97%) 231 (96.7%) 179 (97.8%)
1 2 (2.2%) 1 (1.6%) 6 (3%) 8 (3.3%) 4 (2.2%)
Nodes positive 0 26 (28.6%) 20 (31.7%) 88 (43.6%) 57 (23.8%) 42 (23%)
detected 1-3 43 (47.3%) 32 (50.8%) 78 (38.6%) 107 (44.8%) 108 (59%)
4+ 22 (24.2%) 11 (17.5%) 36 (17.8%) 75 (31.4%) 33 (18%)
MSI status MSS 77 (100%) 50 (87.7%) 131 (72.4%) 193 (94.1%) 162 (97.6%)
MSI 0 (0%) 7 (12.3%) 50 (27.6%) 12 (5.9%) 4 (2.4%)
BRAFmutated w 83 (91.2%) 48 (78.7%) 145 (72.9%) 205 (86.1%) 177 (96.7%)
m 8 (8.8%) 13 (21.3%) 54 (27.1%) 33 (13.9%) 6 (3.3%)
KRASmutated w 64 (71.9%) 26 (44.1%) 129 (66.8%) 126 (54.1%) 121 (66.9%)
m 25 (28.1%) 33 (55.9%) 64 (33.2%) 107 (45.9%) 60 (33.1%)
METmutated w 85 (96.6%) 56 (94.9%) 184 (95.3%) 227 (97.4%) 174 (96.1%)
m 3 (3.4%) 3 (5.1%) 9 (4.7%) 6 (2.6%) 7 (3.9%)
NRAS mutated w 85 (96.6%) 56 (94.9%) 190 (99%) 226 (97%) 176 (97.2%)
m 3 (3.4%) 3 (5.1%) 2 (1%) 7 (3%) 5 (2.8%)
PIK3CAmutated w 74 (84.1%) 46 (76.7%) 142 (73.2%) 175 (74.8%) 158 (87.3%)
m 14 (15.9%) 14 (23.3%) 52 (26.8%) 59 (25.2%) 23 (12.7%)
RFI Status 0 59 (64.8%) 47 (74.6%) 173 (85.6%) 141 (59%) 132 (72.1%)
1 32 (35.2%) 16 (25.4%) 29 (14.4%) 98 (41%) 51 (27.9%)
OS Status 0 54 (59.3%) 40 (63.5%) 156 (77.2%) 138 (57.7%) 121 (66.1%)
1 37 (40.7%) 23 (36.5%) 46 (22.8%) 101 (42.3%) 62 (33.9%)
As shown in FIG. 3, among identified CRC subtypes, only Enterocyte received significant benefit (HR=0.315, p=0.005). In combining all other four subtypes, Goblet-like, Inflammatory, Stem-like and TA as a non-benefit group, there is significant treatment-group interaction (p=0.012) (FIG. 4). However when stage II and III CRC patients were tested separately only stage III patients showed differential benefit from oxaliplatin when subtyped with our 72 gene signature (FIG. 5).
Similarly, we also identified CCS colon cancer subtypes which include CCS1, CCS2 and CCS37. Consistent with other studies11, the CRC clustering and CCS clustering are correlated with each other, i.e., most CCS1 patients are TA or Enterocyte patients, most CCS2 patients are inflammatory and most CCS3 are stem-like patients. Since CCS did not separate Enterocyte which received significant benefit from oxaliplatin from other TA patients, we decided to use SSP-72 to identify CRC subtypes.
III. RNA Expression Profiling Using nCounter Assay System
Gene Expression Profiling by nCounter Assay System:
The nCounter platform was selected as the platform for a clinical assay for degraded RNAs isolated from FFPE because it requires no enzymology, requires only 100 to 300 ng of total RNA, capture and detection probes target less than 100 bp sequences, and the process is largely automated requiring little hands on time. The C-07 customized nCounter code set consisted of 296 genes plus 6 positive and 8 negative technical control genes. The 296 genes included in this nCounter code set were selected for the following reasons; the genes were prognostic or predictive for oxaliplatin benefit in the C07 discovery cohort using DASL data or were part of significant pathways identified in C07 DASL data analysis or were from the literature.
nCounter Assay Data Processing
QC of the nCounter Assay Data.
Quality control of the data was performed using default flags in the NSolver software that is provided by the manufacturer:
-
- 1) Imaging flag—sample removed if less than ¾ of the expected fields of view are captured by the camera (0.75*600=450 minimum FOVs)
- 2) Binding Density—sample removed if the binding density falls outside the range 0.05-2.25
- 3) Positive Control Flag—sample removed if the positive spikes do not follow the expected linear trend (r̂2<0.95)
- 4) 0.5 fm Detection Flag—sample removed if the 0.5 fm positive control is within two standard deviations of the negative controls
- 5) Tech Normalization Flag—for the raw data, median(sum(pos(controls))/sum(positive control); sample removed if the technological normalization factor >3 or <0.3
- 6) Biological Normalization Flag—after adjusted by technical normalization, median (geomean(pos(house-keeping control s))/geomean(house-keeping control); sample removed if the biological normalization factor <0.1 or >10. In this data, KIAA1539, MADD, RAB1A, C17orf79, PDCD10, NFYC were selected as house-keeping genes.
- 7) If repeated measurements for an individual both pass above criteria, the lane with the lesser total counts will be removed
With the above criteria, 778 out of 848 samples (91.75%) pass QC and were used for signature development.
1. Nanostring Data Normalization After preprocessing data, we normalized each tumor for technical variability with the sum of the positive controls inherent to nCounter assay and within sample reference normalized with the geometric mean of 6 internal reference genes (KIAA1539, MADD, RAB1A, C17orf79, PDCD10, NFYC).
2. Analytical Performance of mRNA Expression Profile by nCounter:
Dynamic range and limit of detection for the nCounter assay can be estimated from synthetic spike-in controls included with every sample. Positive controls are spiked into the reaction at concentrations from 0.125-128 fM, representing a fold-change of 1024. Measurements of these controls are highly linear (median r2=0.99 across all discovery samples) in this range. Eight negative control probes, representing sequences not found in the human transcriptome, are also included in each reaction. The lowest positive control, 0.125 fm, represents approximately 0.2 copies per cell, and is detected at least 2 standard deviations above the mean of the negative controls. If r2 for the positive spikes drops below 0.95 or the 0.125 fm spike is not detected 2 standard deviations above the mean of the negative controls, the reaction is considered failed and that sample is repeated or removed from further analysis.
We also tested 11 pairs of samples as duplicate. For these duplicate samples, we calculated the correlation coefficients for the gene expression, the minimum of correlation coefficient is 0.9912, and mean is 0.9925, standard deviation is 0.0021.
To address assay reproducibility and required amount of input RNA, we first performed several samples using 100, 150, 200, and 250 ng of total RNA as input. Results for one representative sample are shown in FIG. 5. The raw data demonstrates an almost linear increase in signal with increased input material. However, normalized data were nearly identical demonstrating that we can use 100 ng of total RNA as the starting material for the nCounter assay.
In the C-07 discovery cohort the enterocyte subtype in CRCA subtype received benefit from oxaliplatin; however, this signature failed to validate in the independent data set. One reason that the signature failed to validate, may be due to the non-optimal identification of the enterocyte subtype. Our nCounter code set was created before the CRCA subtypes were described and therefore was not designed for subtype identification and unfortunately only includes a very small number of genes for enterocyte identification. Thus accurate identification of the enterocyte subtype was not optimal with the current code set
Another potential problem that may have contributed to the failure to validate our signature was the possibility that other subtypes could include patients who benefited from oxaliplatin. For example the stem-like and TA subtypes may need to be further split into sub-subtypes. TA is a heterogeneous group which has a gene expression pattern similar to transit-amplifying progenitor cells which differentiate into goblet and enterocyte cells in the normal colonic crypt. Thus TA may be further refined into sub-subtypes based on their future potential fate, i.e., TA cells that are more likely to differentiate into enterocytes and those that differentiate into goblet. We would hypothesize that only the enterocyte-like subtype within TA would receive benefit from oxaliplatin. However, because our nCounter code set only includes a small number of genes for enterocyte and goblet-like identification, we could not exploit this hypothesis in the nCounter data. We also attempted to split the stem-like subtype but were unable to find a satisfactory split for oxaliplatin benefit in this subtype.
As discussed above, the basis of our previous work is that subtypes have different molecular properties, which determine the degree of benefit they receive from treatment. However, because the identification of CRC subtypes is still in an exploratory phase, it is uncertain how to best identify relevant subtypes for oxaliplatin benefit.
Disclosed herein are a description of the genes and methods for identifying the association of gene modules with CRC subtypes and their association with clinical behavior with an emphasis on identifying patients who receive benefit from oxaliplatin. Identification of modular gene sets and their association to particular CRC subtypes allows not only for subtype identification but also a description of those subtypes, how they are similar and how they are different which will enable a better understanding of clinical behavior.
In the second study, we took a well-established systematic approach, Weighted Gene Correlation Network Analysis (WGCNA), to identify gene modules, i.e., correlated gene expression networks and evaluated how these modules are related to subtypes. Gene modules are generally comprised of functionally related genes. Understanding the gene modules which characterize subtypes will enable us to understand how each subtype is correlated to each other, and the molecular mechanisms of different prognostic or predictive behavior of each subtype. We have selected genes for a new code set which will enable us to better identify functional, clinically relevant CRC subtypes.
Additional studies profile C-07 with this new code set which provides better understanding of how each module is related to oxaliplatin benefit. Then we reevaluate which current subtype system (among CCS, CRCA, CCMS) is the best for identifying patients that will get benefit from oxaliplatin, or we develop a better classification system to define subtypes in terms of oxaliplatin benefit. In addition, we also develop signatures based on other approaches by combining information obtained from gene module analyses.
Study Design II We have downloaded the original training datasets for CCS, CCMS and CRCA classifier. The original training dataset for CCS and CCMS includes 90 and 566 patients respectively. Note the original CRCA training dataset is the combination of two datasets, to avoid the impact of batch effect, in our analyses; we analyzed the two datasets for CRCA analysis separately.
For each dataset, we performed WGCNA analysis on the genes used for the specific classifier. In addition, although these three classifiers all started with genes having large variance, the list of genes is different (FIG. 2). We also performed WGCNA analysis on the union of genes used for all three classifiers (4510). A Venn diagram of genes used for developing subtype classifiers appear in FIG. 6.
WGCNA constructed a network using adjacency matrix, which is constructed by using the soft-threshold approach (13=8) on the matrix of pair-wise correlation coefficients. Topological overlap distance was then calculated from the adjacency matrix, and used to build a hierarchical clustering tree. Modules were defined as branches of a hierarchical clustering tree, with a minimum module size of 50 genes. A module eigengene distance threshold of 0.4 was also used to merge highly similar modules. Each module is assigned a unique color label. For the convenience of comparison, we matched the module colors from different training dataset based on modules identified in CCMS training dataset. WGCNA analysis was done using WGCNA R package
We assigned each patient to different subtype in CCS, CRCA or CCMS clustering system using SSP method, the centroid was obtained from the original publications. We further identified differentially expressed genes for each subtype using SAM method, and plotted such information underneath the WGCNA tree.
Results For each dataset, we performed WGCNA analysis on the genes used for the specific classifier (data not shown) and the union of genes used for training three classifiers (4510 genes) in the WGCNA analysis in CCMS training datasets. The module colors are assigned by WGCNA algorithm automatically, based on the ranking of module size.
To understand how these modules are related to subtype, information of genes' expression in each subtype was added in the tree plot. In CCMS training dataset ( ), six large modules were identified, and these gene modules express differently in different subtypes. Turquoise module, the largest module, includes 1424 genes, and most of these over expressed in stem-like/ccs3/CCMS4 and CCMS6. Importantly, the turquoise module contains stromal and epithelial to mesenchymal related genes demonstrating the functional information that can be inferred with modular analysis. The black module includes 866 genes, they overexpressed in stem-like/ccs3/CCMS4, and inflammatory/ccs2/CCMS2. The brown module includes 649 genes, overexpressed in inflammatory/ccs/CCMS2. The yellow module includes 613 genes, overexpressed in TA/ccs1/CCMS1/CCMS5. The green module includes 506 genes, doesn't seem to have a clear pattern. The red module includes 452 genes, overexpressed in goblet/CCM3, enterocyte/CCMS6.
TABLE 4
Goblet- Stem-
# genes Enterocyte like Inflammatory like TA
Turquoise 1424 +
Black 866 + +
Brown 649 +
Yellow 613 +
Green 506
Red 452 + +
Similar analyses were performed for other datasets. For the convenience of comparison, we have matched the module color from other datasets to module colors in CCMS training dataset. As shown in FIG. 3B-D, although modules identified in other datasets are different from modules identified in CCMS training datasets, there is significant overlap for modules identified from different datasets, and these modules have distinct expression pattern in different subtypes.
To identify genes that are preserved in different datasets in terms of module membership, we further laid out the significant overlap modules identified in different datasets in the same tree, i.e., genes that are from modules that don't have significant overlap are colored gray.
The data (not shown) shows significant overlap among modules from other datasets, especially for turquoise and black modules identified from CCMS dataset. For brown, yellow and red modules identified in CCMS dataset, they are moderately preserved in other datasets, and sometimes they were further split into smaller modules. For example, in ccs datasets, the brown module in CCMS dataset split into both brown and green modules. Gene selection focuses on genes that are preserved in modules with particular focus on hub genes, i.e, genes which have strong correlation with a large number of genes.
We have identified a list of genes that will be used for identification of subtypes and sub-subtypes with differential benefit from oxaliplatin Table 6. Genes will be selected from this table to include in our code set to profile C-07. Further refinement of the code set will be determined by additional criteria such as a gene's correlation between fresh and FFPE isolated RNA, the preservation in other datasets, and functional analysis.
TABLE 5
Genes for identification of subtypes and sub-subtypes
CCMS ccs CRCA1 CRCA2 potential 1
RGL3 black black black gray
GABRB2 black gray black black
ZDHHC11 turquoise gray gray gray
HOTTIP black gray gray gray
TCTE3 black gray black black
FAM185A black gray black black
NKAIN2 turquoise turquoise turquoise gray
SV2C turquoise gray turquoise turquoise
C17orf78 turquoise turquoise turquoise gray
ERVMER34-1 turquoise turquoise turquoise turquoise
ZNF395 turquoise gray gray gray
NTRK2 brown gray gray gray
SH3TC2 turquoise turquoise gray turquoise
SLC7A8 turquoise gray gray turquoise
LURAP1L turquoise gray gray turquoise
EDAR turquoise turquoise turquoise turquoise
SLC6A20 black gray gray gray
FLVCR1-AS1 brown gray brown brown
RUSC1-AS1 turquoise turquoise gray gray
LCN15 turquoise gray gray gray
PLEKHS1 black black black gray
CLDN2 brown brown brown brown
CYP4X1 brown green brown brown
TRIB1 turquoise gray turquoise turquoise
LSS brown green brown gray
ZDHHC5 brown green gray gray
LRRC8E brown green gray brown
OTUB2 brown brown brown brown
SCARNA2 yellow gray gray gray
CAMTA1 brown gray gray gray
IL1A black magenta gray black
CCL20 yellow red green red
NFKBIZ black black black black
ZC3H12A black black black black
CXCL1 black black black black
CXCL2 black black black black
CXCL3 brown brown gray gray
C11orf71 black gray black black
KRTAP4-1 yellow yellow yellow gray
MACROD1 brown green gray gray
SAMD12 turquoise gray gray turquoise
GABRA2 turquoise gray gray turquoise
IRS2 turquoise gray gray gray
SLC44A5 green yellow gray red
SEC16B green gray yellow gray
DEPTOR turquoise turquoise gray turquoise
EPPK1 brown green gray gray
ALDH7A1 brown green gray gray
UTS2 black gray black black
MYCN brown gray brown brown
CLCN4 black black black gray
RGMB brown green brown gray
NMNAT3 brown gray gray gray
DCDC2 black gray gray gray
HIPK2 black gray black gray
ANKRD17 green green gray gray
HINT3 turquoise gray gray turquoise
AIG1 turquoise gray gray gray
TPD52L1 brown gray gray gray
ERO1L black magenta black gray
SPTBN1 black gray black gray
CD9 brown green gray gray
ENC1 black gray gray gray
DNAJC16 brown green gray gray
NNT green green gray red
LRRC6 brown gray gray gray
NETO2 brown green brown brown
STK31 green yellow yellow gray
EPB41L2 green green gray gray
SULT1C2 brown gray gray gray
ANKRD18A brown gray gray brown
SAMD5 brown gray brown brown
NRD1 black gray black gray
6-Mar turquoise gray gray turquoise
PLCB1 green yellow yellow gray
ZNF678 green yellow yellow red
ZNF738 green gray gray gray
ZNF702P green gray gray gray
DEPDC7 green gray gray yellow
ALPK1 green yellow gray gray
FAM221A green gray gray red
RBM11 green yellow gray red
FAM213A green gray gray gray
RHOBTB3 green yellow gray gray
SLC22A15 green gray gray gray
NT5C2 green yellow gray gray
ZNF124 green gray yellow red
KDM4C green green yellow red
RALGPS1 green yellow yellow red
TJP2 green yellow gray gray
MBOAT2 green gray gray gray
VEGFA green green gray gray
ZNF320 green gray gray gray
EEF1A1 green yellow gray gray
TOB1 green yellow gray red
PIK3R1 green yellow gray gray
GK green gray gray gray
MET green yellow gray gray
ITPR2 green gray gray gray
GRAMD1C green gray gray red
DDX26B green gray gray gray
PRRG1 green gray gray gray
TAF9B green green yellow gray
ZNF711 green gray gray gray
ZNF614 green yellow gray red
TRIM13 green yellow gray red
ZNF652 green yellow gray gray
ARID2 green yellow yellow red
TIPRL green green yellow gray
FAM92A1 green gray yellow gray
SQLE green green yellow gray
LACTB2 green green gray gray
NUBPL green yellow yellow red
PDE7A green green yellow yellow
FAM84B green yellow yellow gray
YWHAZ green green gray yellow
PDP1 green green gray gray
HRSP12 green green yellow gray
C8orf59 green green yellow yellow
OXR1 green yellow yellow gray
ARFGEF1 green green yellow yellow
EIF3H green yellow yellow yellow
AZIN1 green gray yellow yellow
UTP23 green green yellow yellow
E2F5 green green yellow gray
MED30 green green yellow gray
HCG11 green yellow yellow yellow
TMEM170B green gray yellow gray
ZNF439 green gray gray gray
PIWIL4 green yellow yellow red
CCDC146 green gray gray gray
TMEM245 green yellow yellow gray
TAPT1-AS1 green yellow yellow gray
ZNF420 green yellow yellow gray
SMARCE1 green yellow yellow gray
PLA2R1 green yellow yellow gray
RBM6 green yellow yellow gray
DDX17 green green gray gray
EFHC1 green yellow gray gray
HERPUD2 green green yellow yellow
KLHL7 green gray gray gray
7-Sep green gray yellow gray
ENPP5 green yellow yellow red
SESN3 green gray gray gray
HNMT green gray gray red
ZBTB38 green yellow gray red
CEP68 green yellow yellow gray
RPL15 green yellow yellow red
ZNF605 green yellow yellow red
KCNH8 green yellow yellow gray
GPCPD1 green yellow yellow gray
LPCAT2 green gray yellow yellow
ORMDL1 green gray gray gray
CLHC1 green gray gray gray
ASXL2 green yellow gray yellow
NR1D2 green yellow yellow gray
TULP4 green yellow yellow yellow
PAN3-AS1 green yellow yellow yellow
ZNF141 green yellow yellow yellow
MLLT4-AS1 green yellow yellow yellow
ZNF226 green gray gray red
ZNF302 green yellow gray red
JPX green yellow yellow yellow
SKIL green yellow yellow gray
MBNL2 green yellow yellow gray
PCMTD1 green yellow gray gray
TMEM106B green yellow yellow gray
ATF6 green yellow gray gray
VAMP4 green gray gray gray
ANKRD10 green yellow yellow gray
NFAT5 green yellow gray yellow
TRAF5 green yellow yellow gray
ZKSCAN1 green yellow yellow yellow
RNF170 green yellow yellow yellow
SRSF6 green green yellow yellow
RBM26 green yellow yellow yellow
MIR17HG green yellow yellow yellow
SLC25A27 green yellow yellow yellow
AHSA2 green gray gray gray
PNISR green yellow gray gray
SOS1 green yellow gray gray
KIAA0907 green yellow yellow gray
ATRX green gray yellow gray
MKLN1 green green yellow gray
FNBP4 green green gray gray
LUC7L3 green yellow yellow gray
OGT green green yellow gray
MBTD1 green yellow yellow yellow
SLC25A36 green yellow yellow yellow
ANKRD10-IT1 green yellow yellow yellow
COMMD6 green yellow yellow gray
DNAJC3-AS1 green yellow yellow yellow
DOCK9 green yellow yellow yellow
NHLRC3 green yellow yellow yellow
UGGT2 green yellow yellow yellow
DLEU2 green yellow yellow yellow
ARHGEF7 green yellow yellow yellow
ZMYM2 green yellow yellow yellow
ARGLU1 green yellow gray yellow
N4BP2L2 green yellow yellow gray
MTRF1 green yellow yellow gray
UFM1 green green yellow yellow
COG3 green yellow yellow yellow
VPS36 green yellow yellow yellow
SUPT20H green yellow yellow yellow
MED4 green green yellow yellow
TUBGCP3 green green yellow yellow
CDK8 green green yellow yellow
PDS5B green yellow yellow yellow
RC3H2 green green gray yellow
ZNF44 green yellow gray red
MB21D1 green gray gray gray
ZNF75A green gray yellow gray
C9orf64 green green yellow red
ZNF160 green yellow yellow yellow
SAMD4B green yellow yellow gray
FTX green yellow yellow yellow
TUG1 green yellow yellow gray
GATAD1 green yellow yellow yellow
RAP2A green yellow yellow yellow
INO80D green yellow yellow red
PHACTR2 green yellow yellow gray
PRKCI green yellow yellow yellow
ZNF148 green yellow yellow yellow
TXNDC9 green yellow yellow yellow
LTN1 green yellow yellow red
SLC5A3 green yellow yellow yellow
ZNF397 green yellow yellow gray
ZNF573 green yellow yellow yellow
TMEM19 green yellow gray red
IL7 green gray gray gray
NPNT green gray gray gray
GDPD1 green gray gray red
RAB2A green yellow gray gray
INPP4B green gray gray gray
SCARB2 green green gray gray
KDM6A green green gray gray
B3GALNT2 green green yellow gray
LRIG3 green green gray gray
SETD9 green gray gray red
LONRF1 green yellow yellow gray
EFCAB2 green green gray gray
NET1 green green gray gray
BTBD3 green gray gray gray
LINC00342 green gray gray gray
CANX green green gray red
CDC14B green yellow gray red
SYNJ2BP green gray gray red
NCOA7 green gray gray gray
FZD3 green gray gray gray
VMP1 green yellow gray gray
ZNF268 green yellow gray red
SCAPER green gray gray gray
LRIF1 green yellow yellow red
ZHX1 green yellow yellow yellow
GDAP1 green gray gray gray
MBIP green green gray gray
KIAA0368 green yellow gray gray
NAMPT green gray gray gray
DNAJC3 green gray gray gray
OTUD3 green green gray gray
PPM1L green gray gray gray
MLH3 green gray gray gray
RAD52 green green gray red
MSI2 green green yellow gray
B3GNT2 green green gray gray
CRYZ green gray gray gray
MPZL2 green green gray red
ARMC8 green gray gray gray
STAMBPL1 green green gray gray
RPL31 green gray gray gray
CNOT6L green green gray gray
BTC green gray gray gray
ZNF432 green gray gray gray
SLC39A10 green gray yellow gray
ACTR2 green green yellow yellow
PIGN green green gray gray
CDK6 green green gray gray
FAM179B green gray gray gray
BCKDHB green green gray red
PELI1 green gray gray gray
STX6 green green gray gray
ARHGAP18 green green yellow red
PGAP1 green green gray red
ITGA2 green gray gray gray
ITGA6 green green gray gray
SNX25 green green gray gray
ZNF112 green yellow gray gray
EIF5A2 green gray gray gray
HMGN5 green gray gray gray
EIF3F green green gray gray
DPY19L1 green green gray gray
PTPLB green green gray red
C1GALT1 green green gray gray
RRM2B green green gray gray
CEP70 green gray gray gray
ADAM9 green green gray gray
PDK1 green green gray gray
GCH1 green gray gray gray
NUCB2 green gray gray gray
ASPH green gray gray gray
G3BP2 green green gray red
ETNK1 green gray gray gray
SPTSSA green green gray gray
ZADH2 green green gray red
KRAS green gray gray gray
DYRK2 green yellow gray gray
CSNK1A1 green green gray gray
ACBD3 green gray gray gray
MAP3K5 green gray gray gray
SGMS2 green gray gray gray
ANP32E green gray gray gray
KCTD3 green green gray gray
TAF1A green gray gray gray
SGMS1 green gray gray gray
KATNBL1 green gray gray gray
CTDSPL2 green green gray gray
DTWD1 green gray gray gray
RFX7 green green gray gray
FEM1B green green gray gray
HECTD1 green gray gray gray
SGPP1 green green gray gray
FAM102B green gray gray gray
BLZF1 green gray gray gray
PPP2R5C green gray gray gray
SPRED1 green green gray gray
UHMK1 green green gray gray
RPRD1A green green gray gray
MDM2 green green gray gray
PGGT1B green green gray gray
PRPF39 green green gray gray
RBM25 green green gray gray
PCNXL4 green gray gray gray
EXOC5 green green gray gray
STYX green green gray gray
ARHGAP5 green green gray gray
STRN3 green green gray gray
IMPACT green gray gray gray
TMOD3 green green gray gray
GALNT1 green gray gray gray
ANKRD12 green gray gray gray
SOCS6 green gray gray gray
NAPG green green gray gray
MIB1 green gray gray gray
ESCO1 green gray gray gray
SMCHD1 green gray gray gray
MAGT1 green green gray gray
MORF4L2 green yellow yellow gray
RP2 green green gray gray
NXT2 green gray gray gray
PIGA green green gray gray
RPS24 green green yellow red
TPR green green gray gray
LPGAT1 green green gray gray
PTAR1 green gray gray gray
RFX3 green green gray red
MYO6 green green gray gray
AP1S2 green gray gray gray
STK38L green yellow gray gray
PTPRG green green gray gray
CAPZA2 green green gray gray
MYO1B green green gray gray
STARD4 green gray gray gray
B4GALT6 green gray gray gray
GPAM green yellow gray gray
SEPSECS green gray gray red
PLA2G12A green green gray red
CACUL1 green green gray gray
NBN green green gray gray
ZCCHC7 green yellow gray red
GLS green yellow gray gray
ATP2C1 green gray gray gray
DDX3X green green gray gray
SCAMP1 green green gray gray
NAA15 green green gray gray
API5 green yellow gray gray
YME1L1 green gray gray red
NF1 green green gray yellow
EML4 green green yellow red
ADAM1A green yellow yellow red
SLC38A1 green yellow yellow red
ATP11B green green gray red
TBL1XR1 green green gray gray
FNIP1 green green yellow red
TTC37 green yellow yellow red
EEA1 green green yellow gray
RAD50 green yellow yellow red
PAWR green gray yellow yellow
PTBP3 green green gray gray
SLC30A9 green gray gray gray
PSIP1 green green gray gray
SLC4A7 green green gray gray
NIPBL green gray gray gray
DNAJC10 green gray gray gray
CBR4 green yellow gray red
BOD1L1 green gray gray gray
YTHDC2 green green gray gray
MATR3 green green gray red
PAPD4 green gray gray gray
TRPM7 green green gray red
WDR11 green yellow gray gray
AFF4 green gray gray gray
C5orf24 green green gray gray
ATF2 green green gray gray
ZFYVE16 green gray gray gray
SP3 green yellow yellow yellow
TLK1 green green gray red
SF3B1 green gray gray gray
UBXN4 green green gray gray
USP34 green yellow gray gray
JMJD1C green gray gray gray
RICTOR green green gray gray
CLASP2 green yellow gray gray
TMEM33 green green gray red
DCAF17 green green gray yellow
ZNF107 green gray yellow gray
WDR36 green green gray gray
GPR180 green gray gray gray
THAP9-AS1 green green gray gray
PPP6R3 green green gray gray
KIAA1731 green gray gray gray
ARL5B green gray gray gray
ZFR green green gray yellow
STRN green yellow gray red
PDZD8 green green gray gray
CHML green gray gray gray
ATL2 green green yellow gray
HOOK1 green gray gray red
SERBP1 green yellow gray gray
ANKRD28 green gray gray red
G2E3 green gray gray gray
KIF21A green gray gray gray
UBA6 green green gray gray
LIN7C green green gray gray
PDS5A green gray gray gray
FAR1 green green gray gray
PRPF38B green yellow gray gray
MYSM1 green green gray red
TRMT13 green yellow yellow red
ZNF644 green green gray gray
LARP4 green green gray gray
CEP152 green gray gray gray
CBX3 green green yellow yellow
CREBZF green green gray gray
U2SURP green yellow gray gray
RIF1 green gray gray gray
SMC3 green gray gray gray
TMA16 green green gray gray
SEC23IP green green gray gray
BBS7 green gray gray gray
PAQR3 green gray gray gray
DAAM1 green gray gray gray
OIP5-AS1 green gray gray gray
EIF4A2 green yellow gray gray
CCSER2 green gray gray gray
NAB1 green green gray gray
WSB1 green gray gray gray
PRKAR1A green green gray gray
MFAP3 green green gray gray
POLI green gray gray gray
CCDC91 green yellow gray gray
USP32P2 green gray gray gray
HIPK3 green green gray gray
TMEM30A green green gray gray
CPEB4 green green gray gray
DMXL2 green gray gray gray
MBNL1 green green gray gray
REEP3 green green gray gray
PDE3B green green gray gray
EXPH5 green green gray red
ACVR1C green gray gray red
PPARA green yellow gray red
NUDT12 green gray gray red
GCNT1 green gray gray red
NSUN7 green gray gray red
MLLT3 green green gray red
APIP green yellow gray red
SPAG1 green gray gray red
TMEM38B green green yellow red
MPP7 green gray gray red
IL20RA green yellow yellow red
SOWAHC green yellow gray red
TMEM170A green green yellow yellow
KLF5 green gray yellow red
DDAH1 green green gray red
HNF4G green green gray red
OCLN green green yellow gray
GIPC2 green yellow gray red
RNF128 green yellow yellow red
HSDL2 green gray yellow red
GOLIM4 green green gray red
KIF5B green green yellow yellow
ZBTB18 green green yellow red
SLC12A2 green gray gray red
STXBP6 green gray gray red
IFT74 green gray gray red
CXADR green green gray red
ADD3 green yellow gray red
CERS6 green green gray red
SH3YL1 green yellow yellow red
NEBL green yellow yellow red
CD46 green yellow yellow red
TRIM2 green green gray red
PRRG4 green green gray red
LGALSL green yellow gray red
CYP2J2 green gray gray red
XK green gray gray red
CMAS green gray gray red
FAR2 green gray gray red
NHSL1 green yellow gray red
PFKFB2 green gray gray red
FAM110C green yellow gray red
HSD17B11 green gray gray red
AKAP7 green gray gray red
TMEM56 green gray gray red
KIAA1244 green gray gray red
RASEF green gray gray red
DENND1B green gray gray red
FGD4 green green gray red
CYP3A5 green gray gray red
RABGAP1L green gray gray red
EDEM3 green gray gray red
RASSF6 green gray gray red
HIGD1A green gray gray gray
PTP4A1 green green gray red
TMEM144 green green gray red
ITGB6 green gray gray red
FAM13A green gray gray red
ANK3 green gray gray red
SLC40A1 green gray gray red
CDC42SE2 green gray gray red
SLC35F5 green gray yellow red
WASL green green gray gray
AKAP9 green yellow gray red
NAPEPLD green yellow gray red
LAMTOR3 green gray gray gray
MIER3 green green gray red
PPP1CB green yellow gray gray
LNX1 green gray gray red
MTM1 green green gray red
MECOM green yellow gray red
EHF green green gray red
SLC35B3 green gray gray red
SYTL2 green gray gray red
MOB3B green gray gray red
ARL14 green gray gray red
SLC16A9 green gray gray red
SAMD13 green gray gray red
NIPAL1 green gray gray red
SUCLG2 green green gray red
TDP2 green gray gray red
LRRC31 green gray gray red
STX19 green gray gray red
SLC44A1 green yellow gray red
KRCC1 green gray gray red
TRIQK green gray gray red
TM9SF3 green yellow gray red
DSG2 green gray gray red
C4orf33 green gray gray red
FRYL green gray gray red
ARFIP1 green green gray red
USP53 green gray gray red
TPD52 green gray gray gray
FAM135A green yellow gray red
CD164 green green gray red
KLF3 green green gray red
ABCD3 green gray gray red
GALNT3 green gray gray red
CLCN3 green green gray red
CDS1 green gray gray red
GALNT7 green green gray red
SLC35A3 green gray gray red
TUBBP5 brown green gray gray
SIM2 brown green gray brown
MESP1 brown gray brown brown
DHRS2 brown gray brown brown
RBBP9 brown gray gray gray
CDS2 brown green gray gray
TRMT6 brown green gray brown
ANKEF1 brown green gray gray
CSNK2A1 brown gray gray gray
MKKS brown green gray gray
CRLS1 brown gray gray gray
SNX5 brown green gray gray
CRNKL1 brown gray gray gray
CSRP2BP brown gray gray gray
KIF16B brown gray gray gray
MMAA brown gray gray brown
CXorf57 brown brown gray gray
LINC00467 brown gray gray brown
CCND1 brown green gray brown
GDF15 brown green gray brown
M6PR brown green gray gray
EPHB3 brown green gray brown
CNTNAP2 brown gray brown brown
LRRC34 brown gray gray gray
STC2 brown gray gray gray
HAS3 brown gray brown brown
AP1S1 brown green gray brown
DMRT2 brown gray gray gray
SLC29A1 brown green gray gray
HMGCS1 brown green brown brown
INSIG1 brown green brown brown
ZNF850 brown gray gray gray
ANKRD22 brown green gray brown
FAM222A brown gray brown brown
CHDH brown gray gray gray
KIF1B brown gray gray gray
SYBU brown gray gray gray
COX7B brown green gray gray
LDLR brown brown gray gray
GOLT1A brown gray brown brown
CYB5R2 brown gray gray gray
KDM3B brown green gray gray
HS6ST2 brown gray gray brown
FDFT1 brown green brown brown
FUOM brown gray gray brown
ERLIN2 brown gray gray gray
FAM83B brown green gray brown
CDH3 brown green brown brown
CA5BP1 brown brown gray gray
SLC16A1 brown green brown brown
MSX1 brown gray brown brown
PITX2 brown gray gray brown
KIAA1257 brown gray gray brown
AP2B1 brown gray brown brown
DLG3 brown green gray brown
PROCR brown gray gray gray
RHPN2 brown gray gray gray
AIM1 brown gray brown brown
PREP brown green gray gray
CRNDE brown green gray brown
HMGA2 brown green gray brown
PDK3 brown gray brown gray
SOX12 brown green brown brown
ART3 brown brown gray gray
GRAMD2 brown gray gray gray
PROM2 brown gray gray brown
NSF brown gray gray gray
TNS4 brown brown gray brown
VSNL1 brown gray brown brown
SMYD2 brown gray brown brown
PODXL2 brown green brown brown
C1orf53 brown green gray brown
FAHD1 brown gray gray gray
BAX brown green gray brown
PHLPP1 brown green gray brown
HOMER1 brown gray brown brown
UGGT1 brown green gray gray
GRHL1 brown gray brown brown
KISS1R brown gray gray gray
1-Mar brown green gray brown
SLC27A5 brown brown gray brown
EPHX4 brown gray gray gray
NAP1L1 brown green brown gray
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ATP10B yellow yellow green red yellow
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ATAT1 yellow yellow yellow yellow yellow
PTP4A3 yellow yellow yellow yellow yellow
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HNF4A yellow yellow yellow gray yellow
ATP7B yellow yellow yellow red yellow
GRTP1 yellow red yellow gray yellow
STK24 yellow gray yellow yellow yellow
CELSR3 yellow yellow yellow yellow yellow
TBC1D5 yellow yellow yellow gray yellow
KLHDC10 yellow gray yellow yellow yellow
C20orf196 yellow yellow green red yellow
LINC00525 yellow yellow yellow yellow yellow
DNAJC15 yellow yellow yellow yellow yellow
FAM210B yellow yellow yellow yellow yellow
RPS6KA6 yellow yellow yellow red yellow
CCDC113 yellow yellow yellow red yellow
GYLTL1B yellow yellow yellow gray yellow
PROSER2 yellow yellow yellow red yellow
SNTB1 yellow gray yellow yellow yellow
SLC2A4RG yellow yellow yellow yellow yellow
NOTCH1 yellow yellow yellow red yellow
SOX4 yellow yellow yellow yellow yellow
CSNK1E yellow gray yellow gray yellow
ZNF503 yellow gray yellow gray yellow
SLC6A6 yellow gray yellow gray yellow
FARP1 yellow yellow yellow gray yellow
PMEPA1 yellow yellow yellow gray yellow
LGR5 yellow gray yellow red yellow
STX3 yellow gray green red yellow
WIF1 yellow yellow yellow yellow yellow
HIBADH yellow gray yellow yellow yellow
MED1 yellow gray yellow yellow yellow
CLDN1 yellow yellow yellow yellow yellow
ZNF280B yellow yellow yellow red yellow
AOAH yellow yellow yellow gray yellow
RNF157 yellow yellow yellow red yellow
CKMT2 yellow yellow yellow red yellow
NKD2 yellow yellow yellow gray yellow
ATP6V1C2 yellow yellow yellow red yellow
HILPDA yellow gray yellow gray yellow
SLC2A12 yellow yellow yellow yellow yellow
ZNF93 yellow yellow gray gray yellow
FABP6 yellow yellow yellow red yellow
PNLIPRP2 yellow yellow green red yellow
ZNF681 yellow yellow gray red yellow
PPDPF yellow yellow yellow yellow yellow
CYB5B yellow yellow yellow yellow yellow
CBX5 yellow yellow yellow red yellow
REEP1 yellow yellow yellow gray yellow
ZBTB10 yellow yellow green yellow yellow
TG yellow yellow yellow red yellow
ADCY3 yellow yellow gray yellow yellow
DIO3OS yellow yellow green yellow yellow
LRRC36 yellow yellow yellow gray yellow
AGT yellow yellow green gray yellow
CYP4F2 yellow yellow yellow yellow yellow
CYP4F3 yellow yellow yellow yellow yellow
HENMT1 yellow yellow yellow red yellow
NUDT7 yellow yellow green red yellow
ZC3H12B yellow yellow yellow yellow yellow
FREM2 yellow yellow yellow yellow yellow
DNAJC6 yellow yellow yellow yellow yellow
ESPN yellow yellow green yellow yellow
IFNLR1 yellow yellow yellow red yellow
ANXA9 yellow yellow yellow yellow yellow
ENTPD6 yellow yellow yellow red yellow
L3MBTL1 yellow yellow yellow gray yellow
ZNF785 yellow yellow yellow yellow yellow
SPIN3 yellow yellow yellow yellow yellow
MCF2L-AS1 yellow yellow yellow red yellow
TDRKH yellow yellow yellow yellow yellow
COBLL1 yellow yellow yellow yellow yellow
KCNK5 yellow yellow green red yellow
PHACTR3 yellow yellow yellow yellow yellow
ST6GAL1 yellow gray yellow red yellow
MYRIP yellow yellow green red yellow
BEND7 yellow yellow yellow red yellow
DBI yellow gray yellow red yellow
FGFR4 yellow yellow yellow red yellow
AGMAT yellow yellow yellow red yellow
RAB11FIP4 yellow gray yellow red yellow
GNL3L yellow yellow yellow yellow yellow
FHDC1 yellow yellow green red yellow
PPM1H yellow yellow yellow red yellow
EPHB2 yellow yellow green red yellow
ZNF703 yellow yellow yellow red yellow
NCR3LG1 yellow yellow yellow yellow yellow
MIPEP yellow yellow yellow gray yellow
SLC7A1 yellow gray yellow gray yellow
PDP2 yellow yellow yellow red yellow
TFDP2 yellow yellow yellow yellow yellow
TUFT1 yellow yellow yellow red yellow
FERMT1 yellow yellow yellow red yellow
ATP11A yellow gray yellow yellow yellow
GTF3A yellow yellow yellow yellow yellow
NUFIP1 yellow yellow yellow yellow yellow
RFXAP yellow yellow yellow yellow yellow
DDX18 yellow gray yellow gray yellow
FSD1L yellow yellow yellow red yellow
PIN4 yellow yellow yellow gray yellow
PUS10 yellow yellow yellow yellow yellow
PHOSPHO2 yellow yellow yellow red yellow
TMEM192 yellow yellow yellow red yellow
MACC1 yellow yellow yellow yellow yellow
ARMCX5 yellow yellow yellow yellow yellow
OFD1 yellow yellow yellow yellow yellow
USP9X yellow yellow yellow yellow yellow
CLCN5 yellow yellow yellow yellow yellow
EIF2S3 yellow gray yellow red yellow
TAB3 yellow yellow yellow yellow yellow
EIF1AX yellow gray yellow yellow yellow
MED14 yellow yellow yellow red yellow
POLA1 yellow gray yellow yellow yellow
TXLNG yellow yellow yellow yellow yellow
SCML1 yellow yellow yellow yellow yellow
FAM122B yellow yellow yellow yellow yellow
BRCC3 yellow yellow yellow red yellow
THOC2 yellow gray yellow yellow yellow
MEST yellow yellow yellow yellow yellow
DUS4L yellow yellow yellow yellow yellow
NAA38 yellow gray gray gray yellow
FAM60A yellow gray yellow red yellow
EPB41L5 yellow yellow yellow red yellow
ZDHHC23 yellow yellow green red yellow
GPSM2 yellow yellow yellow red yellow
CDCA7 yellow yellow yellow red yellow
NFE2L3 yellow yellow yellow red yellow
SRPK1 yellow gray yellow red yellow
MYB yellow red green red yellow
STRBP yellow yellow yellow red yellow
CLDN15 yellow yellow yellow yellow yellow
ERP27 yellow yellow yellow red yellow
APCDD1 yellow yellow yellow yellow yellow
CAB39L yellow yellow yellow gray yellow
SYNE4 yellow yellow gray yellow yellow
IRF2BP2 yellow gray yellow yellow yellow
PTPRO yellow yellow yellow red yellow
LRRC2 yellow yellow yellow yellow yellow
BCL11A yellow yellow yellow red yellow
FOXO3 yellow yellow yellow gray yellow
SESN1 yellow yellow yellow yellow yellow
DGAT2 yellow yellow yellow yellow yellow
COL9A3 yellow yellow yellow gray yellow
USP7 yellow yellow yellow yellow yellow
C6orf123 yellow yellow yellow yellow yellow
LAPTM4B yellow yellow yellow yellow yellow
ZFAS1 yellow yellow yellow yellow yellow
FER1L4 yellow yellow yellow yellow yellow
MAP1LC3A yellow yellow yellow gray yellow
CTSA yellow yellow yellow yellow yellow
SDC4 yellow yellow yellow yellow yellow
GPR56 yellow yellow yellow yellow yellow
CACNA1D yellow yellow yellow yellow yellow
EPDR1 yellow yellow yellow yellow yellow
PROX1 yellow yellow yellow yellow yellow
DACH1 yellow yellow yellow red yellow
DUSP18 yellow yellow yellow red yellow
PTCH1 yellow yellow yellow red yellow
RLN2 yellow yellow yellow yellow yellow
BCL2L1 yellow yellow yellow gray yellow
PRDX5 yellow yellow green red yellow
SHANK2 yellow yellow yellow yellow yellow
KHDRBS3 yellow yellow yellow yellow yellow
GYG2 yellow yellow yellow yellow yellow
IL22RA1 yellow yellow yellow yellow yellow
PAH yellow yellow yellow yellow yellow
DUSP16 yellow yellow green red yellow
NONO yellow gray yellow yellow yellow
NCOA3 yellow yellow yellow yellow yellow
ETV4 yellow yellow yellow yellow yellow
SPIRE2 yellow yellow yellow yellow yellow
ANO9 yellow yellow yellow yellow yellow
ENGASE yellow yellow yellow yellow yellow
GAS2 yellow yellow yellow yellow yellow
PIPOX yellow yellow yellow yellow yellow
CYP2B6 yellow yellow green red yellow
ELMO2 yellow yellow yellow yellow yellow
NKD1 yellow yellow yellow yellow yellow
DPEP1 yellow yellow yellow red yellow
ZNRF3 yellow yellow yellow red yellow
C7orf13 yellow yellow yellow yellow yellow
SLC7A6 yellow yellow yellow yellow yellow
TLE2 yellow yellow yellow yellow yellow
EMILIN3 yellow yellow yellow yellow yellow
EPB41L1 yellow yellow yellow yellow yellow
MAP7D2 yellow yellow yellow yellow yellow
REPIN1 yellow yellow yellow red yellow
PM20D2 yellow yellow yellow yellow yellow
CRCP yellow gray yellow yellow yellow
GGH yellow yellow yellow red yellow
ABAT yellow yellow yellow yellow yellow
C11orf95 yellow yellow yellow yellow yellow
ZNF217 yellow yellow yellow yellow yellow
CHN2 yellow yellow yellow yellow yellow
GSE1 yellow yellow yellow yellow yellow
RBP2 yellow yellow yellow yellow yellow
SHROOM2 yellow yellow yellow yellow yellow
AKAP1 yellow yellow yellow yellow yellow
STOX1 yellow yellow yellow yellow yellow
SLC19A3 yellow yellow yellow gray yellow
ACSL6 yellow yellow yellow yellow yellow
CASK yellow gray yellow yellow yellow
CTPS2 yellow yellow yellow yellow yellow
HSPH1 yellow yellow yellow yellow yellow
GTF2F2 yellow gray yellow yellow yellow
NDFIP2 yellow yellow yellow yellow yellow
TMTC4 yellow yellow yellow yellow yellow
UCHL3 yellow yellow yellow gray yellow
SPATA13 yellow yellow yellow yellow yellow
NEK3 yellow yellow yellow yellow yellow
PROSER1 yellow yellow yellow yellow yellow
WDR35 yellow yellow yellow yellow yellow
ZNF514 yellow yellow yellow yellow yellow
CBFA2T2 yellow yellow yellow yellow yellow
ZMYND8 yellow yellow yellow yellow yellow
CHD6 yello yellow yello yellow yello
PABPC1L yello yellow yello yellow yello
RAB22A yello yellow yello yellow yello
LINC00657 yello yellow yello yellow yello
RBM39 yello yellow yello yellow yello
ARFGEF2 yello yellow yello yellow yello
PCMTD2 yello yellow yello yellow yello
STX16 yello gray yello yellow yello
EREG yello yellow yello yellow yello
GGT7 yello yellow yello yellow yello
PARD6B yello yellow yello yellow yello
TOP1 yello gray yello yellow yello
YAE1D1 yello yellow yello yellow yello
MYC yello yellow yello yellow yello
TNNC2 yello yellow yello yellow yello
CEL yello yellow yello yellow yello
CELP yello yellow yello yellow yello
ZDHHC9 yello yellow yello yellow yello
HUNK yello yellow yello red yello
AXIN2 yello yellow yello red yello
ASCL2 yello yellow yello red yello
RNF43 yello yellow yello red yello
QPRT yello yellow yello yellow yello
TSPAN6 yello yellow gree red yello
VAV3 yello yellow gree red yello
NEU1 yello yellow yello yellow yello
C8orf33 yello yellow yello yellow yello
PLA2G12B yello yellow yello yellow yello
GTF2IRD1 yello yellow yello yellow yello
POFUT1 yello yellow yello yellow yello
KRT23 yello yellow yello yellow yello
ARID3A yello yellow yello yellow yello
CABLES2 yello yellow yello yellow yello
SERINC3 yello yellow yello yellow yello
GNG4 yello yellow yello yellow yello
GPR143 yello yellow yello yellow yello
SPATA2 yello yellow yello yellow yello
MOCS3 yello gray yello yellow yello
NDRG3 yello gray yello yellow yello
TTPAL yello yellow yello yellow yello
ATP9A yello yellow yello yellow yello
CHMP4B yello yellow yello yellow yello
COMMD7 yello yellow yello yellow yello
EIF2S2 yello yellow yello yellow yello
TCFL5 yello yellow yello yellow yello
DSN1 yello gray yello gray yello
SLMO2 yello yellow yello yellow yello
CSE1L yellow yellow yellow yellow yellow
DPM1 yellow yellow yellow yellow yellow
PFDN4 yellow yellow yellow yellow yellow
ACOT8 yellow yellow yellow yellow yellow
DHX35 yellow yellow yellow yellow yellow
PXMP4 yellow yellow yellow yellow yellow
AHCY yellow yellow yellow yellow yellow
MRGBP yellow gray yellow gray yellow
AURKA yellow gray yellow gray yellow
TPX2 yellow gray yellow gray yellow
UBE2C yellow gray yellow gray yellow
SLC5A6 yellow yellow yellow yellow yellow
FITM2 yellow yellow yellow yellow yellow
TM9SF4 yellow yellow yellow yellow yellow
UCKL1 yellow yellow yellow yellow yellow
DNTTIP1 yellow yellow yellow yellow yellow
RNF114 yellow yellow yellow yellow yellow
GSS yellow yellow yellow yellow yellow
SCAND1 yellow yellow yellow yellow yellow
TP53RK yellow yellow yellow yellow yellow
ADRM1 yellow yellow yellow yellow yellow
TOMM34 yellow yellow yellow yellow yellow
RPS21 yellow yellow yellow yellow yellow
CPNE1 yellow yellow yellow yellow yellow
ASXL1 yellow yellow yellow yellow yellow
ROMO1 yellow yellow yellow yellow yellow
RAE1 yellow yellow yellow yellow yellow
VAPB yellow yellow yellow yellow yellow
ERGIC3 yellow yellow yellow yellow yellow
PLAGL2 yellow yellow yellow yellow yellow
DYNLRB1 yellow yellow yellow yellow yellow
TTI1 yellow yellow yellow yellow yellow
PRPF6 yellow yellow yellow yellow yellow
YTHDF1 yellow yellow yellow yellow yellow
DDX27 yellow yellow yellow yellow yellow
EIF6 yellow yellow yellow yellow yellow
PIGU yellow yellow yellow yellow yellow
NELFCD yellow yellow yellow yellow yellow
CTNNBL1 yellow yellow yellow yellow yellow
PSMA7 yellow yellow yellow yellow yellow
KIF3B yellow yellow yellow yellow yellow
FAM217B yellow yellow yellow yellow yellow
PPP1R3D yellow yellow yellow yellow yellow
DIDO1 yellow yellow yellow yellow yellow
STK4 yellow yellow yellow yellow yellow
YWHAB yellow yellow yellow yellow yellow
LPAR3 red gray gray gray red
PF4 red gray gray red red
SDC1 red gray green red red
TMEM2 red gray red red red
IGFBP2 red gray green gray red
FOXA1 red gray gray gray red
RRN3P1 red gray gray red red
CEACAM8 red gray green red red
GIF red magenta green red red
C1orf116 red magenta green red red
RELL1 red gray gray red red
UBXN10 red gray gray red red
ZFP3 red gray green red red
SLC35G1 red gray gray gray red
HES1 red gray green gray red
FAIM2 red gray gray gray red
KCNN4 red gray green red red
GAL3ST1 red red green red red
METTL7B red red green red red
SLC9A3R1 red gray gray red red
COBL red gray gray gray red
LTK red gray gray gray red
ENTPD2 red gray green gray red
MAP3K13 red gray green gray red
TM4SF20 red gray gray red red
CCL24 red gray gray red red
CHST4 red gray gray gray red
EGF red red gray gray red
DEFA5 red greenyellow green red red
DEFA6 red greenyellow green red red
LYPD6B red gray gray gray red
DNAJC12 red gray gray gray red
PCSK1 red magenta gray gray red
NTN4 red greenyellow gray gray red
SMAD9 red gray green gray red
GPR128 red gray gray gray red
PCCA red magenta green red red
COL4A5 red greenyellow green gray red
CASZ1 red gray red gray red
OTC red gray green gray red
REG3A red magenta red gray red
REG1P red magenta red gray red
REG1A red magenta red gray red
REG1B red magenta red gray red
CAPN12 red gray red red red
C21orf33 red gray gray red red
LONRF3 red magenta red gray red
PRKAG2-AS1 red gray gray gray red
SOSTDC1 red gray gray red red
RNF183 red magenta red gray red
ZC3H12D red gray gray red red
HR red gray gray red red
TMED6 red red gray red red
PCDH20 red gray green gray red
AKR1C3 red gray green red red
TSPAN7 red greenyellow green gray red
CYCS red gray green gray red
C4BPA red red red red red
TM4SF5 red red green red red
TLE1 red magenta red gray red
NDNF red red green gray red
ACOT13 red red green red red
ACAA2 red red gray red red
MKNK2 red gray gray red red
C1orf226 red magenta gray red red
NEO1 red red green red red
MTMR11 red red green red red
PVRL3 red red green red red
DEFB1 red gray gray gray red
SLC16A5 red gray green red red
ARHGAP27 red gray gray red red
ERBB2 red gray green red red
RAPGEFL1 red red green red red
PROM1 red gray gray red red
DHRS1 red gray red gray red
NOXO1 red red green gray red
C2orf82 red red green red red
SMAGP red red green red red
TMEM141 red red green gray red
ABHD14B red gray green red red
BAIAP2L2 red gray green red red
STARD10 red gray green red red
ASL red red green red red
CLN3 red gray green red red
FAAH red gray green red red
NOS2 red gray gray gray red
TRIM15 red gray gray gray red
KCNE3 red gray green red red
SCIN red magenta green red red
GSTA1 red gray green gray red
COL17A1 red gray green red red
NPY6R red gray gray gray red
NQO1 red red green red red
CAPN8 red red green gray red
MXD1 red gray green gray red
TRIM31 red red green red red
ALDH6A1 red gray red red red
CYP2C18 red gray red gray red
CYP2C9 red gray red gray red
WFDC2 red red green gray red
ANXA13 red magenta green red red
C1orf115 red red gray red red
PRSS16 red gray red gray red
GDA red magenta red gray red
ADORA2B red gray red gray red
APOBEC1 red red green red red
MAP2K6 red gray green red red
EMP2 red red green red red
TRHDE red red green red red
VWA5A red red green gray red
PPARGC1A red gray green red red
UGT2A3 red red green red red
CNTN3 red greenyellow green gray red
HAPLN1 red gray gray gray red
BMP5 red greenyellow gray gray red
FAM150B red greenyellow green gray red
ITGA8 red greenyellow gray gray red
ADAMDEC1 red greenyellow gray gray red
DNASE1L3 red greenyellow gray gray red
METTL7A red gray green gray red
SEPP1 red greenyellow green gray red
LPHN3 red greenyellow green red red
BBIP1 red greenyellow green red red
PRKACB red greenyellow green gray red
PCSK6 red gray red red red
SLPI red magenta red gray red
L1TD1 red magenta red gray red
GNA14 red magenta red gray red
NEDD9 red magenta red gray red
TPK1 red gray gray gray red
GAREM red magenta gray gray red
CNGA1 red red green red red
ADH6 red red green red red
CMBL red magenta red red red
ATP1B1 red gray red gray red
NPDC1 red magenta red gray red
COL9A2 red red red gray red
TMEM45B red red gray red red
BLNK red magenta red gray red
TMEM92 red magenta red gray red
BACE2 red magenta red red red
RASAL1 red magenta red gray red
LINC00668 red red green gray red
AXDND1 red red green red red
COL4A6 red greenyellow green gray red
SLC6A14 red magenta red gray red
IRF6 red gray green red red
ASS1 red magenta gray gray red
GSDMB red gray gray gray red
SGPP2 red gray gray gray red
RORC red red red red red
3-Mar red magenta red gray red
CLDN23 red greenyellow green red red
CDHR2 red gray green red red
MALL red red green gray red
LRG1 red magenta red gray red
PTPRF red gray green red red
SERINC2 red red green red red
WNT4 red red gray red red
S100P red magenta red gray red
OVOL2 red gray green red red
TMEM37 red greenyellow green gray red
TUBAL3 red red green red red
EPHX2 red red red red red
GBA3 red gray green gray red
NR1H4 red gray green gray red
TMEM254 red gray green gray red
HOXB13 red gray red red red
C1orf21 red magenta red gray red
ALDOB red red green gray red
LGALS2 red gray green gray red
PDCD6IP red gray gray red red
ZG16B red red red gray red
TMPRSS4 red red green red red
SLC5A1 red red green red red
SLC44A3 red red green red red
PLEKHA6 red red green gray red
STAP2 red red green red red
MAOA red red green red red
ANKS4B red red green red red
NRARP red red green red red
BDH1 red red green red red
HADH red red green red red
PPP1R1B red red green red red
FUT3 red gray green red red
FUT6 red red green red red
TMC4 red red green red red
BCL2L14 red red green red red
ATP2C2 red red green red red
TTC39A red red green red red
FZD5 red red green red red
CORO2A red red green red red
CALML4 red red green red red
PIP5K1B red red green red red
CLRN3 red red green red red
MUC13 red red red red red
PRR15L red red green red red
HDHD3 red red green red red
USH1C red red green red red
DMBT1 red magenta red red red
BCL2L15 red red green red red
LCN2 red red red gray red
PDZK1IP1 red red red red red
HGD red red red red red
HMGN2P46 red magenta green red red
MMP28 red magenta gray red red
ALDH1L1 red gray red gray red
DQX1 red red gray red red
TMEM171 red gray red gray red
FUT2 red red red red red
ACSM3 red red green red red
NDRG2 red red green gray red
GOLM1 red red red red red
SYTL5 red red green red red
TRPM4 red red green red red
PI3 red magenta red gray red
CRYM red red green red red
CLMN red red green red red
PRSS12 red magenta gray red red
C1orf210 red gray gray red red
ABCC3 red red gray red red
PIGR red red red gray red
SLC28A2 red red green gray red
BMP2 red magenta red gray red
TRPA1 red greenyellow green red red
NUDT16 red magenta red red red
SCNN1A red red red red red
TMEM246 red magenta red gray red
SLITRK6 red magenta red gray red
CATSPERB red magenta red gray red
AMN red magenta gray gray red
FRMD3 red magenta gray gray red
TSPAN3 red gray red red red
CHP1 red gray red gray red
HSD17B2 red red gray gray red
GCNT3 red magenta red gray red
LIPH red magenta gray gray red
PPP1R36 red red red red red
GALNT12 red magenta red red red
KIAA1324 red magenta red red red
C9orf152 red red green red red
FOXA3 red red red red red
MUC5B red magenta red gray red
TCEA3 red magenta green red red
RETNLB red red green red red
SLC9A2 red red green red red
C2orf72 red magenta red gray red
PTGER4 red red red gray red
PDXDC1 red gray red red red
PLD1 red red red gray red
SHROOM3 red magenta red red red
TSPAN13 red magenta red gray red
IQGAP2 red magenta red gray red
DSC2 red gray red red red
CAMK2D red gray gray gray red
ATP8A1 red magenta red gray red
SLC2A13 red magenta red red red
PAPSS2 red magenta red red red
LGR4 red magenta red red red
TNFRSF11A red magenta red gray red
STYK1 red magenta red gray red
CCDC68 red magenta gray gray red
CASP7 red magenta red gray red
LIMA1 red red red gray red
ABHD3 red gray red gray red
GSKIP red magenta red gray red
TC2N red magenta gray gray red
SMIM14 red magenta red gray red
LAMA1 red magenta gray red red
ASRGL1 red magenta red gray red
TFF3 red red red red red
GNE red magenta red gray red
RNASE4 red magenta red gray red
TFF1 red magenta red gray red
PTGER2 red magenta red gray red
RHBDL2 red magenta red red red
MB red magenta red gray red
RAP1GAP red magenta red gray red
AGR2 red magenta red gray red
AGR3 red magenta red gray red
MRAP2 red magenta red red red
ANG red magenta red gray red
ZBTB7C red magenta red gray red
ST3GAL4 red magenta red gray red
KLK1 red magenta green red red
CHST5 red magenta red red red
FFAR4 red magenta red gray red
KLF4 red gray red gray red
ATP2A3 red gray red red red
TMEM61 red magenta red gray red
ATOH1 red magenta red red red
LINC00261 red magenta red gray red
BCAS1 red magenta red red red
SPDEF red magenta red gray red
CAPN9 red magenta red gray red
ST6GALNAC1 red magenta red red red
ITLN1 red magenta red red red
REG4 red magenta red gray red
HEPACAM2 red magenta red red red
B3GNT6 red magenta red gray red
SPINK4 red magenta red gray red
FCGBP red magenta red gray red
MUC2 red magenta red gray red
CREB3L1 red magenta red gray red
RAB26 red magenta red gray red
SIDT1 red magenta red gray red
MLPH red magenta red gray red
RAB27B red magenta gray gray red
GDPD3 red gray green red red
CES2 red red green red red
NR5A2 red red green red red
PARM1 red gray red red red
DHRS11 red gray green red red
CWH43 red red green red red
GNA11 red gray green gray red
TST red red gray red red
HRCT1 red red green red red
PKIB red greenyellow green gray red
SMPDL3A red gray red gray red
SMPD3 red red green red red
FMO5 red red green red red
INSL5 red gray gray gray red
DENND2A red gray green red red
FAM162A red red green red red
SRI red gray green red red
SLC17A4 red red green red red
PDE9A red red green red red
MGLL red greenyellow green red red
ACVRL1 red greenyellow green red red
RNF186 red red green red red
DUOX2 red red green re red
DUOXA2 red red green re red
FXYD3 red gray red re red
LGALS3 red gray green re red
GGT6 red red green re red
MYO1A red red green re red
CASP5 red red red re red
UGT2B15 red red green re red
UGT2B17 red greenyellow green re red
FAM132A red red green re red
EDN3 red greenyellow green re red
TTC22 red red green re red
PTPRH red red red re red
TMEM54 red red red re red
CDC42EP5 red red red re red
ETHE1 red red red re red
LRRC66 red red green re red
CA12 red magenta red re red
CDHR5 red red green re red
BTNL8 red red gray re red
CHP2 red red green re red
HHLA2 red red green re red
SLC51B red red green re red
PLCE1 red red green re red
HSD11B2 red red green re red
VIPR1 red red green re red
FAM3D red red green re red
CAPN5 red red green re red
C4orf19 red red red re red
SLC44A4 red red green re red
LINC00675 red red green re red
GPA33 red red green re red
LGALS4 red red green re red
PADI2 red greenyellow green re red
MOGAT2 red red green re red
CEACAM7 red red green re red
NXPE1 red red green re red
NXPE4 red red green re red
ENTPD5 red red green re red
SULT1B1 red red green re red
XDH red red red re red
CES3 red red red re red
AHCYL2 red gray red re red
AKR1B10 red red green re red
SIAE red gray red re red
ATP8B1 red gray red re red
RBM47 red gray red re red
SCGB2A1 red magenta red gray red
CHGA red greenyellow green gray red
SCARA5 red greenyellow green gray red
MFSD4 red red green red red
PLAC8 red magenta red gray red
AQP8 red red green red red
B3GNT7 red gray green gray red
GCG red greenyellow green gray red
ADH1C red red green red red
ABCC13 red red green red red
DHRS9 red gray green gray red
ADTRP red red green gray red
ITM2C red gray red red red
BEST2 red red green red red
MUC4 red magenta red gray red
TSPAN1 red red red red red
NR3C2 red magenta red red red
CLCA1 red red red red red
CCL28 red red red red red
VSIG2 red red red red red
SPINK5 red red green gray red
C2orf88 red greenyellow green red red
SI red red green gray red
SCNN1B red gray green red red
CLDN8 red gray green gray red
CD177 red gray green gray red
GUCA2B red red green gray red
CLCA4 red red green red red
MS4A12 red red green red red
CA1 red red green gray red
CA4 red red green gray red
ZG16 red red green red red
CA2 red gray red gray red
SLC4A4 red magenta red gray red
MGST1 red gray gray gray red
GATA6 red gray gray red red
PPARGC1B red gray gray red red
KBTBD11 red red gray red red
PLEKHH1 red red gray red red
SH3RF2 red red red red red
SLC39A8 red magenta red red red
UQCRC2 red gray red red red
DNAJC22 red red green gray red
NEDD4L red gray red red red
C3orf52 red magenta red gray red
ARHGAP32 red gray red red red
ELL3 red magenta gray gray red
LRRC16A red gray gray gray red
EHHADH red gray green red red
TRIM36 red gray red red red
MYO5C red gray gray gray red
TTC19 red gray red gray red
HK2 red gray red gray red
BCL10 red gray red red red
F2RL1 red red red gray red
ELOVL6 red gray gray gray red
FRK red gray gray gray red
MCTP2 red gray red gray red
SLC27A2 red gray red gray red
AFG3L2 red magenta gray gray red
PKP2 red gray red gray red
UGT8 red gray red gray red
ALDH1A2 black black black black
SBSPON turquoise turquoise gray turquoise
MSX2 turquoise turquoise gray gray
TBX3 brown green gray gray
KREMEN1 brown green gray gray
DKK4 turquoise gray gray turquoise
SP5 brown gray gray gray
AVPR1A black black gray black
FGB turquoise gray gray gray
CD99P1 turquoise gray gray turquoise
ONECUT2 turquoise gray gray gray
AIM1L turquoise gray gray turquoise
IQCE black gray gray gray
NOL3 turquoise gray gray turquoise
SPNS2 black black black gray
DUSP27 turquoise gray gray turquoise
ZNF718 black gray black black
FOLR1 turquoise turquoise gray gray
SOX1 turquoise gray gray turquoise
LINC00476 turquoise gray turquoise gray
ADH4 turquoise gray gray turquoise
PTPRN2 turquoise gray turquoise gray
SOX6 turquoise gray turquoise turquoise
EML6 turquoise turquoise gray gray
APH1A black gray gray gray
REEP6 black gray gray gray
AGFG2 brown green gray gray
AMFR black gray gray gray
HMBOX1 turquoise gray gray turquoise
GRIN2D brown gray gray gray
KDELR1 turquoise gray gray turquoise
LPHN1 turquoise gray gray turquoise
NSMF brown gray gray brown
SH3GLB2 black gray black gray
ARHGDIA turquoise gray gray turquoise
MAZ brown green gray brown
GNB2 black gray gray gray
YKT6 turquoise gray gray gray
OGDH turquoise gray gray gray
URGCP turquoise gray gray gray
GABRB1 turquoise turquoise turquoise turquoise
NFIA turquoise gray gray gray
ECHDC2 turquoise gray gray turquoise
RHOU turquoise gray gray turquoise
CPA6 turquoise turquoise gray gray
MLXIP turquoise gray gray turquoise
RERE turquoise gray turquoise turquoise
EP400 green gray yellow yellow
SPEN turquoise gray gray turquoise
SRRM2 turquoise gray gray turquoise
ARMCX4 turquoise turquoise gray gray
PON3 turquoise gray turquoise gray
CLGN turquoise turquoise gray turquoise
SHC3 turquoise turquoise gray turquoise
CA9 black gray gray gray
WISP3 turquoise gray gray turquoise
NMU turquoise gray turquoise gray
MALAT1 turquoise gray gray turquoise
DAPP1 black black black black
GTSE1 brown brown gray brown
AKR1C4 turquoise gray gray gray
MIRLET7DHG turquoise turquoise gray turquoise
C12orf56 turquoise gray turquoise gray
PEX6 turquoise gray turquoise gray
MAGEA11 turquoise gray gray turquoise
NOS3 turquoise gray turquoise turquoise
THSD4 turquoise gray gray turquoise
MCOLN2 black black black gray
SPAG16 turquoise turquoise gray turquoise
PPP2R2C turquoise gray gray gray
WFS1 turquoise gray turquoise gray
TNFSF15 black gray gray gray
AGA black gray gray gray
ABCA12 black black gray gray
WDR72 turquoise gray turquoise gray
IL17A turquoise gray gray gray
DPP10 turquoise gray turquoise turquoise
MTTP turquoise gray turquoise gray
MXI1 turquoise gray turquoise turquoise
SLC38A11 turquoise gray gray turquoise
DSC3 turquoise turquoise turquoise turquoise
HOXB-AS3 turquoise turquoise turquoise turquoise
HOXB9 yellow yellow green gray
HOXB8 turquoise turquoise gray gray
HOXB7 black gray black gray
HOXB3 turquoise turquoise turquoise gray
HOXB5 turquoise turquoise gray gray
HOXB6 black black black gray
TESC turquoise gray turquoise turquoise
HOXA2 turquoise turquoise gray turquoise
HOXA3 turquoise turquoise gray gray
HOXA13 yellow gray yellow red
HOXA11-AS turquoise gray gray gray
HOXA10 turquoise turquoise gray gray
HOXA11 turquoise turquoise gray turquoise
HOXA5 turquoise turquoise turquoise turquoise
HOXA7 turquoise turquoise gray turquoise
KCNJ3 black gray black gray
MUC17 black gray black gray
PRKCA turquoise gray gray turquoise
SLC38A5 black gray gray gray
TIMP4 turquoise gray gray gray
FAM118A turquoise gray gray turquoise
GSTM4 black gray black black
ERAP1 black black black gray
SYNPR turquoise turquoise gray turquoise
CHST13 turquoise gray gray gray
CYP4V2 black black black gray
ZNF334 turquoise turquoise turquoise turquoise
WIPI1 turquoise gray gray gray
IL33 turquoise turquoise turquoise turquoise
NTS turquoise turquoise turquoise turquoise
TNIK turquoise gray gray gray
SPAG4 turquoise gray turquoise turquoise
CTBP1 turquoise gray gray turquoise
CLDN10 turquoise gray turquoise turquoise
ORM1 turquoise gray turquoise gray
GPR37 turquoise gray gray turquoise
CTTN black black black gray
ITGB8 turquoise turquoise gray turquoise
PTGR1 black gray gray gray
SCD5 turquoise turquoise gray turquoise
TRIM4 turquoise gray turquoise turquoise
NUCKS1 turquoise gray gray gray
ZC3HAV1 turquoise gray gray gray
EGFR turquoise gray gray gray
SRGAP1 turquoise gray gray gray
SALL1 turquoise gray gray gray
GRB14 black gray gray gray
LGSN turquoise gray turquoise turquoise
GLDN black gray black gray
GPR27 black gray gray gray
ATHL1 turquoise turquoise gray turquoise
ALDH1B1 turquoise gray gray gray
UBE4B turquoise gray turquoise turquoise
C6orf141 black gray gray gray
CACNB2 turquoise gray gray turquoise
PRUNE2 turquoise turquoise gray turquoise
KCNQ1OT1 turquoise turquoise turquoise turquoise
PID1 turquoise gray gray turquoise
RAB32 turquoise gray gray turquoise
MTSS1 turquoise turquoise turquoise turquoise
IER3 turquoise gray turquoise turquoise
LRRN1 turquoise gray turquoise turquoise
CELSR1 turquoise turquoise gray turquoise
TMEM178B turquoise gray gray gray
MAP2K7 black gray black gray
KCNJ2 black black black black
RNF39 turquoise gray turquoise turquoise
LGR6 turquoise turquoise gray turquoise
OAS1 black gray black black
JAG2 turquoise turquoise turquoise gray
SULT1E1 turquoise gray gray gray
TP53 black gray black black
KANSL1-AS1 black gray gray gray
OLFM1 turquoise turquoise turquoise turquoise
WNT11 turquoise gray turquoise gray
LRRC41 turquoise gray gray turquoise
SHISA6 turquoise gray turquoise turquoise
C15orf57 black gray black gray
GPR64 turquoise turquoise turquoise turquoise
NDRG1 turquoise gray gray turquoise
SLC6A8 black gray gray gray
PYCARD black gray gray gray
C2orf68 turquoise gray gray gray
IFITM1 black gray black black
NRCAM turquoise gray gray turquoise
IL13RA2 turquoise turquoise turquoise turquoise
MMP10 black black black black
RPS23 turquoise gray gray turquoise
MFI2 turquoise turquoise gray turquoise
SLC51A black gray gray gray
ZBED1 turquoise gray gray turquoise
H2AFY2 turquoise gray turquoise turquoise
SLCO1B3 black black gray gray
FGF20 turquoise gray turquoise turquoise
PRR9 turquoise gray gray turquoise
KLHL13 turquoise gray turquoise turquoise
SEZ6L2 turquoise gray gray turquoise
GPM6A turquoise turquoise gray turquoise
COL4A3 turquoise gray turquoise turquoise
IRX2 turquoise gray gray gray
ZDHHC2 turquoise gray gray gray
FAM149A black black black gray
TNFRSF21 black gray black gray
TAPBPL black black black black
HOXD13 turquoise gray turquoise turquoise
CHURC1 black gray gray gray
CCR6 black black gray black
ARID1B turquoise gray turquoise turquoise
ZC3H12C black black black black
TMEM159 black gray black gray
SH3KBP1 black black black gray
CLIC5 black black black gray
GMPR black black black black
C11orf70 turquoise turquoise gray turquoise
HIST1H2BC black black black black
HIST1H1C black black black black
HIST1H2BH black black gray gray
HIST1H2BK black gray gray gray
HIST1H2AC black gray gray gray
HIST1H2BD black gray gray gray
EMC3 black gray gray black
MIDN turquoise gray turquoise turquoise
TMPRSS3 black black black black
TRIM29 turquoise turquoise turquoise turquoise
PXN turquoise gray gray turquoise
GJB3 black gray gray gray
EPHA2 black gray black gray
SFN black gray black gray
VASP turquoise gray gray gray
GPRC5A black gray gray gray
S100A6 black gray black gray
C19orf33 black gray gray gray
CLTB black gray gray gray
MINK1 black black black black
GABRP black black black gray
SLC28A3 black magenta black gray
SYT13 black magenta black black
RIMS3 black magenta gray gray
DNAJA4 black gray black gray
PPP1R9A green green gray gray
MIPOL1 black black gray gray
KANSL1L turquoise gray turquoise turquoise
ZNF204P black magenta black black
DUSP6 black black gray gray
CPS1 black magenta black gray
BTNL9 black magenta black black
ANKRD37 black black black black
MIR210HG black black black gray
RPH3AL red magenta red gray
VPS53 black magenta black gray
RAP1GAP2 black magenta black gray
ECI2 black black gray black
AK1 black black black gray
TSPAN15 black gray gray black
SLC50A1 black gray gray gray
CHCHD10 red gray gray gray
GOT1 brown brown gray brown
TSTA3 brown gray gray brown
DEGS2 red magenta red gray
IMPA2 red magenta red red
GMDS red gray red gray
ACPP brown gray gray brown
RSPH1 brown gray gray brown
FGFBP1 red gray red gray
GLRX black black gray black
CLDN18 black black black black
SLC16A14 black black black black
NXF3 black magenta gray gray
SLC25A37 black gray black gray
ME1 black magenta gray gray
SSTR1 brown gray gray gray
PITPNM3 red magenta red gray
GALNT5 black magenta gray gray
BAG1 black gray gray gray
SLAIN1 black magenta black black
ARSJ black magenta black black
SLC36A4 black black black black
GP2 black magenta black gray
SERPINA1 black magenta gray black
CKAP4 turquoise gray gray gray
RASD1 turquoise gray gray turquoise
SLC18A1 red magenta red gray
FAM174B turquoise gray gray gray
CA8 red magenta red gray
AQP3 black magenta gray gray
TOX black magenta gray black
ISL1 black black black black
ARX black magenta black black
SEMG1 black magenta black gray
ANXA10 black black black gray
PLA2G2A black magenta black black
AGPAT9 black magenta gray black
KIAA1211 black black black gray
HS3ST1 black magenta black gray
VNN1 black black black black
F3 black magenta black gray
MBOAT1 black gray gray black
SLC1A1 black magenta black black
PLA2G4A black magenta black black
MUC1 black magenta gray gray
TCN1 black magenta gray gray
KCNK6 black magenta black black
KLK11 black black gray gray
MUC5AC black magenta black gray
S100A14 red magenta red gray
SYTL4 black magenta gray gray
SERPINB5 black magenta black gray
KCNK1 black magenta gray gray
C4BPB red magenta red gray
CD55 black magenta gray gray
SRD5A3 black magenta gray gray
RNF125 black magenta black gray
SLC17A5 black magenta gray gray
IL1R2 black magenta gray gray
CTSE black magenta gray gray
FAM46A black magenta black gray
PLLP black magenta black gray
MYRF black magenta black gray
TFF2 black magenta black gray
QSOX1 black gray gray gray
KDELR3 black magenta gray gray
SEC24D black magenta black black
CRIP1 black magenta black gray
TFAP2A black magenta black gray
SYTL1 black magenta black gray
SDR16C5 black magenta gray gray
DUSP4 black magenta black gray
S100A16 black magenta black gray
INPP1 black magenta gray gray
TRIM7 black magenta gray gray
ASPHD2 black magenta black gray
HPSE black magenta black gray
EGLN3 black magenta gray gray
SERPINB1 black magenta gray gray
IFNGR1 black gray black black
IL18 black magenta black gray
IVNS1ABP black magenta black black
RPS27L black magenta black black
SPATA18 black black black black
KITLG turquoise gray gray gray
SEC22B black gray black black
FRMD4B black magenta gray gray
SNAP23 black gray gray gray
MTUS1 black magenta black gray
RNF145 black magenta gray gray
STS black magenta gray gray
ENOSF1 brown brown gray brown
KIAA0895 brown gray gray brown
DYX1C1 black black black black
OXCT1 black magenta black black
TEX9 black magenta black gray
FBXO16 brown gray gray brown
PPAPDC1B black magenta black black
MOCOS brown gray gray brown
ME2 black gray black gray
ZNF232 black gray black gray
NUDT6 black magenta black gray
SPTLC2 black gray black gray
ARF6 black gray gray gray
FUT8 black gray black gray
SMEK1 black gray black gray
CYB5D1 brown brown gray brown
GLOD4 brown green gray brown
SMAD2 black gray black gray
SMAD4 black black black black
SS18 black gray black gray
SLC18B1 black magenta black gray
GPR126 black gray black gray
MBP black black black gray
ZCCHC2 black black black gray
INO80C black gray black gray
FECH black magenta black gray
PIAS2 black gray gray gray
HSPA4L brown brown gray brown
RPL22L1 black gray black gray
CAPN6 turquoise turquoise turquoise turquoise
ZNF844 turquoise turquoise turquoise turquoise
TMEM99 turquoise turquoise gray turquoise
MYEOV black black black gray
TMEM150C turquoise turquoise gray turquoise
DPP4 black black black black
CYP27A1 turquoise gray gray turquoise
PRSS21 black black black black
KIF1C turquoise gray gray gray
SERPIND1 turquoise gray gray turquoise
BEX5 black black black gray
TKTL1 turquoise gray gray gray
ALPK3 turquoise turquoise turquoise turquoise
CFB black black black black
SYT17 turquoise gray gray turquoise
TPPP black magenta black gray
EFNB2 turquoise gray turquoise gray
EPHB1 turquoise turquoise turquoise turquoise
MAEL turquoise gray turquoise turquoise
ZNF862 turquoise turquoise turquoise gray
PRRC2B turquoise gray gray gray
CELF2 turquoise gray turquoise turquoise
SLC39A14 black gray black gray
MCOLN3 turquoise gray turquoise turquoise
CLN8 black gray gray gray
C8orf4 turquoise gray turquoise turquoise
TBXAS1 black black gray gray
SULT1C4 turquoise gray gray gray
MME turquoise turquoise turquoise turquoise
ZIC2 black magenta black gray
APOA2 turquoise gray gray gray
TPPP3 turquoise gray gray turquoise
SERP2 turquoise gray turquoise turquoise
ARHGEF9 turquoise gray gray turquoise
CNKSR3 turquoise gray turquoise turquoise
PTGDR black black black black
TSHZ1 turquoise turquoise turquoise turquoise
TCAM1P turquoise gray gray gray
IRX3 black black black gray
C2 black black black gray
MVB12A black black black gray
RRAS2 turquoise gray turquoise turquoise
LGALS9 black black black black
ASPHD1 black gray black gray
GAL turquoise turquoise turquoise turquoise
SLC4A11 black black black gray
PTPN13 turquoise turquoise gray turquoise
MAGEA12 turquoise gray gray turquoise
TMEFF2 turquoise gray gray turquoise
KLHL29 turquoise gray gray turquoise
NOD2 turquoise turquoise turquoise turquoise
ACOT4 black gray gray gray
MYBL1 black black black gray
ZNF43 turquoise turquoise gray turquoise
DLL1 turquoise gray gray turquoise
FZD10 turquoise turquoise turquoise turquoise
WWOX turquoise turquoise gray gray
PTPN1 turquoise gray gray turquoise
LARP6 turquoise turquoise gray turquoise
LDLRAD3 turquoise gray gray turquoise
XIST turquoise gray turquoise gray
HLTF turquoise turquoise turquoise turquoise
DMKN black magenta black black
TNNC1 turquoise turquoise turquoise turquoise
IL2RG black black gray black
TMEM154 black gray gray black
TPGS1 black black gray black
GPC3 black gray gray black
PRKCQ black black black black
HP1BP3 turquoise gray turquoise turquoise
SYT1 turquoise gray gray turquoise
KCNMB4 turquoise turquoise turquoise turquoise
NFIB turquoise gray turquoise turquoise
RTN3 turquoise gray gray turquoise
TSPAN5 turquoise turquoise gray turquoise
XCL1 black black black gray
TNFSF11 turquoise gray gray turquoise
RUFY2 black gray black black
FOXD1 black black black gray
FREM1 turquoise turquoise gray gray
RUNDC3B turquoise turquoise turquoise turquoise
ZNF185 turquoise turquoise turquoise gray
KIAA0125 black black black black
PPL turquoise gray turquoise turquoise
LMF1 turquoise gray turquoise turquoise
FLRT3 black black black black
LUZP1 turquoise turquoise gray turquoise
SLC2A1 turquoise turquoise gray turquoise
ARPC4 black gray black gray
ABHD2 turquoise gray turquoise turquoise
HHLA3 black gray black black
EDN1 turquoise gray gray turquoise
SATB1 turquoise turquoise gray turquoise
RAPGEF4 turquoise turquoise turquoise turquoise
DDX43 turquoise gray gray gray
PSTPIP2 turquoise gray gray turquoise
LEMD1 turquoise turquoise gray turquoise
PVRL2 turquoise gray gray gray
FRMD5 black black gray gray
GAD1 black magenta black gray
GSTZ1 black gray black gray
MPI black gray black black
KPNA6 black gray gray gray
MOV10 black gray black gray
UAP1L1 black gray black black
CDK2AP2 black gray black gray
LPCAT1 black magenta black gray
BSG black gray black gray
MIB2 black gray black gray
TNFSF9 black gray black gray
CBR3 black magenta black black
ACIN1 black gray black gray
AKT1 black gray black gray
CALR black gray black black
PFKP black gray black gray
P4HB black gray black gray
PKM black black black gray
CDC42EP1 black gray black gray
PFN1 black gray black gray
RNF19B black gray black gray
GPATCH2 turquoise gray gray turquoise
HORMAD1 turquoise gray gray turquoise
DSG3 turquoise turquoise turquoise turquoise
NPY1R black gray gray gray
SIPA1L2 turquoise gray gray turquoise
BRD2 turquoise gray gray gray
IL27RA black gray black black
IRF8 black black black black
GALC turquoise turquoise turquoise turquoise
TGFA black gray gray gray
COCH turquoise gray gray turquoise
IQGAP1 turquoise gray gray gray
BAMBI turquoise turquoise turquoise turquoise
NFYC black gray black gray
CYP27B1 black black black black
ZNF117 turquoise turquoise turquoise turquoise
FAM76A turquoise gray turquoise turquoise
NME5 turquoise turquoise turquoise turquoise
CPLX1 turquoise turquoise gray turquoise
INSM1 black magenta black black
MGMT turquoise gray turquoise turquoise
INSR turquoise gray gray turquoise
ERAP2 black black black black
CACHD1 turquoise turquoise turquoise turquoise
CD44 black magenta gray black
ZNF662 turquoise gray gray turquoise
GNAS turquoise gray gray turquoise
PTPRR black black black black
HFE black gray black black
PIWIL1 black magenta black gray
CSRNP3 turquoise turquoise turquoise turquoise
PKDCC turquoise turquoise turquoise turquoise
GPR155 turquoise turquoise gray turquoise
SKAP1 black gray black gray
IGF1R turquoise gray gray turquoise
FBXL16 black magenta black black
SOX2 turquoise gray gray gray
LAMP1 turquoise gray gray turquoise
C10orf11 turquoise gray gray turquoise
TNFRSF11B turquoise turquoise turquoise turquoise
ROBO2 turquoise gray gray turquoise
GSTT1 black black gray black
SQSTM1 turquoise gray gray turquoise
HPGD black black gray gray
AFAP1L1 black gray gray gray
MAGEA1 black black black black
RBP4 turquoise turquoise turquoise turquoise
S100A10 turquoise gray gray gray
BMP4 turquoise gray gray turquoise
CLN5 black gray gray gray
PLEKHA2 turquoise gray gray turquoise
TGFBI turquoise turquoise gray turquoise
SPAG9 turquoise gray turquoise turquoise
MSLN turquoise turquoise turquoise gray
HBEGF turquoise gray gray turquoise
IGF2BP3 black black black black
PCP4 turquoise gray gray turquoise
NHS turquoise turquoise turquoise turquoise
TACSTD2 turquoise turquoise turquoise turquoise
2-Mar black magenta gray black
STXBP1 turquoise gray gray turquoise
ZNF655 turquoise gray turquoise turquoise
TAGAP black black gray gray
ID3 turquoise gray gray turquoise
FGF18 turquoise turquoise gray turquoise
GJB6 turquoise gray gray gray
STEAP2 turquoise gray gray gray
JUND turquoise gray gray turquoise
SLC14A1 turquoise turquoise turquoise turquoise
NPTX2 turquoise turquoise turquoise turquoise
IGFBP1 turquoise turquoise turquoise turquoise
F2RL2 turquoise gray gray turquoise
BTBD11 turquoise turquoise turquoise turquoise
GOLGA8A turquoise gray turquoise turquoise
DNM3 turquoise turquoise gray turquoise
KIF26A turquoise gray turquoise turquoise
BTG2 turquoise gray gray turquoise
CARD16 black black black black
CASP1 black black black black
NFATC2 turquoise turquoise gray turquoise
KIAA1324L turquoise gray turquoise turquoise
SORBS2 turquoise turquoise turquoise turquoise
KLHL3 turquoise gray gray turquoise
GSTM3 turquoise turquoise turquoise turquoise
ZNF518B turquoise gray gray turquoise
RASSF3 turquoise gray turquoise turquoise
APLP2 turquoise gray turquoise turquoise
NLRP2 turquoise turquoise gray turquoise
SLFN13 black black black black
NUB1 black black black black
GABRB3 turquoise gray gray turquoise
TTC9 turquoise turquoise gray turquoise
FAM132B turquoise gray gray turquoise
EPHA4 turquoise gray gray gray
ZNF697 turquoise turquoise gray turquoise
LAMP2 black gray gray gray
FGF19 turquoise gray turquoise turquoise
TMEM65 turquoise turquoise turquoise turquoise
ABCA17P black gray black gray
ALDH1A1 turquoise gray gray turquoise
TMCO3 black gray black gray
TMEM64 black black black gray
PCED1A turquoise turquoise gray turquoise
TMEM71 turquoise gray turquoise turquoise
TFAP2C black black black gray
PSD3 turquoise turquoise turquoise turquoise
ZNF83 turquoise turquoise turquoise turquoise
GATM turquoise turquoise turquoise turquoise
FGF9 turquoise turquoise gray turquoise
GSTA4 turquoise gray turquoise turquoise
HOTAIR black black black gray
PDE4A turquoise gray turquoise turquoise
WNT5B turquoise gray turquoise turquoise
HOXA1 turquoise turquoise gray gray
CST3 turquoise gray gray turquoise
CHGB turquoise turquoise turquoise turquoise
TM4SF4 turquoise gray gray turquoise
CD163L1 black black black black
IL17RD turquoise turquoise turquoise turquoise
SKAP2 turquoise turquoise turquoise gray
STEAP1 black black black black
ECHDC3 turquoise gray turquoise turquoise
PGM2L1 turquoise turquoise turquoise turquoise
FKBP11 black black black black
ALCAM turquoise gray gray turquoise
ZNF347 turquoise turquoise turquoise turquoise
DNALI1 turquoise gray turquoise turquoise
DDX58 black black black black
HCP5 black black black gray
RPL39L turquoise gray turquoise turquoise
FABP3 turquoise gray turquoise turquoise
APOLD1 turquoise gray gray turquoise
CDC42 black gray gray gray
GBP3 black black black black
FBP1 black black gray black
EHD4 black gray gray gray
KRT80 turquoise turquoise turquoise turquoise
OBSCN turquoise turquoise gray turquoise
ADRB1 black magenta black gray
EMB black black gray gray
GZMB black black black black
FGFR2 turquoise gray gray turquoise
GLCCI1 black black gray black
OSR2 black magenta black black
ENPP1 turquoise turquoise gray turquoise
ADPGK black gray black black
CLIC3 turquoise turquoise turquoise turquoise
PYROXD2 turquoise gray gray turquoise
ZSWIM7 black black black black
ABCG2 black gray black gray
FRAS1 turquoise gray turquoise turquoise
LEPROTL1 black gray black black
GALNT10 turquoise turquoise gray turquoise
DTNA turquoise turquoise turquoise turquoise
TRIP6 turquoise gray turquoise turquoise
SMPX turquoise turquoise gray turquoise
RHOF black black black gray
ADRA2A turquoise turquoise gray turquoise
SFTA2 turquoise turquoise gray turquoise
SOX8 turquoise gray turquoise turquoise
RGS13 black black gray gray
ADAM22 turquoise turquoise gray turquoise
DOCK11 turquoise turquoise turquoise turquoise
KLK6 turquoise turquoise turquoise turquoise
AKIRIN2 black gray black gray
CDKN1A black black gray gray
B4GALT1 black gray black gray
ITGA9 turquoise gray gray turquoise
CTSS black gray black black
KLF13 black black black black
TMCC3 black gray black gray
RASGEF1A black black black gray
LGALS8 black black black black
ADAMTS15 turquoise gray gray turquoise
HOXD10 turquoise turquoise gray turquoise
HOXD11 turquoise turquoise gray turquoise
OSBPL8 turquoise turquoise gray turquoise
S100A2 turquoise turquoise turquoise turquoise
ZNF559 turquoise turquoise turquoise turquoise
FRZB turquoise gray gray turquoise
CALB1 black black black black
GUCY1A2 turquoise turquoise turquoise gray
METRN black magenta black gray
SLC46A3 turquoise turquoise gray turquoise
ARAP3 turquoise turquoise turquoise turquoise
MPP1 turquoise gray gray turquoise
IGHD black black gray gray
GIMAP2 black black black black
C3orf70 turquoise turquoise turquoise turquoise
PGBD5 turquoise gray gray turquoise
ARHGEF26 turquoise gray turquoise turquoise
SNCAIP turquoise turquoise turquoise turquoise
HBB turquoise gray turquoise gray
NT5E black magenta black black
INTU turquoise turquoise gray turquoise
ENAH turquoise turquoise turquoise turquoise
POPDC3 turquoise gray turquoise turquoise
ST6GALNAC2 black magenta black gray
SSR3 black gray black black
SEMA3A turquoise turquoise gray turquoise
NRN1 turquoise gray gray turquoise
ADAM17 turquoise gray gray turquoise
LAMA3 black gray black black
HHIP turquoise gray turquoise turquoise
IRAK2 black black gray gray
HIST2H2BE turquoise turquoise turquoise turquoise
MLF1 turquoise turquoise turquoise turquoise
NR4A2 black black black gray
CRAT turquoise turquoise gray turquoise
DDIT4 turquoise gray gray turquoise
PLIN2 turquoise turquoise turquoise turquoise
PDE10A black gray black black
FAM228B turquoise turquoise gray turquoise
IBSP turquoise gray gray gray
LEPREL1 turquoise turquoise turquoise turquoise
THRB turquoise turquoise gray turquoise
OPN3 turquoise turquoise gray turquoise
EPB41L4A turquoise turquoise turquoise turquoise
SNCA turquoise turquoise turquoise turquoise
MAN1A1 turquoise gray turquoise turquoise
CDA turquoise turquoise turquoise turquoise
SERPINE2 turquoise turquoise gray turquoise
GLUD2 black gray gray gray
MMP1 turquoise gray turquoise gray
MMP3 turquoise gray turquoise gray
ETV6 black gray black gray
KRT6B turquoise turquoise turquoise turquoise
COPA turquoise turquoise gray turquoise
ZC2HC1A turquoise turquoise gray turquoise
SMARCA2 turquoise gray turquoise turquoise
PHLDA1 turquoise gray gray turquoise
NQO2 black gray black black
N4BP2L1 black black gray gray
ANKRD29 turquoise turquoise turquoise turquoise
DDX60L black black black black
TLR3 black black black black
TNFSF10 black black black black
IKZF2 black black black black
PLCL2 black magenta black black
RAB27A black magenta black black
PCDHB14 turquoise turquoise turquoise turquoise
CNTLN black gray black gray
FAM13A-AS1 turquoise gray gray gray
DEDD turquoise gray turquoise turquoise
TNFRSF19 turquoise turquoise turquoise turquoise
PRKAA2 turquoise turquoise turquoise turquoise
ADSSL1 turquoise gray gray turquoise
SRPX2 turquoise turquoise gray turquoise
SNX19 turquoise gray turquoise turquoise
CCL26 turquoise gray gray gray
PELI2 turquoise turquoise turquoise turquoise
ITGB1BP1 turquoise gray gray turquoise
EFNA5 turquoise gray gray turquoise
PRSS23 turquoise gray gray turquoise
ELP5 black gray black black
MMP7 turquoise turquoise turquoise turquoise
VLDLR turquoise turquoise turquoise turquoise
TMEM220 black black black black
ARRDC4 turquoise turquoise turquoise turquoise
INPP5A turquoise gray gray turquoise
CTSH turquoise gray gray turquoise
P4HA1 black black black black
FHOD3 turquoise gray gray turquoise
JAG1 turquoise gray gray turquoise
TAC1 turquoise gray gray turquoise
TJP1 turquoise gray turquoise turquoise
TRNP1 black magenta black gray
ULBP2 black magenta black gray
NELL2 turquoise gray gray turquoise
ARHGAP4 black black black black
RASAL2 turquoise gray gray turquoise
PBX1 turquoise turquoise gray turquoise
PARVB turquoise gray gray turquoise
SPRR1A black gray black black
SPRR1B turquoise gray gray gray
SPRR3 turquoise turquoise turquoise gray
MBD1 black gray black gray
IER5 black magenta black black
RBP1 turquoise turquoise turquoise turquoise
PTGES turquoise gray turquoise turquoise
GALNT18 turquoise gray turquoise turquoise
WT1 turquoise turquoise turquoise turquoise
ATF3 turquoise gray gray turquoise
NR4A1 turquoise gray gray turquoise
FOS turquoise gray turquoise turquoise
JUNB turquoise gray turquoise turquoise
ZFP36 turquoise gray turquoise turquoise
STAT3 turquoise gray turquoise turquoise
ZNF415 turquoise turquoise turquoise turquoise
KRT7 black magenta black gray
TAPBP black gray black black
KLK10 black black gray gray
PPBP turquoise gray turquoise turquoise
DYNC1H1 turquoise gray gray turquoise
NAGA black gray black gray
ZMAT1 turquoise turquoise turquoise turquoise
TACC1 turquoise turquoise gray turquoise
TBL1X turquoise gray gray turquoise
SOD3 turquoise turquoise turquoise turquoise
HEXIM1 black black black gray
TET1 turquoise turquoise turquoise turquoise
PEG10 turquoise gray turquoise turquoise
DENND5B black black gray gray
DKK1 turquoise turquoise turquoise turquoise
ZNF329 turquoise turquoise turquoise turquoise
C4orf32 black black black black
LYN black black gray gray
NRXN3 turquoise turquoise turquoise turquoise
EXOC6B turquoise gray turquoise turquoise
LOXL1-AS1 turquoise gray gray turquoise
WASF3 turquoise turquoise gray turquoise
DMD turquoise turquoise gray turquoise
SAR1A turquoise gray gray turquoise
TGFBR3 turquoise turquoise gray turquoise
MUM1 turquoise gray gray turquoise
SESTD1 turquoise gray gray turquoise
ODAM turquoise turquoise turquoise turquoise
OR51E1 turquoise turquoise turquoise turquoise
TSHZ2 turquoise turquoise gray turquoise
P2RX5 black black black black
TMC8 black black black black
DPP7 turquoise gray gray gray
SPIRE1 turquoise gray turquoise turquoise
ERO1LB black black black black
PAX5 black black black black
LAMC2 turquoise turquoise turquoise turquoise
LYZ black black black black
FOSL2 black gray gray gray
NEFL turquoise turquoise turquoise turquoise
ALKBH5 black gray black gray
MKX turquoise turquoise turquoise turquoise
SLC16A3 black gray black black
AFAP1L2 black magenta black black
PPP1R3B turquoise gray turquoise turquoise
CYP2U1 turquoise turquoise turquoise turquoise
LPAR6 turquoise turquoise turquoise turquoise
FAM107B black black black black
KRT6A turquoise turquoise turquoise turquoise
FGF13 turquoise turquoise gray turquoise
SCEL turquoise turquoise turquoise turquoise
DST turquoise gray turquoise turquoise
SALL4 turquoise turquoise gray turquoise
TGFBR2 turquoise gray gray turquoise
SST turquoise gray turquoise turquoise
FNDC3B turquoise gray turquoise turquoise
TUBB2B turquoise turquoise turquoise turquoise
ZMAT3 turquoise turquoise gray turquoise
SERPINA3 turquoise gray turquoise turquoise
FLCN black gray black black
PFN2 turquoise turquoise turquoise turquoise
SLCO3A1 turquoise turquoise turquoise turquoise
AHR black magenta gray gray
COL27A1 turquoise gray turquoise turquoise
SERTAD4 turquoise turquoise turquoise turquoise
ANPEP black black black black
SOCS1 black black black black
F5 black black gray gray
SLC16A10 turquoise gray gray turquoise
AIF1L black black black gray
GABBR1 turquoise gray gray turquoise
FGD6 black black black gray
ADM black black black black
ARRDC3 turquoise turquoise turquoise turquoise
RHOD turquoise turquoise turquoise turquoise
IL1B black black black black
PROK2 black black black black
CXCL5 turquoise gray gray turquoise
IL24 turquoise gray turquoise turquoise
FFAR2 black black black black
CDKN2A turquoise turquoise turquoise turquoise
LAIR2 black black black black
IRF5 turquoise gray turquoise turquoise
HSPA12A turquoise turquoise turquoise turquoise
LDLRAD4 turquoise gray gray turquoise
CXCL6 turquoise gray turquoise gray
SLC22A4 turquoise gray turquoise turquoise
PROS1 turquoise turquoise turquoise turquoise
ARHGAP6 turquoise turquoise turquoise turquoise
TYRP1 turquoise gray turquoise turquoise
PYGL black black black black
PDE3A turquoise turquoise gray turquoise
BNIP3 turquoise turquoise turquoise turquoise
CDC42BPA turquoise turquoise turquoise turquoise
RAB30 turquoise turquoise turquoise turquoise
NOTCH2NL turquoise turquoise turquoise turquoise
LTF black gray gray black
11-Sep turquoise gray gray turquoise
EVA1A turquoise turquoise gray turquoise
TM4SF1 turquoise gray turquoise turquoise
MRPS21 black black black black
WWC3 turquoise turquoise gray turquoise
LPL turquoise turquoise turquoise turquoise
SLC16A4 turquoise turquoise turquoise turquoise
KLF7 turquoise turquoise gray turquoise
MICB black magenta black black
PDK4 turquoise turquoise turquoise turquoise
IGF2 turquoise turquoise turquoise turquoise
ADA black black black black
PARP8 black black black black
FAM127B turquoise gray gray turquoise
UCP2 black black black black
FAM120C turquoise turquoise gray turquoise
C3orf14 turquoise turquoise turquoise turquoise
RHOBTB1 turquoise turquoise turquoise turquoise
SACS turquoise gray gray turquoise
GNA15 black black black black
SCG5 turquoise gray turquoise turquoise
MAGED1 turquoise turquoise gray turquoise
SOCS2 turquoise gray gray turquoise
TLR4 turquoise gray turquoise turquoise
FKBP5 black gray black gray
SAMD3 black black black black
IGHG1 black black black black
FAM46C black black black black
ANKRD36BP2 black black black black
KLRB1 black black black black
IGJ black black black black
FCRL5 black black black black
CD79A black black black black
PNOC black black gray black
IGHM black black black black
IGKC black black black black
DERL3 black black black black
TNFRSF17 black black black black
POU2AF1 black black black black
GUSBP11 black black black black
IGLL3P black black black black
MZB1 black black black black
PTK7 turquoise gray turquoise turquoise
MAP3K6 black magenta black gray
PPFIBP1 black gray gray gray
COL4A4 turquoise turquoise turquoise turquoise
DUSP3 turquoise gray gray turquoise
CP black black black gray
CERK turquoise turquoise gray turquoise
SMOC2 turquoise turquoise turquoise turquoise
RARRES1 black black black black
SAV1 black black black gray
MT1M black black black black
MT1E black black black black
MT2A black black black black
MT1F black black black black
MT1H black black black black
MT1G black black black black
MT1X black black black black
SLC2A10 turquoise turquoise turquoise turquoise
STMN3 turquoise gray turquoise turquoise
SGCB turquoise gray gray turquoise
SERPINI1 turquoise turquoise turquoise turquoise
RARA turquoise gray gray turquoise
CIRBP turquoise gray gray turquoise
EVC turquoise turquoise turquoise turquoise
GNAI1 turquoise turquoise turquoise turquoise
PLA2G16 turquoise turquoise gray turquoise
PTGS2 turquoise gray turquoise turquoise
CXCL16 black black black black
LEPREL4 turquoise gray turquoise turquoise
KIT turquoise gray gray turquoise
SMIM3 turquoise turquoise gray turquoise
TMEM173 black black gray gray
SLC9B2 turquoise gray gray turquoise
ST20 black gray gray black
BMPR1B turquoise turquoise turquoise turquoise
KCTD1 black black black gray
ZFP37 turquoise turquoise gray turquoise
B2M black black black gray
PNMA2 black black black gray
MMP12 black black black black
NOV turquoise turquoise turquoise turquoise
CHFR turquoise gray turquoise turquoise
SLFN5 turquoise gray gray gray
CCDC109B black magenta black black
BCL2 black black black black
BTN3A2 black black black black
IL32 black black black gray
STK17B black black black black
FAS black magenta black black
IL15 black black black black
BIRC3 black black black black
STK17A black black black black
JAK2 black black black black
TNFAIP8 black black black black
FBXO6 black black black black
EPSTI1 black black black black
RNF213 black gray black black
BATF2 black black black gray
PSMB10 black gray black black
ISG20 black black black black
IFI27 black black black black
OASL black black black black
SECTM1 black black black black
HLA-F black black black black
IFIT5 black black black black
IFI6 black black black black
ETV7 black black black gray
APOL6 black black black black
RTP4 black black black black
DDX60 black black black black
SAMD9 black black black black
AIM2 black black black black
TAP2 black black black black
LAMP3 black black black black
CXCL11 black black black black
NLRC5 black black black black
ODF3B black black black black
TRIM69 black black black black
IRF7 black black black black
IFIH1 black black black black
MX2 black black black black
OAS3 black black black black
IFI35 black black black black
USP18 black black black black
HERC6 black black black black
ISG15 black black black black
PARP14 black black black black
PARP9 black black black black
SAMD9L black black black black
XAF1 black black black black
IFIT1 black black gray gray
IFIT2 black black black black
RSAD2 black black black black
IFI44 black black black black
CMPK2 black black black black
OAS2 black black black black
IFI44L black black black black
IFIT3 black black black black
MX1 black black black black
IRF9 black black black black
LAP3 black black black black
WARS black black black black
IRF1 black black black black
PSMB9 black black black black
TAP1 black black black black
STAT1 black black black black
UBE2L6 black black black black
PKIA turquoise turquoise turquoise turquoise
SLCO2A1 turquoise gray turquoise turquoise
MAST4 turquoise turquoise turquoise turquoise
CGNL1 turquoise turquoise turquoise turquoise
SLC7A2 turquoise turquoise turquoise turquoise
SERPINB2 black black gray gray
CTLA4 black black black black
MAFF turquoise gray gray turquoise
PDGFD turquoise turquoise turquoise turquoise
TUBB2A black black black gray
EPHA7 turquoise turquoise turquoise turquoise
GHR turquoise turquoise turquoise turquoise
PCDH18 turquoise gray turquoise turquoise
FOXF2 turquoise gray turquoise turquoise
NKX2-3 turquoise gray turquoise turquoise
SYNGR3 black black black gray
TRERF1 black black black gray
S100A13 turquoise gray turquoise turquoise
LIMCH1 turquoise turquoise turquoise turquoise
BNIP3L black black black gray
EVA1C turquoise turquoise gray turquoise
LAMA5 turquoise turquoise turquoise turquoise
EDNRB turquoise gray turquoise turquoise
BANK1 black black black black
ZNF300 turquoise turquoise turquoise turquoise
HOXD4 turquoise turquoise gray turquoise
CST1 turquoise turquoise turquoise turquoise
CST4 turquoise turquoise turquoise turquoise
FOXP2 turquoise turquoise gray turquoise
ZNF134 turquoise turquoise turquoise turquoise
ARNT2 turquoise gray gray turquoise
MUM1L1 turquoise turquoise turquoise turquoise
SCRN1 turquoise turquoise turquoise turquoise
ZNF880 turquoise turquoise turquoise turquoise
NINL turquoise gray gray turquoise
PCNX turquoise gray gray turquoise
ARHGAP28 turquoise turquoise turquoise turquoise
TP53INP2 turquoise gray turquoise turquoise
CFD black black black black
SNX20 black black black black
ERRFI1 turquoise gray gray turquoise
MEGF6 turquoise turquoise gray turquoise
RAI2 turquoise turquoise turquoise turquoise
FAXC turquoise turquoise turquoise turquoise
CASP4 black black black black
LCK black black black black
NCALD turquoise gray turquoise turquoise
CR2 black black gray black
MS4A1 black black black black
BAG3 turquoise gray gray turquoise
FMO3 turquoise gray turquoise turquoise
SLC16A7 turquoise turquoise gray turquoise
TXNIP turquoise turquoise gray turquoise
LXN black gray black black
ACSL1 turquoise gray turquoise turquoise
GLUL black black black black
HSPA2 turquoise turquoise turquoise turquoise
EGFL6 turquoise gray turquoise gray
TEAD2 turquoise gray turquoise turquoise
TLE4 turquoise turquoise turquoise turquoise
CC2D2A turquoise turquoise turquoise turquoise
ELL2 black black black black
PIK3R5 black black black gray
DUSP10 turquoise gray gray turquoise
ANO1 turquoise gray gray turquoise
KCNS3 turquoise turquoise gray turquoise
PCDHB2 turquoise turquoise turquoise turquoise
HOXC6 black black black black
LRMP black black black black
FTH1 black gray gray gray
SPATS2L black gray black gray
ZFP82 turquoise turquoise turquoise turquoise
FBN2 turquoise turquoise turquoise turquoise
PDZD2 turquoise gray turquoise turquoise
TMEM200A turquoise turquoise turquoise turquoise
L1CAM turquoise turquoise gray turquoise
BHLHE40 turquoise gray turquoise turquoise
CAPG black black black black
ULK2 turquoise turquoise turquoise turquoise
PDLIM5 turquoise turquoise gray turquoise
RBM24 turquoise turquoise turquoise turquoise
RAB3B turquoise gray turquoise turquoise
UBASH3B black black black black
SNX24 turquoise gray gray gray
GAS2L1 black black black gray
HOTAIRM1 turquoise turquoise turquoise turquoise
CPE turquoise turquoise gray turquoise
LY6E black black black black
FKBP1A turquoise gray turquoise turquoise
CD1D black black black gray
ST6GAL2 turquoise turquoise gray turquoise
PTPN21 turquoise turquoise turquoise turquoise
NGFRAP1 turquoise turquoise turquoise turquoise
RIN2 turquoise gray turquoise turquoise
FPR2 black black black black
INHBB turquoise turquoise turquoise turquoise
LYST turquoise turquoise gray turquoise
APOL1 black black black black
FOXC1 turquoise turquoise turquoise turquoise
EGR1 turquoise turquoise turquoise turquoise
TFPI2 turquoise turquoise turquoise turquoise
IGFL2 turquoise turquoise turquoise turquoise
CDH19 turquoise turquoise turquoise turquoise
ZKSCAN7 turquoise turquoise turquoise turquoise
RAB38 black black black gray
GAP43 turquoise turquoise turquoise turquoise
CFI turquoise turquoise turquoise turquoise
AOX1 turquoise turquoise turquoise turquoise
HAS2 turquoise gray turquoise turquoise
GAS6 turquoise turquoise turquoise turquoise
PPM1K black black black black
IL1RAP turquoise gray turquoise turquoise
PLOD2 turquoise turquoise turquoise turquoise
OGFRL1 black black black black
TRIL turquoise turquoise turquoise turquoise
GRB10 turquoise turquoise turquoise turquoise
ASPA turquoise turquoise turquoise turquoise
WNT5A turquoise turquoise turquoise turquoise
PCDHB16 turquoise turquoise turquoise turquoise
C9orf3 turquoise gray turquoise turquoise
CARD6 black gray gray gray
FCER1A turquoise turquoise turquoise turquoise
CTSC black black black black
GREM2 turquoise gray turquoise turquoise
KCTD15 turquoise turquoise gray turquoise
OSBPL1A turquoise turquoise gray turquoise
CX3CL1 black black black black
MARCKS turquoise gray gray turquoise
HES4 turquoise gray gray turquoise
IKZF1 black black black black
GAA turquoise gray gray turquoise
FBXL2 turquoise turquoise turquoise turquoise
MCL1 turquoise gray gray turquoise
MR1 black gray black black
TMEM163 turquoise turquoise turquoise gray
CXCR2 black black black black
TLR7 black gray gray black
GLIS3 turquoise turquoise turquoise turquoise
FOSB turquoise gray turquoise turquoise
MAP3K8 black black black black
FAM43A turquoise gray gray turquoise
RHOB turquoise gray gray turquoise
CST2 turquoise turquoise turquoise turquoise
CPM black gray black gray
WASF1 turquoise gray gray turquoise
CPNE8 turquoise turquoise turquoise turquoise
FAIM3 black black black black
CLC black black gray black
GRK5 turquoise turquoise turquoise turquoise
FDCSP black black gray black
SOAT1 turquoise gray turquoise turquoise
ENO2 turquoise gray gray turquoise
MAGI2 turquoise turquoise turquoise turquoise
SDC3 turquoise gray gray turquoise
MIAT black black black black
ADAM28 black black black black
SLC11A1 black black gray gray
FZD7 turquoise turquoise turquoise turquoise
RGS5 turquoise gray turquoise turquoise
CNN3 turquoise gray gray turquoise
MAX black gray black black
S100A12 black black black black
PTPLA turquoise gray turquoise turquoise
SLC2A5 black black black black
RNASE1 black black black gray
ANGPT2 turquoise gray turquoise turquoise
KLF12 turquoise turquoise turquoise turquoise
NLGN4X turquoise turquoise turquoise turquoise
ZNF618 turquoise gray gray turquoise
HERC5 black gray gray gray
DAB2 turquoise turquoise gray turquoise
PLK2 turquoise gray gray turquoise
NUPR1 turquoise turquoise gray turquoise
F8 turquoise turquoise turquoise turquoise
LEPR turquoise turquoise turquoise turquoise
SERPINB9 black black gray black
DYNC2H1 turquoise turquoise turquoise turquoise
RNF217 turquoise turquoise turquoise turquoise
GNAL turquoise turquoise turquoise turquoise
PELO turquoise turquoise gray gray
C16orf54 black black black black
STMN2 turquoise turquoise turquoise turquoise
CEBPD black black black black
MERTK black gray gray gray
HLA-DQA1 black black black black
ETV5 turquoise gray gray turquoise
B3GALNT1 turquoise turquoise turquoise turquoise
CH25H turquoise gray turquoise turquoise
ETV1 turquoise turquoise gray turquoise
PCOLCE2 turquoise turquoise turquoise turquoise
FAM114A1 turquoise gray gray turquoise
RILPL2 black black black black
TMEM35 turquoise turquoise turquoise turquoise
PHACTR1 black black black black
SLC20A1 turquoise gray gray turquoise
RAB12 black black black gray
TMOD2 turquoise turquoise turquoise turquoise
UGCG turquoise gray gray turquoise
ATL1 turquoise turquoise gray turquoise
OPTN black gray black black
C16orf62 turquoise gray turquoise turquoise
KCND3 turquoise gray turquoise turquoise
SNX10 black black black black
HOXD8 turquoise turquoise gray turquoise
HHEX black black black gray
LDB3 turquoise turquoise turquoise turquoise
APBB2 turquoise gray gray turquoise
ADAMTS9 turquoise turquoise turquoise turquoise
LMO4 black black black black
GJB2 turquoise turquoise gray turquoise
MYOF turquoise turquoise gray turquoise
CR1 black black gray black
SORBS1 turquoise turquoise gray turquoise
CTSZ black black gray gray
RPS6KA2 turquoise turquoise gray turquoise
PRKAR2B black black gray black
PLEKHH2 turquoise turquoise turquoise turquoise
FKBP14 turquoise turquoise turquoise turquoise
NFKBIA black black black black
ACSS3 turquoise turquoise turquoise turquoise
TOX2 black black black black
S100A9 black black black black
ATL3 turquoise gray gray turquoise
TPBG turquoise gray gray turquoise
LAMB1 turquoise turquoise turquoise turquoise
SCUBE3 turquoise turquoise gray turquoise
IRS1 turquoise turquoise turquoise turquoise
ST3GAL1 turquoise gray turquoise turquoise
TGM2 black black black gray
NBEA turquoise turquoise turquoise turquoise
LRP12 turquoise turquoise turquoise turquoise
COL21A1 turquoise turquoise turquoise turquoise
HDAC9 turquoise turquoise turquoise turquoise
PER3 turquoise turquoise gray turquoise
ADIPOQ turquoise turquoise turquoise turquoise
EGR3 turquoise gray turquoise turquoise
UST turquoise turquoise gray turquoise
RNF144B black black black black
ENPEP turquoise turquoise turquoise turquoise
SLC16A6 black black black black
S100B black black black gray
BHLHE41 turquoise turquoise turquoise turquoise
COTL1 black black black black
PDE4B black black black black
IL1RN black black black black
OSM black black black black
PDGFA turquoise turquoise turquoise turquoise
CEP85L black gray black gray
ID4 turquoise turquoise turquoise turquoise
BAG2 turquoise turquoise gray turquoise
TWSG1 turquoise gray turquoise turquoise
CHL1 turquoise turquoise turquoise turquoise
CD200 turquoise turquoise gray turquoise
RIMKLB turquoise turquoise turquoise turquoise
ALOX5 black black black black
ZNF304 turquoise turquoise turquoise turquoise
PODXL turquoise turquoise gray turquoise
PFKFB3 turquoise gray gray gray
P2RY14 black black gray gray
DCBLD2 turquoise turquoise turquoise turquoise
CSTA black black gray black
ANTXR2 turquoise turquoise gray turquoise
PLTP turquoise gray turquoise turquoise
ZFP36L1 turquoise turquoise turquoise turquoise
GNS turquoise gray gray turquoise
TGFBR1 turquoise turquoise turquoise turquoise
DUSP5 black gray gray gray
DPYSL2 turquoise turquoise turquoise turquoise
CORIN turquoise turquoise gray turquoise
LSAMP turquoise turquoise turquoise turquoise
MMRN1 turquoise turquoise turquoise turquoise
RCAN1 turquoise turquoise turquoise turquoise
ADH1B turquoise turquoise turquoise turquoise
ABCA8 turquoise turquoise turquoise turquoise
TMEM100 turquoise turquoise turquoise turquoise
HSPB6 turquoise turquoise turquoise turquoise
MYOCD turquoise gray turquoise turquoise
DAPK1 black gray black gray
RIT1 black gray black black
AMIGO2 turquoise turquoise gray turquoise
CPED1 turquoise gray turquoise turquoise
ACTB turquoise gray gray turquoise
CLIC6 turquoise turquoise turquoise turquoise
MAOB turquoise turquoise turquoise turquoise
FAT4 turquoise gray turquoise turquoise
TDO2 black gray gray black
FOXO1 turquoise turquoise turquoise turquoise
TM4SF18 turquoise turquoise turquoise turquoise
FMOD turquoise turquoise turquoise turquoise
PDE5A turquoise turquoise turquoise turquoise
ITIH5 turquoise gray turquoise turquoise
LPP turquoise turquoise gray turquoise
VIP turquoise turquoise turquoise turquoise
TMEM158 turquoise turquoise turquoise turquoise
RAB23 turquoise turquoise turquoise turquoise
ARHGAP29 turquoise turquoise turquoise turquoise
BLVRA black black black black
ZBTB20 turquoise gray gray turquoise
CCL11 turquoise gray turquoise turquoise
PLAUR black black black black
RAMP1 turquoise turquoise gray turquoise
PCED1B turquoise gray gray turquoise
CDKN2B turquoise turquoise turquoise turquoise
NR2F2 turquoise gray turquoise turquoise
NFIC turquoise gray gray turquoise
FGF2 turquoise turquoise turquoise turquoise
SSBP2 turquoise turquoise turquoise turquoise
LPAR1 turquoise turquoise turquoise turquoise
FSCN1 turquoise turquoise gray turquoise
TNFAIP3 black black black black
KCNJ15 turquoise gray gray gray
CSGALNACT1 turquoise turquoise turquoise turquoise
ADCY7 black black black gray
PTX3 turquoise gray turquoise turquoise
CX3CR1 turquoise turquoise turquoise turquoise
SOBP turquoise turquoise turquoise turquoise
PDZRN3 turquoise turquoise turquoise turquoise
PKIG turquoise gray turquoise turquoise
EMP1 turquoise turquoise turquoise turquoise
LIFR turquoise turquoise turquoise turquoise
LEF1 turquoise turquoise turquoise turquoise
TLN1 turquoise gray gray turquoise
SPON1 turquoise turquoise turquoise turquoise
HPGDS turquoise turquoise gray turquoise
GSN turquoise gray turquoise turquoise
IL6 turquoise gray turquoise turquoise
CITED2 black gray black gray
PRDM1 black black black black
TANC2 turquoise turquoise gray turquoise
IL6ST turquoise turquoise turquoise turquoise
ANXA1 black gray black gray
G0S2 black black gray black
GPRC5B turquoise turquoise turquoise turquoise
ROR1 turquoise turquoise gray turquoise
TRIM6 turquoise turquoise turquoise turquoise
GLIPR1 turquoise turquoise turquoise turquoise
CTSO turquoise turquoise gray turquoise
RGCC turquoise turquoise turquoise turquoise
STC1 turquoise turquoise turquoise turquoise
HECTD2 turquoise turquoise turquoise turquoise
RASA3 turquoise turquoise turquoise turquoise
MCTP1 turquoise turquoise gray turquoise
NRP2 turquoise turquoise gray turquoise
CMAHP turquoise turquoise turquoise turquoise
CPA3 turquoise turquoise turquoise turquoise
MAP4K4 turquoise turquoise turquoise turquoise
IRAK3 black gray black gray
PLA1A turquoise gray turquoise turquoise
FAM63B turquoise turquoise gray turquoise
TRIB2 black black black black
KLF9 turquoise turquoise gray turquoise
PRNP turquoise turquoise turquoise turquoise
ALDH1L2 turquoise turquoise turquoise turquoise
CALB2 turquoise turquoise turquoise turquoise
CCDC102B turquoise turquoise turquoise turquoise
ELMO1 turquoise gray gray gray
TPP1 turquoise gray turquoise turquoise
TPSAB1 turquoise gray turquoise turquoise
CD36 black gray gray gray
RRAGD turquoise turquoise gray turquoise
ADAM8 black black black black
FZD2 turquoise turquoise gray turquoise
PTGDS turquoise turquoise turquoise turquoise
ABI3BP turquoise turquoise turquoise turquoise
SLC43A3 turquoise gray gray gray
GNB4 black gray black black
IKBIP black black black gray
CHI3L1 turquoise turquoise turquoise gray
SOD2 black black black black black
TYMP black black black black black
BST2 black black black black black
CCL19 black black black black black
FCRL3 black black black black black
CD80 black black black black black
VNN2 black black black black black
FMO1 black gray gray gray black
LGMN black black black black black
ZBED2 black black black black black
PIK3AP1 black black black black black
SLFN12 black gray black gray black
LAX1 black black black black black
GNLY black black black black black
TNFAIP2 black black black black black
SH2D1A black black black black black
IL18RAP black black black black black
IFI16 black black black black black
EPB41L3 black black black gray black
RAB8B black gray black black black
RUNX3 black black black black black
HS3ST3B1 black black black black black
SP110 black black black black black
IL7R black black black black black
NCF4 black black black black black
RGS1 black black black black black
ITM2A black black black black black
AQP9 black black black black black
CLEC5A black black gray gray black
TREM1 black black black black black
SCPEP1 black black black black black
NPC2 black gray black black black
LRRK2 black black gray black black
ITGA4 black black gray black black
KYNU black black black black black
HLA-DOB black black black black black
SDS black black black black black
CSF3R black black black black black
TIAM1 black black black gray black
S100A8 black black black black black
FCN1 black black gray black black
RARRES3 black black black black black
CCR7 black black black black black
STAT2 black gray black black black
NFATC1 black gray black gray black
HMOX1 black black black black black
IDO1 black black black black black
THEMIS black black black black black
PRF1 black black black black black
NPL black black black black black
TRAT1 black black black black black
CPVL black black gray black black
CCL13 black black black black black
SAMHD1 black black black black black
MMP9 black black black black black
TRIM22 black black black black black
BTN3A3 black black black black black
PLCG2 black black black black black
CST7 black black black black black
SLC7A7 black black black black black
STX11 black black black black black
NAPSB black black black gray black
ANKRD44 black black black black black
FGL2 black black black black black
RGS18 black black black black black
CD40 black black black black black
GPR84 black black black black black
FAM65B black black black black black
CXCL10 black black black black black
GBP2 black black black black black
ITGB2-AS1 black black black black black
HSD11B1 black black black gray black
ADORA3 black black black black black
CYTIP black black black black black
ENPP2 black black black black black
ATP8B4 black black black black black
GZMA black black black black black
EOMES black black black black black
GBP4 black black black black black
CD69 black black black black black
CXCR4 black black black black black
GPR34 black gray black black black
ARHGDIB black black black black black
GBP1 black black black black black
CD38 black black black black black
BCL2A1 black black black black black
JAK3 black black black black black
CORO1A black black black black black
CD274 black black black black black
RASGRP1 black black black black black
GATA3 black black black black black
APOL3 black black black black black
PLEK black black black black black
EMR2 black black black black black
CD27 black black black black black
RASSF4 black black black black black
PPP1R16B black black black black black
SIGLEC1 black black black black black
GNG2 black black black gray black
GPR183 black black black black black
CYSLTR1 black black black black black
GLIPR2 black black black gray black
DOCK8 black black black black black
RNASE6 black black black black black
APOE black black black black black
ITGAX black black black black black
RAC2 black black black black black
GM2A black gray black black black
TREM2 black black black gray black
CXCL13 black black black black black
CCL8 black black black black black
CXCL9 black black black black black
GGTA1P black black black black black
NLRC3 black black black black black
FPR1 black black black black black
APOC1 black black black black black
GPR171 black black black black black
GIMAP7 black black black black black
RHOH black black black black black
ICAM1 black black black black black
VAMP5 black black black black black
KLRD1 black black black black black
TMEM140 black black black black black
TLR2 black black black black black
CLEC4E black black black black black
SLC1A3 black black black black black
CLIC2 black black black black black
CCR2 black black black black black
ITGAL black black black black black
GZMH black black black black black
IL4I1 black black black black black
SUCNR1 black black black black black
SELL black black black black black
IL2RA black black black black black
CCL18 black black black black black
ITK black black black black black
NKG7 black black black black black
CECR1 black black black black black
CD8A black black black black black
ST8SIA4 black black black black black
CCL4 black black black black black
APOBEC3G black black black black black
EVL black black black black black
IL18BP black black black black black
PIK3CG black black black black black
FCGR3B black black black black black
C5AR1 black black black black black
FCGR2C black black black black black
ALOX5AP black black black black black
ARL4C black gray gray gray black
VCAM1 black black gray gray black
MSR1 black black black black black
TM6SF1 black black black black black
DSE black gray gray black black
NR3C1 black black gray gray black
MRC1 black black black black black
NRP1 black gray black gray black
ZEB2 black gray gray gray black
FGR black black black black black
KMO black black black black black
DOK3 black black black black black
DPYD black black black black black
CLEC4A black black black black black
CLEC2B black black black black black
SLAMF7 black black black black black
HLA-DMA black black black black black
SLC15A3 black black black black black
PIK3CD black black black black black
KLHL6 black black black black black
SAMSN1 black black black black black
TRAF3IP3 black black black black black
CCL5 black black black black black
ARHGAP15 black black black black black
CD72 black black black black black
IL2RB black black black black black
MS4A7 black black black black black
1-Mar black black black black black
GBP5 black black black black black
CD74 black black black black black
FAM49A black black black black black
PRKCB black black black black black
FYB black black black black black
GZMK black black black black black
FAM26F black black black black black
SLC31A2 black black black black black
P2RY13 black black black black black
GIMAP8 black black black black black
HLA-DOA black black black black black
TLR1 black black black black black
PTPRC black black black black black
LY86 black black black black black
LILRB2 black black black black black
DOCK10 black black black black black
SRGN black black black black black
CD2 black black black black black
RASSF5 black black black black black
HLA-DQB1 black black black black black
GIMAP1 black black black black black
THEMIS2 black black black black black
ACP5 black black black black black
TFEC black black black black black
FCGR2B black black black black black
MPEG1 black black black black black
GPR65 black black black black black
HLA-DPA1 black black black black black
TNFSF13B black black black black black
LILRB4 black black black black black
VSIG4 black black black black black
FCGR2A black black black black black
NCF2 black black black black black
ITGAM black black black black black
CHST11 black black black black black
PILRA black black black black black
PLXNC1 black black black black black
GIMAP6 black black black black black
RASSF2 black black black black black
CD52 black black black black black
TRAC black black black black black
EVI2A black black black black black
MYO1F black black black black black
FLI1 black black black gray black
RCSD1 black black black black black
C10orf128 black black black black black
CCR5 black black black black black
CYBB black black black black black
SIGLEC10 black black black black black
CSF2RB black black black black black
ARHGEF6 black black black gray black
WIPF1 black black black gray black
CD37 black black black black black
PLA2G7 black black black black black
EVI2B black black black black black
ARHGAP9 black black black black black
HAVCR2 black black black black black
IGSF6 black black black black black
HLA-DRA black black black black black
GMFG black black black black black
IL10RA black black black black black
SASH3 black black black black black
LCP1 black black black black black
GIMAP4 black black black black black
LY96 black black black black black
MS4A6A black black black black black
CD14 black black black black black
CCR1 black black black black black
LST1 black black black black black
CD300LF black black black black black
CD163 black black black black black
GPNMB black black black black black
TLR8 black black black black black
HLA-DMB black black black black black
MS4A4A black black black black black
CD84 black black black black black
NCKAP1L black black black black black
APBB1IP black black black black black
DOCK2 black black black black black
ARHGAP30 black black black black black
SLA black black black black black
CD48 black black black black black
HCLS1 black black black black black
C1orf162 black black black black black
C1QC black black black black black
CSF1R black black black black black
CD300A black black black black black
MAFB black black black black black
FPR3 black black black black black
CLEC7A black black black black black
CD86 black black black black black
HCK black black black black black
C3AR1 black black black black black
SLAMF8 black black black black black
LAIR1 black black black black black
FCER1G black black black black black
TYROBP black black black black black
CD53 black black black black black
C1QB black black black black black
LAPTM5 black black black black black
C1QA black black black black black
ITGB2 black black black black black
LCP2 black black black black black
MNDA black black black black black
LRP1 turquoise turquoise gray turquoise turquoise
FOXF1 turquoise gray turquoise turquoise turquoise
ECM1 turquoise turquoise turquoise turquoise turquoise
DNAJB4 turquoise turquoise turquoise turquoise turquoise
HSPB1 turquoise turquoise turquoise turquoise turquoise
SELE turquoise turquoise turquoise turquoise turquoise
ANGPT1 turquoise turquoise turquoise turquoise turquoise
SULF2 turquoise turquoise turquoise turquoise turquoise
COL7A1 turquoise gray turquoise turquoise turquoise
OBSL1 turquoise turquoise turquoise turquoise turquoise
SOCS3 turquoise gray gray turquoise turquoise
CDKN1C turquoise turquoise turquoise turquoise turquoise
FRY turquoise turquoise turquoise turquoise turquoise
MAP9 turquoise turquoise turquoise turquoise turquoise
CD99 turquoise turquoise turquoise turquoise turquoise
FAM126A turquoise turquoise turquoise turquoise turquoise
PPAP2B turquoise turquoise turquoise turquoise turquoise
PAM turquoise turquoise turquoise turquoise turquoise
NR4A3 turquoise gray turquoise turquoise turquoise
NEGR1 turquoise turquoise turquoise turquoise turquoise
TCF21 turquoise gray turquoise turquoise turquoise
PI15 turquoise turquoise turquoise turquoise turquoise
FAM20A turquoise gray turquoise turquoise turquoise
PENK turquoise turquoise turquoise turquoise turquoise
ITGB1 turquoise gray turquoise turquoise turquoise
SSH1 turquoise gray gray turquoise turquoise
CCDC69 turquoise gray turquoise turquoise turquoise
ZSCAN18 turquoise turquoise turquoise turquoise turquoise
KCTD12 turquoise turquoise gray turquoise turquoise
PTGS1 turquoise turquoise turquoise turquoise turquoise
MCC turquoise turquoise turquoise turquoise turquoise
SEC14L1 turquoise gray gray gray turquoise
SDPR turquoise turquoise turquoise turquoise turquoise
SVIL turquoise gray turquoise turquoise turquoise
SLC8A1 turquoise gray turquoise turquoise turquoise
ARHGAP24 turquoise turquoise turquoise turquoise turquoise
PGM5 turquoise turquoise turquoise turquoise turquoise
RORA turquoise turquoise turquoise turquoise turquoise
WFDC1 turquoise gray turquoise turquoise turquoise
ZNF423 turquoise turquoise gray turquoise turquoise
HIP1 turquoise turquoise turquoise turquoise turquoise
TBC1D9 turquoise turquoise turquoise turquoise turquoise
ATXN1 turquoise turquoise turquoise turquoise turquoise
GULP1 turquoise turquoise turquoise turquoise turquoise
IGF1 turquoise turquoise turquoise turquoise turquoise
CADM1 turquoise turquoise turquoise turquoise turquoise
TFPI turquoise turquoise turquoise turquoise turquoise
FAM198B turquoise turquoise turquoise turquoise turquoise
PPAP2A turquoise turquoise turquoise turquoise turquoise
FZD8 turquoise turquoise turquoise turquoise turquoise
PLA2G5 turquoise turquoise turquoise turquoise turquoise
PTN turquoise turquoise turquoise turquoise turquoise
PRKG1 turquoise turquoise gray turquoise turquoise
RTN1 turquoise turquoise gray turquoise turquoise
ABCA1 turquoise turquoise turquoise turquoise turquoise
SFRP1 turquoise turquoise turquoise turquoise turquoise
FILIP1 turquoise turquoise turquoise turquoise turquoise
S100A4 turquoise gray turquoise turquoise turquoise
STEAP4 turquoise turquoise turquoise turquoise turquoise
RBP7 turquoise turquoise turquoise turquoise turquoise
UNC5B turquoise turquoise turquoise turquoise turquoise
RBPMS turquoise turquoise gray turquoise turquoise
KCNMA1 turquoise turquoise turquoise turquoise turquoise
DUSP1 turquoise gray turquoise turquoise turquoise
BCHE turquoise turquoise turquoise turquoise turquoise
PCSK5 turquoise turquoise turquoise turquoise turquoise
LINC00341 turquoise turquoise gray turquoise turquoise
ADAMTS6 turquoise turquoise turquoise turquoise turquoise
PDGFRA turquoise turquoise turquoise turquoise turquoise
CLU turquoise turquoise turquoise turquoise turquoise
FLT1 turquoise gray turquoise turquoise turquoise
DKK2 turquoise turquoise turquoise turquoise turquoise
ATP8B2 turquoise turquoise turquoise gray turquoise
DOCK4 turquoise turquoise gray turquoise turquoise
HOXB2 turquoise turquoise gray turquoise turquoise
GPRASP1 turquoise turquoise gray turquoise turquoise
GPM6B turquoise turquoise turquoise turquoise turquoise
DEGS1 turquoise turquoise turquoise turquoise turquoise
C7 turquoise turquoise gray turquoise turquoise
FBXO32 turquoise turquoise turquoise turquoise turquoise
MEIS2 turquoise turquoise gray turquoise turquoise
DBN1 turquoise turquoise turquoise turquoise turquoise
PAPLN turquoise turquoise turquoise turquoise turquoise
IGDCC4 turquoise turquoise turquoise turquoise turquoise
NOTCH2 turquoise gray turquoise turquoise turquoise
SMARCA1 turquoise turquoise turquoise turquoise turquoise
SELP turquoise turquoise turquoise turquoise turquoise
ADAM19 turquoise turquoise turquoise turquoise turquoise
CDO1 turquoise turquoise turquoise turquoise turquoise
RCAN2 turquoise gray turquoise turquoise turquoise
RHOJ turquoise turquoise turquoise turquoise turquoise
MARCO turquoise gray gray gray turquoise
RNF144A turquoise turquoise gray turquoise turquoise
RUNX2 turquoise turquoise turquoise turquoise turquoise
BCL6 turquoise gray gray turquoise turquoise
PAPPA turquoise turquoise turquoise turquoise turquoise
GPR161 turquoise turquoise turquoise turquoise turquoise
KLF2 turquoise turquoise turquoise turquoise turquoise
CAV2 turquoise turquoise turquoise turquoise turquoise
HEY1 turquoise turquoise turquoise turquoise turquoise
FYN turquoise turquoise gray turquoise turquoise
FAM13C turquoise turquoise turquoise turquoise turquoise
TMTC1 turquoise turquoise turquoise turquoise turquoise
PPP1R12B turquoise turquoise turquoise turquoise turquoise
PGM5-AS1 turquoise gray turquoise turquoise turquoise
OGN turquoise turquoise turquoise turquoise turquoise
C2orf40 turquoise turquoise turquoise turquoise turquoise
ANGPTL1 turquoise turquoise turquoise turquoise turquoise
MAMDC2 turquoise turquoise turquoise turquoise turquoise
TCEAL2 turquoise turquoise turquoise turquoise turquoise
ATP1A2 turquoise turquoise turquoise turquoise turquoise
CHRDL1 turquoise turquoise turquoise turquoise turquoise
PDZRN4 turquoise turquoise turquoise turquoise turquoise
SCN7A turquoise turquoise turquoise turquoise turquoise
FHL1 turquoise turquoise turquoise turquoise turquoise
ANK2 turquoise turquoise turquoise turquoise turquoise
LMO3 turquoise turquoise turquoise turquoise turquoise
C5orf46 turquoise turquoise turquoise turquoise turquoise
FAM171B turquoise turquoise turquoise turquoise turquoise
SCUBE2 turquoise turquoise turquoise turquoise turquoise
GPR133 turquoise turquoise turquoise turquoise turquoise
RDX turquoise turquoise turquoise turquoise turquoise
CD109 turquoise turquoise turquoise turquoise turquoise
ROBO1 turquoise turquoise turquoise turquoise turquoise
ADARB1 turquoise turquoise gray turquoise turquoise
AGTR1 turquoise turquoise turquoise turquoise turquoise
SETBP1 turquoise turquoise turquoise turquoise turquoise
LYVE1 turquoise turquoise turquoise turquoise turquoise
GPX8 turquoise turquoise turquoise turquoise turquoise
CBX6 turquoise turquoise gray turquoise turquoise
COL16A1 turquoise turquoise turquoise turquoise turquoise
MAN1C1 turquoise turquoise turquoise turquoise turquoise
GXYLT2 turquoise turquoise turquoise turquoise turquoise
SHISA2 turquoise turquoise turquoise turquoise turquoise
GPX3 turquoise turquoise turquoise turquoise turquoise
LAMA2 turquoise turquoise turquoise turquoise turquoise
ZNF331 turquoise turquoise turquoise turquoise turquoise
OLR1 turquoise gray turquoise turquoise turquoise
LTBP3 turquoise turquoise turquoise turquoise turquoise
GPC1 turquoise turquoise turquoise turquoise turquoise
AHNAK2 turquoise turquoise turquoise turquoise turquoise
SPP1 turquoise turquoise turquoise turquoise turquoise
CNTN4 turquoise turquoise turquoise turquoise turquoise
BEX4 turquoise turquoise turquoise turquoise turquoise
6-Sep turquoise gray gray turquoise turquoise
RGL1 turquoise turquoise turquoise turquoise turquoise
MEG3 turquoise turquoise turquoise turquoise turquoise
FABP4 turquoise turquoise turquoise turquoise turquoise
EDIL3 turquoise turquoise turquoise turquoise turquoise
APOD turquoise turquoise turquoise turquoise turquoise
SLC2A3 turquoise gray turquoise turquoise turquoise
EMCN turquoise turquoise turquoise turquoise turquoise
PRR16 turquoise turquoise turquoise turquoise turquoise
SHANK3 turquoise turquoise gray turquoise turquoise
PLA2G4C turquoise turquoise turquoise turquoise turquoise
CSGALNACT2 turquoise turquoise turquoise turquoise turquoise
FGF7 turquoise turquoise turquoise turquoise turquoise
TSC22D3 turquoise gray turquoise turquoise turquoise
SIRPA turquoise gray turquoise turquoise turquoise
CHRDL2 turquoise turquoise turquoise turquoise turquoise
TSPAN2 turquoise turquoise turquoise turquoise turquoise
OMD turquoise turquoise turquoise turquoise turquoise
LINC00312 turquoise turquoise turquoise turquoise turquoise
LRRC17 turquoise turquoise turquoise turquoise turquoise
NAV3 turquoise turquoise turquoise turquoise turquoise
PTGER3 turquoise turquoise turquoise turquoise turquoise
ROR2 turquoise turquoise turquoise turquoise turquoise
SPHK1 turquoise gray turquoise turquoise turquoise
ANKRD6 turquoise turquoise turquoise turquoise turquoise
SLFN11 turquoise gray gray turquoise turquoise
STAB1 turquoise turquoise gray turquoise turquoise
ALPK2 turquoise turquoise turquoise turquoise turquoise
PLAT turquoise gray turquoise turquoise turquoise
SOX7 turquoise turquoise turquoise turquoise turquoise
PPP1R14A turquoise turquoise turquoise turquoise turquoise
PLAU turquoise turquoise turquoise turquoise turquoise
CSRP2 turquoise turquoise turquoise turquoise turquoise
GRP turquoise turquoise turquoise turquoise turquoise
BHLHE22 turquoise turquoise turquoise turquoise turquoise
EPHA3 turquoise turquoise turquoise turquoise turquoise
DIO2 turquoise turquoise turquoise turquoise turquoise
SCG2 turquoise turquoise turquoise turquoise turquoise
RGS16 turquoise turquoise gray turquoise turquoise
ELN turquoise turquoise turquoise turquoise turquoise
ELK3 turquoise turquoise turquoise turquoise turquoise
CAP2 turquoise turquoise gray turquoise turquoise
GPX7 turquoise turquoise turquoise turquoise turquoise
PDGFRL turquoise turquoise turquoise turquoise turquoise
UCHL1 turquoise turquoise turquoise turquoise turquoise
EPYC turquoise turquoise turquoise turquoise turquoise
ITGB5 turquoise turquoise turquoise turquoise turquoise
GADD45B turquoise gray turquoise turquoise turquoise
GLRB turquoise turquoise turquoise turquoise turquoise
RGS2 turquoise turquoise turquoise turquoise turquoise
DIP2C turquoise turquoise turquoise turquoise turquoise
TTC7B turquoise turquoise turquoise turquoise turquoise
CCDC88A turquoise gray turquoise turquoise turquoise
SAMD4A turquoise turquoise turquoise turquoise turquoise
F13A1 turquoise turquoise turquoise turquoise turquoise
MEOX2 turquoise turquoise turquoise turquoise turquoise
PRELP turquoise turquoise turquoise turquoise turquoise
CCL21 turquoise turquoise turquoise turquoise turquoise
FST turquoise turquoise turquoise turquoise turquoise
CALCRL turquoise turquoise turquoise turquoise turquoise
LRRN4CL turquoise turquoise turquoise turquoise turquoise
ETS1 turquoise gray turquoise turquoise turquoise
ITPRIP turquoise gray turquoise turquoise turquoise
SRPX turquoise turquoise turquoise turquoise turquoise
CHRNA3 turquoise turquoise turquoise turquoise turquoise
PXDC1 turquoise turquoise turquoise turquoise turquoise
WNT2 turquoise turquoise turquoise turquoise turquoise
SERPINE1 turquoise turquoise turquoise turquoise turquoise
PCDH17 turquoise turquoise turquoise turquoise turquoise
FAM127A turquoise turquoise turquoise turquoise turquoise
DACT1 turquoise turquoise turquoise turquoise turquoise
TMEM45A turquoise turquoise turquoise turquoise turquoise
NPR3 turquoise turquoise turquoise turquoise turquoise
SDK1 turquoise turquoise turquoise turquoise turquoise
CYGB turquoise turquoise turquoise turquoise turquoise
OLFML2A turquoise gray turquoise turquoise turquoise
ARL10 turquoise turquoise turquoise turquoise turquoise
HTR2B turquoise turquoise turquoise turquoise turquoise
TCEAL3 turquoise turquoise turquoise turquoise turquoise
MDFIC turquoise turquoise turquoise turquoise turquoise
PALMD turquoise turquoise turquoise turquoise turquoise
CILP turquoise turquoise turquoise turquoise turquoise
AQP1 turquoise turquoise turquoise turquoise turquoise
CXCL12 turquoise turquoise turquoise turquoise turquoise
RERG turquoise turquoise turquoise turquoise turquoise
TCEA2 turquoise turquoise turquoise turquoise turquoise
PBX3 turquoise turquoise turquoise turquoise turquoise
GLI3 turquoise turquoise turquoise turquoise turquoise
DSEL turquoise turquoise turquoise turquoise turquoise
ADAMTS1 turquoise turquoise turquoise turquoise turquoise
PTPLAD2 turquoise turquoise turquoise turquoise turquoise
ALDH1A3 turquoise turquoise turquoise turquoise turquoise
VWF turquoise turquoise turquoise turquoise turquoise
ATP2B4 turquoise turquoise turquoise turquoise turquoise
CFL2 turquoise turquoise turquoise turquoise turquoise
ZNF677 turquoise turquoise turquoise turquoise turquoise
RGS4 turquoise turquoise turquoise turquoise turquoise
GALNT15 turquoise turquoise turquoise turquoise turquoise
SYNE1 turquoise turquoise gray turquoise turquoise
CYP1B1 turquoise turquoise turquoise turquoise turquoise
TUSC3 turquoise turquoise turquoise turquoise turquoise
ZNF532 turquoise turquoise turquoise turquoise turquoise
RSPO3 turquoise turquoise turquoise turquoise turquoise
NAV1 turquoise turquoise turquoise turquoise turquoise
QKI turquoise gray turquoise turquoise turquoise
THBS4 turquoise turquoise turquoise turquoise turquoise
CALU turquoise gray turquoise turquoise turquoise
STOM turquoise turquoise turquoise turquoise turquoise
TIMP1 turquoise turquoise turquoise turquoise turquoise
RASSF8 turquoise turquoise turquoise turquoise turquoise
RGMA turquoise turquoise turquoise turquoise turquoise
CPXM2 turquoise turquoise turquoise turquoise turquoise
BTBD19 turquoise turquoise turquoise turquoise turquoise
ZCCHC24 turquoise turquoise gray turquoise turquoise
DENND5A turquoise turquoise turquoise turquoise turquoise
ELTD1 turquoise turquoise turquoise turquoise turquoise
LPHN2 turquoise turquoise turquoise turquoise turquoise
TRPC1 turquoise turquoise turquoise turquoise turquoise
TPST1 turquoise turquoise turquoise turquoise turquoise
TGFB1 turquoise gray gray turquoise turquoise
ISM1 turquoise turquoise turquoise turquoise turquoise
INMT turquoise turquoise turquoise turquoise turquoise
MMP11 turquoise turquoise turquoise turquoise turquoise
LTBP1 turquoise turquoise turquoise turquoise turquoise
THBS1 turquoise turquoise turquoise turquoise turquoise
HSD17B6 turquoise turquoise turquoise turquoise turquoise
NREP turquoise turquoise turquoise turquoise turquoise
SSPN turquoise turquoise turquoise turquoise turquoise
C10orf10 turquoise turquoise turquoise turquoise turquoise
TRPS1 turquoise turquoise turquoise turquoise turquoise
KLHL5 turquoise turquoise turquoise turquoise turquoise
ADAMTS5 turquoise turquoise turquoise turquoise turquoise
SLC24A3 turquoise turquoise turquoise turquoise turquoise
LMCD1 turquoise turquoise turquoise turquoise turquoise
ANXA6 turquoise turquoise turquoise turquoise turquoise
UBE2E2 turquoise turquoise turquoise turquoise turquoise
C3 turquoise turquoise turquoise turquoise turquoise
MYO5A turquoise gray turquoise turquoise turquoise
HSPG2 turquoise turquoise turquoise turquoise turquoise
CAV1 turquoise turquoise turquoise turquoise turquoise
PNMAL1 turquoise turquoise turquoise turquoise turquoise
CLIC4 turquoise turquoise turquoise turquoise turquoise
DCHS1 turquoise turquoise turquoise turquoise turquoise
KCNJ8 turquoise turquoise turquoise turquoise turquoise
EML1 turquoise turquoise turquoise turquoise turquoise
TP73-AS1 turquoise turquoise gray turquoise turquoise
SMARCD3 turquoise turquoise turquoise turquoise turquoise
MEDAG turquoise turquoise turquoise turquoise turquoise
CCL2 turquoise gray turquoise turquoise turquoise
CLIP4 turquoise turquoise turquoise turquoise turquoise
DCLK1 turquoise turquoise turquoise turquoise turquoise
ARMCX2 turquoise turquoise turquoise turquoise turquoise
CHST15 turquoise gray turquoise turquoise turquoise
CALHM2 turquoise turquoise turquoise turquoise turquoise
C1QTNF3 turquoise turquoise turquoise turquoise turquoise
JAZF1 turquoise turquoise turquoise turquoise turquoise
KIF26B turquoise turquoise turquoise turquoise turquoise
GNG11 turquoise turquoise turquoise turquoise turquoise
ERG turquoise turquoise turquoise turquoise turquoise
GJA1 turquoise turquoise turquoise turquoise turquoise
RBMS1 turquoise turquoise turquoise turquoise turquoise
CPXM1 turquoise turquoise turquoise turquoise turquoise
MFAP4 turquoise turquoise turquoise turquoise turquoise
ITGBL1 turquoise turquoise turquoise turquoise turquoise
MMRN2 turquoise turquoise turquoise turquoise turquoise
FZD1 turquoise turquoise turquoise turquoise turquoise
LATS2 turquoise turquoise turquoise turquoise turquoise
CDH5 turquoise turquoise turquoise turquoise turquoise
SGCE turquoise turquoise turquoise turquoise turquoise
NID1 turquoise turquoise turquoise turquoise turquoise
RBMS3 turquoise turquoise turquoise turquoise turquoise
PLXDC2 turquoise turquoise turquoise turquoise turquoise
CYBRD1 turquoise turquoise turquoise turquoise turquoise
IGFBP3 turquoise turquoise turquoise turquoise turquoise
EDNRA turquoise turquoise turquoise turquoise turquoise
MN1 turquoise turquoise turquoise turquoise turquoise
HS3ST3A1 turquoise turquoise turquoise turquoise turquoise
EBF1 turquoise turquoise turquoise turquoise turquoise
SERPINH1 turquoise gray turquoise turquoise turquoise
GEM turquoise turquoise turquoise turquoise turquoise
TNFAIP6 turquoise gray turquoise turquoise turquoise
KAL1 turquoise turquoise turquoise turquoise turquoise
RAI14 turquoise turquoise turquoise turquoise turquoise
HEYL turquoise turquoise turquoise turquoise turquoise
CFH turquoise turquoise turquoise turquoise turquoise
PALLD turquoise turquoise turquoise turquoise turquoise
TNFSF4 turquoise turquoise turquoise turquoise turquoise
MXRA7 turquoise turquoise turquoise turquoise turquoise
PDLIM4 turquoise turquoise turquoise turquoise turquoise
TMEM119 turquoise turquoise turquoise turquoise turquoise
NID2 turquoise turquoise turquoise turquoise turquoise
MYH10 turquoise turquoise turquoise turquoise turquoise
C11orf96 turquoise turquoise turquoise turquoise turquoise
MOXD1 turquoise turquoise turquoise turquoise turquoise
SGCD turquoise turquoise turquoise turquoise turquoise
SYT11 turquoise turquoise turquoise turquoise turquoise
DPT turquoise turquoise turquoise turquoise turquoise
COL14A1 turquoise turquoise turquoise turquoise turquoise
UBE2QL1 turquoise turquoise turquoise turquoise turquoise
PCDH7 turquoise turquoise turquoise turquoise turquoise
PLXDC1 turquoise turquoise turquoise turquoise turquoise
MLLT11 turquoise turquoise turquoise turquoise turquoise
CLEC11A turquoise turquoise turquoise turquoise turquoise
PPP1R18 turquoise gray gray turquoise turquoise
PLEKHO1 turquoise gray gray turquoise turquoise
EMP3 turquoise gray gray gray turquoise
TSPAN4 turquoise gray turquoise turquoise turquoise
FAM19A5 turquoise turquoise turquoise turquoise turquoise
LBH turquoise turquoise turquoise turquoise turquoise
PRKCDBP turquoise turquoise turquoise turquoise turquoise
A2M turquoise turquoise turquoise turquoise turquoise
COL8A2 turquoise turquoise turquoise turquoise turquoise
IGFBP6 turquoise turquoise turquoise turquoise turquoise
SLIT2 turquoise turquoise turquoise turquoise turquoise
JAM2 turquoise turquoise turquoise turquoise turquoise
PDLIM7 turquoise turquoise turquoise turquoise turquoise
GJC1 turquoise turquoise turquoise turquoise turquoise
MFAP5 turquoise turquoise turquoise turquoise turquoise
CDK14 turquoise turquoise turquoise turquoise turquoise
C3orf80 turquoise turquoise turquoise turquoise turquoise
PHLDB2 turquoise turquoise turquoise turquoise turquoise
SPG20 turquoise turquoise turquoise turquoise turquoise
CYS1 turquoise turquoise turquoise turquoise turquoise
TIE1 turquoise turquoise turquoise turquoise turquoise
CHSY3 turquoise turquoise turquoise turquoise turquoise
TNC turquoise turquoise turquoise turquoise turquoise
PKD2 turquoise turquoise turquoise turquoise turquoise
FAM129A turquoise gray gray turquoise turquoise
NEXN turquoise turquoise turquoise turquoise turquoise
GAS7 turquoise turquoise turquoise turquoise turquoise
ECM2 turquoise turquoise turquoise turquoise turquoise
CYR61 turquoise turquoise turquoise turquoise turquoise
TCF4 turquoise turquoise turquoise turquoise turquoise
HMCN1 turquoise turquoise turquoise turquoise turquoise
PTGIS turquoise turquoise turquoise turquoise turquoise
AKAP12 turquoise turquoise turquoise turquoise turquoise
TMEM47 turquoise turquoise turquoise turquoise turquoise
LDB2 turquoise turquoise turquoise turquoise turquoise
CLMP turquoise turquoise turquoise turquoise turquoise
MPDZ turquoise turquoise turquoise turquoise turquoise
CRISPLD1 turquoise turquoise turquoise turquoise turquoise
DZIP1 turquoise turquoise turquoise turquoise turquoise
PRICKLE1 turquoise turquoise turquoise turquoise turquoise
PRICKLE2 turquoise turquoise turquoise turquoise turquoise
RECK turquoise turquoise turquoise turquoise turquoise
MAP1B turquoise turquoise turquoise turquoise turquoise
PPP1R3C turquoise turquoise turquoise turquoise turquoise
TCEAL7 turquoise turquoise turquoise turquoise turquoise
SYNM turquoise turquoise turquoise turquoise turquoise
PDE1A turquoise turquoise turquoise turquoise turquoise
PEG3 turquoise turquoise turquoise turquoise turquoise
SYNPO2 turquoise turquoise turquoise turquoise turquoise
FBLN5 turquoise turquoise turquoise turquoise turquoise
NAP1L3 turquoise turquoise turquoise turquoise turquoise
SYNC turquoise turquoise turquoise turquoise turquoise
ARMCX1 turquoise turquoise turquoise turquoise turquoise
SPARCL1 turquoise turquoise turquoise turquoise turquoise
KCNMB1 turquoise turquoise turquoise turquoise turquoise
CACNA2D1 turquoise turquoise turquoise turquoise turquoise
C14orf132 turquoise turquoise turquoise turquoise turquoise
MYH11 turquoise turquoise turquoise turquoise turquoise
HSPB8 turquoise turquoise turquoise turquoise turquoise
DES turquoise turquoise turquoise turquoise turquoise
LMOD1 turquoise turquoise turquoise turquoise turquoise
ACTG2 turquoise turquoise turquoise turquoise turquoise
PLN turquoise turquoise turquoise turquoise turquoise
MAB21L2 turquoise turquoise turquoise turquoise turquoise
RUNX1T1 turquoise turquoise turquoise turquoise turquoise
STON1 turquoise turquoise turquoise turquoise turquoise
BOC turquoise turquoise turquoise turquoise turquoise
KANK2 turquoise turquoise turquoise turquoise turquoise
FXYD6 turquoise turquoise turquoise turquoise turquoise
C20orf194 turquoise turquoise turquoise turquoise turquoise
PDLIM3 turquoise turquoise turquoise turquoise turquoise
MGP turquoise turquoise turquoise turquoise turquoise
AOC3 turquoise turquoise turquoise turquoise turquoise
AMOTL1 turquoise turquoise turquoise turquoise turquoise
TPM2 turquoise turquoise turquoise turquoise turquoise
MRVI1 turquoise turquoise turquoise turquoise turquoise
TSPYL5 turquoise turquoise turquoise turquoise turquoise
FEZ1 turquoise turquoise turquoise turquoise turquoise
CNRIP1 turquoise turquoise turquoise turquoise turquoise
COX7A1 turquoise turquoise turquoise turquoise turquoise
MRGPRF turquoise turquoise turquoise turquoise turquoise
MYLK turquoise turquoise turquoise turquoise turquoise
CNN1 turquoise turquoise turquoise turquoise turquoise
CRYAB turquoise turquoise turquoise turquoise turquoise
FILIP1L turquoise turquoise turquoise turquoise turquoise
SYNDIG1 turquoise turquoise turquoise turquoise turquoise
THBD turquoise turquoise turquoise turquoise turquoise
MMP19 turquoise gray turquoise turquoise turquoise
DLC1 turquoise turquoise turquoise turquoise turquoise
WWTR1 turquoise turquoise turquoise turquoise turquoise
FLNA turquoise turquoise turquoise turquoise turquoise
CD93 turquoise turquoise turquoise turquoise turquoise
MMP14 turquoise turquoise turquoise turquoise turquoise
PRKD1 turquoise turquoise turquoise turquoise turquoise
NDN turquoise turquoise turquoise turquoise turquoise
MAGI2-AS3 turquoise turquoise turquoise turquoise turquoise
COMP turquoise turquoise turquoise turquoise turquoise
BASP1 turquoise gray turquoise gray turquoise
SNAI2 turquoise turquoise turquoise turquoise turquoise
RARRES2 turquoise turquoise turquoise turquoise turquoise
CTGF turquoise turquoise turquoise turquoise turquoise
AKT3 turquoise turquoise turquoise turquoise turquoise
IL1R1 turquoise turquoise turquoise turquoise turquoise
ST6GALNAC5 turquoise turquoise turquoise turquoise turquoise
BICC1 turquoise turquoise turquoise turquoise turquoise
KIRREL turquoise turquoise turquoise turquoise turquoise
DOK5 turquoise turquoise turquoise turquoise turquoise
MSN turquoise gray gray turquoise turquoise
FAM101B turquoise turquoise turquoise turquoise turquoise
LTBP2 turquoise turquoise turquoise turquoise turquoise
FBLN2 turquoise turquoise turquoise turquoise turquoise
LRRC15 turquoise turquoise turquoise turquoise turquoise
LOX turquoise turquoise turquoise turquoise turquoise
MFGE8 turquoise turquoise turquoise turquoise turquoise
FAP turquoise turquoise turquoise turquoise turquoise
COLEC12 turquoise turquoise turquoise turquoise turquoise
FAM20C turquoise turquoise turquoise turquoise turquoise
PTPRM turquoise turquoise turquoise turquoise turquoise
BCAT1 turquoise turquoise turquoise turquoise turquoise
MAF turquoise turquoise turquoise turquoise turquoise
COL4A1 turquoise turquoise turquoise turquoise turquoise
TUBA1A turquoise turquoise turquoise turquoise turquoise
ENTPD1 turquoise turquoise gray turquoise turquoise
DFNA5 turquoise turquoise turquoise turquoise turquoise
FGFR1 turquoise turquoise turquoise turquoise turquoise
S1PR3 turquoise turquoise turquoise turquoise turquoise
VGLL3 turquoise turquoise turquoise turquoise turquoise
ITGA5 turquoise turquoise turquoise turquoise turquoise
PDPN turquoise turquoise turquoise turquoise turquoise
GREM1 turquoise turquoise turquoise turquoise turquoise
PMP22 turquoise turquoise turquoise turquoise turquoise
COL18A1 turquoise turquoise turquoise turquoise turquoise
PDGFC turquoise turquoise turquoise turquoise turquoise
FN1 turquoise turquoise turquoise turquoise turquoise
KCNE4 turquoise turquoise turquoise turquoise turquoise
GLIS2 turquoise turquoise turquoise turquoise turquoise
EFEMP1 turquoise turquoise turquoise turquoise turquoise
ZNF521 turquoise turquoise turquoise turquoise turquoise
CERCAM turquoise turquoise turquoise turquoise turquoise
NOX4 turquoise turquoise turquoise turquoise turquoise
NUAK1 turquoise turquoise turquoise turquoise turquoise
COL15A1 turquoise turquoise turquoise turquoise turquoise
CRISPLD2 turquoise turquoise turquoise turquoise turquoise
LOXL1 turquoise turquoise turquoise turquoise turquoise
GFPT2 turquoise turquoise turquoise turquoise turquoise
INHBA turquoise turquoise turquoise turquoise turquoise
WISP1 turquoise turquoise turquoise turquoise turquoise
DPYSL3 turquoise turquoise turquoise turquoise turquoise
ZFPM2 turquoise turquoise turquoise turquoise turquoise
PPAPDC1A turquoise turquoise turquoise turquoise turquoise
MITF turquoise turquoise turquoise turquoise turquoise
KIAA1462 turquoise turquoise turquoise turquoise turquoise
OLFML1 turquoise turquoise turquoise turquoise turquoise
FBLN1 turquoise turquoise turquoise turquoise turquoise
PRRX1 turquoise turquoise turquoise turquoise turquoise
MFAP2 turquoise turquoise turquoise turquoise turquoise
TSHZ3 turquoise turquoise turquoise turquoise turquoise
TWIST1 turquoise turquoise turquoise turquoise turquoise
POSTN turquoise turquoise turquoise turquoise turquoise
MRAS turquoise turquoise turquoise turquoise turquoise
IGFBP7 turquoise turquoise turquoise turquoise turquoise
TGFB1I1 turquoise turquoise turquoise turquoise turquoise
NOTCH3 turquoise turquoise turquoise turquoise turquoise
EFS turquoise turquoise turquoise turquoise turquoise
BNC2 turquoise turquoise turquoise turquoise turquoise
GUCY1A3 turquoise turquoise turquoise turquoise turquoise
SFRP2 turquoise turquoise turquoise turquoise turquoise
PXDN turquoise turquoise turquoise turquoise turquoise
LUM turquoise turquoise turquoise turquoise turquoise
COL4A2 turquoise turquoise turquoise turquoise turquoise
RCN3 turquoise turquoise turquoise turquoise turquoise
LOXL2 turquoise turquoise turquoise turquoise turquoise
RFTN1 turquoise turquoise turquoise turquoise turquoise
SERPING1 turquoise gray gray turquoise turquoise
ASPN turquoise turquoise turquoise turquoise turquoise
HOPX turquoise turquoise turquoise turquoise turquoise
IGFBP5 turquoise turquoise turquoise turquoise turquoise
CDH11 turquoise turquoise turquoise turquoise turquoise
VEGFC turquoise turquoise turquoise turquoise turquoise
GLT8D2 turquoise turquoise turquoise turquoise turquoise
SFRP4 turquoise turquoise turquoise turquoise turquoise
LAMA4 turquoise turquoise turquoise turquoise turquoise
SDC2 turquoise turquoise turquoise turquoise turquoise
CTSK turquoise turquoise turquoise turquoise turquoise
NNMT turquoise turquoise turquoise turquoise turquoise
COL10A1 turquoise turquoise turquoise turquoise turquoise
GAS1 turquoise turquoise turquoise turquoise turquoise
DKK3 turquoise turquoise turquoise turquoise turquoise
CTHRC1 turquoise turquoise turquoise turquoise turquoise
ADAM12 turquoise turquoise turquoise turquoise turquoise
SERPINF1 turquoise turquoise turquoise turquoise turquoise
TIMP3 turquoise turquoise turquoise turquoise turquoise
AXL turquoise turquoise turquoise turquoise turquoise
COL6A2 turquoise turquoise turquoise turquoise turquoise
C1R turquoise turquoise turquoise turquoise turquoise
EMILIN1 turquoise turquoise turquoise turquoise turquoise
PTRF turquoise turquoise turquoise turquoise turquoise
HTRA1 turquoise turquoise turquoise turquoise turquoise
GUCY1B3 turquoise turquoise turquoise turquoise turquoise
FIBIN turquoise turquoise turquoise turquoise turquoise
LHFP turquoise turquoise turquoise turquoise turquoise
MEIS1 turquoise turquoise turquoise turquoise turquoise
LAYN turquoise turquoise turquoise turquoise turquoise
CALD1 turquoise turquoise turquoise turquoise turquoise
FERMT2 turquoise turquoise turquoise turquoise turquoise
TNS1 turquoise turquoise turquoise turquoise turquoise
MYL9 turquoise turquoise turquoise turquoise turquoise
DDR2 turquoise turquoise turquoise turquoise turquoise
TAGLN turquoise turquoise turquoise turquoise turquoise
JAM3 turquoise turquoise turquoise turquoise turquoise
ACTA2 turquoise turquoise turquoise turquoise turquoise
MSRB3 turquoise turquoise turquoise turquoise turquoise
C1S turquoise turquoise turquoise turquoise turquoise
CCDC80 turquoise turquoise turquoise turquoise turquoise
MXRA8 turquoise turquoise turquoise turquoise turquoise
OSMR turquoise turquoise turquoise turquoise turquoise
MXRA5 turquoise turquoise turquoise turquoise turquoise
COL6A1 turquoise turquoise turquoise turquoise turquoise
ISLR turquoise turquoise turquoise turquoise turquoise
LGALS1 turquoise turquoise turquoise turquoise turquoise
ADAMTS2 turquoise turquoise turquoise turquoise turquoise
ANGPTL2 turquoise turquoise turquoise turquoise turquoise
COL1A1 turquoise turquoise turquoise turquoise turquoise
OLFML2B turquoise turquoise turquoise turquoise turquoise
NTM turquoise turquoise turquoise turquoise turquoise
COL11A1 turquoise turquoise turquoise turquoise turquoise
FRMD6 turquoise turquoise turquoise turquoise turquoise
MMP2 turquoise turquoise turquoise turquoise turquoise
TUBB6 turquoise turquoise turquoise turquoise turquoise
BGN turquoise turquoise turquoise turquoise turquoise
MRC2 turquoise turquoise turquoise turquoise turquoise
SPOCK1 turquoise turquoise turquoise turquoise turquoise
ADAMTS12 turquoise turquoise turquoise turquoise turquoise
PCOLCE turquoise turquoise turquoise turquoise turquoise
COL8A1 turquoise turquoise turquoise turquoise turquoise
FNDC1 turquoise turquoise turquoise turquoise turquoise
SULF1 turquoise turquoise turquoise turquoise turquoise
EFEMP2 turquoise turquoise turquoise turquoise turquoise
PDGFRB turquoise turquoise turquoise turquoise turquoise
AEBP1 turquoise turquoise turquoise turquoise turquoise
THBS2 turquoise turquoise turquoise turquoise turquoise
THY1 turquoise turquoise turquoise turquoise turquoise
VIM turquoise turquoise turquoise turquoise turquoise
VCAN turquoise turquoise turquoise turquoise turquoise
FSTL1 turquoise turquoise turquoise turquoise turquoise
COL12A1 turquoise turquoise turquoise turquoise turquoise
ANTXR1 turquoise turquoise turquoise turquoise turquoise
COL5A2 turquoise turquoise turquoise turquoise turquoise
COL5A1 turquoise turquoise turquoise turquoise turquoise
TIMP2 turquoise turquoise turquoise turquoise turquoise
COL6A3 turquoise turquoise turquoise turquoise turquoise
COL3A1 turquoise turquoise turquoise turquoise turquoise
RAB31 turquoise turquoise turquoise turquoise turquoise
SPARC turquoise turquoise turquoise turquoise turquoise
COL1A2 turquoise turquoise turquoise turquoise turquoise
FBN1 turquoise turquoise turquoise turquoise turquoise
DCN turquoise turquoise turquoise turquoise turquoise
GPC6 turquoise turquoise turquoise turquoise turquoise
VASH2 turquoise turquoise gray turquoise turquoise
CLDN11 turquoise turquoise turquoise turquoise turquoise
SMCR8 black gray black gray
C3orf67 turquoise gray turquoise gray
NKX2-1 turquoise gray gray gray
APBA1 turquoise gray gray gray
TRDV3 turquoise gray turquoise gray
FOXG1 red gray gray red
TF turquoise gray gray turquoise
KCNAB1 turquoise turquoise gray gray
BAIAP2-AS1 turquoise turquoise gray gray
SMPDL3B red gray gray red
FIBCD1 turquoise gray turquoise gray
HOXA6 turquoise turquoise gray gray
AKR1C1 turquoise turquoise gray gray
IL11 turquoise gray gray turquoise
TMEM184A yellow yellow yellow gray
NFASC turquoise gray turquoise gray
TNFRSF10C turquoise gray gray gray
KCNQ4 turquoise gray turquoise gray
TFR2 turquoise gray turquoise gray
REFERENCES
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- Cersosimo, R. J. (2005). “Oxaliplatin-associated neuropathy: a review.” Ann Pharmacother 39(1): 128-135.
- De Sousa, E. M. F., X. Wang, et al. (2013). “Poor-prognosis colon cancer is defined by a molecularly distinct subtype and develops from serrated precursor lesions.” Nat Med 19(5): 614-618.
- Isella, C., A. Terrasi, et al. (2015). “Stromal contribution to the colorectal cancer transcriptome.” Nat Genet 47(4): 312-319.
- Kuebler, J. P., H. S. Wieand, et al. (2007). “Oxaliplatin combined with weekly bolus fluorouracil and leucovorin as surgical adjuvant chemotherapy for stage II and III colon cancer: results from NSABP C-07.” J Clin Oncol 25(16): 2198-2204.
- Marisa, L., A. de Reynies, et al. (2013). “Gene expression classification of colon cancer into molecular subtypes: characterization, validation, and prognostic value.” PLoS Med 10(5): e1001453.
- Sadanandam, A., C. A. Lyssiotis, et al. (2013). “A colorectal cancer classification system that associates cellular phenotype and responses to therapy.” Nat Med 19(5): 619-625.
- Tournigand, C., T. Andre, et al. (2012). “Adjuvant therapy with fluorouracil and oxaliplatin in stage II and elderly patients (between ages 70 and 75 years) with colon cancer: subgroup analyses of the Multicenter International Study of Oxaliplatin, Fluorouracil, and Leucovorin in the Adjuvant Treatment of Colon Cancer trial.” J Clin Oncol 30(27): 3353-3360.
