canergen commited on 12 days ago

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.gitattributes +1 -0
OnClass.data-00000-of-00001 +3 -0
OnClass.index +0 -0
OnClass.meta +0 -0
OnClass.npz +3 -0
accuracies.json +4 -0
celltypist.pkl +3 -0
checkpoint +2 -0
faiss_index.faiss +0 -0
harmony_knn_classifier.joblib +3 -0
obo_dag.joblib +3 -0
popv_output/predictions.csv +0 -0
predictions.csv +0 -0
preprocessing.json +4038 -0
pynndescent_index.joblib +3 -0
scanvi/model.pt +3 -0
scvi/model.pt +3 -0
scvi_knn_classifier.joblib +3 -0
scvi_knn_classifier.pkl +3 -0
scvi_knn_classifier2.pkl +3 -0
scvi_knn_classifier3.pkl +3 -0
scvi_knn_classifier4.pkl +3 -0
scvi_knn_classifier_312.pkl +3 -0
scvi_knn_classifier_no_train.pkl +3 -0
scvi_knn_classifier_noparallel.pkl +3 -0
scvi_knn_classifier_transformer.pkl +3 -0
svm_classifier.joblib +3 -0
svm_classifier_cuml.joblib +3 -0
xgboost_classifier.model +3 -0

.gitattributes CHANGED Viewed

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 *tfevents* filter=lfs diff=lfs merge=lfs -text
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accuracies.json ADDED Viewed

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+{
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| macrophage | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pulmonary alveolar type 2 cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| basal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| club cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| capillary endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| basophil | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| respiratory goblet cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| vein endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| lung microvascular endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| lung ciliated cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD8-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| fibroblast | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| adventitial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| endothelial cell of artery | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pulmonary alveolar type 1 cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| neutrophil | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pericyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| effector CD8-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| effector CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasma cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| bronchial smooth muscle cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| smooth muscle cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| endothelial cell of lymphatic vessel | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mature NK T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pulmonary ionocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| macrophage | 370 | 0.95 | 0.92 | 0.93 | 0.92 | 0.00 | 0.00 | 0.95 | 0.92 | 0.95 |\n| pulmonary alveolar type 2 cell | 243 | 0.98 | 0.89 | 0.93 | 0.97 | 0.00 | 0.80 | 0.99 | 0.95 | 0.98 |\n| basal cell | 59 | 0.69 | 0.21 | 0.82 | 0.78 | 0.00 | 0.00 | 0.93 | 0.91 | 0.94 |\n| non-classical monocyte | 34 | 0.46 | 0.00 | 0.26 | 0.55 | 0.00 | 0.00 | 0.67 | 0.56 | 0.63 |\n| club cell | 32 | 0.76 | 0.31 | 0.67 | 0.60 | 0.00 | 0.00 | 0.93 | 0.84 | 0.86 |\n| capillary endothelial cell | 31 | 0.76 | 0.80 | 0.93 | 0.69 | 0.00 | 0.00 | 0.98 | 0.94 | 0.95 |\n| classical monocyte | 26 | 0.69 | 0.49 | 0.74 | 0.51 | 0.00 | 0.00 | 0.98 | 0.92 | 0.92 |\n| basophil | 23 | 0.85 | 0.88 | 0.90 | 0.61 | 0.00 | 0.07 | 1.00 | 0.98 | 0.96 |\n| CD4-positive, alpha-beta T cell | 20 | 0.58 | 0.51 | 0.67 | 0.39 | 0.00 | 0.00 | 0.98 | 0.98 | 0.83 |\n| respiratory goblet cell | 18 | 0.60 | 0.45 | 0.80 | 0.67 | 0.00 | 0.00 | 0.97 | 0.88 | 0.95 |\n| vein endothelial cell | 14 | 0.44 | 0.52 | 0.72 | 0.33 | 0.00 | 0.00 | 0.90 | 0.97 | 0.88 |\n| lung microvascular endothelial cell | 14 | 0.85 | 0.61 | 0.87 | 0.69 | 0.00 | 0.00 | 1.00 | 1.00 | 0.90 |\n| lung ciliated cell | 14 | 0.85 | 0.92 | 0.88 | 0.57 | 0.00 | 0.00 | 1.00 | 0.97 | 1.00 |\n| CD8-positive, alpha-beta T cell | 12 | 0.00 | 0.00 | 0.53 | 0.59 | 0.00 | 0.00 | 0.96 | 1.00 | 0.91 |\n| fibroblast | 11 | 0.67 | 0.46 | 0.74 | 0.29 | 0.00 | 0.00 | 1.00 | 0.96 | 1.00 |\n| intermediate monocyte | 9 | 0.00 | 0.00 | 0.71 | 0.00 | 0.00 | 0.00 | 1.00 | 0.86 | 0.80 |\n| adventitial cell | 9 | 0.78 | 0.00 | 0.76 | 0.75 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of artery | 8 | 0.00 | 0.25 | 0.80 | 0.47 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\n| pulmonary alveolar type 1 cell | 8 | 0.67 | 0.00 | 0.40 | 0.00 | 0.00 | 0.00 | 0.80 | 0.62 | 0.67 |\n| neutrophil | 7 | 0.93 | 0.25 | 0.83 | 0.92 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\n| dendritic cell | 6 | 0.50 | 0.29 | 0.25 | 0.40 | 0.00 | 0.00 | 1.00 | 0.86 | 0.80 |\n| pericyte | 6 | 0.80 | 0.00 | 0.75 | 0.67 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\n| effector CD8-positive, alpha-beta T cell | 3 | 0.00 | 0.00 | 0.33 | 0.86 | 0.00 | 0.00 | 1.00 | 1.00 | 0.50 |\n| effector CD4-positive, alpha-beta T cell | 3 | 0.00 | 0.00 | 0.00 | 0.57 | 0.00 | 0.00 | 1.00 | 1.00 | 0.80 |\n| plasma cell | 2 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\n| bronchial smooth muscle cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\n| smooth muscle cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of lymphatic vessel | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 |\n| mature NK T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 |\n| pulmonary ionocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 |\n| B cell | 1 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 |"
+}

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1	+ model_checkpoint_path: "OnClass"
2	+ all_model_checkpoint_paths: "OnClass"

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preprocessing.json ADDED Viewed

	@@ -0,0 +1,4038 @@

+{
+    "gene_names": [
+        "A2M",
+        "AAMDC",
+        "AAMP",
+        "AASDH",
+        "AASDHPPT",
+        "AASS",
+        "AATF",
+        "ABCA3",
+        "ABCA7",
+        "ABCB7",
+        "ABCC3",
+        "ABCD3",
+        "ABCD4",
+        "ABCE1",
+        "ABCF1",
+        "ABHD11",
+        "ABHD12",
+        "ABHD14A",
+        "ABHD14B",
+        "ABHD2",
+        "ABHD3",
+        "ABI2",
+        "ABL2",
+        "ABLIM1",
+        "ABRACL",
+        "ABT1",
+        "ABTB1",
+        "ACAA1",
+        "ACAA2",
+        "ACADM",
+        "ACADS",
+        "ACADVL",
+        "ACAT1",
+        "ACAT2",
+        "ACBD5",
+        "ACBD6",
+        "ACER3",
+        "ACIN1",
+        "ACLY",
+        "ACO2",
+        "ACOT4",
+        "ACOT7",
+        "ACOT9",
+        "ACP1",
+        "ACP2",
+        "ACSL5",
+        "ACSS2",
+        "ACTB",
+        "ACTG1",
+        "ACTL6A",
+        "ACTN1",
+        "ACTR10",
+        "ACTR1A",
+        "ACTR1B",
+        "ACTR6",
+        "ACVR1B",
+        "ACVRL1",
+        "ACYP1",
+        "ACYP2",
+        "ADAM15",
+        "ADAM9",
+        "ADAP2",
+        "ADAT1",
+        "ADCK2",
+        "ADD3",
+        "ADGRE5",
+        "ADH5",
+        "ADI1",
+        "ADK",
+        "ADNP2",
+        "ADPGK",
+        "ADRB2",
+        "ADRM1",
+        "AEBP2",
+        "AFF1",
+        "AFG3L2",
+        "AGA",
+        "AGAP3",
+        "AGL",
+        "AGO1",
+        "AGO2",
+        "AGO4",
+        "AGPAT1",
+        "AGPAT3",
+        "AGPS",
+        "AGR2",
+        "AGR3",
+        "AGTRAP",
+        "AHCTF1",
+        "AHCY",
+        "AHCYL2",
+        "AHI1",
+        "AHSA1",
+        "AIDA",
+        "AIFM1",
+        "AIG1",
+        "AIMP2",
+        "AIP",
+        "AK1",
+        "AK2",
+        "AK3",
+        "AK6",
+        "AKAP11",
+        "AKAP7",
+        "AKAP8",
+        "AKIP1",
+        "AKIRIN1",
+        "AKNA",
+        "AKR1A1",
+        "AKR1B1",
+        "AKR1C3",
+        "AKR7A2",
+        "AKT2",
+        "ALAS1",
+        "ALDH16A1",
+        "ALDH1A1",
+        "ALDH3A2",
+        "ALDH3B1",
+        "ALDH6A1",
+        "ALDH7A1",
+        "ALDH9A1",
+        "ALG13",
+        "ALG14",
+        "ALG3",
+        "ALG5",
+        "ALKBH3",
+        "ALKBH5",
+        "ALOX15B",
+        "ALPK1",
+        "ALPL",
+        "ALYREF",
+        "AMDHD2",
+        "AMFR",
+        "AMIGO2",
+        "AMZ2",
+        "ANAPC10",
+        "ANAPC13",
+        "ANAPC15",
+        "ANAPC7",
+        "ANG",
+        "ANGEL2",
+        "ANKFY1",
+        "ANKH",
+        "ANKIB1",
+        "ANKLE2",
+        "ANKRD10",
+        "ANKRD13A",
+        "ANKRD13D",
+        "ANKRD39",
+        "ANKRD40",
+        "ANKRD44",
+        "ANKRD9",
+        "ANKS1A",
+        "ANO6",
+        "ANOS1",
+        "ANP32E",
+        "ANXA1",
+        "ANXA2",
+        "ANXA3",
+        "ANXA4",
+        "ANXA5",
+        "ANXA7",
+        "AP1AR",
+        "AP1B1",
+        "AP1G1",
+        "AP1M1",
+        "AP1M2",
+        "AP1S2",
+        "AP2A1",
+        "AP2A2",
+        "AP2B1",
+        "AP2M1",
+        "AP3B1",
+        "AP3D1",
+        "AP3M1",
+        "AP3S1",
+        "AP5M1",
+        "APBB1IP",
+        "APC",
+        "APEH",
+        "APEX1",
+        "APH1A",
+        "APH1B",
+        "API5",
+        "APLP2",
+        "APMAP",
+        "APOBEC3C",
+        "APOBR",
+        "APOL1",
+        "APOL2",
+        "APOOL",
+        "APPBP2",
+        "APTX",
+        "AQP1",
+        "AQP3",
+        "AQP4",
+        "AQP9",
+        "AQR",
+        "ARAF",
+        "ARAP2",
+        "ARCN1",
+        "AREG",
+        "ARF1",
+        "ARF3",
+        "ARF4",
+        "ARFGAP2",
+        "ARFGAP3",
+        "ARFGEF1",
+        "ARFGEF2",
+        "ARFIP1",
+        "ARFIP2",
+        "ARFRP1",
+        "ARHGAP1",
+        "ARHGAP10",
+        "ARHGAP12",
+        "ARHGAP17",
+        "ARHGAP18",
+        "ARHGAP21",
+        "ARHGAP24",
+        "ARHGAP26",
+        "ARHGAP29",
+        "ARHGAP31",
+        "ARHGAP35",
+        "ARHGDIB",
+        "ARHGEF1",
+        "ARHGEF10L",
+        "ARHGEF2",
+        "ARHGEF3",
+        "ARHGEF7",
+        "ARID4A",
+        "ARID5A",
+        "ARID5B",
+        "ARIH1",
+        "ARIH2",
+        "ARL1",
+        "ARL13B",
+        "ARL14EP",
+        "ARL16",
+        "ARL2",
+        "ARL2BP",
+        "ARL4A",
+        "ARL5B",
+        "ARL6IP1",
+        "ARL6IP5",
+        "ARL6IP6",
+        "ARMC1",
+        "ARMC8",
+        "ARMCX3",
+        "ARMT1",
+        "ARNT",
+        "ARNTL",
+        "ARPIN",
+        "ARRB1",
+        "ARRDC1",
+        "ARRDC3",
+        "ARSA",
+        "ARSD",
+        "ARV1",
+        "ASAP1",
+        "ASB8",
+        "ASCC2",
+        "ASCC3",
+        "ASF1A",
+        "ASH2L",
+        "ASL",
+        "ASNSD1",
+        "ASPSCR1",
+        "ASRGL1",
+        "ASXL1",
+        "ASXL2",
+        "ATAD1",
+        "ATF1",
+        "ATF2",
+        "ATF3",
+        "ATF5",
+        "ATF6B",
+        "ATF7",
+        "ATF7IP",
+        "ATG101",
+        "ATG12",
+        "ATG16L2",
+        "ATG3",
+        "ATG4B",
+        "ATG5",
+        "ATG7",
+        "ATIC",
+        "ATL2",
+        "ATM",
+        "ATMIN",
+        "ATP11B",
+        "ATP13A1",
+        "ATP13A4",
+        "ATP1B3",
+        "ATP2A2",
+        "ATP2B1",
+        "ATP2B4",
+        "ATP6AP2",
+        "ATP6V0A1",
+        "ATP6V0D1",
+        "ATP6V0E2",
+        "ATP6V1A",
+        "ATP6V1C1",
+        "ATP6V1D",
+        "ATP6V1E1",
+        "ATP6V1H",
+        "ATP7A",
+        "ATP8A1",
+        "ATP9B",
+        "ATPAF1",
+        "ATPAF2",
+        "ATRAID",
+        "ATXN1",
+        "ATXN10",
+        "ATXN2",
+        "ATXN2L",
+        "ATXN3",
+        "AUTS2",
+        "AVPI1",
+        "AXL",
+        "AZI2",
+        "AZIN1",
+        "B2M",
+        "B3GNT2",
+        "B3GNT5",
+        "B3GNT7",
+        "B4GALT3",
+        "B4GALT7",
+        "BABAM1",
+        "BACE1",
+        "BACE2",
+        "BAD",
+        "BAG3",
+        "BAG4",
+        "BAG5",
+        "BAIAP2",
+        "BANF1",
+        "BASP1",
+        "BAZ2A",
+        "BAZ2B",
+        "BBIP1",
+        "BBX",
+        "BCAP29",
+        "BCAS2",
+        "BCAT1",
+        "BCAT2",
+        "BCCIP",
+        "BCKDK",
+        "BCL10",
+        "BCL2L13",
+        "BCL3",
+        "BCL6",
+        "BCL7B",
+        "BCL7C",
+        "BDH2",
+        "BECN1",
+        "BET1",
+        "BET1L",
+        "BEX2",
+        "BEX4",
+        "BFAR",
+        "BHLHE40",
+        "BID",
+        "BIN1",
+        "BIRC2",
+        "BIRC6",
+        "BLCAP",
+        "BLOC1S4",
+        "BLOC1S6",
+        "BLVRA",
+        "BLZF1",
+        "BMPR2",
+        "BMS1",
+        "BNIP2",
+        "BNIP3",
+        "BNIP3L",
+        "BOD1",
+        "BPNT1",
+        "BRAF",
+        "BRCC3",
+        "BRD1",
+        "BRD3",
+        "BRD9",
+        "BRIX1",
+        "BRMS1",
+        "BROX",
+        "BRWD1",
+        "BSDC1",
+        "BST2",
+        "BTBD1",
+        "BTBD2",
+        "BTBD6",
+        "BTF3L4",
+        "BTG2",
+        "BTG3",
+        "BTN3A2",
+        "BUB3",
+        "BUD31",
+        "BZW1",
+        "BZW2",
+        "C11orf54",
+        "C11orf58",
+        "C12orf65",
+        "C12orf76",
+        "C14orf119",
+        "C15orf40",
+        "C15orf48",
+        "C16orf72",
+        "C16orf89",
+        "C18orf32",
+        "C19orf25",
+        "C1GALT1",
+        "C1GALT1C1",
+        "C1QB",
+        "C1QC",
+        "C1R",
+        "C1RL",
+        "C1orf116",
+        "C1orf131",
+        "C1orf174",
+        "C1orf21",
+        "C1orf43",
+        "C1orf52",
+        "C1orf56",
+        "C20orf194",
+        "C20orf27",
+        "C22orf39",
+        "C2orf49",
+        "C2orf68",
+        "C2orf69",
+        "C3",
+        "C3orf14",
+        "C3orf38",
+        "C4BPA",
+        "C5orf15",
+        "C5orf38",
+        "C6orf226",
+        "C6orf62",
+        "C7orf50",
+        "C8orf33",
+        "C8orf76",
+        "C8orf82",
+        "C9orf72",
+        "C9orf78",
+        "CA2",
+        "CAB39",
+        "CABIN1",
+        "CACUL1",
+        "CACYBP",
+        "CADM1",
+        "CADPS2",
+        "CALCOCO1",
+        "CALCOCO2",
+        "CALD1",
+        "CALM2",
+        "CAMK2D",
+        "CAMLG",
+        "CAMSAP1",
+        "CAMSAP2",
+        "CAND1",
+        "CANT1",
+        "CAPG",
+        "CAPN1",
+        "CAPN7",
+        "CAPZA1",
+        "CAPZA2",
+        "CARD16",
+        "CARD8",
+        "CARS2",
+        "CASC3",
+        "CASD1",
+        "CASK",
+        "CASP1",
+        "CASP7",
+        "CASP8",
+        "CASP8AP2",
+        "CASZ1",
+        "CAT",
+        "CAV1",
+        "CAV2",
+        "CBFB",
+        "CBL",
+        "CBR1",
+        "CBR4",
+        "CBWD1",
+        "CBX1",
+        "CBX4",
+        "CBX6",
+        "CCDC112",
+        "CCDC115",
+        "CCDC124",
+        "CCDC14",
+        "CCDC167",
+        "CCDC174",
+        "CCDC22",
+        "CCDC28A",
+        "CCDC43",
+        "CCDC6",
+        "CCDC66",
+        "CCDC69",
+        "CCDC71L",
+        "CCDC82",
+        "CCDC90B",
+        "CCDC91",
+        "CCDC92",
+        "CCDC93",
+        "CCL18",
+        "CCM2",
+        "CCNB1IP1",
+        "CCNC",
+        "CCND1",
+        "CCND2",
+        "CCND3",
+        "CCNDBP1",
+        "CCNG1",
+        "CCNG2",
+        "CCNH",
+        "CCNK",
+        "CCNL2",
+        "CCNT1",
+        "CCNT2",
+        "CCNY",
+        "CCNYL1",
+        "CCRL2",
+        "CCS",
+        "CCSER2",
+        "CCT2",
+        "CCT3",
+        "CCT4",
+        "CCT5",
+        "CCT6A",
+        "CCT7",
+        "CCT8",
+        "CD14",
+        "CD276",
+        "CD2AP",
+        "CD300LF",
+        "CD320",
+        "CD33",
+        "CD36",
+        "CD4",
+        "CD40",
+        "CD47",
+        "CD52",
+        "CD55",
+        "CD58",
+        "CD68",
+        "CD74",
+        "CD82",
+        "CD9",
+        "CDC123",
+        "CDC16",
+        "CDC26",
+        "CDC27",
+        "CDC34",
+        "CDC37",
+        "CDC37L1",
+        "CDC42BPA",
+        "CDC42BPB",
+        "CDC42EP1",
+        "CDC42EP4",
+        "CDC42SE1",
+        "CDC42SE2",
+        "CDCA7L",
+        "CDH1",
+        "CDIPT",
+        "CDK10",
+        "CDK12",
+        "CDK13",
+        "CDK16",
+        "CDK4",
+        "CDK5RAP2",
+        "CDK9",
+        "CDKL5",
+        "CDKN1B",
+        "CDKN2AIP",
+        "CDKN2AIPNL",
+        "CDS1",
+        "CDS2",
+        "CDV3",
+        "CDYL",
+        "CEACAM6",
+        "CEBPG",
+        "CEBPZ",
+        "CEBPZOS",
+        "CENPC",
+        "CEP104",
+        "CEP170",
+        "CEP290",
+        "CEP350",
+        "CEP57",
+        "CEP63",
+        "CEPT1",
+        "CERS2",
+        "CES2",
+        "CETN2",
+        "CETN3",
+        "CFAP20",
+        "CFAP36",
+        "CFD",
+        "CFDP1",
+        "CFI",
+        "CFL2",
+        "CFLAR",
+        "CHCHD3",
+        "CHCHD5",
+        "CHCHD6",
+        "CHCHD7",
+        "CHD3",
+        "CHD6",
+        "CHD7",
+        "CHD8",
+        "CHDH",
+        "CHFR",
+        "CHI3L2",
+        "CHIC2",
+        "CHID1",
+        "CHM",
+        "CHML",
+        "CHMP1A",
+        "CHMP3",
+        "CHMP5",
+        "CHP1",
+        "CHPT1",
+        "CHRAC1",
+        "CHST11",
+        "CHST12",
+        "CHTOP",
+        "CIAO1",
+        "CIAPIN1",
+        "CIB1",
+        "CIITA",
+        "CINP",
+        "CIR1",
+        "CISD1",
+        "CISD2",
+        "CIZ1",
+        "CKAP4",
+        "CKAP5",
+        "CKB",
+        "CKS1B",
+        "CKS2",
+        "CLASP2",
+        "CLCN3",
+        "CLCN7",
+        "CLDN3",
+        "CLDN4",
+        "CLDN7",
+        "CLDND1",
+        "CLEC12A",
+        "CLEC4E",
+        "CLIC2",
+        "CLIC3",
+        "CLIP1",
+        "CLIP4",
+        "CLK1",
+        "CLK3",
+        "CLNS1A",
+        "CLOCK",
+        "CLPB",
+        "CLPP",
+        "CLPTM1",
+        "CLPX",
+        "CLSTN1",
+        "CLTB",
+        "CLU",
+        "CMAHP",
+        "CMAS",
+        "CMC2",
+        "CMSS1",
+        "CMTM6",
+        "CMTM7",
+        "CMTM8",
+        "CMTR2",
+        "CNBP",
+        "CNIH1",
+        "CNN2",
+        "CNN3",
+        "CNOT1",
+        "CNOT11",
+        "CNOT2",
+        "CNOT4",
+        "CNOT6",
+        "CNOT7",
+        "CNOT8",
+        "CNP",
+        "CNPPD1",
+        "CNPY2",
+        "CNPY3",
+        "CNST",
+        "CNTLN",
+        "COA1",
+        "COA3",
+        "COA4",
+        "COA5",
+        "COASY",
+        "COBLL1",
+        "COG2",
+        "COIL",
+        "COMMD1",
+        "COMMD10",
+        "COMMD2",
+        "COMMD5",
+        "COMMD7",
+        "COMMD8",
+        "COMMD9",
+        "COMT",
+        "COMTD1",
+        "COPB1",
+        "COPB2",
+        "COPG1",
+        "COPRS",
+        "COPS2",
+        "COPS3",
+        "COPS4",
+        "COPS5",
+        "COPS6",
+        "COPS7A",
+        "COPS8",
+        "COPZ1",
+        "COQ10B",
+        "COQ2",
+        "COQ4",
+        "COQ5",
+        "COQ7",
+        "COQ9",
+        "CORO1C",
+        "COX11",
+        "COX14",
+        "COX15",
+        "COX19",
+        "COX5A",
+        "CPD",
+        "CPE",
+        "CPM",
+        "CPNE1",
+        "CPNE3",
+        "CPNE8",
+        "CPPED1",
+        "CPQ",
+        "CPSF2",
+        "CPSF3",
+        "CPSF6",
+        "CPSF7",
+        "CPT2",
+        "CPVL",
+        "CRB3",
+        "CRBN",
+        "CRCP",
+        "CREB1",
+        "CREB3",
+        "CREB3L1",
+        "CREB3L2",
+        "CREBBP",
+        "CREBZF",
+        "CRELD2",
+        "CREM",
+        "CRIM1",
+        "CRIP1",
+        "CRIPT",
+        "CRKL",
+        "CRNKL1",
+        "CRTAC1",
+        "CRTC3",
+        "CRYBG3",
+        "CRYL1",
+        "CRYZL1",
+        "CS",
+        "CSE1L",
+        "CSF1",
+        "CSF1R",
+        "CSF3R",
+        "CSK",
+        "CSNK1E",
+        "CSNK1G1",
+        "CSNK1G2",
+        "CSNK1G3",
+        "CSRNP1",
+        "CSRP1",
+        "CST3",
+        "CTCF",
+        "CTDSP1",
+        "CTDSP2",
+        "CTDSPL",
+        "CTDSPL2",
+        "CTNNA1",
+        "CTNNBIP1",
+        "CTNNBL1",
+        "CTR9",
+        "CTSA",
+        "CTSB",
+        "CTSH",
+        "CTSL",
+        "CTSO",
+        "CTTN",
+        "CTTNBP2NL",
+        "CUEDC1",
+        "CUEDC2",
+        "CUL1",
+        "CUL2",
+        "CUL3",
+        "CUL4A",
+        "CUL5",
+        "CUTC",
+        "CWC15",
+        "CWC22",
+        "CWC27",
+        "CWF19L2",
+        "CXADR",
+        "CXCL17",
+        "CXCL2",
+        "CXCL3",
+        "CXCL8",
+        "CXCR4",
+        "CXXC1",
+        "CXXC5",
+        "CYB561",
+        "CYB5A",
+        "CYB5B",
+        "CYB5D2",
+        "CYB5R1",
+        "CYB5R4",
+        "CYBRD1",
+        "CYC1",
+        "CYFIP1",
+        "CYFIP2",
+        "CYHR1",
+        "CYLD",
+        "CYP1B1",
+        "CYP20A1",
+        "CYP2B7P",
+        "CYP4B1",
+        "CYSTM1",
+        "CYTH1",
+        "CYTH2",
+        "CYTIP",
+        "DAAM1",
+        "DAB2",
+        "DAD1",
+        "DAG1",
+        "DALRD3",
+        "DANCR",
+        "DAP",
+        "DAP3",
+        "DAPK1",
+        "DAXX",
+        "DAZAP2",
+        "DBNL",
+        "DBT",
+        "DCAF10",
+        "DCAF11",
+        "DCAF12",
+        "DCAF13",
+        "DCAF5",
+        "DCAF6",
+        "DCAF7",
+        "DCAF8",
+        "DCBLD2",
+        "DCK",
+        "DCP1A",
+        "DCP2",
+        "DCTD",
+        "DCTN1",
+        "DCTN2",
+        "DCTN4",
+        "DCTN5",
+        "DCTN6",
+        "DCTPP1",
+        "DCUN1D1",
+        "DCUN1D5",
+        "DDA1",
+        "DDAH1",
+        "DDAH2",
+        "DDB1",
+        "DDB2",
+        "DDIT3",
+        "DDIT4",
+        "DDOST",
+        "DDRGK1",
+        "DDX1",
+        "DDX19A",
+        "DDX19B",
+        "DDX23",
+        "DDX39A",
+        "DDX39B",
+        "DDX41",
+        "DDX42",
+        "DDX49",
+        "DDX5",
+        "DDX50",
+        "DDX52",
+        "DDX54",
+        "DDX56",
+        "DDX60L",
+        "DECR1",
+        "DEDD2",
+        "DEF8",
+        "DEGS1",
+        "DENND1B",
+        "DENND2D",
+        "DENND3",
+        "DENND4A",
+        "DENND4B",
+        "DENND5A",
+        "DERA",
+        "DERL2",
+        "DEXI",
+        "DFFA",
+        "DGAT1",
+        "DGCR2",
+        "DGCR6L",
+        "DGKD",
+        "DGKH",
+        "DGKZ",
+        "DGUOK",
+        "DHCR24",
+        "DHCR7",
+        "DHRS1",
+        "DHRS3",
+        "DHRS4",
+        "DHRS7",
+        "DHRS7B",
+        "DHX15",
+        "DHX30",
+        "DHX32",
+        "DHX38",
+        "DHX8",
+        "DHX9",
+        "DIAPH2",
+        "DIDO1",
+        "DIMT1",
+        "DIP2A",
+        "DIS3",
+        "DKC1",
+        "DLC1",
+        "DLD",
+        "DLG1",
+        "DLGAP4",
+        "DLST",
+        "DMAP1",
+        "DMKN",
+        "DMXL1",
+        "DNAJA1",
+        "DNAJB1",
+        "DNAJB11",
+        "DNAJB12",
+        "DNAJB9",
+        "DNAJC13",
+        "DNAJC17",
+        "DNAJC19",
+        "DNAJC2",
+        "DNAJC30",
+        "DNAJC4",
+        "DNAJC7",
+        "DNAJC8",
+        "DNASE2",
+        "DNM1L",
+        "DNMT3A",
+        "DNPEP",
+        "DNPH1",
+        "DNTTIP1",
+        "DNTTIP2",
+        "DOCK4",
+        "DOCK5",
+        "DOCK7",
+        "DOCK9",
+        "DOK1",
+        "DOK3",
+        "DPEP2",
+        "DPF2",
+        "DPM1",
+        "DPP3",
+        "DPP8",
+        "DPP9",
+        "DPY30",
+        "DPYD",
+        "DPYSL2",
+        "DRAM1",
+        "DRAM2",
+        "DRG1",
+        "DRG2",
+        "DSC2",
+        "DSG2",
+        "DTD1",
+        "DTNBP1",
+        "DTWD1",
+        "DTX4",
+        "DTYMK",
+        "DUOX1",
+        "DUOXA1",
+        "DUS1L",
+        "DUSP1",
+        "DUSP11",
+        "DUSP22",
+        "DUSP23",
+        "DUSP3",
+        "DUSP6",
+        "DVL3",
+        "DYM",
+        "DYNC1LI1",
+        "DYNC1LI2",
+        "DYNC2LI1",
+        "DYNLL1",
+        "DYNLT3",
+        "DYRK4",
+        "E2F4",
+        "EAF1",
+        "EAPP",
+        "EBAG9",
+        "EBNA1BP2",
+        "EBP",
+        "ECD",
+        "ECH1",
+        "ECHDC1",
+        "ECHDC2",
+        "ECHDC3",
+        "ECI2",
+        "ECSIT",
+        "EDEM2",
+        "EDEM3",
+        "EEF1E1",
+        "EFCAB14",
+        "EFEMP1",
+        "EFNA1",
+        "EFR3A",
+        "EFTUD2",
+        "EGFL7",
+        "EGFR",
+        "EGLN1",
+        "EGR2",
+        "EHD1",
+        "EHD2",
+        "EHF",
+        "EHMT1",
+        "EI24",
+        "EID1",
+        "EID2",
+        "EIF1B",
+        "EIF2A",
+        "EIF2AK1",
+        "EIF2AK4",
+        "EIF2B1",
+        "EIF2B2",
+        "EIF2B4",
+        "EIF2B5",
+        "EIF2D",
+        "EIF2S1",
+        "EIF2S3",
+        "EIF3B",
+        "EIF3D",
+        "EIF3I",
+        "EIF3J",
+        "EIF3L",
+        "EIF4A1",
+        "EIF4A2",
+        "EIF4A3",
+        "EIF4B",
+        "EIF4E2",
+        "EIF4EBP1",
+        "EIF4G1",
+        "EIF4G3",
+        "EIF6",
+        "ELAVL1",
+        "ELF2",
+        "ELF3",
+        "ELK4",
+        "ELL2",
+        "ELMOD2",
+        "ELOF1",
+        "ELOVL1",
+        "ELP2",
+        "ELP5",
+        "EMC1",
+        "EMC2",
+        "EMC4",
+        "EMC7",
+        "EMC8",
+        "EMG1",
+        "EMP1",
+        "EMP2",
+        "ENAH",
+        "ENDOD1",
+        "ENG",
+        "ENO1",
+        "ENOPH1",
+        "ENOSF1",
+        "ENPP4",
+        "ENTPD4",
+        "EP400",
+        "EPAS1",
+        "EPB41",
+        "EPB41L1",
+        "EPB41L2",
+        "EPB41L3",
+        "EPC1",
+        "EPCAM",
+        "EPDR1",
+        "EPHA2",
+        "EPN2",
+        "EPS15",
+        "EPSTI1",
+        "ERAP1",
+        "ERAP2",
+        "ERBB3",
+        "ERCC1",
+        "ERGIC2",
+        "ERGIC3",
+        "ERI3",
+        "ERICH1",
+        "ERLEC1",
+        "ERLIN2",
+        "ERN1",
+        "ERO1A",
+        "ERRFI1",
+        "ESAM",
+        "ESCO1",
+        "ESF1",
+        "ESRRA",
+        "ESYT2",
+        "ETF1",
+        "ETFA",
+        "ETHE1",
+        "ETNK1",
+        "ETV5",
+        "ETV6",
+        "EVI2A",
+        "EVI5",
+        "EXOC1",
+        "EXOC3",
+        "EXOC4",
+        "EXOC5",
+        "EXOC6",
+        "EXOC7",
+        "EXOSC1",
+        "EXOSC10",
+        "EXOSC3",
+        "EXOSC4",
+        "EXOSC5",
+        "EXOSC7",
+        "EXOSC8",
+        "EXOSC9",
+        "EXPH5",
+        "EZR",
+        "F3",
+        "FABP5",
+        "FADS1",
+        "FAF1",
+        "FAF2",
+        "FAH",
+        "FAIM",
+        "FAM104A",
+        "FAM104B",
+        "FAM107B",
+        "FAM111A",
+        "FAM114A1",
+        "FAM126B",
+        "FAM136A",
+        "FAM13A",
+        "FAM13B",
+        "FAM172A",
+        "FAM174A",
+        "FAM199X",
+        "FAM200B",
+        "FAM20A",
+        "FAM20C",
+        "FAM210B",
+        "FAM214A",
+        "FAM217B",
+        "FAM32A",
+        "FAM3A",
+        "FAM3C",
+        "FAM53C",
+        "FAM76A",
+        "FAM89B",
+        "FAM8A1",
+        "FAM91A1",
+        "FAM98A",
+        "FAM98B",
+        "FAR1",
+        "FARP1",
+        "FARSA",
+        "FARSB",
+        "FASTK",
+        "FASTKD2",
+        "FBRS",
+        "FBXL15",
+        "FBXL20",
+        "FBXL3",
+        "FBXO22",
+        "FBXO25",
+        "FBXO3",
+        "FBXO33",
+        "FBXO34",
+        "FBXO38",
+        "FBXO7",
+        "FBXO8",
+        "FBXO9",
+        "FBXW11",
+        "FBXW2",
+        "FBXW4",
+        "FBXW5",
+        "FCER1G",
+        "FCGR2A",
+        "FCHO2",
+        "FCN3",
+        "FEM1B",
+        "FEM1C",
+        "FERMT2",
+        "FERMT3",
+        "FEZ2",
+        "FGD4",
+        "FGFR1",
+        "FGFR2",
+        "FGL2",
+        "FGR",
+        "FH",
+        "FHL1",
+        "FHOD1",
+        "FIBP",
+        "FIG4",
+        "FILIP1",
+        "FILIP1L",
+        "FIP1L1",
+        "FKBP11",
+        "FKBP1A",
+        "FKBP2",
+        "FKBP3",
+        "FKBP4",
+        "FLAD1",
+        "FLI1",
+        "FLII",
+        "FLNB",
+        "FLOT1",
+        "FLOT2",
+        "FLRT3",
+        "FLVCR2",
+        "FLYWCH2",
+        "FMNL1",
+        "FMO5",
+        "FMR1",
+        "FNBP1",
+        "FNBP4",
+        "FNTA",
+        "FOLR1",
+        "FOLR3",
+        "FOS",
+        "FOXA1",
+        "FOXA2",
+        "FOXJ3",
+        "FOXK2",
+        "FOXN3",
+        "FPGS",
+        "FRA10AC1",
+        "FRAT2",
+        "FRG1",
+        "FRMD4A",
+        "FRMD4B",
+        "FRY",
+        "FRYL",
+        "FTO",
+        "FTSJ3",
+        "FUBP1",
+        "FUBP3",
+        "FUCA2",
+        "FUNDC1",
+        "FXYD3",
+        "FYTTD1",
+        "G3BP2",
+        "G6PC3",
+        "G6PD",
+        "GAB2",
+        "GABARAP",
+        "GABARAPL1",
+        "GABARAPL2",
+        "GADD45A",
+        "GADD45B",
+        "GADD45G",
+        "GAK",
+        "GALC",
+        "GALE",
+        "GALK1",
+        "GALK2",
+        "GALNT1",
+        "GALNT10",
+        "GALNT11",
+        "GALNT12",
+        "GALNT2",
+        "GALNT3",
+        "GALNT6",
+        "GANAB",
+        "GANC",
+        "GAPDH",
+        "GAPVD1",
+        "GAR1",
+        "GART",
+        "GATAD2A",
+        "GATAD2B",
+        "GBE1",
+        "GBP1",
+        "GBP2",
+        "GBP3",
+        "GCA",
+        "GCLM",
+        "GDAP2",
+        "GDE1",
+        "GDF15",
+        "GDI2",
+        "GEMIN6",
+        "GFER",
+        "GFM1",
+        "GGA1",
+        "GGA2",
+        "GGCT",
+        "GGCX",
+        "GGPS1",
+        "GID8",
+        "GIGYF1",
+        "GIGYF2",
+        "GIMAP1",
+        "GIMAP2",
+        "GIMAP4",
+        "GIMAP7",
+        "GINM1",
+        "GIPC1",
+        "GIT2",
+        "GK5",
+        "GLA",
+        "GLB1",
+        "GLIPR1",
+        "GLIPR2",
+        "GLIS3",
+        "GLMP",
+        "GLO1",
+        "GLOD4",
+        "GLRX3",
+        "GLRX5",
+        "GLT8D1",
+        "GLTP",
+        "GLUD1",
+        "GLUL",
+        "GLYR1",
+        "GM2A",
+        "GMCL1",
+        "GMFB",
+        "GMFG",
+        "GMNN",
+        "GMPPA",
+        "GMPPB",
+        "GMPR2",
+        "GNA11",
+        "GNA12",
+        "GNA15",
+        "GNG11",
+        "GNG12",
+        "GNG5",
+        "GNL1",
+        "GNL2",
+        "GNL3",
+        "GNL3L",
+        "GNPAT",
+        "GNPDA1",
+        "GNPTAB",
+        "GNPTG",
+        "GOLGA3",
+        "GOLGA5",
+        "GOLGA7",
+        "GOLPH3L",
+        "GOLT1B",
+        "GON4L",
+        "GORASP2",
+        "GOSR1",
+        "GOSR2",
+        "GOT1",
+        "GOT2",
+        "GPAA1",
+        "GPALPP1",
+        "GPANK1",
+        "GPAT4",
+        "GPATCH2",
+        "GPATCH2L",
+        "GPATCH4",
+        "GPATCH8",
+        "GPBP1L1",
+        "GPD1L",
+        "GPD2",
+        "GPN2",
+        "GPN3",
+        "GPNMB",
+        "GPR107",
+        "GPR108",
+        "GPR137B",
+        "GPR160",
+        "GPRC5A",
+        "GPRC5C",
+        "GPS1",
+        "GPX3",
+        "GRAMD1A",
+        "GRHPR",
+        "GRIPAP1",
+        "GRPEL1",
+        "GRSF1",
+        "GSAP",
+        "GSE1",
+        "GSN",
+        "GSS",
+        "GSTA4",
+        "GSTK1",
+        "GSTP1",
+        "GSTZ1",
+        "GTF2A1",
+        "GTF2A2",
+        "GTF2B",
+        "GTF2E2",
+        "GTF2F1",
+        "GTF2F2",
+        "GTF2H1",
+        "GTF2H3",
+        "GTF2I",
+        "GTF3A",
+        "GTF3C2",
+        "GTPBP4",
+        "GUCD1",
+        "GUSB",
+        "GYG1",
+        "H6PD",
+        "HACD1",
+        "HACD2",
+        "HACD3",
+        "HADHB",
+        "HAGH",
+        "HAT1",
+        "HAUS2",
+        "HAVCR2",
+        "HBEGF",
+        "HBP1",
+        "HBS1L",
+        "HCAR2",
+        "HCCS",
+        "HCFC1",
+        "HCFC1R1",
+        "HCG18",
+        "HCK",
+        "HCLS1",
+        "HDAC1",
+        "HDAC2",
+        "HDAC3",
+        "HDAC5",
+        "HDAC7",
+        "HDAC8",
+        "HDDC2",
+        "HDDC3",
+        "HDHD3",
+        "HEATR5B",
+        "HEBP1",
+        "HECA",
+        "HEIH",
+        "HELZ",
+        "HERC1",
+        "HERC2",
+        "HERC4",
+        "HERPUD1",
+        "HERPUD2",
+        "HEXB",
+        "HEXIM1",
+        "HGS",
+        "HGSNAT",
+        "HHIP",
+        "HIBADH",
+        "HIBCH",
+        "HIF1A",
+        "HIGD1A",
+        "HINT1",
+        "HINT3",
+        "HIP1",
+        "HK1",
+        "HK2",
+        "HLA-DOA",
+        "HLA-E",
+        "HLA-F",
+        "HLTF",
+        "HMCES",
+        "HMG20B",
+        "HMGB3",
+        "HMGCL",
+        "HMGCR",
+        "HMGCS1",
+        "HMGN1",
+        "HMGN3",
+        "HMGN4",
+        "HMGXB3",
+        "HMGXB4",
+        "HMOX2",
+        "HNMT",
+        "HNRNPA1",
+        "HNRNPH3",
+        "HNRNPLL",
+        "HOOK1",
+        "HOOK3",
+        "HOPX",
+        "HP1BP3",
+        "HPCAL1",
+        "HPGD",
+        "HPRT1",
+        "HPS1",
+        "HPS4",
+        "HPS5",
+        "HRAS",
+        "HSBP1L1",
+        "HSCB",
+        "HSD17B11",
+        "HSD17B12",
+        "HSD17B6",
+        "HSD17B7",
+        "HSD17B8",
+        "HSD3B7",
+        "HSDL2",
+        "HSP90AA1",
+        "HSPA13",
+        "HSPA4",
+        "HSPA8",
+        "HSPB1",
+        "HSPBP1",
+        "HSPD1",
+        "HSPG2",
+        "HTATIP2",
+        "HTATSF1",
+        "HTRA2",
+        "HUS1",
+        "HVCN1",
+        "HYAL2",
+        "IAH1",
+        "IARS2",
+        "IBTK",
+        "ICA1",
+        "ICAM1",
+        "ICAM2",
+        "ICE1",
+        "ICE2",
+        "ICMT",
+        "ID1",
+        "ID2",
+        "ID3",
+        "IDE",
+        "IDH1",
+        "IDH2",
+        "IDH3A",
+        "IDH3B",
+        "IDH3G",
+        "IDI1",
+        "IDS",
+        "IER2",
+        "IFI27",
+        "IFI30",
+        "IFI35",
+        "IFI44",
+        "IFIH1",
+        "IFIT2",
+        "IFIT3",
+        "IFIT5",
+        "IFITM1",
+        "IFITM2",
+        "IFITM3",
+        "IFNAR1",
+        "IFNAR2",
+        "IFNGR1",
+        "IFRD1",
+        "IFRD2",
+        "IFT20",
+        "IFT22",
+        "IFT27",
+        "IFT43",
+        "IFT57",
+        "IFT74",
+        "IFT88",
+        "IGFBP2",
+        "IGFBP4",
+        "IGFBP7",
+        "IK",
+        "IKBIP",
+        "IKBKB",
+        "IL10RA",
+        "IL18",
+        "IL4R",
+        "IL6R",
+        "IL6ST",
+        "IL7R",
+        "ILF2",
+        "ILKAP",
+        "ILVBL",
+        "IMMT",
+        "IMP4",
+        "IMPA1",
+        "IMPA2",
+        "IMPACT",
+        "IMPDH1",
+        "IMPDH2",
+        "INF2",
+        "ING1",
+        "ING2",
+        "ING3",
+        "ING5",
+        "INIP",
+        "INO80",
+        "INO80C",
+        "INPP5K",
+        "INPPL1",
+        "INSIG1",
+        "INSIG2",
+        "INSR",
+        "INTS1",
+        "INTS10",
+        "INTS3",
+        "INTS6",
+        "IP6K1",
+        "IP6K2",
+        "IPO5",
+        "IPO7",
+        "IPO8",
+        "IPO9",
+        "IQGAP2",
+        "IQSEC1",
+        "IRAK1",
+        "IREB2",
+        "IRF1",
+        "IRF2",
+        "IRF3",
+        "IRF7",
+        "IRF8",
+        "IRF9",
+        "IRX2",
+        "IRX3",
+        "ISCA1",
+        "ISCA2",
+        "ISCU",
+        "ISG15",
+        "ISG20",
+        "ISG20L2",
+        "ISOC1",
+        "ISOC2",
+        "IST1",
+        "ISY1",
+        "ITCH",
+        "ITFG1",
+        "ITGA5",
+        "ITGA6",
+        "ITGAE",
+        "ITGAV",
+        "ITGB1",
+        "ITGB1BP1",
+        "ITGB5",
+        "ITGB6",
+        "ITM2B",
+        "ITPKC",
+        "ITPR1",
+        "ITPR2",
+        "ITPRIP",
+        "IVD",
+        "IVNS1ABP",
+        "IWS1",
+        "JAGN1",
+        "JARID2",
+        "JKAMP",
+        "JMJD6",
+        "JMJD8",
+        "JOSD1",
+        "JOSD2",
+        "JPX",
+        "JTB",
+        "JUNB",
+        "JUP",
+        "KAT5",
+        "KAT7",
+        "KAT8",
+        "KATNA1",
+        "KATNBL1",
+        "KBTBD2",
+        "KCMF1",
+        "KCNJ15",
+        "KCNQ1",
+        "KCTD10",
+        "KCTD20",
+        "KCTD5",
+        "KCTD9",
+        "KDM1A",
+        "KDM3B",
+        "KDM5A",
+        "KDM5C",
+        "KDM6A",
+        "KEAP1",
+        "KHDRBS1",
+        "KIAA0232",
+        "KIAA0319L",
+        "KIAA0930",
+        "KIAA1191",
+        "KIAA1217",
+        "KIAA1522",
+        "KIAA2013",
+        "KIAA2026",
+        "KIF13A",
+        "KIF13B",
+        "KIF16B",
+        "KIF1B",
+        "KIF2A",
+        "KIF3A",
+        "KIF3B",
+        "KIN",
+        "KITLG",
+        "KLC1",
+        "KLF10",
+        "KLF11",
+        "KLF4",
+        "KLF5",
+        "KLF7",
+        "KLHDC10",
+        "KLHDC2",
+        "KLHDC3",
+        "KLHL2",
+        "KLHL20",
+        "KLHL24",
+        "KLHL6",
+        "KLHL8",
+        "KLHL9",
+        "KMT2A",
+        "KMT2D",
+        "KNOP1",
+        "KPNA1",
+        "KPNA2",
+        "KPNA3",
+        "KPNA4",
+        "KPNA6",
+        "KRCC1",
+        "KRIT1",
+        "KRT18",
+        "KRT19",
+        "KRT7",
+        "KRT8",
+        "KRTCAP3",
+        "KXD1",
+        "LACTB2",
+        "LAMB2",
+        "LAMP3",
+        "LAMTOR1",
+        "LAMTOR3",
+        "LAP3",
+        "LAPTM4A",
+        "LAPTM4B",
+        "LARP4",
+        "LARP7",
+        "LAS1L",
+        "LASP1",
+        "LATS1",
+        "LATS2",
+        "LBR",
+        "LCMT1",
+        "LCOR",
+        "LCP2",
+        "LDHA",
+        "LDLR",
+        "LENG1",
+        "LEO1",
+        "LETM1",
+        "LETMD1",
+        "LGALS1",
+        "LGALS3BP",
+        "LGALS8",
+        "LGALSL",
+        "LGMN",
+        "LHFPL2",
+        "LIFR",
+        "LIMD1",
+        "LIMK2",
+        "LINC00667",
+        "LINC00963",
+        "LINC01184",
+        "LITAF",
+        "LLGL2",
+        "LMAN2",
+        "LMBRD1",
+        "LMF2",
+        "LMNA",
+        "LMO2",
+        "LMO7",
+        "LNX2",
+        "LONP1",
+        "LONP2",
+        "LPAR6",
+        "LPCAT2",
+        "LPCAT3",
+        "LPGAT1",
+        "LPIN1",
+        "LPIN2",
+        "LPL",
+        "LPXN",
+        "LRBA",
+        "LRIF1",
+        "LRIG1",
+        "LRP1",
+        "LRP6",
+        "LRPPRC",
+        "LRRC25",
+        "LRRC41",
+        "LRRC47",
+        "LRRC57",
+        "LRRC59",
+        "LRRC8A",
+        "LRRFIP1",
+        "LRRFIP2",
+        "LSG1",
+        "LSM1",
+        "LSM10",
+        "LSM14A",
+        "LSM2",
+        "LSM4",
+        "LSP1",
+        "LTBP3",
+        "LTBR",
+        "LTV1",
+        "LUC7L",
+        "LUC7L3",
+        "LUZP1",
+        "LYN",
+        "LYPLA1",
+        "LYPLA2",
+        "LYPLAL1",
+        "LYRM1",
+        "LYRM4",
+        "LYSMD2",
+        "LYSMD3",
+        "MACROD2",
+        "MAEA",
+        "MAF",
+        "MAF1",
+        "MAFF",
+        "MAFG",
+        "MAFK",
+        "MAGED1",
+        "MAGED2",
+        "MAGEF1",
+        "MAGI3",
+        "MAGOHB",
+        "MAL2",
+        "MALAT1",
+        "MALSU1",
+        "MAN1B1",
+        "MAN2A1",
+        "MAN2B2",
+        "MAN2C1",
+        "MANBAL",
+        "MANF",
+        "MAOA",
+        "MAP1LC3A",
+        "MAP1S",
+        "MAP2K1",
+        "MAP2K3",
+        "MAP2K7",
+        "MAP3K1",
+        "MAP3K11",
+        "MAP3K3",
+        "MAP3K5",
+        "MAP3K7",
+        "MAP3K8",
+        "MAP4K5",
+        "MAP7D1",
+        "MAPK13",
+        "MAPK14",
+        "MAPK3",
+        "MAPK6",
+        "MAPK8",
+        "MAPK9",
+        "MAPKAP1",
+        "MAPKAPK3",
+        "MAPKAPK5",
+        "MAPKAPK5-AS1",
+        "MAPRE2",
+        "MARCKS",
+        "MARK3",
+        "MAST4",
+        "MAT2A",
+        "MAT2B",
+        "MAU2",
+        "MAX",
+        "MAZ",
+        "MBD2",
+        "MBD3",
+        "MBD4",
+        "MBD5",
+        "MBD6",
+        "MBIP",
+        "MBNL2",
+        "MBOAT7",
+        "MBP",
+        "MBTPS1",
+        "MCCC1",
+        "MCCC2",
+        "MCEE",
+        "MCM3AP",
+        "MCMBP",
+        "MCRS1",
+        "MDFIC",
+        "MDH1",
+        "MDH2",
+        "MDK",
+        "MDM2",
+        "MEA1",
+        "MEAF6",
+        "MECOM",
+        "MECP2",
+        "MED1",
+        "MED10",
+        "MED11",
+        "MED13",
+        "MED15",
+        "MED16",
+        "MED19",
+        "MED21",
+        "MED25",
+        "MED27",
+        "MED30",
+        "MED31",
+        "MED4",
+        "MED6",
+        "MED7",
+        "MED8",
+        "MEF2C",
+        "MEPCE",
+        "MET",
+        "METAP1",
+        "METTL14",
+        "METTL16",
+        "METTL23",
+        "METTL9",
+        "MFAP1",
+        "MFF",
+        "MFGE8",
+        "MFN1",
+        "MFN2",
+        "MFSD11",
+        "MFSD12",
+        "MFSD2A",
+        "MFSD5",
+        "MFSD6",
+        "MGA",
+        "MGAT2",
+        "MGAT4A",
+        "MGAT4B",
+        "MGP",
+        "MGRN1",
+        "MGST1",
+        "MGST2",
+        "MIA3",
+        "MIB1",
+        "MICAL1",
+        "MICU1",
+        "MICU2",
+        "MIEF1",
+        "MIF4GD",
+        "MIIP",
+        "MINK1",
+        "MIS18BP1",
+        "MITD1",
+        "MITF",
+        "MKNK1",
+        "MKRN1",
+        "MLF1",
+        "MLF2",
+        "MLH1",
+        "MLH3",
+        "MLKL",
+        "MLLT1",
+        "MLLT10",
+        "MLPH",
+        "MLST8",
+        "MLX",
+        "MMAB",
+        "MMADHC",
+        "MMD",
+        "MMP19",
+        "MMP28",
+        "MNAT1",
+        "MOB1B",
+        "MOB2",
+        "MOB3A",
+        "MOCS2",
+        "MOGS",
+        "MON1B",
+        "MON2",
+        "MORC3",
+        "MORF4L1",
+        "MORF4L2",
+        "MORN2",
+        "MOSPD2",
+        "MOSPD3",
+        "MPC1",
+        "MPDU1",
+        "MPHOSPH10",
+        "MPHOSPH6",
+        "MPHOSPH8",
+        "MPP1",
+        "MPPE1",
+        "MPV17",
+        "MPZL2",
+        "MR1",
+        "MRFAP1L1",
+        "MRPL1",
+        "MRPL10",
+        "MRPL13",
+        "MRPL15",
+        "MRPL16",
+        "MRPL17",
+        "MRPL18",
+        "MRPL19",
+        "MRPL2",
+        "MRPL21",
+        "MRPL22",
+        "MRPL24",
+        "MRPL27",
+        "MRPL28",
+        "MRPL3",
+        "MRPL33",
+        "MRPL35",
+        "MRPL37",
+        "MRPL39",
+        "MRPL4",
+        "MRPL40",
+        "MRPL44",
+        "MRPL45",
+        "MRPL47",
+        "MRPL48",
+        "MRPL49",
+        "MRPL50",
+        "MRPL51",
+        "MRPL54",
+        "MRPL55",
+        "MRPL9",
+        "MRPS10",
+        "MRPS11",
+        "MRPS14",
+        "MRPS18A",
+        "MRPS2",
+        "MRPS22",
+        "MRPS25",
+        "MRPS26",
+        "MRPS27",
+        "MRPS28",
+        "MRPS30",
+        "MRPS31",
+        "MRPS33",
+        "MRPS35",
+        "MRPS5",
+        "MRPS7",
+        "MRPS9",
+        "MRS2",
+        "MRTO4",
+        "MS4A6A",
+        "MSH3",
+        "MSI2",
+        "MSL1",
+        "MSMO1",
+        "MSN",
+        "MSRB1",
+        "MT1E",
+        "MT1M",
+        "MT1X",
+        "MT2A",
+        "MTAP",
+        "MTCH1",
+        "MTCH2",
+        "MTERF4",
+        "MTF1",
+        "MTF2",
+        "MTFR1L",
+        "MTHFD1",
+        "MTHFD2",
+        "MTHFD2L",
+        "MTHFS",
+        "MTIF2",
+        "MTIF3",
+        "MTMR12",
+        "MTMR14",
+        "MTMR3",
+        "MTMR6",
+        "MTR",
+        "MTRF1L",
+        "MTRR",
+        "MTSS1",
+        "MTURN",
+        "MTX1",
+        "MTX2",
+        "MUC1",
+        "MVB12A",
+        "MVD",
+        "MVP",
+        "MX1",
+        "MXD4",
+        "MXI1",
+        "MXRA7",
+        "MYC",
+        "MYD88",
+        "MYH9",
+        "MYL12A",
+        "MYL12B",
+        "MYL6B",
+        "MYL9",
+        "MYLIP",
+        "MYO1B",
+        "MYO1C",
+        "MYO1F",
+        "MYO1G",
+        "MYO5C",
+        "MYO6",
+        "MYO9B",
+        "MYOF",
+        "MYSM1",
+        "MZT1",
+        "N4BP2",
+        "N4BP2L1",
+        "NAA15",
+        "NAA20",
+        "NAA25",
+        "NAA60",
+        "NAAA",
+        "NABP1",
+        "NABP2",
+        "NACC1",
+        "NADK",
+        "NADSYN1",
+        "NAE1",
+        "NAGA",
+        "NAGLU",
+        "NAMPT",
+        "NAP1L4",
+        "NAPRT",
+        "NAPSA",
+        "NAPSB",
+        "NARF",
+        "NBAS",
+        "NBN",
+        "NBPF1",
+        "NBR1",
+        "NCBP2",
+        "NCK1",
+        "NCKAP1",
+        "NCL",
+        "NCLN",
+        "NCOA2",
+        "NCOA3",
+        "NCOA6",
+        "NCOA7",
+        "NCSTN",
+        "NDEL1",
+        "NDFIP2",
+        "NDRG1",
+        "NDUFA10",
+        "NDUFA12",
+        "NDUFA2",
+        "NDUFA6",
+        "NDUFA8",
+        "NDUFAF1",
+        "NDUFAF3",
+        "NDUFAF4",
+        "NDUFB11",
+        "NDUFC2",
+        "NDUFS2",
+        "NDUFS3",
+        "NDUFS4",
+        "NDUFV1",
+        "NEBL",
+        "NECAB3",
+        "NECAP1",
+        "NECAP2",
+        "NEDD4L",
+        "NEDD9",
+        "NEK6",
+        "NEK7",
+        "NELFB",
+        "NELFCD",
+        "NELFE",
+        "NEMF",
+        "NET1",
+        "NFATC2IP",
+        "NFATC3",
+        "NFE2L1",
+        "NFE2L2",
+        "NFIA",
+        "NFIB",
+        "NFIL3",
+        "NFKBIA",
+        "NFKBIL1",
+        "NFKBIZ",
+        "NFU1",
+        "NFX1",
+        "NFYB",
+        "NFYC",
+        "NGDN",
+        "NGLY1",
+        "NHLRC2",
+        "NHLRC3",
+        "NHP2",
+        "NIFK",
+        "NIN",
+        "NINJ1",
+        "NINJ2",
+        "NIP7",
+        "NIPA2",
+        "NIPSNAP3A",
+        "NISCH",
+        "NIT1",
+        "NIT2",
+        "NKIRAS2",
+        "NKTR",
+        "NMD3",
+        "NME1",
+        "NME3",
+        "NME4",
+        "NMI",
+        "NMRAL1",
+        "NMRK1",
+        "NMT1",
+        "NNMT",
+        "NNT",
+        "NOA1",
+        "NOB1",
+        "NOC2L",
+        "NOC3L",
+        "NOL11",
+        "NOL7",
+        "NOL8",
+        "NOLC1",
+        "NOM1",
+        "NONO",
+        "NOP58",
+        "NOSIP",
+        "NPC1",
+        "NPC2",
+        "NPEPL1",
+        "NPEPPS",
+        "NPLOC4",
+        "NPM1",
+        "NPNT",
+        "NPRL3",
+        "NPTN",
+        "NQO2",
+        "NR1D2",
+        "NR1H2",
+        "NR2F2",
+        "NR2F6",
+        "NR4A1",
+        "NR4A2",
+        "NRAS",
+        "NRBF2",
+        "NRBP1",
+        "NRIP1",
+        "NRP1",
+        "NRP2",
+        "NSD1",
+        "NSDHL",
+        "NSFL1C",
+        "NSL1",
+        "NSMAF",
+        "NSMCE1",
+        "NSMCE2",
+        "NSMCE4A",
+        "NSRP1",
+        "NT5C",
+        "NT5C3A",
+        "NT5C3B",
+        "NT5DC1",
+        "NTAN1",
+        "NTHL1",
+        "NTMT1",
+        "NTN4",
+        "NUB1",
+        "NUBP1",
+        "NUBP2",
+        "NUCB2",
+        "NUDCD2",
+        "NUDCD3",
+        "NUDT1",
+        "NUDT14",
+        "NUDT16L1",
+        "NUDT21",
+        "NUDT22",
+        "NUDT5",
+        "NUDT8",
+        "NUDT9",
+        "NUP107",
+        "NUP153",
+        "NUP160",
+        "NUP214",
+        "NUP37",
+        "NUP50",
+        "NUP54",
+        "NUP62",
+        "NUP93",
+        "NUP98",
+        "NUTF2",
+        "NUTM2B-AS1",
+        "NXF1",
+        "NXT1",
+        "OARD1",
+        "OAS1",
+        "OAT",
+        "OAZ2",
+        "OCEL1",
+        "OCIAD2",
+        "OCLN",
+        "ODF2L",
+        "ODF3B",
+        "OFD1",
+        "OGDH",
+        "OGFOD3",
+        "OGT",
+        "OIP5-AS1",
+        "OLA1",
+        "OPA1",
+        "OPTN",
+        "ORAI2",
+        "ORC4",
+        "OSBP",
+        "OSBPL1A",
+        "OSBPL2",
+        "OSBPL9",
+        "OSER1",
+        "OSGEP",
+        "OSGIN2",
+        "OSMR",
+        "OSTC",
+        "OSTF1",
+        "OSTM1",
+        "OTUD1",
+        "OTUD4",
+        "OTUD5",
+        "OTULIN",
+        "OXA1L",
+        "OXLD1",
+        "OXR1",
+        "OXSR1",
+        "P2RX4",
+        "P4HTM",
+        "PA2G4",
+        "PABPC4",
+        "PACS2",
+        "PACSIN2",
+        "PAF1",
+        "PAFAH1B1",
+        "PAFAH1B2",
+        "PAFAH1B3",
+        "PAG1",
+        "PAICS",
+        "PAIP2",
+        "PAK1",
+        "PAK1IP1",
+        "PAM",
+        "PAN3",
+        "PANK2",
+        "PANK3",
+        "PAPSS1",
+        "PAQR5",
+        "PARD6B",
+        "PARL",
+        "PARN",
+        "PARP1",
+        "PARP10",
+        "PARP12",
+        "PARP4",
+        "PARP8",
+        "PARVB",
+        "PAWR",
+        "PAXBP1",
+        "PBX1",
+        "PBX3",
+        "PBXIP1",
+        "PCID2",
+        "PCIF1",
+        "PCK2",
+        "PCM1",
+        "PCMT1",
+        "PCMTD1",
+        "PCNA",
+        "PCNP",
+        "PCOLCE2",
+        "PCSK7",
+        "PCYOX1",
+        "PCYT1A",
+        "PCYT2",
+        "PDCD10",
+        "PDCD4",
+        "PDCD6IP",
+        "PDCD7",
+        "PDCL",
+        "PDCL3",
+        "PDE12",
+        "PDE4D",
+        "PDE4DIP",
+        "PDE8A",
+        "PDGFC",
+        "PDHA1",
+        "PDHB",
+        "PDHX",
+        "PDIA3",
+        "PDIA4",
+        "PDK4",
+        "PDLIM1",
+        "PDLIM2",
+        "PDLIM5",
+        "PDPK1",
+        "PDS5B",
+        "PDSS2",
+        "PDXDC1",
+        "PDZD11",
+        "PDZD8",
+        "PEBP4",
+        "PECAM1",
+        "PEF1",
+        "PELI1",
+        "PELO",
+        "PEPD",
+        "PES1",
+        "PEX16",
+        "PEX19",
+        "PEX2",
+        "PEX26",
+        "PFDN1",
+        "PFDN4",
+        "PFKFB3",
+        "PFKL",
+        "PFKP",
+        "PGC",
+        "PGD",
+        "PGGT1B",
+        "PGK1",
+        "PGM1",
+        "PGM3",
+        "PGPEP1",
+        "PGRMC2",
+        "PGS1",
+        "PHACTR1",
+        "PHAX",
+        "PHB",
+        "PHC2",
+        "PHC3",
+        "PHF1",
+        "PHF10",
+        "PHF11",
+        "PHF14",
+        "PHF23",
+        "PHF3",
+        "PHF5A",
+        "PHF6",
+        "PHKB",
+        "PHKG2",
+        "PHLDA3",
+        "PHYH",
+        "PHYHD1",
+        "PHYKPL",
+        "PI4K2A",
+        "PI4KA",
+        "PI4KB",
+        "PIAS2",
+        "PICALM",
+        "PICK1",
+        "PID1",
+        "PIEZO1",
+        "PIGA",
+        "PIGBOS1",
+        "PIGC",
+        "PIGF",
+        "PIGH",
+        "PIGK",
+        "PIGR",
+        "PIGS",
+        "PIGT",
+        "PIGX",
+        "PIH1D1",
+        "PIK3C3",
+        "PIK3CA",
+        "PIK3CB",
+        "PIK3IP1",
+        "PIK3R1",
+        "PILRA",
+        "PIM1",
+        "PIM3",
+        "PIN1",
+        "PINK1",
+        "PIP4K2A",
+        "PIP5K1C",
+        "PIR",
+        "PITHD1",
+        "PITPNA",
+        "PITPNB",
+        "PITRM1",
+        "PKN2",
+        "PLA2G12A",
+        "PLA2G15",
+        "PLAA",
+        "PLAGL1",
+        "PLAUR",
+        "PLBD1",
+        "PLEKHA1",
+        "PLEKHA2",
+        "PLEKHA3",
+        "PLEKHA5",
+        "PLEKHF2",
+        "PLEKHM2",
+        "PLEKHO2",
+        "PLGRKT",
+        "PLIN2",
+        "PLIN3",
+        "PLK3",
+        "PLLP",
+        "PLOD3",
+        "PLP2",
+        "PLRG1",
+        "PLS3",
+        "PLSCR1",
+        "PLXNA2",
+        "PLXNB2",
+        "PLXND1",
+        "PMM1",
+        "PMM2",
+        "PMP22",
+        "PMPCA",
+        "PMPCB",
+        "PMVK",
+        "PNKP",
+        "PNN",
+        "PNO1",
+        "PNPLA4",
+        "PNPLA8",
+        "PNPO",
+        "PNPT1",
+        "POGK",
+        "POLD2",
+        "POLD3",
+        "POLDIP2",
+        "POLDIP3",
+        "POLE3",
+        "POLE4",
+        "POLK",
+        "POLR2A",
+        "POLR2B",
+        "POLR2C",
+        "POLR2E",
+        "POLR2G",
+        "POLR2H",
+        "POLR2K",
+        "POLR3GL",
+        "POLR3H",
+        "POLR3K",
+        "POM121",
+        "POM121C",
+        "POMGNT1",
+        "PON2",
+        "POP4",
+        "POP5",
+        "POP7",
+        "POR",
+        "POU2F1",
+        "PPA2",
+        "PPARD",
+        "PPCS",
+        "PPHLN1",
+        "PPIC",
+        "PPID",
+        "PPIE",
+        "PPIF",
+        "PPIH",
+        "PPIL3",
+        "PPIL4",
+        "PPIP5K2",
+        "PPM1B",
+        "PPM1K",
+        "PPME1",
+        "PPP1CB",
+        "PPP1CC",
+        "PPP1R14C",
+        "PPP1R15A",
+        "PPP1R2",
+        "PPP1R35",
+        "PPP1R7",
+        "PPP1R9B",
+        "PPP2CA",
+        "PPP2CB",
+        "PPP2R1A",
+        "PPP2R2A",
+        "PPP2R2D",
+        "PPP2R3C",
+        "PPP2R5A",
+        "PPP3CB",
+        "PPP4C",
+        "PPP4R1",
+        "PPP4R2",
+        "PPP5C",
+        "PPP6R2",
+        "PPP6R3",
+        "PPTC7",
+        "PQBP1",
+        "PRAM1",
+        "PRCC",
+        "PRCP",
+        "PRDX1",
+        "PRDX2",
+        "PRDX3",
+        "PRDX4",
+        "PRDX5",
+        "PRDX6",
+        "PREB",
+        "PREPL",
+        "PREX1",
+        "PRKAA1",
+        "PRKACB",
+        "PRKAG1",
+        "PRKAG2",
+        "PRKCD",
+        "PRKCE",
+        "PRKCH",
+        "PRKCI",
+        "PRKD3",
+        "PRKRA",
+        "PRMT2",
+        "PRNP",
+        "PROS1",
+        "PRPF18",
+        "PRPF31",
+        "PRPF38A",
+        "PRPSAP1",
+        "PRPSAP2",
+        "PRR14L",
+        "PRRC1",
+        "PRRC2A",
+        "PRSS23",
+        "PRSS8",
+        "PSAP",
+        "PSD3",
+        "PSEN1",
+        "PSENEN",
+        "PSIP1",
+        "PSMA1",
+        "PSMA3",
+        "PSMA4",
+        "PSMA5",
+        "PSMB10",
+        "PSMB3",
+        "PSMB5",
+        "PSMB7",
+        "PSMB9",
+        "PSMC2",
+        "PSMC3",
+        "PSMC5",
+        "PSMC6",
+        "PSMD10",
+        "PSMD11",
+        "PSMD12",
+        "PSMD13",
+        "PSMD2",
+        "PSMD4",
+        "PSMD6",
+        "PSMD7",
+        "PSMD9",
+        "PSME1",
+        "PSME3",
+        "PSMF1",
+        "PSMG1",
+        "PSMG2",
+        "PSMG3",
+        "PSMG4",
+        "PSPC1",
+        "PTAFR",
+        "PTCD3",
+        "PTDSS1",
+        "PTEN",
+        "PTER",
+        "PTGES2",
+        "PTGR1",
+        "PTK2",
+        "PTOV1",
+        "PTP4A2",
+        "PTPN12",
+        "PTPN18",
+        "PTPN2",
+        "PTPN4",
+        "PTPN6",
+        "PTPN9",
+        "PTPRA",
+        "PTPRF",
+        "PTPRG",
+        "PTPRJ",
+        "PTPRK",
+        "PTPRM",
+        "PTRH2",
+        "PTS",
+        "PTTG1IP",
+        "PUF60",
+        "PUM1",
+        "PUM2",
+        "PUS7L",
+        "PWP1",
+        "PWWP2A",
+        "PXDC1",
+        "PXMP4",
+        "PXN",
+        "PYCR2",
+        "PYGB",
+        "PYGL",
+        "PYROXD1",
+        "PYURF",
+        "QDPR",
+        "QRICH1",
+        "QSER1",
+        "QTRT1",
+        "R3HCC1",
+        "R3HDM2",
+        "R3HDM4",
+        "RAB11A",
+        "RAB11B",
+        "RAB18",
+        "RAB1B",
+        "RAB22A",
+        "RAB25",
+        "RAB27A",
+        "RAB29",
+        "RAB2A",
+        "RAB31",
+        "RAB32",
+        "RAB34",
+        "RAB3GAP1",
+        "RAB3GAP2",
+        "RAB3IP",
+        "RAB5A",
+        "RAB5B",
+        "RAB6A",
+        "RAB7A",
+        "RAB8A",
+        "RAB8B",
+        "RAB9A",
+        "RABAC1",
+        "RABEP1",
+        "RABGAP1",
+        "RABGGTA",
+        "RABGGTB",
+        "RABIF",
+        "RAC2",
+        "RAD1",
+        "RAD17",
+        "RAD21",
+        "RAD51C",
+        "RAF1",
+        "RAI14",
+        "RALB",
+        "RALGAPA2",
+        "RALGAPB",
+        "RALGDS",
+        "RAN",
+        "RANBP3",
+        "RANBP9",
+        "RANGRF",
+        "RAP1GDS1",
+        "RAP2A",
+        "RAP2C",
+        "RAPGEF1",
+        "RAPGEF2",
+        "RARS2",
+        "RASA1",
+        "RASA2",
+        "RASGEF1B",
+        "RASSF1",
+        "RASSF3",
+        "RASSF4",
+        "RASSF5",
+        "RASSF8",
+        "RBBP4",
+        "RBBP5",
+        "RBBP6",
+        "RBBP7",
+        "RBBP8",
+        "RBCK1",
+        "RBFA",
+        "RBFOX2",
+        "RBL2",
+        "RBM14",
+        "RBM15B",
+        "RBM22",
+        "RBM23",
+        "RBM28",
+        "RBM33",
+        "RBM4",
+        "RBM42",
+        "RBM47",
+        "RBM5",
+        "RBM6",
+        "RBM7",
+        "RBMS2",
+        "RBMX",
+        "RBMX2",
+        "RBMXL1",
+        "RBP4",
+        "RBP7",
+        "RC3H2",
+        "RCAN1",
+        "RCAN3",
+        "RCHY1",
+        "RCN1",
+        "RCOR3",
+        "RDH10",
+        "RDH11",
+        "RDH14",
+        "RECQL",
+        "REEP4",
+        "REEP5",
+        "RELA",
+        "RELL1",
+        "REPIN1",
+        "RERE",
+        "REST",
+        "REV1",
+        "REXO2",
+        "RFC1",
+        "RFC2",
+        "RFK",
+        "RFNG",
+        "RFXANK",
+        "RGCC",
+        "RGL2",
+        "RGS1",
+        "RGS10",
+        "RGS12",
+        "RGS19",
+        "RGS2",
+        "RHBDD2",
+        "RHEB",
+        "RHOA",
+        "RHOBTB3",
+        "RHOC",
+        "RHOG",
+        "RHOQ",
+        "RHOT1",
+        "RHOT2",
+        "RIC3",
+        "RIC8A",
+        "RICTOR",
+        "RILP",
+        "RIN2",
+        "RIN3",
+        "RING1",
+        "RIOK1",
+        "RIOK2",
+        "RIOK3",
+        "RIPK2",
+        "RIT1",
+        "RMDN1",
+        "RMDN2",
+        "RMDN3",
+        "RMND5A",
+        "RMND5B",
+        "RNASE1",
+        "RNASE6",
+        "RNASEH1",
+        "RNASEK",
+        "RND3",
+        "RNF10",
+        "RNF11",
+        "RNF113A",
+        "RNF114",
+        "RNF126",
+        "RNF13",
+        "RNF135",
+        "RNF139",
+        "RNF14",
+        "RNF141",
+        "RNF144B",
+        "RNF146",
+        "RNF166",
+        "RNF167",
+        "RNF168",
+        "RNF170",
+        "RNF181",
+        "RNF19A",
+        "RNF19B",
+        "RNF20",
+        "RNF216",
+        "RNF217",
+        "RNF220",
+        "RNF24",
+        "RNF38",
+        "RNF4",
+        "RNF41",
+        "RNF5",
+        "RNF6",
+        "RNF8",
+        "RNFT1",
+        "RNMT",
+        "RNPC3",
+        "RNPEP",
+        "RNPS1",
+        "ROGDI",
+        "RORA",
+        "RP2",
+        "RPA1",
+        "RPA2",
+        "RPA3",
+        "RPAP3",
+        "RPE",
+        "RPF1",
+        "RPF2",
+        "RPGR",
+        "RPL17",
+        "RPL23AP82",
+        "RPL26L1",
+        "RPL7",
+        "RPL7L1",
+        "RPN1",
+        "RPN2",
+        "RPP25",
+        "RPP25L",
+        "RPP30",
+        "RPP38",
+        "RPRD1A",
+        "RPRD1B",
+        "RPS6KA1",
+        "RPS6KA5",
+        "RPS6KB1",
+        "RRAGC",
+        "RRAS",
+        "RRM1",
+        "RRM2B",
+        "RRP1",
+        "RRP1B",
+        "RRP36",
+        "RRP7A",
+        "RSF1",
+        "RSL1D1",
+        "RSL24D1",
+        "RSPH3",
+        "RSPRY1",
+        "RSRC1",
+        "RSRC2",
+        "RSRP1",
+        "RSU1",
+        "RTCA",
+        "RTCB",
+        "RTF1",
+        "RUFY1",
+        "RUFY3",
+        "RUVBL1",
+        "RUVBL2",
+        "RWDD4",
+        "RYK",
+        "S100A10",
+        "S100A14",
+        "S100A16",
+        "S100A6",
+        "S1PR4",
+        "SACM1L",
+        "SAE1",
+        "SAFB2",
+        "SAMD1",
+        "SAMD4B",
+        "SAMD9",
+        "SAMD9L",
+        "SAMHD1",
+        "SAMM50",
+        "SAMSN1",
+        "SAP30BP",
+        "SAR1B",
+        "SARAF",
+        "SART1",
+        "SASH1",
+        "SAT1",
+        "SAV1",
+        "SBF2",
+        "SC5D",
+        "SCAF4",
+        "SCAF8",
+        "SCAMP1",
+        "SCAMP3",
+        "SCAMP4",
+        "SCAP",
+        "SCAPER",
+        "SCCPDH",
+        "SCFD1",
+        "SCGB1A1",
+        "SCGB3A1",
+        "SCGB3A2",
+        "SCML1",
+        "SCNM1",
+        "SCNN1A",
+        "SCO1",
+        "SCOC",
+        "SCPEP1",
+        "SCYL1",
+        "SCYL2",
+        "SDAD1",
+        "SDC1",
+        "SDC2",
+        "SDCBP",
+        "SDE2",
+        "SDF2",
+        "SDHA",
+        "SDHAF2",
+        "SDHAF3",
+        "SDHB",
+        "SDHD",
+        "SDR16C5",
+        "SDR39U1",
+        "SEC14L1",
+        "SEC22C",
+        "SEC23A",
+        "SEC23B",
+        "SEC23IP",
+        "SEC24C",
+        "SEC24D",
+        "SEC31A",
+        "SECISBP2",
+        "SECISBP2L",
+        "SEH1L",
+        "SEL1L3",
+        "SELENBP1",
+        "SELPLG",
+        "SEMA3C",
+        "SEMA4A",
+        "SENP2",
+        "SENP5",
+        "SEPHS1",
+        "SEPHS2",
+        "SERINC3",
+        "SERINC5",
+        "SERPINF1",
+        "SERPING1",
+        "SERTAD1",
+        "SERTAD2",
+        "SERTAD3",
+        "SESN2",
+        "SESTD1",
+        "SETD7",
+        "SF3A1",
+        "SF3A2",
+        "SF3A3",
+        "SF3B3",
+        "SF3B4",
+        "SF3B5",
+        "SFPQ",
+        "SFTPA1",
+        "SFTPA2",
+        "SFTPB",
+        "SFTPC",
+        "SFTPD",
+        "SGK1",
+        "SGMS1",
+        "SGMS2",
+        "SGPL1",
+        "SGTA",
+        "SH2B3",
+        "SH3BP2",
+        "SH3GL1",
+        "SH3GLB2",
+        "SH3KBP1",
+        "SH3PXD2A",
+        "SH3TC1",
+        "SH3YL1",
+        "SHARPIN",
+        "SHC1",
+        "SHISA5",
+        "SHKBP1",
+        "SHMT1",
+        "SHMT2",
+        "SHOC2",
+        "SHPRH",
+        "SHROOM3",
+        "SIAH1",
+        "SIAH2",
+        "SIDT2",
+        "SIGIRR",
+        "SIGLEC1",
+        "SIGMAR1",
+        "SIKE1",
+        "SIL1",
+        "SIN3A",
+        "SIN3B",
+        "SIPA1",
+        "SIPA1L1",
+        "SIPA1L2",
+        "SIRT2",
+        "SIRT7",
+        "SKA2",
+        "SKAP2",
+        "SKIL",
+        "SKP1",
+        "SLAMF8",
+        "SLBP",
+        "SLC11A1",
+        "SLC11A2",
+        "SLC12A2",
+        "SLC12A6",
+        "SLC15A4",
+        "SLC17A5",
+        "SLC19A2",
+        "SLC1A3",
+        "SLC20A1",
+        "SLC20A2",
+        "SLC22A31",
+        "SLC25A1",
+        "SLC25A11",
+        "SLC25A13",
+        "SLC25A16",
+        "SLC25A23",
+        "SLC25A26",
+        "SLC25A28",
+        "SLC25A29",
+        "SLC25A33",
+        "SLC25A36",
+        "SLC25A37",
+        "SLC25A39",
+        "SLC25A46",
+        "SLC25A5",
+        "SLC29A1",
+        "SLC2A3",
+        "SLC2A4RG",
+        "SLC30A5",
+        "SLC30A9",
+        "SLC33A1",
+        "SLC34A2",
+        "SLC35A1",
+        "SLC35A3",
+        "SLC35A4",
+        "SLC35B1",
+        "SLC35C2",
+        "SLC35D2",
+        "SLC35E1",
+        "SLC35F5",
+        "SLC35F6",
+        "SLC36A4",
+        "SLC38A10",
+        "SLC38A2",
+        "SLC38A6",
+        "SLC39A10",
+        "SLC39A11",
+        "SLC39A3",
+        "SLC39A4",
+        "SLC39A6",
+        "SLC39A8",
+        "SLC39A9",
+        "SLC40A1",
+        "SLC43A3",
+        "SLC44A1",
+        "SLC44A2",
+        "SLC4A1AP",
+        "SLC4A2",
+        "SLC4A7",
+        "SLC50A1",
+        "SLC52A2",
+        "SLC6A6",
+        "SLC7A7",
+        "SLC7A8",
+        "SLC8A1",
+        "SLC9A1",
+        "SLC9A3R1",
+        "SLC9A3R2",
+        "SLCO2B1",
+        "SLCO3A1",
+        "SLF2",
+        "SLFN11",
+        "SLMAP",
+        "SLPI",
+        "SLTM",
+        "SLU7",
+        "SMAD4",
+        "SMAD5",
+        "SMAD7",
+        "SMARCA2",
+        "SMARCC1",
+        "SMARCC2",
+        "SMARCD1",
+        "SMARCD2",
+        "SMARCE1",
+        "SMC2",
+        "SMC4",
+        "SMC5",
+        "SMC6",
+        "SMCHD1",
+        "SMCO4",
+        "SMG7",
+        "SMIM12",
+        "SMIM14",
+        "SMIM15",
+        "SMIM19",
+        "SMIM20",
+        "SMIM7",
+        "SMNDC1",
+        "SMS",
+        "SMURF2",
+        "SMYD2",
+        "SMYD4",
+        "SNAP23",
+        "SNAP29",
+        "SNAPC5",
+        "SNAPIN",
+        "SND1",
+        "SNF8",
+        "SNHG12",
+        "SNHG15",
+        "SNHG3",
+        "SNHG9",
+        "SNRK",
+        "SNRNP200",
+        "SNRNP25",
+        "SNRNP27",
+        "SNRNP35",
+        "SNRNP40",
+        "SNRPA",
+        "SNRPA1",
+        "SNRPD1",
+        "SNRPD3",
+        "SNTB1",
+        "SNTB2",
+        "SNU13",
+        "SNUPN",
+        "SNX13",
+        "SNX14",
+        "SNX17",
+        "SNX24",
+        "SNX25",
+        "SNX29",
+        "SNX30",
+        "SNX4",
+        "SNX5",
+        "SNX6",
+        "SNX8",
+        "SNX9",
+        "SOCS1",
+        "SOCS2",
+        "SOCS3",
+        "SOCS6",
+        "SOD3",
+        "SORBS2",
+        "SORBS3",
+        "SORL1",
+        "SORT1",
+        "SOS1",
+        "SOS2",
+        "SOWAHC",
+        "SP140L",
+        "SPAG7",
+        "SPARC",
+        "SPARCL1",
+        "SPCS3",
+        "SPG21",
+        "SPG7",
+        "SPIDR",
+        "SPIN1",
+        "SPINT1",
+        "SPIRE1",
+        "SPOP",
+        "SPOPL",
+        "SPPL2A",
+        "SPPL3",
+        "SPR",
+        "SPRED1",
+        "SPRY1",
+        "SPRY2",
+        "SPRYD7",
+        "SPTAN1",
+        "SPTLC1",
+        "SPTLC2",
+        "SPTY2D1",
+        "SQLE",
+        "SRA1",
+        "SRBD1",
+        "SRD5A3",
+        "SREBF1",
+        "SRFBP1",
+        "SRI",
+        "SRM",
+        "SRP19",
+        "SRP54",
+        "SRP68",
+        "SRP9",
+        "SRPK1",
+        "SRPK2",
+        "SRPRB",
+        "SRRT",
+        "SRSF1",
+        "SS18",
+        "SS18L2",
+        "SSBP1",
+        "SSBP2",
+        "SSBP3",
+        "SSBP4",
+        "SSH2",
+        "ST14",
+        "ST3GAL6",
+        "ST6GAL1",
+        "ST6GALNAC4",
+        "ST7",
+        "STAG1",
+        "STAG2",
+        "STAM",
+        "STAM2",
+        "STAMBP",
+        "STARD10",
+        "STARD3",
+        "STARD3NL",
+        "STARD4",
+        "STARD7",
+        "STAT1",
+        "STAT3",
+        "STAT5A",
+        "STAU2",
+        "STEAP4",
+        "STIM2",
+        "STIP1",
+        "STK10",
+        "STK16",
+        "STK17A",
+        "STK17B",
+        "STK19",
+        "STK25",
+        "STK3",
+        "STK38",
+        "STK39",
+        "STK40",
+        "STOM",
+        "STOML2",
+        "STRAP",
+        "STRBP",
+        "STRN",
+        "STRN3",
+        "STRN4",
+        "STT3A",
+        "STX10",
+        "STX11",
+        "STX17",
+        "STX18",
+        "STX3",
+        "STX8",
+        "STXBP3",
+        "SUCLA2",
+        "SUCLG1",
+        "SUCLG2",
+        "SUCO",
+        "SUDS3",
+        "SUMF1",
+        "SUMF2",
+        "SUMO1",
+        "SUN1",
+        "SUPT16H",
+        "SUPT20H",
+        "SUPT6H",
+        "SURF1",
+        "SURF2",
+        "SUSD2",
+        "SUSD6",
+        "SVBP",
+        "SVIP",
+        "SWAP70",
+        "SWI5",
+        "SYPL1",
+        "SYS1",
+        "SYTL1",
+        "TAB2",
+        "TACC1",
+        "TACC2",
+        "TACSTD2",
+        "TAF1",
+        "TAF11",
+        "TAF12",
+        "TAF13",
+        "TAF1B",
+        "TAF7",
+        "TAGLN",
+        "TAGLN2",
+        "TANK",
+        "TAP1",
+        "TAPBPL",
+        "TAPT1",
+        "TARDBP",
+        "TATDN1",
+        "TATDN3",
+        "TAX1BP3",
+        "TBC1D1",
+        "TBC1D10B",
+        "TBC1D15",
+        "TBC1D2",
+        "TBC1D20",
+        "TBC1D22A",
+        "TBC1D23",
+        "TBC1D2B",
+        "TBC1D5",
+        "TBC1D9",
+        "TBCB",
+        "TBCC",
+        "TBCD",
+        "TBK1",
+        "TBL1XR1",
+        "TBRG1",
+        "TBRG4",
+        "TBXAS1",
+        "TCAF1",
+        "TCAIM",
+        "TCEA3",
+        "TCEAL1",
+        "TCEAL3",
+        "TCEAL4",
+        "TCEAL8",
+        "TCERG1",
+        "TCF12",
+        "TCF25",
+        "TCF4",
+        "TCF7L2",
+        "TCIRG1",
+        "TCN2",
+        "TCP1",
+        "TCTN3",
+        "TDG",
+        "TDP2",
+        "TDRD3",
+        "TECR",
+        "TERF1",
+        "TES",
+        "TET2",
+        "TEX2",
+        "TEX261",
+        "TEX264",
+        "TFAM",
+        "TFDP1",
+        "TFDP2",
+        "TFEC",
+        "TFG",
+        "TGFBI",
+        "TGFBR1",
+        "TGIF1",
+        "TGS1",
+        "THAP11",
+        "THAP4",
+        "THAP5",
+        "THAP7",
+        "THAP9-AS1",
+        "THBD",
+        "THBS1",
+        "THEM4",
+        "THEMIS2",
+        "THOC1",
+        "THOC6",
+        "THOC7",
+        "THUMPD1",
+        "THUMPD3",
+        "THUMPD3-AS1",
+        "THYN1",
+        "TIA1",
+        "TIAL1",
+        "TIMM10B",
+        "TIMM17A",
+        "TIMM17B",
+        "TIMM23",
+        "TIMM50",
+        "TIMM9",
+        "TIMMDC1",
+        "TIMP1",
+        "TIMP3",
+        "TINF2",
+        "TIPRL",
+        "TK2",
+        "TLE3",
+        "TLE4",
+        "TLK1",
+        "TLK2",
+        "TLR2",
+        "TLR4",
+        "TM2D1",
+        "TM2D2",
+        "TM2D3",
+        "TM4SF1",
+        "TM6SF1",
+        "TM7SF2",
+        "TM7SF3",
+        "TM9SF2",
+        "TM9SF4",
+        "TMA16",
+        "TMBIM1",
+        "TMBIM6",
+        "TMC5",
+        "TMCC1",
+        "TMCO1",
+        "TMCO3",
+        "TMED1",
+        "TMED10",
+        "TMED2",
+        "TMED4",
+        "TMED7",
+        "TMED9",
+        "TMEM101",
+        "TMEM106C",
+        "TMEM107",
+        "TMEM11",
+        "TMEM115",
+        "TMEM120A",
+        "TMEM123",
+        "TMEM125",
+        "TMEM126B",
+        "TMEM127",
+        "TMEM128",
+        "TMEM131",
+        "TMEM138",
+        "TMEM141",
+        "TMEM147",
+        "TMEM14A",
+        "TMEM14C",
+        "TMEM150A",
+        "TMEM159",
+        "TMEM164",
+        "TMEM167B",
+        "TMEM168",
+        "TMEM179B",
+        "TMEM18",
+        "TMEM184B",
+        "TMEM19",
+        "TMEM192",
+        "TMEM199",
+        "TMEM203",
+        "TMEM205",
+        "TMEM208",
+        "TMEM214",
+        "TMEM218",
+        "TMEM220",
+        "TMEM223",
+        "TMEM230",
+        "TMEM242",
+        "TMEM243",
+        "TMEM248",
+        "TMEM33",
+        "TMEM38B",
+        "TMEM39A",
+        "TMEM41A",
+        "TMEM41B",
+        "TMEM42",
+        "TMEM50A",
+        "TMEM50B",
+        "TMEM53",
+        "TMEM54",
+        "TMEM59",
+        "TMEM60",
+        "TMEM63A",
+        "TMEM70",
+        "TMEM87A",
+        "TMEM87B",
+        "TMEM9",
+        "TMEM91",
+        "TMEM97",
+        "TMEM98",
+        "TMOD3",
+        "TMPO",
+        "TMPRSS2",
+        "TMSB4X",
+        "TMUB2",
+        "TMX2",
+        "TMX3",
+        "TMX4",
+        "TNFAIP2",
+        "TNFAIP8",
+        "TNFRSF10B",
+        "TNFRSF12A",
+        "TNFRSF14",
+        "TNFRSF1A",
+        "TNFSF10",
+        "TNFSF13B",
+        "TNIK",
+        "TNIP1",
+        "TNIP2",
+        "TNKS1BP1",
+        "TNNI2",
+        "TNPO1",
+        "TNPO3",
+        "TNS3",
+        "TOB1",
+        "TOLLIP",
+        "TOM1",
+        "TOMM22",
+        "TOMM5",
+        "TOP2B",
+        "TOPORS",
+        "TOR1A",
+        "TOR1AIP1",
+        "TOR1AIP2",
+        "TOR2A",
+        "TOR3A",
+        "TOX4",
+        "TP53",
+        "TP53BP2",
+        "TP53I11",
+        "TP53I13",
+        "TP53I3",
+        "TP53TG1",
+        "TPD52",
+        "TPD52L1",
+        "TPGS2",
+        "TPI1",
+        "TPM1",
+        "TPMT",
+        "TPP2",
+        "TPRG1L",
+        "TPRKB",
+        "TPST2",
+        "TRABD",
+        "TRADD",
+        "TRAF7",
+        "TRAK1",
+        "TRAK2",
+        "TRAP1",
+        "TRAPPC10",
+        "TRAPPC11",
+        "TRAPPC12",
+        "TRAPPC2B",
+        "TRAPPC2L",
+        "TRAPPC3",
+        "TRAPPC4",
+        "TRAPPC6A",
+        "TRAPPC8",
+        "TREM2",
+        "TRIAP1",
+        "TRIM13",
+        "TRIM14",
+        "TRIM22",
+        "TRIM24",
+        "TRIM25",
+        "TRIM27",
+        "TRIM33",
+        "TRIM4",
+        "TRIM5",
+        "TRIM56",
+        "TRIM8",
+        "TRIO",
+        "TRIOBP",
+        "TRIP6",
+        "TRIQK",
+        "TRMT1",
+        "TRMT10C",
+        "TRMT11",
+        "TRMT1L",
+        "TRMT2A",
+        "TRNAU1AP",
+        "TRPC4AP",
+        "TRPM7",
+        "TRPV2",
+        "TRUB2",
+        "TSC2",
+        "TSC22D1",
+        "TSC22D2",
+        "TSC22D3",
+        "TSEN15",
+        "TSG101",
+        "TSN",
+        "TSPAN12",
+        "TSPAN13",
+        "TSPAN15",
+        "TSPAN3",
+        "TSPAN31",
+        "TSPAN4",
+        "TSPYL2",
+        "TSR1",
+        "TSR2",
+        "TSR3",
+        "TSSC4",
+        "TST",
+        "TSTD1",
+        "TTC1",
+        "TTC14",
+        "TTC17",
+        "TTC19",
+        "TTC37",
+        "TTC39C",
+        "TTC7A",
+        "TUBA1A",
+        "TUBA1C",
+        "TUBA4A",
+        "TUBB2A",
+        "TUBB6",
+        "TUBGCP3",
+        "TUFM",
+        "TUSC2",
+        "TWF1",
+        "TWF2",
+        "TXLNA",
+        "TXLNG",
+        "TXNDC11",
+        "TXNDC15",
+        "TXNDC17",
+        "TXNDC9",
+        "TXNIP",
+        "TXNL1",
+        "TXNRD2",
+        "TYW3",
+        "U2AF2",
+        "UACA",
+        "UAP1",
+        "UBA1",
+        "UBA2",
+        "UBA3",
+        "UBA5",
+        "UBA6",
+        "UBAC1",
+        "UBAC2",
+        "UBAP1",
+        "UBAP2",
+        "UBAP2L",
+        "UBC",
+        "UBE2A",
+        "UBE2B",
+        "UBE2D1",
+        "UBE2D3",
+        "UBE2D4",
+        "UBE2E1",
+        "UBE2E2",
+        "UBE2E3",
+        "UBE2F",
+        "UBE2G1",
+        "UBE2G2",
+        "UBE2H",
+        "UBE2J2",
+        "UBE2K",
+        "UBE2L6",
+        "UBE2N",
+        "UBE2Q1",
+        "UBE2Q2",
+        "UBE2S",
+        "UBE2V2",
+        "UBE2Z",
+        "UBE3C",
+        "UBE4A",
+        "UBE4B",
+        "UBL3",
+        "UBL7",
+        "UBLCP1",
+        "UBP1",
+        "UBQLN1",
+        "UBQLN2",
+        "UBR2",
+        "UBR3",
+        "UBR4",
+        "UBTD1",
+        "UBXN11",
+        "UBXN2A",
+        "UBXN2B",
+        "UBXN6",
+        "UCHL3",
+        "UCHL5",
+        "UCP2",
+        "UFC1",
+        "UFL1",
+        "UFSP2",
+        "UGCG",
+        "UGDH",
+        "UHRF1BP1L",
+        "UMPS",
+        "UNC13B",
+        "UNC45A",
+        "UNC50",
+        "UPF1",
+        "UPF2",
+        "UPF3A",
+        "UPF3B",
+        "UQCRC1",
+        "UQCRC2",
+        "URM1",
+        "UROD",
+        "UROS",
+        "USE1",
+        "USP1",
+        "USP10",
+        "USP11",
+        "USP12",
+        "USP13",
+        "USP14",
+        "USP25",
+        "USP32",
+        "USP33",
+        "USP36",
+        "USP39",
+        "USP4",
+        "USP40",
+        "USP47",
+        "USP48",
+        "USP53",
+        "USP7",
+        "UTP18",
+        "UTP23",
+        "UTP6",
+        "UVRAG",
+        "UVSSA",
+        "UXS1",
+        "VAC14",
+        "VAMP3",
+        "VAMP4",
+        "VAMP5",
+        "VAMP8",
+        "VAPB",
+        "VAT1",
+        "VBP1",
+        "VCL",
+        "VCPIP1",
+        "VDAC3",
+        "VEGFA",
+        "VEPH1",
+        "VEZF1",
+        "VEZT",
+        "VGLL4",
+        "VHL",
+        "VMA21",
+        "VMO1",
+        "VMP1",
+        "VOPP1",
+        "VPS13D",
+        "VPS25",
+        "VPS26A",
+        "VPS26B",
+        "VPS35",
+        "VPS37A",
+        "VPS41",
+        "VPS4A",
+        "VPS4B",
+        "VPS51",
+        "VPS53",
+        "VPS54",
+        "VPS72",
+        "VPS8",
+        "VRK2",
+        "VRK3",
+        "VTA1",
+        "VWA5A",
+        "WAC-AS1",
+        "WBP11",
+        "WBP1L",
+        "WBP4",
+        "WDFY1",
+        "WDFY2",
+        "WDFY3",
+        "WDR1",
+        "WDR11",
+        "WDR13",
+        "WDR18",
+        "WDR26",
+        "WDR36",
+        "WDR41",
+        "WDR43",
+        "WDR45",
+        "WDR45B",
+        "WDR46",
+        "WDR55",
+        "WDR6",
+        "WDR61",
+        "WDR73",
+        "WDR74",
+        "WDR82",
+        "WFDC2",
+        "WIF1",
+        "WIPF1",
+        "WIPF2",
+        "WIPI1",
+        "WIPI2",
+        "WLS",
+        "WRNIP1",
+        "WSB1",
+        "WSB2",
+        "WWP1",
+        "WWP2",
+        "WWTR1",
+        "XAB2",
+        "XAF1",
+        "XBP1",
+        "XPA",
+        "XPC",
+        "XPO1",
+        "XPO6",
+        "XPO7",
+        "XPOT",
+        "XRCC5",
+        "XRCC6",
+        "XRN1",
+        "YAF2",
+        "YBEY",
+        "YDJC",
+        "YEATS4",
+        "YES1",
+        "YIF1A",
+        "YIF1B",
+        "YIPF2",
+        "YIPF3",
+        "YIPF5",
+        "YIPF6",
+        "YKT6",
+        "YPEL2",
+        "YRDC",
+        "YTHDC2",
+        "YTHDF1",
+        "YTHDF2",
+        "YTHDF3",
+        "YWHAH",
+        "YWHAQ",
+        "YWHAZ",
+        "YY1AP1",
+        "ZADH2",
+        "ZBED5",
+        "ZBTB1",
+        "ZBTB11",
+        "ZBTB16",
+        "ZBTB44",
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+        "CD8-positive, alpha-beta T cell",
+        "adventitial cell",
+        "basal cell",
+        "basophil",
+        "bronchial smooth muscle cell",
+        "capillary endothelial cell",
+        "classical monocyte",
+        "club cell",
+        "dendritic cell",
+        "effector CD4-positive, alpha-beta T cell",
+        "effector CD8-positive, alpha-beta T cell",
+        "endothelial cell of artery",
+        "endothelial cell of lymphatic vessel",
+        "fibroblast",
+        "intermediate monocyte",
+        "lung ciliated cell",
+        "lung microvascular endothelial cell",
+        "macrophage",
+        "mature NK T cell",
+        "neutrophil",
+        "non-classical monocyte",
+        "pericyte",
+        "plasma cell",
+        "pulmonary alveolar type 1 cell",
+        "pulmonary alveolar type 2 cell",
+        "pulmonary ionocyte",
+        "respiratory goblet cell",
+        "smooth muscle cell",
+        "unknown",
+        "vein endothelial cell"
+    ]
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