gene	len	refseq_id	uniprot_accession	uniprot_len
0	ACTB	375	NP_001092.1	P60709	375
1	ACTG1	375	NP_001186883.1	P63261	375
2	AKT1	480	NP_001369359.1	P31749	480
3	AKT2	481	XP_016881959.1	P31751	481
4	AKT3	479	NP_001357003.1	Q9Y243	479
5	ARID1A	2285	NP_006006.3	O14497	2285
6	ARID1B	2372	NP_001361757.1	Q8NFD5	2319
7	ARID5A	657	XP_016858672.1	Q03989	594
8	ARIH2	516	NP_001336142.1	O95376	493
9	ATF1	279	XP_016874820.1	P18846	271
10	BACH1	736	NP_001177.1	O14867	736
11	BACH2	927	XP_024302278.1	Q9BYV9	841
12	BAK1	211	NP_001179.1	Q16611	211
13	BATF	125	NP_006390.1	Q16520	125
14	BAX	221	NP_001278357.1	Q07812	192
15	BCL10	286	XP_011540699.1	O95999	233
16	BCL11B	894	NP_612808.1	Q9C0K0	894
17	BCL2	239	NP_000624.2	P10415	239
18	BCL6	706	NP_001124317.1	P41182	706
19	BICD2	855	NP_001003800.1	Q8TD16	824
20	BRAF	807	NP_001361187.1	P15056	766
21	BTLA	295	XP_011510749.1	Q7Z6A9	289
22	CARD10	1032	NP_055365.2	Q9BWT7	1032
23	CARD11	1154	NP_001311210.1	Q9BXL7	1154
24	CARD14	1004	NP_001353314.1	Q9BXL6	1004
25	CBFB	187	NP_074036.1	Q13951	182
26	CBL	906	NP_005179.2	P22681	906
28	CCR7	378	NP_001829.1	P32248	378
29	CD2	377	NP_001315538.1	P06729	351
30	CD226	336	NP_006557.2	Q15762	336
31	CD247	195	NP_001365444.1	P20963	164
32	CD27	405	XP_016875721.1	P26842	260
33	CD274	290	NP_054862.1	Q9NZQ7	290
34	CD28	234	XP_011510496.1	P10747	220
35	CD37	365	XP_005259492.1	P11049	281
36	CD3D	171	NP_000723.1	P04234	171
37	CD3E	207	NP_000724.1	P07766	207
38	CD3G	186	XP_005271781.1	P09693	182
39	CD4	458	NP_000607.1	P01730	458
40	CD40LG	261	NP_000065.1	P29965	261
41	CD44	743	XP_005253288.1	P16070	742
42	CD46	399	NP_758869.1	P15529	392
43	CD47	323	NP_001768.1	Q08722	323
44	CD5	495	NP_055022.2	P06127	495
45	CD52	61	NP_001794.2	P31358	61
46	CD53	219	NP_000551.1	P19397	219
47	CD7	240	NP_006128.1	P09564	240
48	CD8A	235	NP_001369627.1	P01732	235
49	CD8B	246	XP_011531466.1	P10966	210
50	CD96	585	NP_937839.1	P40200	585
51	CDC42	191	NP_426359.1	P60953	191
52	CDK6	326	NP_001138778.1	Q00534	326
53	CDK9	372	NP_001252.1	P50750	372
54	CHUK	814	XP_016871100.1	O15111	745
55	CKS2	79	NP_001818.1	P33552	79
56	CMIP	773	NP_938204.2	Q8IY22	773
57	COMMD9	198	NP_054905.2	Q9P000	198
58	CRACD	1233	NP_065773.1	Q6ZU35	1233
59	CREB1	341	NP_001358355.1	P16220	327
60	CSK	450	NP_001341917.1	P41240	450
61	CTLA4	223	NP_005205.2	P16410	223
62	CUL1	776	NP_001357591.1	Q13616	776
63	CUL3	774	NP_001244127.1	Q13618	768
64	DDX21	783	NP_004719.2	Q9NR30	783
65	DEF6	631	NP_071330.3	Q9H4E7	631
66	DEPTOR	409	NP_073620.2	Q8TB45	409
67	DGKA	891	XP_016874389.1	P23743	735
68	DGKD	1238	XP_011510330.1	Q16760	1214
69	DGKE	691	XP_016880732.1	P52429	567
70	DGKH	1220	NP_821077.1	Q86XP1	1220
71	DGKQ	942	NP_001338.2	P52824	942
72	DGKZ	1117	NP_001099010.1	Q13574	928
73	DLG1	926	XP_016861289.1	Q12959	904
74	EEF2	858	NP_001952.1	P13639	858
75	EGR1	543	NP_001955.1	P18146	543
76	EGR2	489	XP_011537729.1	P11161	476
77	EGR3	442	XP_005273482.1	Q06889	387
78	EIF5	431	NP_001960.2	P55010	431
79	ELF1	619	NP_001357261.1	P32519	619
80	ELF4	663	NP_001120669.1	Q99607	663
81	ELK4	431	NP_001964.2	P28324	431
82	ELOB	161	NP_996896.1	Q15370	118
83	EMP3	163	NP_001416.1	P54852	163
84	ENTPD1	529	XP_011538672.2	P49961	510
85	ETS1	485	XP_016872803.1	P14921	441
86	ETS2	609	NP_001243224.1	P15036	469
87	EXOSC6	272	NP_478126.1	Q5RKV6	272
88	FAS	389	XP_011538066.1	P25445	335
89	FASLG	281	NP_000630.1	P48023	281
90	FKBP1A	108	NP_463460.1	P62942	108
91	FLII	1296	XP_005256612.1	Q13045	1269
92	FOS	380	NP_005243.1	P01100	380
93	FOSB	338	NP_006723.2	P53539	338
94	FOSL1	271	NP_005429.1	P15407	271
95	FOSL2	343	XP_006712039.1	P15408	326
96	FOXN2	431	NP_001362372.1	P32314	431
97	FOXO1	655	NP_002006.2	Q12778	655
98	FOXO3	673	NP_963853.1	O43524	673
99	FOXO4	505	NP_005929.2	P98177	505
100	FOXP1	693	NP_001231739.1	Q9H334	677
101	FOXP3	473	XP_016885056.1	Q9BZS1	431
102	FYN	537	XP_016866139.1	P06241	537
103	GATA3	444	NP_001002295.1	P23771	443
104	GRAP2	330	NP_004801.1	O75791	330
105	GRB2	217	NP_002077.1	P62993	217
106	HAVCR2	301	NP_116171.3	Q8TDQ0	301
107	HIF1A	850	NP_001230013.1	Q16665	826
108	HNF1A	662	XP_024304936.1	P20823	631
109	HRAS	189	NP_001123914.1	P01112	189
110	HSPA8	646	NP_006588.1	P11142	646
111	ICAM3	547	NP_002153.2	P32942	547
112	ICOS	199	NP_036224.1	Q9Y6W8	199
113	ICOSLG	473	XP_024307828.1	O75144	302
114	IFNAR1	558	NP_001371427.1	P17181	557
115	IFNGR1	489	NP_000407.1	P15260	489
116	IFNGR2	356	NP_001316057.1	P38484	337
117	IKBKB	805	XP_005273547.1	O14920	756
118	IKBKE	716	XP_005273413.1	Q14164	716
119	IKBKG	487	NP_001093326.2	Q9Y6K9	419
120	IKZF1	563	XP_011513360.1	Q13422	519
121	IKZF2	533	XP_011509104.1	Q9UKS7	526
122	IKZF3	509	NP_036613.2	Q9UKT9	509
123	IKZF4	585	XP_016875295.1	Q9H2S9	585
124	IKZF5	419	XP_016872040.1	Q9H5V7	419
125	IL2RA	272	NP_000408.1	P01589	272
126	IL2RB	551	NP_001333151.1	P14784	551
127	IL2RG	369	NP_000197.1	P31785	369
128	IL7R	459	NP_002176.2	P16871	459
129	INPP4A	994	XP_024308644.1	Q96PE3	977
130	INPP5D	1189	NP_001017915.1	Q92835	1189
131	IRAK1	712	NP_001560.2	P51617	712
132	IRAK4	460	XP_016874879.1	Q9NWZ3	460
133	IRF1	325	NP_002189.1	P10914	325
134	IRF3	480	XP_024307260.1	Q14653	427
135	IRF4	451	NP_002451.2	Q15306	451
136	IRF8	436	NP_001350836.1	Q02556	426
137	ITGB2	769	NP_000202.3	P05107	769
138	ITK	620	NP_005537.3	Q08881	620
139	ITM2B	266	NP_068839.1	Q9Y287	266
140	JAK1	1154	NP_001307852.1	P23458	1154
141	JAK2	1132	NP_001309124.1	O60674	1132
142	JAK3	1124	NP_000206.2	P52333	1124
143	JUN	331	NP_002219.1	P05412	331
144	JUNB	347	NP_002220.1	P17275	347
145	JUND	347	NP_005345.3	P17535	347
146	KCNH3	1094	XP_011536387.1	Q9ULD8	1083
147	KCNH4	1017	XP_016879889.1	Q9UQ05	1017
148	KCNH8	1108	XP_016861187.1	Q96L42	1107
149	KLF10	480	NP_005646.1	Q13118	480
150	KLF2	355	NP_057354.1	Q9Y5W3	355
151	KLF7	303	XP_005246983.1	O75840	302
152	KLRG1	199	XP_016874171.1	Q96E93	195
153	KRAS	189	NP_203524.1	P01116	189
154	LAG3	525	NP_002277.4	P18627	525
155	LAMP1	417	NP_005552.3	P11279	417
156	LAT	269	NP_001014989.2	O43561	262
157	LAT2	243	NP_115853.2	Q9GZY6	243
158	LCK	567	XP_024302814.1	P06239	509
159	LCP1	627	NP_002289.2	P13796	627
160	LCP2	533	NP_005556.1	Q13094	533
161	LEF1	414	XP_005263103.1	Q9UJU2	399
162	LUC7L3	489	NP_001317259.1	O95232	432
163	LYN	682	XP_011515831.1	P07948	512
164	MAF	403	NP_005351.2	O75444	373
165	MAFF	164	NP_001155044.1	Q9ULX9	164
166	MALT1	824	NP_006776.1	Q9UDY8	824
167	MAP2K1	393	NP_002746.1	Q02750	393
168	MAP2K2	512	XP_016882478.1	P36507	400
169	MAP2K3	347	NP_659731.1	P46734	347
170	MAP3K1	1512	NP_005912.1	Q13233	1512
171	MAP3K4	1608	NP_005913.3	Q9Y6R4	1608
172	MAP4K1	873	XP_011524705.1	Q92918	833
173	MAP4K2	860	XP_024304397.1	Q12851	820
174	MAP4K3	894	NP_003609.2	Q8IVH8	894
175	MAP4K4	1384	NP_001381931.1	O95819	1239
176	MAPK1	360	NP_620407.1	P28482	360
177	MAPK11	364	NP_002742.3	Q15759	364
178	MAPK14	401	XP_011512612.2	Q16539	360
179	MEF2D	521	NP_005911.1	Q14814	521
180	MEOX1	254	NP_004518.1	P50221	254
181	MMAB	256	XP_024304729.1	Q96EY8	250
182	MTOR	2549	XP_024301955.1	P42345	2549
183	MXI1	295	NP_569157.2	P50539	228
184	MYB	761	NP_001123645.1	P10242	640
185	MYC	454	NP_002458.2	P01106	439
186	MYD88	304	NP_001166038.2	Q99836	296
187	NCK1	377	XP_024309306.1	P16333	377
188	NCK2	380	XP_016860592.1	O43639	380
189	NEK7	310	XP_016855833.1	Q8TDX7	302
190	NELFCD	581	NP_945327.3	Q8IXH7	590
191	NFAT5	1549	NP_619727.2	O94916	1531
192	NFATC1	943	NP_001265598.1	O95644	943
193	NFATC2	940	XP_011527126.1	Q13469	925
194	NFATC3	1075	NP_775188.1	Q12968	1075
195	NFKB1	969	XP_024309836.1	P19838	968
196	NFKB2	900	NP_001309863.1	Q00653	900
197	NFKBIA	317	NP_065390.1	P25963	317
198	NFKBID	465	NP_116110.2	Q8NI38	313
199	NFKBIZ	718	NP_113607.1	Q9BYH8	718
200	NKG7	165	NP_005592.1	Q16617	165
201	NLK	527	NP_057315.3	Q9UBE8	527
202	NR4A1	670	XP_005268879.1	P22736	598
203	NR4A2	609	XP_005246678.1	P43354	598
204	NR4A3	637	NP_775292.1	Q92570	626
205	NRAS	189	NP_002515.1	P01111	189
206	ORAI1	302	NP_116179.2	Q96D31	301
207	OTUB1	271	NP_060140.2	Q96FW1	271
208	PAK1	553	XP_024304325.1	Q13153	545
209	PAK2	524	XP_016861990.1	Q13177	524
210	PARP1	1014	NP_001609.2	P09874	1014
211	PASK	1330	NP_001239048.1	Q96RG2	1323
212	PDCD1	288	NP_005009.2	Q15116	288
213	PDCD10	212	XP_016861133.1	Q9BUL8	212
214	PDE4B	736	NP_002591.2	Q07343	736
215	PDE4D	809	NP_001098101.1	Q08499	809
216	PDK1	456	NP_001265478.1	Q15118	436
217	PHB2	299	NP_001138303.1	Q99623	299
218	PIK3C2A	1686	NP_001308307.1	O00443	1686
219	PIK3C3	887	NP_002638.2	Q8NEB9	887
220	PIK3CB	1070	XP_016862108.1	P42338	1070
221	PIK3CD	1103	XP_016856965.1	O00329	1044
222	PIK3CG	1102	NP_002640.2	P48736	1102
223	PIK3IP1	263	NP_443112.2	Q96FE7	263
224	PIK3R1	724	XP_016865074.1	P27986	724
225	PIK3R2	728	NP_005018.2	O00459	728
226	PIK3R3	478	NP_001290357.1	Q92569	461
227	PIK3R4	1358	NP_055417.1	Q99570	1358
228	PIK3R5	880	NP_055123.2	Q8WYR1	880
229	PIK3R6	770	XP_016879717.1	Q5UE93	754
230	PIM1	404	NP_001230115.1	P11309	313
231	PIM2	311	NP_006866.2	Q9P1W9	311
232	PIM3	326	NP_001001852.2	Q86V86	326
233	PIP4K2B	443	XP_011523628.1	P78356	416
234	PKP4	1192	NP_001364147.1	Q99569	1192
235	PLAGL2	496	NP_002648.1	Q9UPG8	496
236	PLCB2	1208	XP_024305716.1	Q00722	1185
237	PLCD1	777	NP_001124436.1	P51178	756
238	PLCG1	1330	XP_005260495.1	P19174	1290
239	PLCG2	1265	NP_002652.2	P16885	1265
240	PLCL2	1127	XP_016861511.1	Q9UPR0	1127
241	POLR2L	67	NP_066951.1	P62875	67
242	POU2F2	723	XP_016882374.1	P09086	479
243	PRDM1	839	XP_011534364.1	O75626	825
244	PRDM2	1718	XP_016857744.1	Q13029	1718
245	PRKAA1	574	NP_996790.3	Q13131	559
246	PRKAA2	552	NP_006243.2	P54646	552
247	PRKAB1	270	NP_006244.2	Q9Y478	270
248	PRKACA	427	NP_001291278.1	P17612	351
249	PRKACB	398	NP_891993.1	P22694	351
250	PRKAR1A	381	NP_001356319.1	P10644	381
251	PRKAR2A	404	NP_001308911.1	P13861	404
252	PRKCA	672	NP_002728.2	P17252	672
253	PRKCB	673	NP_002729.2	P05771	671
254	PRKCD	695	NP_001341605.1	Q05655	676
255	PRKCH	683	NP_006246.2	P24723	683
256	PRKCI	596	NP_002731.4	P41743	596
257	PRKCQ	740	XP_005252553.1	Q04759	706
258	PRRT2	394	NP_001243371.1	Q7Z6L0	340
259	PTEN	576	NP_001291646.4	P60484	403
260	PTP4A2	167	NP_001356788.1	Q12974	167
261	PTP4A3	173	XP_024302825.1	O75365	173
262	PTPN1	435	NP_002818.1	P18031	435
263	PTPN11	597	NP_001317366.1	Q06124	593
264	PTPN2	438	XP_005258181.1	P17706	415
265	PTPN22	807	NP_057051.3	Q9Y2R2	807
266	PTPN3	934	XP_011517190.1	P26045	913
267	PTPN4	926	NP_002821.1	P29074	926
268	PTPN6	624	NP_536859.1	P29350	595
269	PTPRA	813	NP_001372231.1	P18433	802
270	PTPRC	1306	NP_002829.3	P08575	1306
271	RAC1	211	NP_061485.1	P63000	192
272	RAC2	192	NP_002863.1	P15153	192
273	RASA1	1047	NP_002881.1	P20936	1047
274	RASA2	872	XP_016862457.1	Q15283	850
275	RASA3	834	NP_031394.2	Q14644	834
276	RASAL3	1014	XP_011526487.1	Q86YV0	1011
277	RASGRP1	797	NP_005730.2	O95267	797
278	RASGRP2	898	XP_016872571.1	Q7LDG7	609
279	RC3H1	1134	NP_001287779.1	Q5TC82	1133
280	REL	619	NP_002899.1	Q04864	619
281	RELA	551	NP_068810.3	Q04206	551
282	RELB	579	NP_006500.2	Q01201	579
283	RHOA	193	NP_001655.1	P61586	193
284	RHOB	196	NP_004031.1	P62745	196
285	RHOG	191	XP_016873208.1	P84095	191
286	RHOH	191	XP_016863677.1	Q15669	191
287	RHOQ	205	NP_036381.2	P17081	205
288	RIPK1	671	NP_001341859.1	Q13546	671
289	RIPK3	518	NP_006862.2	Q9Y572	518
290	RNF20	975	NP_062538.5	Q5VTR2	975
291	RNF4	190	NP_001171938.1	P78317	190
292	RNF40	1001	NP_001273501.1	O75150	1001
293	RNF6	685	XP_024305158.1	Q9Y252	685
294	RPP21	162	NP_001186049.1	Q9H633	154
295	RPS6	249	NP_001001.2	P62753	249
296	RPS6KB1	525	NP_003152.1	P23443	525
297	RPTOR	1335	NP_065812.1	Q8N122	1335
298	RUNX1	480	NP_001745.2	Q01196	453
299	RUNX3	429	NP_001307601.1	Q13761	415
300	SAMHD1	626	NP_056289.2	Q9Y3Z3	626
301	SH2B1	756	NP_001374333.1	Q9NRF2	756
302	SH2B3	616	XP_011536021.1	Q9UQQ2	575
303	SH2D1A	128	NP_002342.1	O60880	128
304	SH2D3A	605	XP_005259524.1	Q9BRG2	576
305	SH3BP5	455	NP_004835.2	O60239	455
306	SH3KBP1	709	XP_011543800.1	Q96B97	665
307	SLA2	288	XP_016883587.1	Q9H6Q3	261
308	SLAMF1	357	NP_001317683.1	Q13291	335
309	SMAD2	467	XP_016881234.1	Q15796	467
310	SMAD3	425	NP_005893.1	P84022	425
311	SMAD4	552	NP_005350.1	Q13485	552
312	SMAD7	426	NP_005895.1	O15105	426
313	SMU1	513	NP_060695.2	Q2TAY7	513
314	SOCS1	211	NP_003736.1	O15524	211
315	SOCS3	225	NP_001365861.1	O14543	225
316	SOCS4	440	NP_543143.1	Q8WXH5	440
317	SOS1	1333	NP_005624.2	Q07889	1333
318	SOS2	1332	NP_008870.2	Q07890	1332
319	STAT1	762	NP_001371820.1	P42224	750
320	STAT2	859	XP_011536999.1	P52630	851
321	STAT3	802	XP_024306664.1	P40763	770
322	STAT4	748	NP_001230764.1	Q14765	748
323	STAT5A	794	NP_003143.2	P42229	794
324	STAT5B	787	XP_024306665.1	P51692	787
325	STAT6	865	XP_011537005.1	P42226	847
326	STIM1	791	NP_001264890.1	Q13586	685
327	STK17B	372	NP_004217.1	O94768	372
328	STK38	465	XP_006715051.1	Q15208	465
329	STK4	503	XP_005260587.1	Q13043	487
330	SUMO1	146	NP_001358323.1	P63165	101
331	SURF4	269	NP_149351.1	O15260	269
332	SYK	635	NP_003168.2	P43405	635
333	TAB2	693	XP_016866081.1	Q9NYJ8	693
334	TAP2	686	NP_001276972.1	Q03519	686
335	TBK1	729	XP_005268866.1	Q9UHD2	729
336	TBX21	535	NP_037483.1	Q9UL17	535
337	TCF12	718	XP_011520261.1	Q99081	682
338	TCF7	460	XP_006714741.1	P36402	384
339	TGFBR1	507	NP_001293139.1	P36897	503
340	TGFBR2	592	NP_001020018.1	P37173	567
341	TGIF2	237	NP_068581.1	Q9GZN2	237
342	THEMIS	680	NP_001158157.1	Q8N1K5	641
343	TIGIT	244	XP_024309156.1	Q495A1	244
344	TNFAIP1	391	XP_016880482.1	Q13829	316
345	TNFAIP3	790	XP_024302300.1	P21580	790
346	TNFRSF10A	468	NP_003835.3	O00220	468
347	TNFRSF10B	440	NP_003833.4	O14763	440
348	TNFRSF10D	386	NP_003831.2	Q9UBN6	386
349	TNFRSF13C	184	NP_443177.1	Q96RJ3	184
350	TNFRSF14	361	XP_016858207.1	Q92956	283
351	TNFRSF18	347	XP_016858211.1	Q9Y5U5	241
352	TNFRSF1A	455	NP_001056.1	P19438	455
353	TNFRSF1B	491	XP_016857700.1	P20333	461
354	TNFRSF25	426	NP_683866.1	Q93038	417
355	TNFRSF4	307	XP_011540376.1	P43489	277
356	TNFRSF8	595	NP_001234.3	P28908	595
357	TNFRSF9	255	NP_001552.2	Q07011	255
358	TNFSF10	281	NP_003801.1	P50591	281
359	TNFSF14	240	NP_001363816.1	O43557	240
360	TNFSF8	234	NP_001235.1	P32971	234
361	TOX	526	NP_055544.1	O94900	526
362	TRAF1	416	NP_001177874.1	Q13077	416
363	TRAF3	568	XP_016877106.1	Q13114	568
364	TRAF3IP2	574	NP_671733.2	O43734	574
365	TRAF3IP3	551	NP_079504.2	Q9Y228	551
366	TRAF4	477	XP_011523806.1	Q9BUZ4	470
367	TRAF5	631	XP_011508259.1	O00463	557
368	TRAF6	522	NP_665802.1	Q9Y4K3	522
369	TRAK2	914	NP_055864.2	O60296	914
370	TRAT1	186	NP_057472.2	Q6PIZ9	186
371	TRMT112	125	NP_001359000.1	Q9UI30	125
372	TSC22D3	200	XP_016884824.1	Q99576	134
373	TYK2	1257	NP_001372133.1	P29597	1187
374	UBA52	203	XP_016882687.1	P62987	128
375	UBL3	117	NP_009037.1	O95164	117
376	VAV1	845	NP_005419.2	P15498	845
377	VHL	213	NP_000542.1	P40337	213
378	VIM	466	XP_006717563.1	P08670	466
379	WAS	590	XP_016885275.1	P42768	502
380	ZAP70	742	XP_016860356.1	P43403	619
381	ZBTB8OS	191	NP_001353193.1	Q8IWT0	167
382	ZC3H12A	599	NP_001310479.1	Q5D1E8	599
383	ZC3H15	426	NP_060941.2	Q8WU90	426
384	ZFP36L1	407	NP_001231630.1	Q07352	338
385	ZFP36L2	494	NP_008818.3	P47974	494
386	POU2F2_2	723	XP_016882373.1	P09086	479
387	CDC42_2	191	NP_001782.1	P60953	191
388	DGKQ_2	942	XP_011511713.1	P52824	942
389	CRACD_2	1233	XP_016863962.1	Q6ZU35	1233