Boom5426 commited on
Commit
f496427
·
verified ·
1 Parent(s): 68e7d61

Upload folder using huggingface_hub

Browse files
.gitattributes CHANGED
@@ -57,3 +57,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
57
  # Video files - compressed
58
  *.mp4 filter=lfs diff=lfs merge=lfs -text
59
  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
57
  # Video files - compressed
58
  *.mp4 filter=lfs diff=lfs merge=lfs -text
59
  *.webm filter=lfs diff=lfs merge=lfs -text
60
+ data/LINCS2020_smiles.csv filter=lfs diff=lfs merge=lfs -text
data/LINCS2020_smiles.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e63bcb5a4663eb1f2b01713d16162914a457506b9fd06b69747284dddcc2fbe8
3
+ size 25990490
data/gene_978_to965.ipynb ADDED
@@ -0,0 +1,582 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "id": "8d20992a",
6
+ "metadata": {},
7
+ "source": [
8
+ "# 找到978中的965,去掉其他的基因,得到纯种 LINCS965"
9
+ ]
10
+ },
11
+ {
12
+ "cell_type": "code",
13
+ "execution_count": 2,
14
+ "id": "a03cc045",
15
+ "metadata": {},
16
+ "outputs": [
17
+ {
18
+ "data": {
19
+ "text/plain": [
20
+ "{'canonical_smiles': array(['BrC1C(Br)C(Br)C(Br)C(Br)C1Br', 'BrC1C(Br)C(Br)C(Br)C(Br)C1Br',\n",
21
+ " 'BrC1C(Br)C(Br)C(Br)C(Br)C1Br', ..., 'c1nc(cs1)-c1nc2ccccc2[nH]1',\n",
22
+ " 'c1nc(cs1)-c1nc2ccccc2[nH]1', 'c1nc(cs1)-c1nc2ccccc2[nH]1'],\n",
23
+ " dtype='<U454'),\n",
24
+ " 'cid': array(['A549', 'ASC', 'MCF7', ..., 'THP1', 'VCAP', 'YAPC'], dtype='<U8'),\n",
25
+ " 'sig': array(['A549_0', 'ASC_0', 'MCF7_0', ..., 'THP1_8315', 'VCAP_8315',\n",
26
+ " 'YAPC_8315'], dtype='<U13'),\n",
27
+ " 'x1': array([[ 9.533199 , 4.79235 , 9.7237 , ..., 11.9874 , 9.3001 ,\n",
28
+ " 8.39445 ],\n",
29
+ " [ 8.509138 , 4.8156996, 7.3642497, ..., 11.6545 , 10.211599 ,\n",
30
+ " 8.973351 ],\n",
31
+ " [ 9.043461 , 7.6456842, 7.459799 , ..., 6.712334 , 11.85135 ,\n",
32
+ " 6.3363895],\n",
33
+ " ...,\n",
34
+ " [ 8.86875 , 5.9342003, 8.8046 , ..., 7.338975 , 11.65115 ,\n",
35
+ " 8.347799 ],\n",
36
+ " [ 9.482506 , 5.9174104, 8.216723 , ..., 6.722115 , 10.991553 ,\n",
37
+ " 7.3406167],\n",
38
+ " [ 9.725147 , 7.049716 , 9.0830555, ..., 9.198456 , 11.310257 ,\n",
39
+ " 7.920928 ]], dtype=float32),\n",
40
+ " 'x2': array([[ 9.4455 , 6.92005 , 10.2842 , ..., 12.2337 , 9.618799 ,\n",
41
+ " 7.8896003],\n",
42
+ " [ 8.291338 , 5.3398876, 6.832475 , ..., 11.05195 , 11.712725 ,\n",
43
+ " 9.1215 ],\n",
44
+ " [ 9.176098 , 7.160512 , 7.151138 , ..., 6.86923 , 11.213164 ,\n",
45
+ " 6.2830935],\n",
46
+ " ...,\n",
47
+ " [ 8.7068 , 5.7699003, 8.881599 , ..., 7.468175 , 11.75805 ,\n",
48
+ " 8.6483 ],\n",
49
+ " [ 9.617616 , 5.709352 , 7.277331 , ..., 7.262997 , 10.814158 ,\n",
50
+ " 7.3617706],\n",
51
+ " [ 9.710126 , 6.609707 , 9.075139 , ..., 9.596974 , 10.573312 ,\n",
52
+ " 7.4035025]], dtype=float32)}"
53
+ ]
54
+ },
55
+ "execution_count": 2,
56
+ "metadata": {},
57
+ "output_type": "execute_result"
58
+ }
59
+ ],
60
+ "source": [
61
+ "import pickle, h5py\n",
62
+ "import numpy as np\n",
63
+ "import pandas as pd\n",
64
+ "\n",
65
+ "def load_from_HDF(fname):\n",
66
+ " \"\"\"Load data from a HDF5 file to a dictionary.\"\"\"\n",
67
+ " data = dict()\n",
68
+ " with h5py.File(fname, 'r') as f:\n",
69
+ " for key in f:\n",
70
+ " data[key] = np.asarray(f[key])\n",
71
+ " if isinstance(data[key][0], np.bytes_):\n",
72
+ " data[key] = data[key].astype(str)\n",
73
+ " return data\n",
74
+ "\n",
75
+ "LINCS_data_example = load_from_HDF('./processed_data.h5')\n",
76
+ "LINCS_data_example"
77
+ ]
78
+ },
79
+ {
80
+ "cell_type": "code",
81
+ "execution_count": 11,
82
+ "id": "ae1d3985",
83
+ "metadata": {},
84
+ "outputs": [
85
+ {
86
+ "data": {
87
+ "text/plain": [
88
+ "(78569, 978)"
89
+ ]
90
+ },
91
+ "execution_count": 11,
92
+ "metadata": {},
93
+ "output_type": "execute_result"
94
+ }
95
+ ],
96
+ "source": [
97
+ "LINCS_data_example['x1'].shape # Example shape of the data"
98
+ ]
99
+ },
100
+ {
101
+ "cell_type": "code",
102
+ "execution_count": 5,
103
+ "id": "5cc633d4",
104
+ "metadata": {},
105
+ "outputs": [
106
+ {
107
+ "data": {
108
+ "text/plain": [
109
+ "978"
110
+ ]
111
+ },
112
+ "execution_count": 5,
113
+ "metadata": {},
114
+ "output_type": "execute_result"
115
+ }
116
+ ],
117
+ "source": [
118
+ "LINCS = pd.read_csv('./landmark_geneinfo.csv')\n",
119
+ "gene_info_LINCS = LINCS['gene_symbol'].astype(str)\n",
120
+ "len(gene_info_LINCS)"
121
+ ]
122
+ },
123
+ {
124
+ "cell_type": "code",
125
+ "execution_count": 6,
126
+ "id": "a41c6d65",
127
+ "metadata": {},
128
+ "outputs": [
129
+ {
130
+ "data": {
131
+ "text/plain": [
132
+ "0 GNPDA1\n",
133
+ "1 CDH3\n",
134
+ "2 HDAC6\n",
135
+ "3 PARP2\n",
136
+ "4 MAMLD1\n",
137
+ " ... \n",
138
+ "973 CDC25B\n",
139
+ "974 OXSR1\n",
140
+ "975 MVP\n",
141
+ "976 CDC42\n",
142
+ "977 DMTF1\n",
143
+ "Name: gene_symbol, Length: 978, dtype: object"
144
+ ]
145
+ },
146
+ "execution_count": 6,
147
+ "metadata": {},
148
+ "output_type": "execute_result"
149
+ }
150
+ ],
151
+ "source": [
152
+ "gene_info_LINCS"
153
+ ]
154
+ },
155
+ {
156
+ "cell_type": "code",
157
+ "execution_count": 8,
158
+ "id": "0166c778",
159
+ "metadata": {},
160
+ "outputs": [
161
+ {
162
+ "name": "stdout",
163
+ "output_type": "stream",
164
+ "text": [
165
+ "19034\n"
166
+ ]
167
+ },
168
+ {
169
+ "data": {
170
+ "text/plain": [
171
+ "0 SLC25A37\n",
172
+ "1 CRYGC\n",
173
+ "2 CCDC198\n",
174
+ "3 TBC1D10A\n",
175
+ "4 SARM1\n",
176
+ " ... \n",
177
+ "19029 INMT\n",
178
+ "19030 RAD51AP1\n",
179
+ "19031 ACSF3\n",
180
+ "19032 ZNF334\n",
181
+ "19033 GOLGA8H\n",
182
+ "Name: gene_symbol, Length: 19034, dtype: object"
183
+ ]
184
+ },
185
+ "execution_count": 8,
186
+ "metadata": {},
187
+ "output_type": "execute_result"
188
+ }
189
+ ],
190
+ "source": [
191
+ "gene_info_Tahoe = pd.read_csv('./tahoe_gene_names.csv')['gene_symbol'].astype(str)\n",
192
+ "print(len(gene_info_Tahoe))\n",
193
+ "gene_info_Tahoe"
194
+ ]
195
+ },
196
+ {
197
+ "cell_type": "code",
198
+ "execution_count": 9,
199
+ "id": "981be0b2",
200
+ "metadata": {},
201
+ "outputs": [
202
+ {
203
+ "name": "stdout",
204
+ "output_type": "stream",
205
+ "text": [
206
+ "Number of common genes: 965\n"
207
+ ]
208
+ }
209
+ ],
210
+ "source": [
211
+ "# 找到gene_info_LINCS和gene_info_Tahoe的交集\n",
212
+ "intersection_genes = set(gene_info_LINCS).intersection(set(gene_info_Tahoe))\n",
213
+ "print(f\"Number of common genes: {len(intersection_genes)}\")"
214
+ ]
215
+ },
216
+ {
217
+ "cell_type": "code",
218
+ "execution_count": 13,
219
+ "id": "68001a70",
220
+ "metadata": {},
221
+ "outputs": [],
222
+ "source": [
223
+ "# 找到gene_info_LINCS中的intersection_genes的ID,去掉其他的基因,得到纯种 LINCS965\n",
224
+ "\n",
225
+ "def get_pure_lincs965(gene_info_LINCS, intersection_genes):\n",
226
+ " \"\"\"\n",
227
+ " 从gene_info_LINCS中筛选出属于intersection_genes的基因,得到纯种LINCS965\n",
228
+ " \n",
229
+ " 参数:\n",
230
+ " gene_info_LINCS: pandas Series,包含LINCS基因信息,索引为ID,值为基因符号\n",
231
+ " intersection_genes: 可迭代对象,包含需要保留的基因符号集合\n",
232
+ " \n",
233
+ " 返回:\n",
234
+ " pandas Series: 筛选后的纯种LINCS965基因集\n",
235
+ " \"\"\"\n",
236
+ " # 将intersection_genes转换为集合以提高查找效率\n",
237
+ " intersection_set = set(intersection_genes)\n",
238
+ " \n",
239
+ " # 筛选出属于intersection_genes的基因\n",
240
+ " pure_lincs965 = gene_info_LINCS[gene_info_LINCS.isin(intersection_set)]\n",
241
+ " \n",
242
+ " return pure_lincs965\n",
243
+ "\n",
244
+ "pure_lincs965 = get_pure_lincs965(gene_info_LINCS, intersection_genes)"
245
+ ]
246
+ },
247
+ {
248
+ "cell_type": "code",
249
+ "execution_count": 15,
250
+ "id": "b66f29a0",
251
+ "metadata": {},
252
+ "outputs": [
253
+ {
254
+ "name": "stdout",
255
+ "output_type": "stream",
256
+ "text": [
257
+ "965\n"
258
+ ]
259
+ },
260
+ {
261
+ "data": {
262
+ "text/plain": [
263
+ "0 GNPDA1\n",
264
+ "1 CDH3\n",
265
+ "2 HDAC6\n",
266
+ "3 PARP2\n",
267
+ "4 MAMLD1\n",
268
+ " ... \n",
269
+ "973 CDC25B\n",
270
+ "974 OXSR1\n",
271
+ "975 MVP\n",
272
+ "976 CDC42\n",
273
+ "977 DMTF1\n",
274
+ "Name: gene_symbol, Length: 965, dtype: object"
275
+ ]
276
+ },
277
+ "execution_count": 15,
278
+ "metadata": {},
279
+ "output_type": "execute_result"
280
+ }
281
+ ],
282
+ "source": [
283
+ "print(len(pure_lincs965))\n",
284
+ "pure_lincs965"
285
+ ]
286
+ },
287
+ {
288
+ "cell_type": "code",
289
+ "execution_count": null,
290
+ "id": "f9d67f9c",
291
+ "metadata": {},
292
+ "outputs": [],
293
+ "source": [
294
+ "# save the pure LINCS965 data to a csv file\n",
295
+ "# pure_lincs965.to_csv('./lincs978_to965.csv', index=False)"
296
+ ]
297
+ },
298
+ {
299
+ "cell_type": "code",
300
+ "execution_count": 19,
301
+ "id": "9b8ccab9",
302
+ "metadata": {},
303
+ "outputs": [
304
+ {
305
+ "data": {
306
+ "text/plain": [
307
+ "{'canonical_smiles': array(['BrC1C(Br)C(Br)C(Br)C(Br)C1Br', 'BrC1C(Br)C(Br)C(Br)C(Br)C1Br',\n",
308
+ " 'BrC1C(Br)C(Br)C(Br)C(Br)C1Br', ..., 'c1nc(cs1)-c1nc2ccccc2[nH]1',\n",
309
+ " 'c1nc(cs1)-c1nc2ccccc2[nH]1', 'c1nc(cs1)-c1nc2ccccc2[nH]1'],\n",
310
+ " dtype='<U454'),\n",
311
+ " 'cid': array(['A549', 'ASC', 'MCF7', ..., 'THP1', 'VCAP', 'YAPC'], dtype='<U8'),\n",
312
+ " 'sig': array(['A549_0', 'ASC_0', 'MCF7_0', ..., 'THP1_8315', 'VCAP_8315',\n",
313
+ " 'YAPC_8315'], dtype='<U13'),\n",
314
+ " 'x1': array([[ 9.533199 , 4.79235 , 9.7237 , ..., 11.9874 , 9.3001 ,\n",
315
+ " 8.39445 ],\n",
316
+ " [ 8.509138 , 4.8156996, 7.3642497, ..., 11.6545 , 10.211599 ,\n",
317
+ " 8.973351 ],\n",
318
+ " [ 9.043461 , 7.6456842, 7.459799 , ..., 6.712334 , 11.85135 ,\n",
319
+ " 6.3363895],\n",
320
+ " ...,\n",
321
+ " [ 8.86875 , 5.9342003, 8.8046 , ..., 7.338975 , 11.65115 ,\n",
322
+ " 8.347799 ],\n",
323
+ " [ 9.482506 , 5.9174104, 8.216723 , ..., 6.722115 , 10.991553 ,\n",
324
+ " 7.3406167],\n",
325
+ " [ 9.725147 , 7.049716 , 9.0830555, ..., 9.198456 , 11.310257 ,\n",
326
+ " 7.920928 ]], dtype=float32),\n",
327
+ " 'x2': array([[ 9.4455 , 6.92005 , 10.2842 , ..., 12.2337 , 9.618799 ,\n",
328
+ " 7.8896003],\n",
329
+ " [ 8.291338 , 5.3398876, 6.832475 , ..., 11.05195 , 11.712725 ,\n",
330
+ " 9.1215 ],\n",
331
+ " [ 9.176098 , 7.160512 , 7.151138 , ..., 6.86923 , 11.213164 ,\n",
332
+ " 6.2830935],\n",
333
+ " ...,\n",
334
+ " [ 8.7068 , 5.7699003, 8.881599 , ..., 7.468175 , 11.75805 ,\n",
335
+ " 8.6483 ],\n",
336
+ " [ 9.617616 , 5.709352 , 7.277331 , ..., 7.262997 , 10.814158 ,\n",
337
+ " 7.3617706],\n",
338
+ " [ 9.710126 , 6.609707 , 9.075139 , ..., 9.596974 , 10.573312 ,\n",
339
+ " 7.4035025]], dtype=float32)}"
340
+ ]
341
+ },
342
+ "execution_count": 19,
343
+ "metadata": {},
344
+ "output_type": "execute_result"
345
+ }
346
+ ],
347
+ "source": [
348
+ "LINCS_data_example"
349
+ ]
350
+ },
351
+ {
352
+ "cell_type": "code",
353
+ "execution_count": 22,
354
+ "id": "4ea59ef7",
355
+ "metadata": {},
356
+ "outputs": [
357
+ {
358
+ "name": "stdout",
359
+ "output_type": "stream",
360
+ "text": [
361
+ "Indices to keep: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 301, 302, 303, 304, 305, 306, 307, 308, 309, 310, 311, 312, 313, 314, 315, 316, 317, 318, 319, 320, 321, 322, 323, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362, 363, 364, 365, 366, 367, 368, 369, 370, 371, 372, 373, 374, 375, 376, 377, 378, 379, 380, 381, 382, 383, 384, 385, 386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 400, 401, 402, 403, 404, 405, 406, 407, 408, 409, 410, 411, 412, 413, 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439, 440, 441, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452, 453, 454, 455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465, 466, 467, 468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 480, 481, 482, 483, 484, 485, 486, 487, 488, 489, 490, 491, 492, 493, 494, 495, 496, 497, 498, 499, 500, 501, 502, 503, 504, 505, 506, 507, 508, 509, 510, 511, 512, 513, 514, 515, 516, 517, 518, 519, 520, 521, 522, 523, 524, 525, 526, 527, 528, 529, 530, 531, 532, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559, 560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 570, 571, 572, 573, 574, 575, 576, 577, 578, 579, 580, 581, 582, 583, 584, 585, 586, 587, 588, 589, 590, 591, 592, 593, 594, 595, 596, 597, 598, 599, 600, 601, 602, 603, 604, 605, 606, 607, 608, 609, 610, 611, 612, 613, 614, 615, 616, 617, 618, 619, 620, 621, 622, 623, 624, 625, 626, 627, 628, 629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 640, 641, 642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652, 653, 654, 655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665, 666, 667, 668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678, 679, 680, 681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693, 694, 695, 696, 698, 699, 700, 701, 702, 703, 704, 705, 706, 707, 708, 709, 710, 711, 712, 713, 714, 715, 716, 717, 718, 719, 720, 721, 722, 723, 724, 725, 726, 727, 728, 729, 730, 731, 732, 733, 734, 735, 736, 737, 738, 739, 740, 741, 742, 743, 744, 745, 746, 747, 748, 749, 750, 751, 752, 753, 754, 755, 756, 757, 758, 759, 760, 761, 763, 764, 765, 766, 767, 768, 769, 770, 772, 773, 774, 775, 776, 777, 778, 779, 780, 781, 782, 783, 784, 785, 786, 787, 788, 789, 790, 791, 792, 793, 794, 795, 796, 797, 799, 800, 801, 802, 803, 804, 805, 806, 808, 809, 810, 811, 812, 813, 814, 815, 816, 817, 818, 819, 820, 821, 822, 823, 824, 825, 826, 828, 829, 830, 831, 832, 833, 834, 835, 836, 837, 838, 839, 840, 841, 842, 843, 844, 845, 846, 848, 849, 850, 851, 852, 853, 854, 855, 856, 857, 858, 859, 860, 861, 862, 863, 864, 865, 866, 867, 868, 869, 870, 871, 872, 873, 874, 875, 876, 877, 878, 879, 880, 881, 882, 883, 884, 885, 886, 887, 888, 889, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899, 900, 901, 902, 903, 904, 905, 906, 907, 908, 909, 910, 911, 912, 913, 914, 915, 916, 917, 919, 920, 921, 922, 923, 924, 925, 926, 927, 928, 929, 930, 931, 932, 933, 934, 935, 936, 937, 938, 939, 940, 941, 942, 943, 945, 947, 948, 949, 950, 951, 952, 953, 954, 955, 956, 957, 958, 959, 960, 961, 962, 963, 964, 965, 966, 967, 968, 969, 970, 971, 972, 973, 974, 975, 976, 977]\n"
362
+ ]
363
+ },
364
+ {
365
+ "data": {
366
+ "text/plain": [
367
+ "{'canonical_smiles': array(['BrC1C(Br)C(Br)C(Br)C(Br)C1Br', 'BrC1C(Br)C(Br)C(Br)C(Br)C1Br',\n",
368
+ " 'BrC1C(Br)C(Br)C(Br)C(Br)C1Br', ..., 'c1nc(cs1)-c1nc2ccccc2[nH]1',\n",
369
+ " 'c1nc(cs1)-c1nc2ccccc2[nH]1', 'c1nc(cs1)-c1nc2ccccc2[nH]1'],\n",
370
+ " dtype='<U454'),\n",
371
+ " 'cid': array(['A549', 'ASC', 'MCF7', ..., 'THP1', 'VCAP', 'YAPC'], dtype='<U8'),\n",
372
+ " 'sig': array(['A549_0', 'ASC_0', 'MCF7_0', ..., 'THP1_8315', 'VCAP_8315',\n",
373
+ " 'YAPC_8315'], dtype='<U13'),\n",
374
+ " 'x1': array([[ 9.533199 , 4.79235 , 9.7237 , ..., 11.9874 , 9.3001 ,\n",
375
+ " 8.39445 ],\n",
376
+ " [ 8.509138 , 4.8156996, 7.3642497, ..., 11.6545 , 10.211599 ,\n",
377
+ " 8.973351 ],\n",
378
+ " [ 9.043461 , 7.6456842, 7.459799 , ..., 6.712334 , 11.85135 ,\n",
379
+ " 6.3363895],\n",
380
+ " ...,\n",
381
+ " [ 8.86875 , 5.9342003, 8.8046 , ..., 7.338975 , 11.65115 ,\n",
382
+ " 8.347799 ],\n",
383
+ " [ 9.482506 , 5.9174104, 8.216723 , ..., 6.722115 , 10.991553 ,\n",
384
+ " 7.3406167],\n",
385
+ " [ 9.725147 , 7.049716 , 9.0830555, ..., 9.198456 , 11.310257 ,\n",
386
+ " 7.920928 ]], dtype=float32),\n",
387
+ " 'x2': array([[ 9.4455 , 6.92005 , 10.2842 , ..., 12.2337 , 9.618799 ,\n",
388
+ " 7.8896003],\n",
389
+ " [ 8.291338 , 5.3398876, 6.832475 , ..., 11.05195 , 11.712725 ,\n",
390
+ " 9.1215 ],\n",
391
+ " [ 9.176098 , 7.160512 , 7.151138 , ..., 6.86923 , 11.213164 ,\n",
392
+ " 6.2830935],\n",
393
+ " ...,\n",
394
+ " [ 8.7068 , 5.7699003, 8.881599 , ..., 7.468175 , 11.75805 ,\n",
395
+ " 8.6483 ],\n",
396
+ " [ 9.617616 , 5.709352 , 7.277331 , ..., 7.262997 , 10.814158 ,\n",
397
+ " 7.3617706],\n",
398
+ " [ 9.710126 , 6.609707 , 9.075139 , ..., 9.596974 , 10.573312 ,\n",
399
+ " 7.4035025]], dtype=float32)}"
400
+ ]
401
+ },
402
+ "execution_count": 22,
403
+ "metadata": {},
404
+ "output_type": "execute_result"
405
+ }
406
+ ],
407
+ "source": [
408
+ "# 根据纯种LINCS965的基因信息,在LINCS_data_example中的x1和x2中筛选出对应的基因数据,都是978维度的,减去对应位置不存在的基因数据\n",
409
+ "# 'x1': array([[ 9.533199 , 4.79235 , 9.7237 , ..., 11.9874 , 9.3001 , 8.39445 ],\n",
410
+ "def filter_lincs_dictionary(lincs_data, pure_lincs965):\n",
411
+ " \"\"\"\n",
412
+ " 筛选LINCS数据字典中的x1和x2,仅保留pure_lincs965对应的基因位置数据\n",
413
+ " \n",
414
+ " 参数:\n",
415
+ " lincs_data: 包含LINCS数据的字典,至少包含'x1'和'x2'键\n",
416
+ " pure_lincs965: pandas Series,纯种LINCS965基因集,包含需要保留的基因索引\n",
417
+ " \n",
418
+ " 返回:\n",
419
+ " 字典: 处理后的LINCS数据,x1和x2已筛选,其他键值对保持不变\n",
420
+ " \"\"\"\n",
421
+ " # 获取需要保留的基因索引并排序\n",
422
+ " keep_indices = sorted(pure_lincs965.index.tolist())\n",
423
+ " # print(f\"Indices to keep: {keep_indices}\")\n",
424
+ " \n",
425
+ " # 创建一个新字典,复制不需要修改的键值对\n",
426
+ " filtered_data = {\n",
427
+ " key: value for key, value in lincs_data.items() \n",
428
+ " if key not in ['x1', 'x2']\n",
429
+ " }\n",
430
+ " \n",
431
+ " # 筛选x1和x2数据\n",
432
+ " filtered_data['x1'] = lincs_data['x1'][:, keep_indices]\n",
433
+ " filtered_data['x2'] = lincs_data['x2'][:, keep_indices]\n",
434
+ " \n",
435
+ " return filtered_data\n",
436
+ "\n",
437
+ "filtered_lincs_data = filter_lincs_dictionary(LINCS_data_example, pure_lincs965)\n",
438
+ "# 现在filtered_lincs_data中只包含纯种LINCS965的基因数据\n",
439
+ "# 你可以根据需要进一步处理filtered_lincs_data,例如保存到文件或进行分析\n",
440
+ "filtered_lincs_data\n"
441
+ ]
442
+ },
443
+ {
444
+ "cell_type": "code",
445
+ "execution_count": 23,
446
+ "id": "9f4238d1",
447
+ "metadata": {},
448
+ "outputs": [
449
+ {
450
+ "data": {
451
+ "text/plain": [
452
+ "(78569, 965)"
453
+ ]
454
+ },
455
+ "execution_count": 23,
456
+ "metadata": {},
457
+ "output_type": "execute_result"
458
+ }
459
+ ],
460
+ "source": [
461
+ "filtered_lincs_data['x1'].shape # 查看筛选后的x1数据形状"
462
+ ]
463
+ },
464
+ {
465
+ "cell_type": "code",
466
+ "execution_count": 28,
467
+ "id": "db14e8d8",
468
+ "metadata": {},
469
+ "outputs": [],
470
+ "source": [
471
+ "# save filtered_lincs_data.h5\n",
472
+ "\n",
473
+ "smiles_data = filtered_lincs_data['canonical_smiles'].astype('|S') # 转换为字节字符串\n",
474
+ "\n",
475
+ "with h5py.File('lincs_data965.h5', 'w') as f:\n",
476
+ " f.create_dataset('canonical_smiles', data=smiles_data)\n",
477
+ " # 保存 control 数据,转换为 float32\n",
478
+ " # f.create_dataset('cid', data=filtered_lincs_data['cid'])\n",
479
+ " # # 保存 target 数据,转换为 float32\n",
480
+ " # f.create_dataset('sig', data=filtered_lincs_data['sig'])\n",
481
+ " # 保存 target 数据,转换为 float32\n",
482
+ " f.create_dataset('control', data=filtered_lincs_data['x1'].astype(np.float32))\n",
483
+ " # 保存 target 数据,转换为 float32\n",
484
+ " f.create_dataset('target', data=filtered_lincs_data['x2'].astype(np.float32))"
485
+ ]
486
+ },
487
+ {
488
+ "cell_type": "code",
489
+ "execution_count": 31,
490
+ "id": "74a24715",
491
+ "metadata": {},
492
+ "outputs": [
493
+ {
494
+ "data": {
495
+ "text/plain": [
496
+ "(78569, 965)"
497
+ ]
498
+ },
499
+ "execution_count": 31,
500
+ "metadata": {},
501
+ "output_type": "execute_result"
502
+ }
503
+ ],
504
+ "source": [
505
+ "# load filtered_lincs_data\n",
506
+ "filtered_lincs_data_loaded = load_from_HDF('./lincs_data965.h5')\n",
507
+ "filtered_lincs_data_loaded['control'].shape # 查看加载后的x1数据形"
508
+ ]
509
+ },
510
+ {
511
+ "cell_type": "code",
512
+ "execution_count": 32,
513
+ "id": "a2b8c37e",
514
+ "metadata": {},
515
+ "outputs": [
516
+ {
517
+ "data": {
518
+ "text/plain": [
519
+ "{'canonical_smiles': array(['BrC1C(Br)C(Br)C(Br)C(Br)C1Br', 'BrC1C(Br)C(Br)C(Br)C(Br)C1Br',\n",
520
+ " 'BrC1C(Br)C(Br)C(Br)C(Br)C1Br', ..., 'c1nc(cs1)-c1nc2ccccc2[nH]1',\n",
521
+ " 'c1nc(cs1)-c1nc2ccccc2[nH]1', 'c1nc(cs1)-c1nc2ccccc2[nH]1'],\n",
522
+ " dtype='<U454'),\n",
523
+ " 'control': array([[ 9.533199 , 4.79235 , 9.7237 , ..., 11.9874 , 9.3001 ,\n",
524
+ " 8.39445 ],\n",
525
+ " [ 8.509138 , 4.8156996, 7.3642497, ..., 11.6545 , 10.211599 ,\n",
526
+ " 8.973351 ],\n",
527
+ " [ 9.043461 , 7.6456842, 7.459799 , ..., 6.712334 , 11.85135 ,\n",
528
+ " 6.3363895],\n",
529
+ " ...,\n",
530
+ " [ 8.86875 , 5.9342003, 8.8046 , ..., 7.338975 , 11.65115 ,\n",
531
+ " 8.347799 ],\n",
532
+ " [ 9.482506 , 5.9174104, 8.216723 , ..., 6.722115 , 10.991553 ,\n",
533
+ " 7.3406167],\n",
534
+ " [ 9.725147 , 7.049716 , 9.0830555, ..., 9.198456 , 11.310257 ,\n",
535
+ " 7.920928 ]], dtype=float32),\n",
536
+ " 'target': array([[ 9.4455 , 6.92005 , 10.2842 , ..., 12.2337 , 9.618799 ,\n",
537
+ " 7.8896003],\n",
538
+ " [ 8.291338 , 5.3398876, 6.832475 , ..., 11.05195 , 11.712725 ,\n",
539
+ " 9.1215 ],\n",
540
+ " [ 9.176098 , 7.160512 , 7.151138 , ..., 6.86923 , 11.213164 ,\n",
541
+ " 6.2830935],\n",
542
+ " ...,\n",
543
+ " [ 8.7068 , 5.7699003, 8.881599 , ..., 7.468175 , 11.75805 ,\n",
544
+ " 8.6483 ],\n",
545
+ " [ 9.617616 , 5.709352 , 7.277331 , ..., 7.262997 , 10.814158 ,\n",
546
+ " 7.3617706],\n",
547
+ " [ 9.710126 , 6.609707 , 9.075139 , ..., 9.596974 , 10.573312 ,\n",
548
+ " 7.4035025]], dtype=float32)}"
549
+ ]
550
+ },
551
+ "execution_count": 32,
552
+ "metadata": {},
553
+ "output_type": "execute_result"
554
+ }
555
+ ],
556
+ "source": [
557
+ "filtered_lincs_data_loaded"
558
+ ]
559
+ }
560
+ ],
561
+ "metadata": {
562
+ "kernelspec": {
563
+ "display_name": "boom",
564
+ "language": "python",
565
+ "name": "python3"
566
+ },
567
+ "language_info": {
568
+ "codemirror_mode": {
569
+ "name": "ipython",
570
+ "version": 3
571
+ },
572
+ "file_extension": ".py",
573
+ "mimetype": "text/x-python",
574
+ "name": "python",
575
+ "nbconvert_exporter": "python",
576
+ "pygments_lexer": "ipython3",
577
+ "version": "3.11.10"
578
+ }
579
+ },
580
+ "nbformat": 4,
581
+ "nbformat_minor": 5
582
+ }
data/geneinfo_processed.csv ADDED
The diff for this file is too large to render. See raw diff
 
data/idx2smi.pickle ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e06cea03117fb3803a521e6a75d82cf8f992892282f7b2323070d9a4f8a0497b
3
+ size 2456970
data/landmark_geneinfo.csv ADDED
@@ -0,0 +1,979 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ gene_id,gene_symbol,ensembl_id,gene_title,gene_type,src,feature_space
2
+ 10007,GNPDA1,ENSG00000113552,glucosamine-6-phosphate deaminase 1,protein-coding,NCBI,landmark
3
+ 1001,CDH3,ENSG00000062038,cadherin 3,protein-coding,NCBI,landmark
4
+ 10013,HDAC6,ENSG00000094631,histone deacetylase 6,protein-coding,NCBI,landmark
5
+ 10038,PARP2,ENSG00000129484,poly(ADP-ribose) polymerase 2,protein-coding,NCBI,landmark
6
+ 10046,MAMLD1,ENSG00000013619,mastermind like domain containing 1,protein-coding,NCBI,landmark
7
+ 10049,DNAJB6,ENSG00000105993,DnaJ heat shock protein family (Hsp40) member B6,protein-coding,NCBI,landmark
8
+ 10051,SMC4,ENSG00000113810,structural maintenance of chromosomes 4,protein-coding,NCBI,landmark
9
+ 10057,ABCC5,ENSG00000114770,ATP binding cassette subfamily C member 5,protein-coding,NCBI,landmark
10
+ 10058,ABCB6,ENSG00000115657,ATP binding cassette subfamily B member 6 (Langereis blood group),protein-coding,NCBI,landmark
11
+ 10059,DNM1L,ENSG00000087470,dynamin 1 like,protein-coding,NCBI,landmark
12
+ 10099,TSPAN3,ENSG00000140391,tetraspanin 3,protein-coding,NCBI,landmark
13
+ 10112,KIF20A,ENSG00000112984,kinesin family member 20A,protein-coding,NCBI,landmark
14
+ 10123,ARL4C,ENSG00000188042,ADP ribosylation factor like GTPase 4C,protein-coding,NCBI,landmark
15
+ 10131,TRAP1,ENSG00000126602,TNF receptor associated protein 1,protein-coding,NCBI,landmark
16
+ 10146,G3BP1,ENSG00000145907,G3BP stress granule assembly factor 1,protein-coding,NCBI,landmark
17
+ 10150,MBNL2,ENSG00000139793,muscleblind like splicing regulator 2,protein-coding,NCBI,landmark
18
+ 10153,CEBPZ,ENSG00000115816,CCAAT enhancer binding protein zeta,protein-coding,NCBI,landmark
19
+ 10165,SLC25A13,ENSG00000004864,solute carrier family 25 member 13,protein-coding,NCBI,landmark
20
+ 1017,CDK2,ENSG00000123374,cyclin dependent kinase 2,protein-coding,NCBI,landmark
21
+ 10174,SORBS3,ENSG00000120896,sorbin and SH3 domain containing 3,protein-coding,NCBI,landmark
22
+ 10180,RBM6,ENSG00000004534,RNA binding motif protein 6,protein-coding,NCBI,landmark
23
+ 1019,CDK4,ENSG00000135446,cyclin dependent kinase 4,protein-coding,NCBI,landmark
24
+ 10190,TXNDC9,ENSG00000115514,thioredoxin domain containing 9,protein-coding,NCBI,landmark
25
+ 102,ADAM10,ENSG00000137845,ADAM metallopeptidase domain 10,protein-coding,NCBI,landmark
26
+ 10206,TRIM13,ENSG00000204977,tripartite motif containing 13,protein-coding,NCBI,landmark
27
+ 1021,CDK6,ENSG00000105810,cyclin dependent kinase 6,protein-coding,NCBI,landmark
28
+ 1022,CDK7,ENSG00000134058,cyclin dependent kinase 7,protein-coding,NCBI,landmark
29
+ 10221,TRIB1,ENSG00000173334,tribbles pseudokinase 1,protein-coding,NCBI,landmark
30
+ 10227,MFSD10,ENSG00000109736,major facilitator superfamily domain containing 10,protein-coding,NCBI,landmark
31
+ 10237,SLC35B1,ENSG00000121073,solute carrier family 35 member B1,protein-coding,NCBI,landmark
32
+ 10245,TIMM17B,ENSG00000126768,translocase of inner mitochondrial membrane 17B,protein-coding,NCBI,landmark
33
+ 1026,CDKN1A,ENSG00000124762,cyclin dependent kinase inhibitor 1A,protein-coding,NCBI,landmark
34
+ 1027,CDKN1B,ENSG00000111276,cyclin dependent kinase inhibitor 1B,protein-coding,NCBI,landmark
35
+ 10270,AKAP8,ENSG00000105127,A-kinase anchoring protein 8,protein-coding,NCBI,landmark
36
+ 10273,STUB1,ENSG00000103266,STIP1 homology and U-box containing protein 1,protein-coding,NCBI,landmark
37
+ 10276,NET1,ENSG00000173848,neuroepithelial cell transforming 1,protein-coding,NCBI,landmark
38
+ 10285,SMNDC1,ENSG00000119953,survival motor neuron domain containing 1,protein-coding,NCBI,landmark
39
+ 1029,CDKN2A,ENSG00000147889,cyclin dependent kinase inhibitor 2A,protein-coding,NCBI,landmark
40
+ 10298,PAK4,ENSG00000130669,p21 (RAC1) activated kinase 4,protein-coding,NCBI,landmark
41
+ 10318,TNIP1,ENSG00000145901,TNFAIP3 interacting protein 1,protein-coding,NCBI,landmark
42
+ 10320,IKZF1,ENSG00000185811,IKAROS family zinc finger 1,protein-coding,NCBI,landmark
43
+ 10329,RXYLT1,ENSG00000118600,ribitol xylosyltransferase 1,protein-coding,NCBI,landmark
44
+ 10362,HMG20B,ENSG00000064961,high mobility group 20B,protein-coding,NCBI,landmark
45
+ 10398,MYL9,ENSG00000101335,myosin light chain 9,protein-coding,NCBI,landmark
46
+ 10434,LYPLA1,ENSG00000120992,lysophospholipase 1,protein-coding,NCBI,landmark
47
+ 10450,PPIE,ENSG00000084072,peptidylprolyl isomerase E,protein-coding,NCBI,landmark
48
+ 10451,VAV3,ENSG00000134215,vav guanine nucleotide exchange factor 3,protein-coding,NCBI,landmark
49
+ 10489,LRRC41,ENSG00000132128,leucine rich repeat containing 41,protein-coding,NCBI,landmark
50
+ 10491,CRTAP,ENSG00000170275,cartilage associated protein,protein-coding,NCBI,landmark
51
+ 10493,VAT1,ENSG00000108828,vesicle amine transport 1,protein-coding,NCBI,landmark
52
+ 10494,STK25,ENSG00000115694,serine/threonine kinase 25,protein-coding,NCBI,landmark
53
+ 1050,CEBPA,ENSG00000245848,CCAAT enhancer binding protein alpha,protein-coding,NCBI,landmark
54
+ 10513,APPBP2,ENSG00000062725,amyloid beta precursor protein binding protein 2,protein-coding,NCBI,landmark
55
+ 1052,CEBPD,ENSG00000221869,CCAAT enhancer binding protein delta,protein-coding,NCBI,landmark
56
+ 10523,CHERP,ENSG00000085872,calcium homeostasis endoplasmic reticulum protein,protein-coding,NCBI,landmark
57
+ 10525,HYOU1,ENSG00000149428,hypoxia up-regulated 1,protein-coding,NCBI,landmark
58
+ 10557,RPP38,ENSG00000152464,ribonuclease P/MRP subunit p38,protein-coding,NCBI,landmark
59
+ 10559,SLC35A1,ENSG00000164414,solute carrier family 35 member A1,protein-coding,NCBI,landmark
60
+ 10589,DRAP1,ENSG00000175550,DR1 associated protein 1,protein-coding,NCBI,landmark
61
+ 10606,PAICS,ENSG00000128050,phosphoribosylaminoimidazole carboxylase and phosphoribosylaminoimidazolesuccinocarboxamide synthase,protein-coding,NCBI,landmark
62
+ 10610,ST6GALNAC2,ENSG00000070731,"ST6 N-acetylgalactosaminide alpha-2,6-sialyltransferase 2",protein-coding,NCBI,landmark
63
+ 10617,STAMBP,ENSG00000124356,STAM binding protein,protein-coding,NCBI,landmark
64
+ 1062,CENPE,ENSG00000138778,centromere protein E,protein-coding,NCBI,landmark
65
+ 10641,NPRL2,ENSG00000114388,"NPR2 like, GATOR1 complex subunit",protein-coding,NCBI,landmark
66
+ 10644,IGF2BP2,ENSG00000073792,insulin like growth factor 2 mRNA binding protein 2,protein-coding,NCBI,landmark
67
+ 10652,YKT6,ENSG00000106636,YKT6 v-SNARE homolog,protein-coding,NCBI,landmark
68
+ 10668,CGRRF1,ENSG00000100532,cell growth regulator with ring finger domain 1,protein-coding,NCBI,landmark
69
+ 10670,RRAGA,ENSG00000155876,Ras related GTP binding A,protein-coding,NCBI,landmark
70
+ 10681,GNB5,ENSG00000069966,G protein subunit beta 5,protein-coding,NCBI,landmark
71
+ 10682,EBP,ENSG00000147155,EBP cholestenol delta-isomerase,protein-coding,NCBI,landmark
72
+ 10695,CNPY3,ENSG00000137161,canopy FGF signaling regulator 3,protein-coding,NCBI,landmark
73
+ 1070,CETN3,ENSG00000153140,centrin 3,protein-coding,NCBI,landmark
74
+ 10730,YME1L1,ENSG00000136758,YME1 like 1 ATPase,protein-coding,NCBI,landmark
75
+ 10732,TCFL5,ENSG00000101190,transcription factor like 5,protein-coding,NCBI,landmark
76
+ 10765,KDM5B,ENSG00000117139,lysine demethylase 5B,protein-coding,NCBI,landmark
77
+ 10775,POP4,ENSG00000105171,"POP4 homolog, ribonuclease P/MRP subunit",protein-coding,NCBI,landmark
78
+ 10776,ARPP19,ENSG00000128989,cAMP regulated phosphoprotein 19,protein-coding,NCBI,landmark
79
+ 10782,ZNF274,ENSG00000171606,zinc finger protein 274,protein-coding,NCBI,landmark
80
+ 10797,MTHFD2,ENSG00000065911,"methylenetetrahydrofolate dehydrogenase (NADP+ dependent) 2, methenyltetrahydrofolate cyclohydrolase",protein-coding,NCBI,landmark
81
+ 10810,WASF3,ENSG00000132970,WASP family member 3,protein-coding,NCBI,landmark
82
+ 10813,UTP14A,ENSG00000156697,UTP14A small subunit processome component,protein-coding,NCBI,landmark
83
+ 10818,FRS2,ENSG00000166225,fibroblast growth factor receptor substrate 2,protein-coding,NCBI,landmark
84
+ 10845,CLPX,ENSG00000166855,caseinolytic mitochondrial matrix peptidase chaperone subunit,protein-coding,NCBI,landmark
85
+ 10857,PGRMC1,ENSG00000101856,progesterone receptor membrane component 1,protein-coding,NCBI,landmark
86
+ 10892,MALT1,ENSG00000172175,MALT1 paracaspase,protein-coding,NCBI,landmark
87
+ 10898,CPSF4,ENSG00000160917,cleavage and polyadenylation specific factor 4,protein-coding,NCBI,landmark
88
+ 10904,BLCAP,ENSG00000166619,BLCAP apoptosis inducing factor,protein-coding,NCBI,landmark
89
+ 10915,TCERG1,ENSG00000113649,transcription elongation regulator 1,protein-coding,NCBI,landmark
90
+ 10921,RNPS1,ENSG00000205937,RNA binding protein with serine rich domain 1,protein-coding,NCBI,landmark
91
+ 10953,TOMM34,ENSG00000025772,translocase of outer mitochondrial membrane 34,protein-coding,NCBI,landmark
92
+ 10954,PDIA5,ENSG00000065485,protein disulfide isomerase family A member 5,protein-coding,NCBI,landmark
93
+ 10962,MLLT11,ENSG00000213190,MLLT11 transcription factor 7 cofactor,protein-coding,NCBI,landmark
94
+ 10969,EBNA1BP2,ENSG00000117395,EBNA1 binding protein 2,protein-coding,NCBI,landmark
95
+ 10972,TMED10,ENSG00000170348,transmembrane p24 trafficking protein 10,protein-coding,NCBI,landmark
96
+ 10973,ASCC3,ENSG00000112249,activating signal cointegrator 1 complex subunit 3,protein-coding,NCBI,landmark
97
+ 11000,SLC27A3,ENSG00000143554,solute carrier family 27 member 3,protein-coding,NCBI,landmark
98
+ 11004,KIF2C,ENSG00000142945,kinesin family member 2C,protein-coding,NCBI,landmark
99
+ 11007,CCDC85B,ENSG00000175602,coiled-coil domain containing 85B,protein-coding,NCBI,landmark
100
+ 11011,TLK2,ENSG00000146872,tousled like kinase 2,protein-coding,NCBI,landmark
101
+ 11014,KDELR2,ENSG00000136240,KDEL endoplasmic reticulum protein retention receptor 2,protein-coding,NCBI,landmark
102
+ 11031,RAB31,ENSG00000168461,"RAB31, member RAS oncogene family",protein-coding,NCBI,landmark
103
+ 11041,B4GAT1,ENSG00000174684,"beta-1,4-glucuronyltransferase 1",protein-coding,NCBI,landmark
104
+ 11044,TENT4A,ENSG00000112941,terminal nucleotidyltransferase 4A,protein-coding,NCBI,landmark
105
+ 11065,UBE2C,ENSG00000175063,ubiquitin conjugating enzyme E2 C,protein-coding,NCBI,landmark
106
+ 11072,DUSP14,ENSG00000276023,dual specificity phosphatase 14,protein-coding,NCBI,landmark
107
+ 11073,TOPBP1,ENSG00000163781,DNA topoisomerase II binding protein 1,protein-coding,NCBI,landmark
108
+ 11098,PRSS23,ENSG00000150687,serine protease 23,protein-coding,NCBI,landmark
109
+ 1111,CHEK1,ENSG00000149554,checkpoint kinase 1,protein-coding,NCBI,landmark
110
+ 11137,PWP1,ENSG00000136045,"PWP1 homolog, endonuclein",protein-coding,NCBI,landmark
111
+ 11142,PKIG,ENSG00000168734,cAMP-dependent protein kinase inhibitor gamma,protein-coding,NCBI,landmark
112
+ 11151,CORO1A,ENSG00000102879,coronin 1A,protein-coding,NCBI,landmark
113
+ 11157,LSM6,ENSG00000164167,"LSM6 homolog, U6 small nuclear RNA and mRNA degradation associated",protein-coding,NCBI,landmark
114
+ 11168,PSIP1,ENSG00000164985,PC4 and SFRS1 interacting protein 1,protein-coding,NCBI,landmark
115
+ 11182,SLC2A6,ENSG00000160326,solute carrier family 2 member 6,protein-coding,NCBI,landmark
116
+ 11188,NISCH,ENSG00000010322,nischarin,protein-coding,NCBI,landmark
117
+ 11200,CHEK2,ENSG00000183765,checkpoint kinase 2,protein-coding,NCBI,landmark
118
+ 1123,CHN1,ENSG00000128656,chimerin 1,protein-coding,NCBI,landmark
119
+ 11230,PRAF2,ENSG00000243279,PRA1 domain family member 2,protein-coding,NCBI,landmark
120
+ 11232,POLG2,ENSG00000256525,"DNA polymerase gamma 2, accessory subunit",protein-coding,NCBI,landmark
121
+ 11261,CHP1,ENSG00000187446,calcineurin like EF-hand protein 1,protein-coding,NCBI,landmark
122
+ 11284,PNKP,ENSG00000039650,polynucleotide kinase 3'-phosphatase,protein-coding,NCBI,landmark
123
+ 11319,ECD,ENSG00000122882,ecdysoneless cell cycle regulator,protein-coding,NCBI,landmark
124
+ 11325,DDX42,ENSG00000198231,DEAD-box helicase 42,protein-coding,NCBI,landmark
125
+ 11344,TWF2,ENSG00000247596,twinfilin actin binding protein 2,protein-coding,NCBI,landmark
126
+ 1153,CIRBP,ENSG00000099622,cold inducible RNA binding protein,protein-coding,NCBI,landmark
127
+ 116832,RPL39L,ENSG00000163923,ribosomal protein L39 like,protein-coding,NCBI,landmark
128
+ 1212,CLTB,ENSG00000175416,clathrin light chain B,protein-coding,NCBI,landmark
129
+ 1213,CLTC,ENSG00000141367,clathrin heavy chain,protein-coding,NCBI,landmark
130
+ 124583,CANT1,ENSG00000171302,calcium activated nucleotidase 1,protein-coding,NCBI,landmark
131
+ 1277,COL1A1,ENSG00000108821,collagen type I alpha 1 chain,protein-coding,NCBI,landmark
132
+ 128,ADH5,ENSG00000197894,"alcohol dehydrogenase 5 (class III), chi polypeptide",protein-coding,NCBI,landmark
133
+ 1282,COL4A1,ENSG00000187498,collagen type IV alpha 1 chain,protein-coding,NCBI,landmark
134
+ 1385,CREB1,ENSG00000118260,cAMP responsive element binding protein 1,protein-coding,NCBI,landmark
135
+ 1398,CRK,ENSG00000167193,"CRK proto-oncogene, adaptor protein",protein-coding,NCBI,landmark
136
+ 1399,CRKL,ENSG00000099942,"CRK like proto-oncogene, adaptor protein",protein-coding,NCBI,landmark
137
+ 142,PARP1,ENSG00000143799,poly(ADP-ribose) polymerase 1,protein-coding,NCBI,landmark
138
+ 1429,CRYZ,ENSG00000116791,crystallin zeta,protein-coding,NCBI,landmark
139
+ 1445,CSK,ENSG00000103653,C-terminal Src kinase,protein-coding,NCBI,landmark
140
+ 1452,CSNK1A1,ENSG00000113712,casein kinase 1 alpha 1,protein-coding,NCBI,landmark
141
+ 1454,CSNK1E,ENSG00000213923,casein kinase 1 epsilon,protein-coding,NCBI,landmark
142
+ 1459,CSNK2A2,ENSG00000070770,casein kinase 2 alpha 2,protein-coding,NCBI,landmark
143
+ 1465,CSRP1,ENSG00000159176,cysteine and glycine rich protein 1,protein-coding,NCBI,landmark
144
+ 147179,WIPF2,ENSG00000171475,WAS/WASL interacting protein family member 2,protein-coding,NCBI,landmark
145
+ 148022,TICAM1,ENSG00000127666,toll like receptor adaptor molecule 1,protein-coding,NCBI,landmark
146
+ 1500,CTNND1,ENSG00000198561,catenin delta 1,protein-coding,NCBI,landmark
147
+ 1509,CTSD,ENSG00000117984,cathepsin D,protein-coding,NCBI,landmark
148
+ 1514,CTSL,ENSG00000135047,cathepsin L,protein-coding,NCBI,landmark
149
+ 1534,CYB561,ENSG00000008283,cytochrome b561,protein-coding,NCBI,landmark
150
+ 154,ADRB2,ENSG00000169252,adrenoceptor beta 2,protein-coding,NCBI,landmark
151
+ 16,AARS,ENSG00000090861,alanyl-tRNA synthetase,protein-coding,NCBI,landmark
152
+ 1605,DAG1,ENSG00000173402,dystroglycan 1,protein-coding,NCBI,landmark
153
+ 1616,DAXX,ENSG00000204209,death domain associated protein,protein-coding,NCBI,landmark
154
+ 1633,DCK,ENSG00000156136,deoxycytidine kinase,protein-coding,NCBI,landmark
155
+ 1635,DCTD,ENSG00000129187,dCMP deaminase,protein-coding,NCBI,landmark
156
+ 1643,DDB2,ENSG00000134574,damage specific DNA binding protein 2,protein-coding,NCBI,landmark
157
+ 1647,GADD45A,ENSG00000116717,growth arrest and DNA damage inducible alpha,protein-coding,NCBI,landmark
158
+ 1662,DDX10,ENSG00000178105,DEAD-box helicase 10,protein-coding,NCBI,landmark
159
+ 1666,DECR1,ENSG00000104325,"2,4-dienoyl-CoA reductase 1",protein-coding,NCBI,landmark
160
+ 1676,DFFA,ENSG00000160049,DNA fragmentation factor subunit alpha,protein-coding,NCBI,landmark
161
+ 1677,DFFB,ENSG00000169598,DNA fragmentation factor subunit beta,protein-coding,NCBI,landmark
162
+ 1738,DLD,ENSG00000091140,dihydrolipoamide dehydrogenase,protein-coding,NCBI,landmark
163
+ 1759,DNM1,ENSG00000106976,dynamin 1,protein-coding,NCBI,landmark
164
+ 178,AGL,ENSG00000162688,"amylo-alpha-1, 6-glucosidase, 4-alpha-glucanotransferase",protein-coding,NCBI,landmark
165
+ 1786,DNMT1,ENSG00000130816,DNA methyltransferase 1,protein-coding,NCBI,landmark
166
+ 1788,DNMT3A,ENSG00000119772,DNA methyltransferase 3 alpha,protein-coding,NCBI,landmark
167
+ 1802,DPH2,ENSG00000132768,diphthamide biosynthesis 2,protein-coding,NCBI,landmark
168
+ 1829,DSG2,ENSG00000046604,desmoglein 2,protein-coding,NCBI,landmark
169
+ 1831,TSC22D3,ENSG00000157514,TSC22 domain family member 3,protein-coding,NCBI,landmark
170
+ 1845,DUSP3,ENSG00000108861,dual specificity phosphatase 3,protein-coding,NCBI,landmark
171
+ 1846,DUSP4,ENSG00000120875,dual specificity phosphatase 4,protein-coding,NCBI,landmark
172
+ 1848,DUSP6,ENSG00000139318,dual specificity phosphatase 6,protein-coding,NCBI,landmark
173
+ 1861,TOR1A,ENSG00000136827,torsin family 1 member A,protein-coding,NCBI,landmark
174
+ 1870,E2F2,ENSG00000007968,E2F transcription factor 2,protein-coding,NCBI,landmark
175
+ 1891,ECH1,ENSG00000104823,enoyl-CoA hydratase 1,protein-coding,NCBI,landmark
176
+ 1906,EDN1,ENSG00000078401,endothelin 1,protein-coding,NCBI,landmark
177
+ 1950,EGF,ENSG00000138798,epidermal growth factor,protein-coding,NCBI,landmark
178
+ 1956,EGFR,ENSG00000146648,epidermal growth factor receptor,protein-coding,NCBI,landmark
179
+ 1958,EGR1,ENSG00000120738,early growth response 1,protein-coding,NCBI,landmark
180
+ 1978,EIF4EBP1,ENSG00000187840,eukaryotic translation initiation factor 4E binding protein 1,protein-coding,NCBI,landmark
181
+ 1981,EIF4G1,ENSG00000114867,eukaryotic translation initiation factor 4 gamma 1,protein-coding,NCBI,landmark
182
+ 1983,EIF5,ENSG00000100664,eukaryotic translation initiation factor 5,protein-coding,NCBI,landmark
183
+ 1994,ELAVL1,ENSG00000066044,ELAV like RNA binding protein 1,protein-coding,NCBI,landmark
184
+ 200081,TXLNA,ENSG00000084652,taxilin alpha,protein-coding,NCBI,landmark
185
+ 200734,SPRED2,ENSG00000198369,sprouty related EVH1 domain containing 2,protein-coding,NCBI,landmark
186
+ 2017,CTTN,ENSG00000085733,cortactin,protein-coding,NCBI,landmark
187
+ 2037,EPB41L2,ENSG00000079819,erythrocyte membrane protein band 4.1 like 2,protein-coding,NCBI,landmark
188
+ 2042,EPHA3,ENSG00000044524,EPH receptor A3,protein-coding,NCBI,landmark
189
+ 2048,EPHB2,ENSG00000133216,EPH receptor B2,protein-coding,NCBI,landmark
190
+ 2058,EPRS,ENSG00000136628,glutamyl-prolyl-tRNA synthetase,protein-coding,NCBI,landmark
191
+ 2063,NR2F6,ENSG00000160113,nuclear receptor subfamily 2 group F member 6,protein-coding,NCBI,landmark
192
+ 2064,ERBB2,ENSG00000141736,erb-b2 receptor tyrosine kinase 2,protein-coding,NCBI,landmark
193
+ 2065,ERBB3,ENSG00000065361,erb-b2 receptor tyrosine kinase 3,protein-coding,NCBI,landmark
194
+ 207,AKT1,ENSG00000142208,AKT serine/threonine kinase 1,protein-coding,NCBI,landmark
195
+ 2109,ETFB,ENSG00000105379,electron transfer flavoprotein subunit beta,protein-coding,NCBI,landmark
196
+ 211,ALAS1,ENSG00000023330,5'-aminolevulinate synthase 1,protein-coding,NCBI,landmark
197
+ 2113,ETS1,ENSG00000134954,"ETS proto-oncogene 1, transcription factor",protein-coding,NCBI,landmark
198
+ 2115,ETV1,ENSG00000006468,ETS variant 1,protein-coding,NCBI,landmark
199
+ 2131,EXT1,ENSG00000182197,exostosin glycosyltransferase 1,protein-coding,NCBI,landmark
200
+ 2146,EZH2,ENSG00000106462,enhancer of zeste 2 polycomb repressive complex 2 subunit,protein-coding,NCBI,landmark
201
+ 2184,FAH,ENSG00000103876,fumarylacetoacetate hydrolase,protein-coding,NCBI,landmark
202
+ 2185,PTK2B,ENSG00000120899,protein tyrosine kinase 2 beta,protein-coding,NCBI,landmark
203
+ 2195,FAT1,ENSG00000083857,FAT atypical cadherin 1,protein-coding,NCBI,landmark
204
+ 2222,FDFT1,ENSG00000079459,farnesyl-diphosphate farnesyltransferase 1,protein-coding,NCBI,landmark
205
+ 226,ALDOA,ENSG00000149925,"aldolase, fructose-bisphosphate A",protein-coding,NCBI,landmark
206
+ 2263,FGFR2,ENSG00000066468,fibroblast growth factor receptor 2,protein-coding,NCBI,landmark
207
+ 2264,FGFR4,ENSG00000160867,fibroblast growth factor receptor 4,protein-coding,NCBI,landmark
208
+ 2274,FHL2,ENSG00000115641,four and a half LIM domains 2,protein-coding,NCBI,landmark
209
+ 22794,CASC3,ENSG00000108349,CASC3 exon junction complex subunit,protein-coding,NCBI,landmark
210
+ 22796,COG2,ENSG00000135775,component of oligomeric golgi complex 2,protein-coding,NCBI,landmark
211
+ 22809,ATF5,ENSG00000169136,activating transcription factor 5,protein-coding,NCBI,landmark
212
+ 22823,MTF2,ENSG00000143033,metal response element binding transcription factor 2,protein-coding,NCBI,landmark
213
+ 22827,PUF60,ENSG00000179950,poly(U) binding splicing factor 60,protein-coding,NCBI,landmark
214
+ 22841,RAB11FIP2,ENSG00000107560,RAB11 family interacting protein 2,protein-coding,NCBI,landmark
215
+ 2288,FKBP4,ENSG00000004478,FKBP prolyl isomerase 4,protein-coding,NCBI,landmark
216
+ 22883,CLSTN1,ENSG00000171603,calsyntenin 1,protein-coding,NCBI,landmark
217
+ 22887,FOXJ3,ENSG00000198815,forkhead box J3,protein-coding,NCBI,landmark
218
+ 22889,KHDC4,ENSG00000132680,"KH domain containing 4, pre-mRNA splicing factor",protein-coding,NCBI,landmark
219
+ 22905,EPN2,ENSG00000072134,epsin 2,protein-coding,NCBI,landmark
220
+ 22908,SACM1L,ENSG00000211456,SAC1 like phosphatidylinositide phosphatase,protein-coding,NCBI,landmark
221
+ 22926,ATF6,ENSG00000118217,activating transcription factor 6,protein-coding,NCBI,landmark
222
+ 22934,RPIA,ENSG00000153574,ribose 5-phosphate isomerase A,protein-coding,NCBI,landmark
223
+ 23,ABCF1,ENSG00000204574,ATP binding cassette subfamily F member 1,protein-coding,NCBI,landmark
224
+ 230,ALDOC,ENSG00000109107,"aldolase, fructose-bisphosphate C",protein-coding,NCBI,landmark
225
+ 23011,RAB21,ENSG00000080371,"RAB21, member RAS oncogene family",protein-coding,NCBI,landmark
226
+ 23013,SPEN,ENSG00000065526,spen family transcriptional repressor,protein-coding,NCBI,landmark
227
+ 23014,FBXO21,ENSG00000135108,F-box protein 21,protein-coding,NCBI,landmark
228
+ 23029,RBM34,ENSG00000188739,RNA binding motif protein 34,protein-coding,NCBI,landmark
229
+ 23038,WDTC1,ENSG00000142784,WD and tetratricopeptide repeats 1,protein-coding,NCBI,landmark
230
+ 23039,XPO7,ENSG00000130227,exportin 7,protein-coding,NCBI,landmark
231
+ 23061,TBC1D9B,ENSG00000197226,TBC1 domain family member 9B,protein-coding,NCBI,landmark
232
+ 23076,RRP1B,ENSG00000160208,ribosomal RNA processing 1B,protein-coding,NCBI,landmark
233
+ 23077,MYCBP2,ENSG00000005810,"MYC binding protein 2, E3 ubiquitin protein ligase",protein-coding,NCBI,landmark
234
+ 2309,FOXO3,ENSG00000118689,forkhead box O3,protein-coding,NCBI,landmark
235
+ 23097,CDK19,ENSG00000155111,cyclin dependent kinase 19,protein-coding,NCBI,landmark
236
+ 23131,GPATCH8,ENSG00000186566,G-patch domain containing 8,protein-coding,NCBI,landmark
237
+ 23139,MAST2,ENSG00000086015,microtubule associated serine/threonine kinase 2,protein-coding,NCBI,landmark
238
+ 23142,DCUN1D4,ENSG00000109184,defective in cullin neddylation 1 domain containing 4,protein-coding,NCBI,landmark
239
+ 23149,FCHO1,ENSG00000130475,FCH domain only 1,protein-coding,NCBI,landmark
240
+ 23161,SNX13,ENSG00000071189,sorting nexin 13,protein-coding,NCBI,landmark
241
+ 23200,ATP11B,ENSG00000058063,ATPase phospholipid transporting 11B (putative),protein-coding,NCBI,landmark
242
+ 23210,JMJD6,ENSG00000070495,"jumonji domain containing 6, arginine demethylase and lysine hydroxylase",protein-coding,NCBI,landmark
243
+ 23212,RRS1,ENSG00000179041,ribosome biogenesis regulator homolog,protein-coding,NCBI,landmark
244
+ 23223,RRP12,ENSG00000052749,ribosomal RNA processing 12 homolog,protein-coding,NCBI,landmark
245
+ 23224,SYNE2,ENSG00000054654,spectrin repeat containing nuclear envelope protein 2,protein-coding,NCBI,landmark
246
+ 23244,PDS5A,ENSG00000121892,PDS5 cohesin associated factor A,protein-coding,NCBI,landmark
247
+ 23271,CAMSAP2,ENSG00000118200,calmodulin regulated spectrin associated protein family member 2,protein-coding,NCBI,landmark
248
+ 23300,ATMIN,ENSG00000166454,ATM interactor,protein-coding,NCBI,landmark
249
+ 23321,TRIM2,ENSG00000109654,tripartite motif containing 2,protein-coding,NCBI,landmark
250
+ 23325,WASHC4,ENSG00000136051,WASH complex subunit 4,protein-coding,NCBI,landmark
251
+ 23326,USP22,ENSG00000124422,ubiquitin specific peptidase 22,protein-coding,NCBI,landmark
252
+ 23335,WDR7,ENSG00000091157,WD repeat domain 7,protein-coding,NCBI,landmark
253
+ 23338,JADE2,ENSG00000043143,jade family PHD finger 2,protein-coding,NCBI,landmark
254
+ 23365,ARHGEF12,ENSG00000196914,Rho guanine nucleotide exchange factor 12,protein-coding,NCBI,landmark
255
+ 23368,PPP1R13B,ENSG00000088808,protein phosphatase 1 regulatory subunit 13B,protein-coding,NCBI,landmark
256
+ 23378,RRP8,ENSG00000132275,ribosomal RNA processing 8,protein-coding,NCBI,landmark
257
+ 23386,NUDCD3,ENSG00000015676,NudC domain containing 3,protein-coding,NCBI,landmark
258
+ 23410,SIRT3,ENSG00000142082,sirtuin 3,protein-coding,NCBI,landmark
259
+ 23443,SLC35A3,ENSG00000117620,solute carrier family 35 member A3,protein-coding,NCBI,landmark
260
+ 23463,ICMT,ENSG00000116237,isoprenylcysteine carboxyl methyltransferase,protein-coding,NCBI,landmark
261
+ 23499,MACF1,ENSG00000127603,microtubule actin crosslinking factor 1,protein-coding,NCBI,landmark
262
+ 23512,SUZ12,ENSG00000178691,SUZ12 polycomb repressive complex 2 subunit,protein-coding,NCBI,landmark
263
+ 23522,KAT6B,ENSG00000156650,lysine acetyltransferase 6B,protein-coding,NCBI,landmark
264
+ 2353,FOS,ENSG00000170345,"Fos proto-oncogene, AP-1 transcription factor subunit",protein-coding,NCBI,landmark
265
+ 23530,NNT,ENSG00000112992,nicotinamide nucleotide transhydrogenase,protein-coding,NCBI,landmark
266
+ 23536,ADAT1,ENSG00000065457,adenosine deaminase tRNA specific 1,protein-coding,NCBI,landmark
267
+ 2356,FPGS,ENSG00000136877,folylpolyglutamate synthase,protein-coding,NCBI,landmark
268
+ 23585,TMEM50A,ENSG00000183726,transmembrane protein 50A,protein-coding,NCBI,landmark
269
+ 23588,KLHDC2,ENSG00000165516,kelch domain containing 2,protein-coding,NCBI,landmark
270
+ 23597,ACOT9,ENSG00000123130,acyl-CoA thioesterase 9,protein-coding,NCBI,landmark
271
+ 23635,SSBP2,ENSG00000145687,single stranded DNA binding protein 2,protein-coding,NCBI,landmark
272
+ 23636,NUP62,ENSG00000213024,nucleoporin 62,protein-coding,NCBI,landmark
273
+ 23647,ARFIP2,ENSG00000132254,ADP ribosylation factor interacting protein 2,protein-coding,NCBI,landmark
274
+ 23658,LSM5,ENSG00000106355,"LSM5 homolog, U6 small nuclear RNA and mRNA degradation associated",protein-coding,NCBI,landmark
275
+ 23659,PLA2G15,ENSG00000103066,phospholipase A2 group XV,protein-coding,NCBI,landmark
276
+ 23670,CEMIP2,ENSG00000135048,cell migration inducing hyaluronidase 2,protein-coding,NCBI,landmark
277
+ 24149,ZNF318,ENSG00000171467,zinc finger protein 318,protein-coding,NCBI,landmark
278
+ 25,ABL1,ENSG00000097007,"ABL proto-oncogene 1, non-receptor tyrosine kinase",protein-coding,NCBI,landmark
279
+ 2523,FUT1,ENSG00000174951,fucosyltransferase 1 (H blood group),protein-coding,NCBI,landmark
280
+ 2534,FYN,ENSG00000010810,"FYN proto-oncogene, Src family tyrosine kinase",protein-coding,NCBI,landmark
281
+ 2542,SLC37A4,ENSG00000137700,solute carrier family 37 member 4,protein-coding,NCBI,landmark
282
+ 2548,GAA,ENSG00000171298,"glucosidase alpha, acid",protein-coding,NCBI,landmark
283
+ 2553,GABPB1,ENSG00000104064,GA binding protein transcription factor subunit beta 1,protein-coding,NCBI,landmark
284
+ 256364,EML3,ENSG00000149499,EMAP like 3,protein-coding,NCBI,landmark
285
+ 25793,FBXO7,ENSG00000100225,F-box protein 7,protein-coding,NCBI,landmark
286
+ 25803,SPDEF,ENSG00000124664,SAM pointed domain containing ETS transcription factor,protein-coding,NCBI,landmark
287
+ 25805,BAMBI,ENSG00000095739,BMP and activin membrane bound inhibitor,protein-coding,NCBI,landmark
288
+ 2582,GALE,ENSG00000117308,UDP-galactose-4-epimerase,protein-coding,NCBI,landmark
289
+ 25825,BACE2,ENSG00000182240,beta-secretase 2,protein-coding,NCBI,landmark
290
+ 25839,COG4,ENSG00000103051,component of oligomeric golgi complex 4,protein-coding,NCBI,landmark
291
+ 25874,MPC2,ENSG00000143158,mitochondrial pyruvate carrier 2,protein-coding,NCBI,landmark
292
+ 25932,CLIC4,ENSG00000169504,chloride intracellular channel 4,protein-coding,NCBI,landmark
293
+ 25966,C2CD2,ENSG00000157617,C2 calcium dependent domain containing 2,protein-coding,NCBI,landmark
294
+ 2597,GAPDH,ENSG00000111640,glyceraldehyde-3-phosphate dehydrogenase,protein-coding,NCBI,landmark
295
+ 25976,TIPARP,ENSG00000163659,TCDD inducible poly(ADP-ribose) polymerase,protein-coding,NCBI,landmark
296
+ 25987,TSKU,ENSG00000182704,"tsukushi, small leucine rich proteoglycan",protein-coding,NCBI,landmark
297
+ 26001,RNF167,ENSG00000108523,ring finger protein 167,protein-coding,NCBI,landmark
298
+ 26020,LRP10,ENSG00000197324,LDL receptor related protein 10,protein-coding,NCBI,landmark
299
+ 26036,ZNF451,ENSG00000112200,zinc finger protein 451,protein-coding,NCBI,landmark
300
+ 26054,SENP6,ENSG00000112701,SUMO specific peptidase 6,protein-coding,NCBI,landmark
301
+ 26064,RAI14,ENSG00000039560,retinoic acid induced 14,protein-coding,NCBI,landmark
302
+ 26128,KIF1BP,ENSG00000198954,KIF1 binding protein,protein-coding,NCBI,landmark
303
+ 26136,TES,ENSG00000135269,testin LIM domain protein,protein-coding,NCBI,landmark
304
+ 26227,PHGDH,ENSG00000092621,phosphoglycerate dehydrogenase,protein-coding,NCBI,landmark
305
+ 2624,GATA2,ENSG00000179348,GATA binding protein 2,protein-coding,NCBI,landmark
306
+ 2625,GATA3,ENSG00000107485,GATA binding protein 3,protein-coding,NCBI,landmark
307
+ 26292,MYCBP,ENSG00000214114,MYC binding protein,protein-coding,NCBI,landmark
308
+ 26511,CHIC2,ENSG00000109220,cysteine rich hydrophobic domain 2,protein-coding,NCBI,landmark
309
+ 26520,TIMM9,ENSG00000100575,translocase of inner mitochondrial membrane 9,protein-coding,NCBI,landmark
310
+ 2673,GFPT1,ENSG00000198380,glutamine--fructose-6-phosphate transaminase 1,protein-coding,NCBI,landmark
311
+ 2690,GHR,ENSG00000112964,growth hormone receptor,protein-coding,NCBI,landmark
312
+ 26993,AKAP8L,ENSG00000011243,A-kinase anchoring protein 8 like,protein-coding,NCBI,landmark
313
+ 27032,ATP2C1,ENSG00000017260,ATPase secretory pathway Ca2+ transporting 1,protein-coding,NCBI,landmark
314
+ 27095,TRAPPC3,ENSG00000054116,trafficking protein particle complex 3,protein-coding,NCBI,landmark
315
+ 27109,DMAC2L,ENSG00000125375,distal membrane arm assembly complex 2 like,protein-coding,NCBI,landmark
316
+ 27242,TNFRSF21,ENSG00000146072,TNF receptor superfamily member 21,protein-coding,NCBI,landmark
317
+ 27244,SESN1,ENSG00000080546,sestrin 1,protein-coding,NCBI,landmark
318
+ 27336,HTATSF1,ENSG00000102241,HIV-1 Tat specific factor 1,protein-coding,NCBI,landmark
319
+ 27346,TMEM97,ENSG00000109084,transmembrane protein 97,protein-coding,NCBI,landmark
320
+ 2736,GLI2,ENSG00000074047,GLI family zinc finger 2,protein-coding,NCBI,landmark
321
+ 2745,GLRX,ENSG00000173221,glutaredoxin,protein-coding,NCBI,landmark
322
+ 2767,GNA11,ENSG00000088256,G protein subunit alpha 11,protein-coding,NCBI,landmark
323
+ 2769,GNA15,ENSG00000060558,G protein subunit alpha 15,protein-coding,NCBI,landmark
324
+ 2770,GNAI1,ENSG00000127955,G protein subunit alpha i1,protein-coding,NCBI,landmark
325
+ 2771,GNAI2,ENSG00000114353,G protein subunit alpha i2,protein-coding,NCBI,landmark
326
+ 2778,GNAS,ENSG00000087460,GNAS complex locus,protein-coding,NCBI,landmark
327
+ 2810,SFN,ENSG00000175793,stratifin,protein-coding,NCBI,landmark
328
+ 2817,GPC1,ENSG00000063660,glypican 1,protein-coding,NCBI,landmark
329
+ 2852,GPER1,ENSG00000164850,G protein-coupled estrogen receptor 1,protein-coding,NCBI,landmark
330
+ 2886,GRB7,ENSG00000141738,growth factor receptor bound protein 7,protein-coding,NCBI,landmark
331
+ 2887,GRB10,ENSG00000106070,growth factor receptor bound protein 10,protein-coding,NCBI,landmark
332
+ 2896,GRN,ENSG00000030582,granulin precursor,protein-coding,NCBI,landmark
333
+ 28969,BZW2,ENSG00000136261,basic leucine zipper and W2 domains 2,protein-coding,NCBI,landmark
334
+ 2908,NR3C1,ENSG00000113580,nuclear receptor subfamily 3 group C member 1,protein-coding,NCBI,landmark
335
+ 29082,CHMP4A,ENSG00000254505,charged multivesicular body protein 4A,protein-coding,NCBI,landmark
336
+ 29083,GTPBP8,ENSG00000163607,GTP binding protein 8 (putative),protein-coding,NCBI,landmark
337
+ 291,SLC25A4,ENSG00000151729,solute carrier family 25 member 4,protein-coding,NCBI,landmark
338
+ 29103,DNAJC15,ENSG00000120675,DnaJ heat shock protein family (Hsp40) member C15,protein-coding,NCBI,landmark
339
+ 2920,CXCL2,ENSG00000081041,C-X-C motif chemokine ligand 2,protein-coding,NCBI,landmark
340
+ 2946,GSTM2,ENSG00000213366,glutathione S-transferase mu 2,protein-coding,NCBI,landmark
341
+ 2954,GSTZ1,ENSG00000100577,glutathione S-transferase zeta 1,protein-coding,NCBI,landmark
342
+ 2956,MSH6,ENSG00000116062,mutS homolog 6,protein-coding,NCBI,landmark
343
+ 2958,GTF2A2,ENSG00000140307,general transcription factor IIA subunit 2,protein-coding,NCBI,landmark
344
+ 2961,GTF2E2,ENSG00000197265,general transcription factor IIE subunit 2,protein-coding,NCBI,landmark
345
+ 29763,PACSIN3,ENSG00000165912,protein kinase C and casein kinase substrate in neurons 3,protein-coding,NCBI,landmark
346
+ 29890,RBM15B,ENSG00000259956,RNA binding motif protein 15B,protein-coding,NCBI,landmark
347
+ 29911,HOOK2,ENSG00000095066,hook microtubule tethering protein 2,protein-coding,NCBI,landmark
348
+ 29916,SNX11,ENSG00000002919,sorting nexin 11,protein-coding,NCBI,landmark
349
+ 29928,TIMM22,ENSG00000177370,translocase of inner mitochondrial membrane 22,protein-coding,NCBI,landmark
350
+ 29937,NENF,ENSG00000117691,neudesin neurotrophic factor,protein-coding,NCBI,landmark
351
+ 29978,UBQLN2,ENSG00000188021,ubiquilin 2,protein-coding,NCBI,landmark
352
+ 30,ACAA1,ENSG00000060971,acetyl-CoA acyltransferase 1,protein-coding,NCBI,landmark
353
+ 30001,ERO1A,ENSG00000197930,endoplasmic reticulum oxidoreductase 1 alpha,protein-coding,NCBI,landmark
354
+ 3028,HSD17B10,ENSG00000072506,hydroxysteroid 17-beta dehydrogenase 10,protein-coding,NCBI,landmark
355
+ 3033,HADH,ENSG00000138796,hydroxyacyl-CoA dehydrogenase,protein-coding,NCBI,landmark
356
+ 3066,HDAC2,ENSG00000196591,histone deacetylase 2,protein-coding,NCBI,landmark
357
+ 30836,DNTTIP2,ENSG00000067334,deoxynucleotidyltransferase terminal interacting protein 2,protein-coding,NCBI,landmark
358
+ 30849,PIK3R4,ENSG00000196455,phosphoinositide-3-kinase regulatory subunit 4,protein-coding,NCBI,landmark
359
+ 3091,HIF1A,ENSG00000100644,hypoxia inducible factor 1 subunit alpha,protein-coding,NCBI,landmark
360
+ 3098,HK1,ENSG00000156515,hexokinase 1,protein-coding,NCBI,landmark
361
+ 310,ANXA7,ENSG00000138279,annexin A7,protein-coding,NCBI,landmark
362
+ 3108,HLA-DMA,ENSG00000204257,"major histocompatibility complex, class II, DM alpha",protein-coding,NCBI,landmark
363
+ 3122,HLA-DRA,ENSG00000204287,"major histocompatibility complex, class II, DR alpha",protein-coding,NCBI,landmark
364
+ 3156,HMGCR,ENSG00000113161,3-hydroxy-3-methylglutaryl-CoA reductase,protein-coding,NCBI,landmark
365
+ 3157,HMGCS1,ENSG00000112972,3-hydroxy-3-methylglutaryl-CoA synthase 1,protein-coding,NCBI,landmark
366
+ 3162,HMOX1,ENSG00000100292,heme oxygenase 1,protein-coding,NCBI,landmark
367
+ 3202,HOXA5,ENSG00000106004,homeobox A5,protein-coding,NCBI,landmark
368
+ 3206,HOXA10,ENSG00000253293,homeobox A10,protein-coding,NCBI,landmark
369
+ 323,APBB2,ENSG00000163697,amyloid beta precursor protein binding family B member 2,protein-coding,NCBI,landmark
370
+ 3251,HPRT1,ENSG00000165704,hypoxanthine phosphoribosyltransferase 1,protein-coding,NCBI,landmark
371
+ 3280,HES1,ENSG00000114315,hes family bHLH transcription factor 1,protein-coding,NCBI,landmark
372
+ 329,BIRC2,ENSG00000110330,baculoviral IAP repeat containing 2,protein-coding,NCBI,landmark
373
+ 3300,DNAJB2,ENSG00000135924,DnaJ heat shock protein family (Hsp40) member B2,protein-coding,NCBI,landmark
374
+ 3303,HSPA1A,ENSG00000204389,heat shock protein family A (Hsp70) member 1A,protein-coding,NCBI,landmark
375
+ 3308,HSPA4,ENSG00000170606,heat shock protein family A (Hsp70) member 4,protein-coding,NCBI,landmark
376
+ 3312,HSPA8,ENSG00000109971,heat shock protein family A (Hsp70) member 8,protein-coding,NCBI,landmark
377
+ 3315,HSPB1,ENSG00000106211,heat shock protein family B (small) member 1,protein-coding,NCBI,landmark
378
+ 332,BIRC5,ENSG00000089685,baculoviral IAP repeat containing 5,protein-coding,NCBI,landmark
379
+ 3329,HSPD1,ENSG00000144381,heat shock protein family D (Hsp60) member 1,protein-coding,NCBI,landmark
380
+ 3337,DNAJB1,ENSG00000132002,DnaJ heat shock protein family (Hsp40) member B1,protein-coding,NCBI,landmark
381
+ 3383,ICAM1,ENSG00000090339,intercellular adhesion molecule 1,protein-coding,NCBI,landmark
382
+ 3385,ICAM3,ENSG00000076662,intercellular adhesion molecule 3,protein-coding,NCBI,landmark
383
+ 3398,ID2,ENSG00000115738,inhibitor of DNA binding 2,protein-coding,NCBI,landmark
384
+ 3416,IDE,ENSG00000119912,insulin degrading enzyme,protein-coding,NCBI,landmark
385
+ 3454,IFNAR1,ENSG00000142166,interferon alpha and beta receptor subunit 1,protein-coding,NCBI,landmark
386
+ 348,APOE,ENSG00000130203,apolipoprotein E,protein-coding,NCBI,landmark
387
+ 3480,IGF1R,ENSG00000140443,insulin like growth factor 1 receptor,protein-coding,NCBI,landmark
388
+ 3482,IGF2R,ENSG00000197081,insulin like growth factor 2 receptor,protein-coding,NCBI,landmark
389
+ 3486,IGFBP3,ENSG00000146674,insulin like growth factor binding protein 3,protein-coding,NCBI,landmark
390
+ 3508,IGHMBP2,ENSG00000132740,immunoglobulin mu DNA binding protein 2,protein-coding,NCBI,landmark
391
+ 351,APP,ENSG00000142192,amyloid beta precursor protein,protein-coding,NCBI,landmark
392
+ 355,FAS,ENSG00000026103,Fas cell surface death receptor,protein-coding,NCBI,landmark
393
+ 3551,IKBKB,ENSG00000104365,inhibitor of nuclear factor kappa B kinase subunit beta,protein-coding,NCBI,landmark
394
+ 3553,IL1B,ENSG00000125538,interleukin 1 beta,protein-coding,NCBI,landmark
395
+ 3566,IL4R,ENSG00000077238,interleukin 4 receptor,protein-coding,NCBI,landmark
396
+ 3597,IL13RA1,ENSG00000131724,interleukin 13 receptor subunit alpha 1,protein-coding,NCBI,landmark
397
+ 3611,ILK,ENSG00000166333,integrin linked kinase,protein-coding,NCBI,landmark
398
+ 3628,INPP1,ENSG00000151689,inositol polyphosphate-1-phosphatase,protein-coding,NCBI,landmark
399
+ 3638,INSIG1,ENSG00000186480,insulin induced gene 1,protein-coding,NCBI,landmark
400
+ 3682,ITGAE,ENSG00000083457,integrin subunit alpha E,protein-coding,NCBI,landmark
401
+ 3693,ITGB5,ENSG00000082781,integrin subunit beta 5,protein-coding,NCBI,landmark
402
+ 3725,JUN,ENSG00000177606,"Jun proto-oncogene, AP-1 transcription factor subunit",protein-coding,NCBI,landmark
403
+ 375346,STIMATE,ENSG00000213533,STIM activating enhancer,protein-coding,NCBI,landmark
404
+ 3775,KCNK1,ENSG00000135750,potassium two pore domain channel subfamily K member 1,protein-coding,NCBI,landmark
405
+ 3800,KIF5C,ENSG00000168280,kinesin family member 5C,protein-coding,NCBI,landmark
406
+ 3815,KIT,ENSG00000157404,"KIT proto-oncogene, receptor tyrosine kinase",protein-coding,NCBI,landmark
407
+ 387,RHOA,ENSG00000067560,ras homolog family member A,protein-coding,NCBI,landmark
408
+ 388650,DIPK1A,ENSG00000154511,divergent protein kinase domain 1A,protein-coding,NCBI,landmark
409
+ 3895,KTN1,ENSG00000126777,kinectin 1,protein-coding,NCBI,landmark
410
+ 39,ACAT2,ENSG00000120437,acetyl-CoA acetyltransferase 2,protein-coding,NCBI,landmark
411
+ 3909,LAMA3,ENSG00000053747,laminin subunit alpha 3,protein-coding,NCBI,landmark
412
+ 392,ARHGAP1,ENSG00000175220,Rho GTPase activating protein 1,protein-coding,NCBI,landmark
413
+ 3925,STMN1,ENSG00000117632,stathmin 1,protein-coding,NCBI,landmark
414
+ 3930,LBR,ENSG00000143815,lamin B receptor,protein-coding,NCBI,landmark
415
+ 3964,LGALS8,ENSG00000116977,galectin 8,protein-coding,NCBI,landmark
416
+ 3978,LIG1,ENSG00000105486,DNA ligase 1,protein-coding,NCBI,landmark
417
+ 3988,LIPA,ENSG00000107798,"lipase A, lysosomal acid type",protein-coding,NCBI,landmark
418
+ 4016,LOXL1,ENSG00000129038,lysyl oxidase like 1,protein-coding,NCBI,landmark
419
+ 4043,LRPAP1,ENSG00000163956,LDL receptor related protein associated protein 1,protein-coding,NCBI,landmark
420
+ 4067,LYN,ENSG00000254087,"LYN proto-oncogene, Src family tyrosine kinase",protein-coding,NCBI,landmark
421
+ 4088,SMAD3,ENSG00000166949,SMAD family member 3,protein-coding,NCBI,landmark
422
+ 4125,MAN2B1,ENSG00000104774,mannosidase alpha class 2B member 1,protein-coding,NCBI,landmark
423
+ 4144,MAT2A,ENSG00000168906,methionine adenosyltransferase 2A,protein-coding,NCBI,landmark
424
+ 4154,MBNL1,ENSG00000152601,muscleblind like splicing regulator 1,protein-coding,NCBI,landmark
425
+ 4172,MCM3,ENSG00000112118,minichromosome maintenance complex component 3,protein-coding,NCBI,landmark
426
+ 4200,ME2,ENSG00000082212,malic enzyme 2,protein-coding,NCBI,landmark
427
+ 4208,MEF2C,ENSG00000081189,myocyte enhancer factor 2C,protein-coding,NCBI,landmark
428
+ 4216,MAP3K4,ENSG00000085511,mitogen-activated protein kinase kinase kinase 4,protein-coding,NCBI,landmark
429
+ 4232,MEST,ENSG00000106484,mesoderm specific transcript,protein-coding,NCBI,landmark
430
+ 427,ASAH1,ENSG00000104763,N-acylsphingosine amidohydrolase 1,protein-coding,NCBI,landmark
431
+ 4282,MIF,ENSG00000240972,macrophage migration inhibitory factor,protein-coding,NCBI,landmark
432
+ 4303,FOXO4,ENSG00000184481,forkhead box O4,protein-coding,NCBI,landmark
433
+ 4312,MMP1,ENSG00000196611,matrix metallopeptidase 1,protein-coding,NCBI,landmark
434
+ 4313,MMP2,ENSG00000087245,matrix metallopeptidase 2,protein-coding,NCBI,landmark
435
+ 4331,MNAT1,ENSG00000020426,MNAT1 component of CDK activating kinase,protein-coding,NCBI,landmark
436
+ 4482,MSRA,ENSG00000175806,methionine sulfoxide reductase A,protein-coding,NCBI,landmark
437
+ 4582,MUC1,ENSG00000185499,"mucin 1, cell surface associated",protein-coding,NCBI,landmark
438
+ 4605,MYBL2,ENSG00000101057,MYB proto-oncogene like 2,protein-coding,NCBI,landmark
439
+ 4609,MYC,ENSG00000136997,"MYC proto-oncogene, bHLH transcription factor",protein-coding,NCBI,landmark
440
+ 4616,GADD45B,ENSG00000099860,growth arrest and DNA damage inducible beta,protein-coding,NCBI,landmark
441
+ 4638,MYLK,ENSG00000065534,myosin light chain kinase,protein-coding,NCBI,landmark
442
+ 4651,MYO10,ENSG00000145555,myosin X,protein-coding,NCBI,landmark
443
+ 466,ATF1,ENSG00000123268,activating transcription factor 1,protein-coding,NCBI,landmark
444
+ 4690,NCK1,ENSG00000158092,NCK adaptor protein 1,protein-coding,NCBI,landmark
445
+ 47,ACLY,ENSG00000131473,ATP citrate lyase,protein-coding,NCBI,landmark
446
+ 4775,NFATC3,ENSG00000072736,nuclear factor of activated T cells 3,protein-coding,NCBI,landmark
447
+ 4776,NFATC4,ENSG00000100968,nuclear factor of activated T cells 4,protein-coding,NCBI,landmark
448
+ 4780,NFE2L2,ENSG00000116044,"nuclear factor, erythroid 2 like 2",protein-coding,NCBI,landmark
449
+ 4783,NFIL3,ENSG00000165030,"nuclear factor, interleukin 3 regulated",protein-coding,NCBI,landmark
450
+ 4791,NFKB2,ENSG00000077150,nuclear factor kappa B subunit 2,protein-coding,NCBI,landmark
451
+ 4792,NFKBIA,ENSG00000100906,NFKB inhibitor alpha,protein-coding,NCBI,landmark
452
+ 4793,NFKBIB,ENSG00000104825,NFKB inhibitor beta,protein-coding,NCBI,landmark
453
+ 4794,NFKBIE,ENSG00000146232,NFKB inhibitor epsilon,protein-coding,NCBI,landmark
454
+ 481,ATP1B1,ENSG00000143153,ATPase Na+/K+ transporting subunit beta 1,protein-coding,NCBI,landmark
455
+ 4817,NIT1,ENSG00000158793,nitrilase 1,protein-coding,NCBI,landmark
456
+ 4836,NMT1,ENSG00000136448,N-myristoyltransferase 1,protein-coding,NCBI,landmark
457
+ 4846,NOS3,ENSG00000164867,nitric oxide synthase 3,protein-coding,NCBI,landmark
458
+ 4850,CNOT4,ENSG00000080802,CCR4-NOT transcription complex subunit 4,protein-coding,NCBI,landmark
459
+ 4851,NOTCH1,ENSG00000148400,notch receptor 1,protein-coding,NCBI,landmark
460
+ 4860,PNP,ENSG00000198805,purine nucleoside phosphorylase,protein-coding,NCBI,landmark
461
+ 4864,NPC1,ENSG00000141458,NPC intracellular cholesterol transporter 1,protein-coding,NCBI,landmark
462
+ 4891,SLC11A2,ENSG00000110911,solute carrier family 11 member 2,protein-coding,NCBI,landmark
463
+ 4893,NRAS,ENSG00000213281,"NRAS proto-oncogene, GTPase",protein-coding,NCBI,landmark
464
+ 4925,NUCB2,ENSG00000070081,nucleobindin 2,protein-coding,NCBI,landmark
465
+ 4927,NUP88,ENSG00000108559,nucleoporin 88,protein-coding,NCBI,landmark
466
+ 4931,NVL,ENSG00000143748,nuclear VCP like,protein-coding,NCBI,landmark
467
+ 4998,ORC1,ENSG00000085840,origin recognition complex subunit 1,protein-coding,NCBI,landmark
468
+ 501,ALDH7A1,ENSG00000164904,aldehyde dehydrogenase 7 family member A1,protein-coding,NCBI,landmark
469
+ 5018,OXA1L,ENSG00000155463,OXA1L mitochondrial inner membrane protein,protein-coding,NCBI,landmark
470
+ 5019,OXCT1,ENSG00000083720,3-oxoacid CoA-transferase 1,protein-coding,NCBI,landmark
471
+ 5048,PAFAH1B1,ENSG00000007168,platelet activating factor acetylhydrolase 1b regulatory subunit 1,protein-coding,NCBI,landmark
472
+ 5050,PAFAH1B3,ENSG00000079462,platelet activating factor acetylhydrolase 1b catalytic subunit 3,protein-coding,NCBI,landmark
473
+ 5054,SERPINE1,ENSG00000106366,serpin family E member 1,protein-coding,NCBI,landmark
474
+ 5058,PAK1,ENSG00000149269,p21 (RAC1) activated kinase 1,protein-coding,NCBI,landmark
475
+ 50810,HDGFL3,ENSG00000166503,HDGF like 3,protein-coding,NCBI,landmark
476
+ 50813,COPS7A,ENSG00000111652,COP9 signalosome subunit 7A,protein-coding,NCBI,landmark
477
+ 50814,NSDHL,ENSG00000147383,NAD(P) dependent steroid dehydrogenase-like,protein-coding,NCBI,landmark
478
+ 50865,HEBP1,ENSG00000013583,heme binding protein 1,protein-coding,NCBI,landmark
479
+ 5092,PCBD1,ENSG00000166228,pterin-4 alpha-carbinolamine dehydratase 1,protein-coding,NCBI,landmark
480
+ 5096,PCCB,ENSG00000114054,propionyl-CoA carboxylase subunit beta,protein-coding,NCBI,landmark
481
+ 51001,MTERF3,ENSG00000156469,mitochondrial transcription termination factor 3,protein-coding,NCBI,landmark
482
+ 51005,AMDHD2,ENSG00000162066,amidohydrolase domain containing 2,protein-coding,NCBI,landmark
483
+ 51015,ISOC1,ENSG00000066583,isochorismatase domain containing 1,protein-coding,NCBI,landmark
484
+ 51021,MRPS16,ENSG00000182180,mitochondrial ribosomal protein S16,protein-coding,NCBI,landmark
485
+ 51024,FIS1,ENSG00000214253,"fission, mitochondrial 1",protein-coding,NCBI,landmark
486
+ 51026,GOLT1B,ENSG00000111711,golgi transport 1B,protein-coding,NCBI,landmark
487
+ 51031,GLOD4,ENSG00000167699,glyoxalase domain containing 4,protein-coding,NCBI,landmark
488
+ 51053,GMNN,ENSG00000112312,geminin DNA replication inhibitor,protein-coding,NCBI,landmark
489
+ 51056,LAP3,ENSG00000002549,leucine aminopeptidase 3,protein-coding,NCBI,landmark
490
+ 5106,PCK2,ENSG00000100889,"phosphoenolpyruvate carboxykinase 2, mitochondrial",protein-coding,NCBI,landmark
491
+ 51070,NOSIP,ENSG00000142546,nitric oxide synthase interacting protein,protein-coding,NCBI,landmark
492
+ 51071,DERA,ENSG00000023697,deoxyribose-phosphate aldolase,protein-coding,NCBI,landmark
493
+ 5108,PCM1,ENSG00000078674,pericentriolar material 1,protein-coding,NCBI,landmark
494
+ 51097,SCCPDH,ENSG00000143653,saccharopine dehydrogenase (putative),protein-coding,NCBI,landmark
495
+ 5110,PCMT1,ENSG00000120265,protein-L-isoaspartate (D-aspartate) O-methyltransferase,protein-coding,NCBI,landmark
496
+ 5111,PCNA,ENSG00000132646,proliferating cell nuclear antigen,protein-coding,NCBI,landmark
497
+ 51116,MRPS2,ENSG00000122140,mitochondrial ribosomal protein S2,protein-coding,NCBI,landmark
498
+ 51160,VPS28,ENSG00000160948,VPS28 subunit of ESCRT-I,protein-coding,NCBI,landmark
499
+ 51170,HSD17B11,ENSG00000198189,hydroxysteroid 17-beta dehydrogenase 11,protein-coding,NCBI,landmark
500
+ 51203,NUSAP1,ENSG00000137804,nucleolar and spindle associated protein 1,protein-coding,NCBI,landmark
501
+ 51282,SCAND1,ENSG00000171222,SCAN domain containing 1,protein-coding,NCBI,landmark
502
+ 51293,CD320,ENSG00000167775,CD320 molecule,protein-coding,NCBI,landmark
503
+ 51335,NGRN,ENSG00000182768,"neugrin, neurite outgrowth associated",protein-coding,NCBI,landmark
504
+ 51375,SNX7,ENSG00000162627,sorting nexin 7,protein-coding,NCBI,landmark
505
+ 51382,ATP6V1D,ENSG00000100554,ATPase H+ transporting V1 subunit D,protein-coding,NCBI,landmark
506
+ 51385,ZNF589,ENSG00000164048,zinc finger protein 589,protein-coding,NCBI,landmark
507
+ 51422,PRKAG2,ENSG00000106617,protein kinase AMP-activated non-catalytic subunit gamma 2,protein-coding,NCBI,landmark
508
+ 51465,UBE2J1,ENSG00000198833,ubiquitin conjugating enzyme E2 J1,protein-coding,NCBI,landmark
509
+ 51466,EVL,ENSG00000196405,Enah/Vasp-like,protein-coding,NCBI,landmark
510
+ 51495,HACD3,ENSG00000074696,3-hydroxyacyl-CoA dehydratase 3,protein-coding,NCBI,landmark
511
+ 5154,PDGFA,ENSG00000197461,platelet derived growth factor subunit A,protein-coding,NCBI,landmark
512
+ 51569,UFM1,ENSG00000120686,ubiquitin fold modifier 1,protein-coding,NCBI,landmark
513
+ 51599,LSR,ENSG00000105699,lipolysis stimulated lipoprotein receptor,protein-coding,NCBI,landmark
514
+ 51635,DHRS7,ENSG00000100612,dehydrogenase/reductase 7,protein-coding,NCBI,landmark
515
+ 51719,CAB39,ENSG00000135932,calcium binding protein 39,protein-coding,NCBI,landmark
516
+ 51742,ARID4B,ENSG00000054267,AT-rich interaction domain 4B,protein-coding,NCBI,landmark
517
+ 5211,PFKL,ENSG00000141959,"phosphofructokinase, liver type",protein-coding,NCBI,landmark
518
+ 5223,PGAM1,ENSG00000171314,phosphoglycerate mutase 1,protein-coding,NCBI,landmark
519
+ 5236,PGM1,ENSG00000079739,phosphoglucomutase 1,protein-coding,NCBI,landmark
520
+ 5255,PHKA1,ENSG00000067177,phosphorylase kinase regulatory subunit alpha 1,protein-coding,NCBI,landmark
521
+ 5257,PHKB,ENSG00000102893,phosphorylase kinase regulatory subunit beta,protein-coding,NCBI,landmark
522
+ 5261,PHKG2,ENSG00000156873,phosphorylase kinase catalytic subunit gamma 2,protein-coding,NCBI,landmark
523
+ 5287,PIK3C2B,ENSG00000133056,phosphatidylinositol-4-phosphate 3-kinase catalytic subunit type 2 beta,protein-coding,NCBI,landmark
524
+ 5289,PIK3C3,ENSG00000078142,phosphatidylinositol 3-kinase catalytic subunit type 3,protein-coding,NCBI,landmark
525
+ 5290,PIK3CA,ENSG00000121879,"phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha",protein-coding,NCBI,landmark
526
+ 5300,PIN1,ENSG00000127445,"peptidylprolyl cis/trans isomerase, NIMA-interacting 1",protein-coding,NCBI,landmark
527
+ 5321,PLA2G4A,ENSG00000116711,phospholipase A2 group IVA,protein-coding,NCBI,landmark
528
+ 533,ATP6V0B,ENSG00000117410,ATPase H+ transporting V0 subunit b,protein-coding,NCBI,landmark
529
+ 5331,PLCB3,ENSG00000149782,phospholipase C beta 3,protein-coding,NCBI,landmark
530
+ 53343,NUDT9,ENSG00000170502,nudix hydrolase 9,protein-coding,NCBI,landmark
531
+ 5347,PLK1,ENSG00000166851,polo like kinase 1,protein-coding,NCBI,landmark
532
+ 5355,PLP2,ENSG00000102007,proteolipid protein 2,protein-coding,NCBI,landmark
533
+ 5357,PLS1,ENSG00000120756,plastin 1,protein-coding,NCBI,landmark
534
+ 5359,PLSCR1,ENSG00000188313,phospholipid scramblase 1,protein-coding,NCBI,landmark
535
+ 5366,PMAIP1,ENSG00000141682,phorbol-12-myristate-13-acetate-induced protein 1,protein-coding,NCBI,landmark
536
+ 5373,PMM2,ENSG00000140650,phosphomannomutase 2,protein-coding,NCBI,landmark
537
+ 54205,CYCS,ENSG00000172115,"cytochrome c, somatic",protein-coding,NCBI,landmark
538
+ 5423,POLB,ENSG00000070501,DNA polymerase beta,protein-coding,NCBI,landmark
539
+ 5427,POLE2,ENSG00000100479,"DNA polymerase epsilon 2, accessory subunit",protein-coding,NCBI,landmark
540
+ 5438,POLR2I,ENSG00000105258,RNA polymerase II subunit I,protein-coding,NCBI,landmark
541
+ 54386,TERF2IP,ENSG00000166848,TERF2 interacting protein,protein-coding,NCBI,landmark
542
+ 5440,POLR2K,ENSG00000147669,RNA polymerase II subunit K,protein-coding,NCBI,landmark
543
+ 54438,GFOD1,ENSG00000145990,glucose-fructose oxidoreductase domain containing 1,protein-coding,NCBI,landmark
544
+ 54442,KCTD5,ENSG00000167977,potassium channel tetramerization domain containing 5,protein-coding,NCBI,landmark
545
+ 54499,TMCO1,ENSG00000143183,transmembrane and coiled-coil domains 1,protein-coding,NCBI,landmark
546
+ 54505,DHX29,ENSG00000067248,DExH-box helicase 29,protein-coding,NCBI,landmark
547
+ 54512,EXOSC4,ENSG00000178896,exosome component 4,protein-coding,NCBI,landmark
548
+ 54541,DDIT4,ENSG00000168209,DNA damage inducible transcript 4,protein-coding,NCBI,landmark
549
+ 54623,PAF1,ENSG00000006712,"PAF1 homolog, Paf1/RNA polymerase II complex component",protein-coding,NCBI,landmark
550
+ 5467,PPARD,ENSG00000112033,peroxisome proliferator activated receptor delta,protein-coding,NCBI,landmark
551
+ 5468,PPARG,ENSG00000132170,peroxisome proliferator activated receptor gamma,protein-coding,NCBI,landmark
552
+ 54681,P4HTM,ENSG00000178467,"prolyl 4-hydroxylase, transmembrane",protein-coding,NCBI,landmark
553
+ 54733,SLC35F2,ENSG00000110660,solute carrier family 35 member F2,protein-coding,NCBI,landmark
554
+ 5480,PPIC,ENSG00000168938,peptidylprolyl isomerase C,protein-coding,NCBI,landmark
555
+ 54807,ZNF586,ENSG00000083828,zinc finger protein 586,protein-coding,NCBI,landmark
556
+ 54850,FBXL12,ENSG00000127452,F-box and leucine rich repeat protein 12,protein-coding,NCBI,landmark
557
+ 54881,TEX10,ENSG00000136891,testis expressed 10,protein-coding,NCBI,landmark
558
+ 54915,YTHDF1,ENSG00000149658,YTH N6-methyladenosine RNA binding protein 1,protein-coding,NCBI,landmark
559
+ 54957,TXNL4B,ENSG00000140830,thioredoxin like 4B,protein-coding,NCBI,landmark
560
+ 5498,PPOX,ENSG00000143224,protoporphyrinogen oxidase,protein-coding,NCBI,landmark
561
+ 55008,HERC6,ENSG00000138642,HECT and RLD domain containing E3 ubiquitin protein ligase family member 6,protein-coding,NCBI,landmark
562
+ 55011,PIH1D1,ENSG00000104872,PIH1 domain containing 1,protein-coding,NCBI,landmark
563
+ 55012,PPP2R3C,ENSG00000092020,protein phosphatase 2 regulatory subunit B''gamma,protein-coding,NCBI,landmark
564
+ 55033,FKBP14,ENSG00000106080,FKBP prolyl isomerase 14,protein-coding,NCBI,landmark
565
+ 55038,CDCA4,ENSG00000170779,cell division cycle associated 4,protein-coding,NCBI,landmark
566
+ 55111,PLEKHJ1,ENSG00000104886,pleckstrin homology domain containing J1,protein-coding,NCBI,landmark
567
+ 55127,HEATR1,ENSG00000119285,HEAT repeat containing 1,protein-coding,NCBI,landmark
568
+ 55129,ANO10,ENSG00000160746,anoctamin 10,protein-coding,NCBI,landmark
569
+ 55148,UBR7,ENSG00000012963,ubiquitin protein ligase E3 component n-recognin 7 (putative),protein-coding,NCBI,landmark
570
+ 55179,FAIM,ENSG00000158234,Fas apoptotic inhibitory molecule,protein-coding,NCBI,landmark
571
+ 5525,PPP2R5A,ENSG00000066027,protein phosphatase 2 regulatory subunit B'alpha,protein-coding,NCBI,landmark
572
+ 55256,ADI1,ENSG00000182551,acireductone dioxygenase 1,protein-coding,NCBI,landmark
573
+ 5529,PPP2R5E,ENSG00000154001,protein phosphatase 2 regulatory subunit B'epsilon,protein-coding,NCBI,landmark
574
+ 55324,ABCF3,ENSG00000161204,ATP binding cassette subfamily F member 3,protein-coding,NCBI,landmark
575
+ 5547,PRCP,ENSG00000137509,prolylcarboxypeptidase,protein-coding,NCBI,landmark
576
+ 55556,ENOSF1,ENSG00000132199,enolase superfamily member 1,protein-coding,NCBI,landmark
577
+ 55604,CARMIL1,ENSG00000079691,capping protein regulator and myosin 1 linker 1,protein-coding,NCBI,landmark
578
+ 55608,ANKRD10,ENSG00000088448,ankyrin repeat domain 10,protein-coding,NCBI,landmark
579
+ 55620,STAP2,ENSG00000178078,signal transducing adaptor family member 2,protein-coding,NCBI,landmark
580
+ 5566,PRKACA,ENSG00000072062,protein kinase cAMP-activated catalytic subunit alpha,protein-coding,NCBI,landmark
581
+ 55699,IARS2,ENSG00000067704,"isoleucyl-tRNA synthetase 2, mitochondrial",protein-coding,NCBI,landmark
582
+ 55746,NUP133,ENSG00000069248,nucleoporin 133,protein-coding,NCBI,landmark
583
+ 55748,CNDP2,ENSG00000133313,carnosine dipeptidase 2,protein-coding,NCBI,landmark
584
+ 55793,MINDY1,ENSG00000143409,MINDY lysine 48 deubiquitinase 1,protein-coding,NCBI,landmark
585
+ 5580,PRKCD,ENSG00000163932,protein kinase C delta,protein-coding,NCBI,landmark
586
+ 55818,KDM3A,ENSG00000115548,lysine demethylase 3A,protein-coding,NCBI,landmark
587
+ 55825,PECR,ENSG00000115425,peroxisomal trans-2-enoyl-CoA reductase,protein-coding,NCBI,landmark
588
+ 5583,PRKCH,ENSG00000027075,protein kinase C eta,protein-coding,NCBI,landmark
589
+ 55837,EAPP,ENSG00000129518,E2F associated phosphoprotein,protein-coding,NCBI,landmark
590
+ 55847,CISD1,ENSG00000122873,CDGSH iron sulfur domain 1,protein-coding,NCBI,landmark
591
+ 5588,PRKCQ,ENSG00000065675,protein kinase C theta,protein-coding,NCBI,landmark
592
+ 55893,ZNF395,ENSG00000186918,zinc finger protein 395,protein-coding,NCBI,landmark
593
+ 55958,KLHL9,ENSG00000198642,kelch like family member 9,protein-coding,NCBI,landmark
594
+ 5601,MAPK9,ENSG00000050748,mitogen-activated protein kinase 9,protein-coding,NCBI,landmark
595
+ 5603,MAPK13,ENSG00000156711,mitogen-activated protein kinase 13,protein-coding,NCBI,landmark
596
+ 5607,MAP2K5,ENSG00000137764,mitogen-activated protein kinase kinase 5,protein-coding,NCBI,landmark
597
+ 5613,PRKX,ENSG00000183943,protein kinase X-linked,protein-coding,NCBI,landmark
598
+ 5627,PROS1,ENSG00000184500,protein S,protein-coding,NCBI,landmark
599
+ 5641,LGMN,ENSG00000100600,legumain,protein-coding,NCBI,landmark
600
+ 5654,HTRA1,ENSG00000166033,HtrA serine peptidase 1,protein-coding,NCBI,landmark
601
+ 56654,NPDC1,ENSG00000107281,"neural proliferation, differentiation and control 1",protein-coding,NCBI,landmark
602
+ 56889,TM9SF3,ENSG00000077147,transmembrane 9 superfamily member 3,protein-coding,NCBI,landmark
603
+ 56924,PAK6,ENSG00000137843,p21 (RAC1) activated kinase 6,protein-coding,NCBI,landmark
604
+ 56940,DUSP22,ENSG00000112679,dual specificity phosphatase 22,protein-coding,NCBI,landmark
605
+ 5696,PSMB8,ENSG00000204264,proteasome subunit beta 8,protein-coding,NCBI,landmark
606
+ 5699,PSMB10,ENSG00000205220,proteasome subunit beta 10,protein-coding,NCBI,landmark
607
+ 56997,COQ8A,ENSG00000163050,coenzyme Q8A,protein-coding,NCBI,landmark
608
+ 57019,CIAPIN1,ENSG00000005194,cytokine induced apoptosis inhibitor 1,protein-coding,NCBI,landmark
609
+ 57048,PLSCR3,ENSG00000187838,phospholipid scramblase 3,protein-coding,NCBI,landmark
610
+ 5708,PSMD2,ENSG00000175166,"proteasome 26S subunit, non-ATPase 2",protein-coding,NCBI,landmark
611
+ 5710,PSMD4,ENSG00000159352,"proteasome 26S subunit, non-ATPase 4",protein-coding,NCBI,landmark
612
+ 57147,SCYL3,ENSG00000000457,SCY1 like pseudokinase 3,protein-coding,NCBI,landmark
613
+ 57149,LYRM1,ENSG00000102897,LYR motif containing 1,protein-coding,NCBI,landmark
614
+ 5715,PSMD9,ENSG00000110801,"proteasome 26S subunit, non-ATPase 9",protein-coding,NCBI,landmark
615
+ 5716,PSMD10,ENSG00000101843,"proteasome 26S subunit, non-ATPase 10",protein-coding,NCBI,landmark
616
+ 57178,ZMIZ1,ENSG00000108175,zinc finger MIZ-type containing 1,protein-coding,NCBI,landmark
617
+ 57192,MCOLN1,ENSG00000090674,mucolipin 1,protein-coding,NCBI,landmark
618
+ 572,BAD,ENSG00000002330,BCL2 associated agonist of cell death,protein-coding,NCBI,landmark
619
+ 5720,PSME1,ENSG00000092010,proteasome activator subunit 1,protein-coding,NCBI,landmark
620
+ 5721,PSME2,ENSG00000100911,proteasome activator subunit 2,protein-coding,NCBI,landmark
621
+ 57215,THAP11,ENSG00000168286,THAP domain containing 11,protein-coding,NCBI,landmark
622
+ 57406,ABHD6,ENSG00000163686,abhydrolase domain containing 6,protein-coding,NCBI,landmark
623
+ 5743,PTGS2,ENSG00000073756,prostaglandin-endoperoxide synthase 2,protein-coding,NCBI,landmark
624
+ 5747,PTK2,ENSG00000169398,protein tyrosine kinase 2,protein-coding,NCBI,landmark
625
+ 5770,PTPN1,ENSG00000196396,protein tyrosine phosphatase non-receptor type 1,protein-coding,NCBI,landmark
626
+ 57761,TRIB3,ENSG00000101255,tribbles pseudokinase 3,protein-coding,NCBI,landmark
627
+ 5777,PTPN6,ENSG00000111679,protein tyrosine phosphatase non-receptor type 6,protein-coding,NCBI,landmark
628
+ 57804,POLD4,ENSG00000175482,"DNA polymerase delta 4, accessory subunit",protein-coding,NCBI,landmark
629
+ 5782,PTPN12,ENSG00000127947,protein tyrosine phosphatase non-receptor type 12,protein-coding,NCBI,landmark
630
+ 5788,PTPRC,ENSG00000081237,protein tyrosine phosphatase receptor type C,protein-coding,NCBI,landmark
631
+ 5792,PTPRF,ENSG00000142949,protein tyrosine phosphatase receptor type F,protein-coding,NCBI,landmark
632
+ 5796,PTPRK,ENSG00000152894,protein tyrosine phosphatase receptor type K,protein-coding,NCBI,landmark
633
+ 581,BAX,ENSG00000087088,"BCL2 associated X, apoptosis regulator",protein-coding,NCBI,landmark
634
+ 5827,PXMP2,ENSG00000176894,peroxisomal membrane protein 2,protein-coding,NCBI,landmark
635
+ 5829,PXN,ENSG00000089159,paxillin,protein-coding,NCBI,landmark
636
+ 5831,PYCR1,ENSG00000183010,pyrroline-5-carboxylate reductase 1,protein-coding,NCBI,landmark
637
+ 5836,PYGL,ENSG00000100504,glycogen phosphorylase L,protein-coding,NCBI,landmark
638
+ 58472,SQOR,ENSG00000137767,sulfide quinone oxidoreductase,protein-coding,NCBI,landmark
639
+ 58478,ENOPH1,ENSG00000145293,enolase-phosphatase 1,protein-coding,NCBI,landmark
640
+ 58497,PRUNE1,ENSG00000143363,prune exopolyphosphatase 1,protein-coding,NCBI,landmark
641
+ 58533,SNX6,ENSG00000129515,sorting nexin 6,protein-coding,NCBI,landmark
642
+ 5867,RAB4A,ENSG00000168118,"RAB4A, member RAS oncogene family",protein-coding,NCBI,landmark
643
+ 5873,RAB27A,ENSG00000069974,"RAB27A, member RAS oncogene family",protein-coding,NCBI,landmark
644
+ 5880,RAC2,ENSG00000128340,Rac family small GTPase 2,protein-coding,NCBI,landmark
645
+ 5883,RAD9A,ENSG00000172613,RAD9 checkpoint clamp component A,protein-coding,NCBI,landmark
646
+ 5889,RAD51C,ENSG00000108384,RAD51 paralog C,protein-coding,NCBI,landmark
647
+ 5891,MOK,ENSG00000080823,MOK protein kinase,protein-coding,NCBI,landmark
648
+ 5898,RALA,ENSG00000006451,RAS like proto-oncogene A,protein-coding,NCBI,landmark
649
+ 5899,RALB,ENSG00000144118,RAS like proto-oncogene B,protein-coding,NCBI,landmark
650
+ 5900,RALGDS,ENSG00000160271,ral guanine nucleotide dissociation stimulator,protein-coding,NCBI,landmark
651
+ 5909,RAP1GAP,ENSG00000076864,RAP1 GTPase activating protein,protein-coding,NCBI,landmark
652
+ 5921,RASA1,ENSG00000145715,RAS p21 protein activator 1,protein-coding,NCBI,landmark
653
+ 5925,RB1,ENSG00000139687,RB transcriptional corepressor 1,protein-coding,NCBI,landmark
654
+ 5927,KDM5A,ENSG00000073614,lysine demethylase 5A,protein-coding,NCBI,landmark
655
+ 595,CCND1,ENSG00000110092,cyclin D1,protein-coding,NCBI,landmark
656
+ 596,BCL2,ENSG00000171791,BCL2 apoptosis regulator,protein-coding,NCBI,landmark
657
+ 5971,RELB,ENSG00000104856,"RELB proto-oncogene, NF-kB subunit",protein-coding,NCBI,landmark
658
+ 5982,RFC2,ENSG00000049541,replication factor C subunit 2,protein-coding,NCBI,landmark
659
+ 5985,RFC5,ENSG00000111445,replication factor C subunit 5,protein-coding,NCBI,landmark
660
+ 5986,RFNG,ENSG00000169733,RFNG O-fucosylpeptide 3-beta-N-acetylglucosaminyltransferase,protein-coding,NCBI,landmark
661
+ 5993,RFX5,ENSG00000143390,regulatory factor X5,protein-coding,NCBI,landmark
662
+ 5997,RGS2,ENSG00000116741,regulator of G protein signaling 2,protein-coding,NCBI,landmark
663
+ 6009,RHEB,ENSG00000106615,"Ras homolog, mTORC1 binding",protein-coding,NCBI,landmark
664
+ 60493,FASTKD5,ENSG00000215251,FAST kinase domains 5,protein-coding,NCBI,landmark
665
+ 6050,RNH1,ENSG00000023191,ribonuclease/angiogenin inhibitor 1,protein-coding,NCBI,landmark
666
+ 60528,ELAC2,ENSG00000006744,elaC ribonuclease Z 2,protein-coding,NCBI,landmark
667
+ 6117,RPA1,ENSG00000132383,replication protein A1,protein-coding,NCBI,landmark
668
+ 6118,RPA2,ENSG00000117748,replication protein A2,protein-coding,NCBI,landmark
669
+ 6119,RPA3,ENSG00000106399,replication protein A3,protein-coding,NCBI,landmark
670
+ 6182,MRPL12,ENSG00000262814,mitochondrial ribosomal protein L12,protein-coding,NCBI,landmark
671
+ 6184,RPN1,ENSG00000163902,ribophorin I,protein-coding,NCBI,landmark
672
+ 6193,RPS5,ENSG00000083845,ribosomal protein S5,protein-coding,NCBI,landmark
673
+ 6194,RPS6,ENSG00000137154,ribosomal protein S6,protein-coding,NCBI,landmark
674
+ 6195,RPS6KA1,ENSG00000117676,ribosomal protein S6 kinase A1,protein-coding,NCBI,landmark
675
+ 622,BDH1,ENSG00000161267,3-hydroxybutyrate dehydrogenase 1,protein-coding,NCBI,landmark
676
+ 6251,RSU1,ENSG00000148484,Ras suppressor protein 1,protein-coding,NCBI,landmark
677
+ 6253,RTN2,ENSG00000125744,reticulon 2,protein-coding,NCBI,landmark
678
+ 6275,S100A4,ENSG00000196154,S100 calcium binding protein A4,protein-coding,NCBI,landmark
679
+ 6284,S100A13,ENSG00000189171,S100 calcium binding protein A13,protein-coding,NCBI,landmark
680
+ 6304,SATB1,ENSG00000182568,SATB homeobox 1,protein-coding,NCBI,landmark
681
+ 6342,SCP2,ENSG00000116171,sterol carrier protein 2,protein-coding,NCBI,landmark
682
+ 6347,CCL2,ENSG00000108691,C-C motif chemokine ligand 2,protein-coding,NCBI,landmark
683
+ 637,BID,ENSG00000015475,BH3 interacting domain death agonist,protein-coding,NCBI,landmark
684
+ 63874,ABHD4,ENSG00000100439,abhydrolase domain containing 4,protein-coding,NCBI,landmark
685
+ 6390,SDHB,ENSG00000117118,succinate dehydrogenase complex iron sulfur subunit B,protein-coding,NCBI,landmark
686
+ 63933,MCUR1,ENSG00000050393,mitochondrial calcium uniporter regulator 1,protein-coding,NCBI,landmark
687
+ 64080,RBKS,ENSG00000171174,ribokinase,protein-coding,NCBI,landmark
688
+ 642,BLMH,ENSG00000108578,bleomycin hydrolase,protein-coding,NCBI,landmark
689
+ 644,BLVRA,ENSG00000106605,biliverdin reductase A,protein-coding,NCBI,landmark
690
+ 64422,ATG3,ENSG00000144848,autophagy related 3,protein-coding,NCBI,landmark
691
+ 64428,CIAO3,ENSG00000103245,cytosolic iron-sulfur assembly component 3,protein-coding,NCBI,landmark
692
+ 64429,ZDHHC6,ENSG00000023041,zinc finger DHHC-type containing 6,protein-coding,NCBI,landmark
693
+ 6443,SGCB,ENSG00000163069,sarcoglycan beta,protein-coding,NCBI,landmark
694
+ 6461,SHB,ENSG00000107338,SH2 domain containing adaptor protein B,protein-coding,NCBI,landmark
695
+ 6464,SHC1,ENSG00000160691,SHC adaptor protein 1,protein-coding,NCBI,landmark
696
+ 64746,ACBD3,ENSG00000182827,acyl-CoA binding domain containing 3,protein-coding,NCBI,landmark
697
+ 64781,CERK,ENSG00000100422,ceramide kinase,protein-coding,NCBI,landmark
698
+ 64943,NT5DC2,ENSG00000168268,5'-nucleotidase domain containing 2,protein-coding,NCBI,landmark
699
+ 6499,SKIV2L,ENSG00000204351,Ski2 like RNA helicase,protein-coding,NCBI,landmark
700
+ 6500,SKP1,ENSG00000113558,S-phase kinase associated protein 1,protein-coding,NCBI,landmark
701
+ 65057,ACD,ENSG00000102977,ACD shelterin complex subunit and telomerase recruitment factor,protein-coding,NCBI,landmark
702
+ 6509,SLC1A4,ENSG00000115902,solute carrier family 1 member 4,protein-coding,NCBI,landmark
703
+ 65123,INTS3,ENSG00000143624,integrator complex subunit 3,protein-coding,NCBI,landmark
704
+ 652,BMP4,ENSG00000125378,bone morphogenetic protein 4,protein-coding,NCBI,landmark
705
+ 6597,SMARCA4,ENSG00000127616,"SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily a, member 4",protein-coding,NCBI,landmark
706
+ 6599,SMARCC1,ENSG00000173473,"SWI/SNF related, matrix associated, actin dependent regulator of chromatin subfamily c member 1",protein-coding,NCBI,landmark
707
+ 66008,TRAK2,ENSG00000115993,trafficking kinesin protein 2,protein-coding,NCBI,landmark
708
+ 6603,SMARCD2,ENSG00000108604,"SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily d, member 2",protein-coding,NCBI,landmark
709
+ 6616,SNAP25,ENSG00000132639,synaptosome associated protein 25,protein-coding,NCBI,landmark
710
+ 6622,SNCA,ENSG00000145335,synuclein alpha,protein-coding,NCBI,landmark
711
+ 664,BNIP3,ENSG00000176171,BCL2 interacting protein 3,protein-coding,NCBI,landmark
712
+ 665,BNIP3L,ENSG00000104765,BCL2 interacting protein 3 like,protein-coding,NCBI,landmark
713
+ 6657,SOX2,ENSG00000181449,SRY-box 2,protein-coding,NCBI,landmark
714
+ 6659,SOX4,ENSG00000124766,SRY-box 4,protein-coding,NCBI,landmark
715
+ 6676,SPAG4,ENSG00000061656,sperm associated antigen 4,protein-coding,NCBI,landmark
716
+ 6696,SPP1,ENSG00000118785,secreted phosphoprotein 1,protein-coding,NCBI,landmark
717
+ 6697,SPR,ENSG00000116096,sepiapterin reductase,protein-coding,NCBI,landmark
718
+ 670,BPHL,ENSG00000137274,biphenyl hydrolase like,protein-coding,NCBI,landmark
719
+ 6709,SPTAN1,ENSG00000197694,"spectrin alpha, non-erythrocytic 1",protein-coding,NCBI,landmark
720
+ 6714,SRC,ENSG00000197122,"SRC proto-oncogene, non-receptor tyrosine kinase",protein-coding,NCBI,landmark
721
+ 672,BRCA1,ENSG00000012048,BRCA1 DNA repair associated,protein-coding,NCBI,landmark
722
+ 6772,STAT1,ENSG00000115415,signal transducer and activator of transcription 1,protein-coding,NCBI,landmark
723
+ 6774,STAT3,ENSG00000168610,signal transducer and activator of transcription 3,protein-coding,NCBI,landmark
724
+ 6777,STAT5B,ENSG00000173757,signal transducer and activator of transcription 5B,protein-coding,NCBI,landmark
725
+ 6790,AURKA,ENSG00000087586,aurora kinase A,protein-coding,NCBI,landmark
726
+ 6793,STK10,ENSG00000072786,serine/threonine kinase 10,protein-coding,NCBI,landmark
727
+ 6804,STX1A,ENSG00000106089,syntaxin 1A,protein-coding,NCBI,landmark
728
+ 6810,STX4,ENSG00000103496,syntaxin 4,protein-coding,NCBI,landmark
729
+ 6812,STXBP1,ENSG00000136854,syntaxin binding protein 1,protein-coding,NCBI,landmark
730
+ 6813,STXBP2,ENSG00000076944,syntaxin binding protein 2,protein-coding,NCBI,landmark
731
+ 6832,SUPV3L1,ENSG00000156502,Suv3 like RNA helicase,protein-coding,NCBI,landmark
732
+ 6839,SUV39H1,ENSG00000101945,suppressor of variegation 3-9 homolog 1,protein-coding,NCBI,landmark
733
+ 6850,SYK,ENSG00000165025,spleen associated tyrosine kinase,protein-coding,NCBI,landmark
734
+ 6856,SYPL1,ENSG00000008282,synaptophysin like 1,protein-coding,NCBI,landmark
735
+ 6894,TARBP1,ENSG00000059588,TAR (HIV-1) RNA binding protein 1,protein-coding,NCBI,landmark
736
+ 6908,TBP,ENSG00000112592,TATA-box binding protein,protein-coding,NCBI,landmark
737
+ 6909,TBX2,ENSG00000121068,T-box 2,protein-coding,NCBI,landmark
738
+ 6915,TBXA2R,ENSG00000006638,thromboxane A2 receptor,protein-coding,NCBI,landmark
739
+ 6919,TCEA2,ENSG00000171703,transcription elongation factor A2,protein-coding,NCBI,landmark
740
+ 6944,VPS72,ENSG00000163159,vacuolar protein sorting 72 homolog,protein-coding,NCBI,landmark
741
+ 695,BTK,ENSG00000010671,Bruton tyrosine kinase,protein-coding,NCBI,landmark
742
+ 6988,TCTA,ENSG00000145022,T cell leukemia translocation altered,protein-coding,NCBI,landmark
743
+ 6990,DYNLT3,ENSG00000165169,dynein light chain Tctex-type 3,protein-coding,NCBI,landmark
744
+ 701,BUB1B,ENSG00000156970,BUB1 mitotic checkpoint serine/threonine kinase B,protein-coding,NCBI,landmark
745
+ 7015,TERT,ENSG00000164362,telomerase reverse transcriptase,protein-coding,NCBI,landmark
746
+ 7016,TESK1,ENSG00000107140,testis associated actin remodelling kinase 1,protein-coding,NCBI,landmark
747
+ 7020,TFAP2A,ENSG00000137203,transcription factor AP-2 alpha,protein-coding,NCBI,landmark
748
+ 7027,TFDP1,ENSG00000198176,transcription factor Dp-1,protein-coding,NCBI,landmark
749
+ 7043,TGFB3,ENSG00000119699,transforming growth factor beta 3,protein-coding,NCBI,landmark
750
+ 7048,TGFBR2,ENSG00000163513,transforming growth factor beta receptor 2,protein-coding,NCBI,landmark
751
+ 7074,TIAM1,ENSG00000156299,T cell lymphoma invasion and metastasis 1,protein-coding,NCBI,landmark
752
+ 7077,TIMP2,ENSG00000035862,TIMP metallopeptidase inhibitor 2,protein-coding,NCBI,landmark
753
+ 7082,TJP1,ENSG00000104067,tight junction protein 1,protein-coding,NCBI,landmark
754
+ 7088,TLE1,ENSG00000196781,"TLE family member 1, transcriptional corepressor",protein-coding,NCBI,landmark
755
+ 7099,TLR4,ENSG00000136869,toll like receptor 4,protein-coding,NCBI,landmark
756
+ 7105,TSPAN6,ENSG00000000003,tetraspanin 6,protein-coding,NCBI,landmark
757
+ 7106,TSPAN4,ENSG00000214063,tetraspanin 4,protein-coding,NCBI,landmark
758
+ 7153,TOP2A,ENSG00000131747,DNA topoisomerase II alpha,protein-coding,NCBI,landmark
759
+ 7157,TP53,ENSG00000141510,tumor protein p53,protein-coding,NCBI,landmark
760
+ 7158,TP53BP1,ENSG00000067369,tumor protein p53 binding protein 1,protein-coding,NCBI,landmark
761
+ 7159,TP53BP2,ENSG00000143514,tumor protein p53 binding protein 2,protein-coding,NCBI,landmark
762
+ 7165,TPD52L2,ENSG00000101150,TPD52 like 2,protein-coding,NCBI,landmark
763
+ 7168,TPM1,ENSG00000140416,tropomyosin 1,protein-coding,NCBI,landmark
764
+ 7264,TSTA3,ENSG00000104522,tissue specific transplantation antigen P35B,protein-coding,NCBI,landmark
765
+ 727,C5,ENSG00000106804,complement C5,protein-coding,NCBI,landmark
766
+ 7296,TXNRD1,ENSG00000198431,thioredoxin reductase 1,protein-coding,NCBI,landmark
767
+ 7319,UBE2A,ENSG00000077721,ubiquitin conjugating enzyme E2 A,protein-coding,NCBI,landmark
768
+ 7358,UGDH,ENSG00000109814,UDP-glucose 6-dehydrogenase,protein-coding,NCBI,landmark
769
+ 7376,NR1H2,ENSG00000131408,nuclear receptor subfamily 1 group H member 2,protein-coding,NCBI,landmark
770
+ 7398,USP1,ENSG00000162607,ubiquitin specific peptidase 1,protein-coding,NCBI,landmark
771
+ 7416,VDAC1,ENSG00000213585,voltage dependent anion channel 1,protein-coding,NCBI,landmark
772
+ 7466,WFS1,ENSG00000109501,wolframin ER transmembrane glycoprotein,protein-coding,NCBI,landmark
773
+ 7485,WRB,ENSG00000182093,tryptophan rich basic protein,protein-coding,NCBI,landmark
774
+ 7494,XBP1,ENSG00000100219,X-box binding protein 1,protein-coding,NCBI,landmark
775
+ 7511,XPNPEP1,ENSG00000108039,X-prolyl aminopeptidase 1,protein-coding,NCBI,landmark
776
+ 7538,ZFP36,ENSG00000128016,ZFP36 ring finger protein,protein-coding,NCBI,landmark
777
+ 7690,ZNF131,ENSG00000172262,zinc finger protein 131,protein-coding,NCBI,landmark
778
+ 7750,ZMYM2,ENSG00000121741,zinc finger MYM-type containing 2,protein-coding,NCBI,landmark
779
+ 780,DDR1,ENSG00000204580,discoidin domain receptor tyrosine kinase 1,protein-coding,NCBI,landmark
780
+ 7849,PAX8,ENSG00000125618,paired box 8,protein-coding,NCBI,landmark
781
+ 7852,CXCR4,ENSG00000121966,C-X-C motif chemokine receptor 4,protein-coding,NCBI,landmark
782
+ 7866,IFRD2,ENSG00000214706,interferon related developmental regulator 2,protein-coding,NCBI,landmark
783
+ 7867,MAPKAPK3,ENSG00000114738,mitogen-activated protein kinase-activated protein kinase 3,protein-coding,NCBI,landmark
784
+ 7874,USP7,ENSG00000187555,ubiquitin specific peptidase 7,protein-coding,NCBI,landmark
785
+ 79006,METRN,ENSG00000103260,"meteorin, glial cell differentiation regulator",protein-coding,NCBI,landmark
786
+ 7905,REEP5,ENSG00000129625,receptor accessory protein 5,protein-coding,NCBI,landmark
787
+ 79071,ELOVL6,ENSG00000170522,ELOVL fatty acid elongase 6,protein-coding,NCBI,landmark
788
+ 79073,TMEM109,ENSG00000110108,transmembrane protein 109,protein-coding,NCBI,landmark
789
+ 79080,CCDC86,ENSG00000110104,coiled-coil domain containing 86,protein-coding,NCBI,landmark
790
+ 79090,TRAPPC6A,ENSG00000007255,trafficking protein particle complex 6A,protein-coding,NCBI,landmark
791
+ 79094,CHAC1,ENSG00000128965,ChaC glutathione specific gamma-glutamylcyclotransferase 1,protein-coding,NCBI,landmark
792
+ 79143,MBOAT7,ENSG00000125505,membrane bound O-acyltransferase domain containing 7,protein-coding,NCBI,landmark
793
+ 79170,PRR15L,ENSG00000167183,proline rich 15 like,protein-coding,NCBI,landmark
794
+ 79174,CRELD2,ENSG00000184164,cysteine rich with EGF like domains 2,protein-coding,NCBI,landmark
795
+ 79187,FSD1,ENSG00000105255,fibronectin type III and SPRY domain containing 1,protein-coding,NCBI,landmark
796
+ 79600,TCTN1,ENSG00000204852,tectonic family member 1,protein-coding,NCBI,landmark
797
+ 79643,CHMP6,ENSG00000176108,charged multivesicular body protein 6,protein-coding,NCBI,landmark
798
+ 79716,NPEPL1,ENSG00000215440,aminopeptidase like 1,protein-coding,NCBI,landmark
799
+ 7982,ST7,ENSG00000004866,suppression of tumorigenicity 7,protein-coding,NCBI,landmark
800
+ 79850,FAM57A,ENSG00000167695,family with sequence similarity 57 member A,protein-coding,NCBI,landmark
801
+ 79902,NUP85,ENSG00000125450,nucleoporin 85,protein-coding,NCBI,landmark
802
+ 79921,TCEAL4,ENSG00000133142,transcription elongation factor A like 4,protein-coding,NCBI,landmark
803
+ 7994,KAT6A,ENSG00000083168,lysine acetyltransferase 6A,protein-coding,NCBI,landmark
804
+ 79947,DHDDS,ENSG00000117682,dehydrodolichyl diphosphate synthase subunit,protein-coding,NCBI,landmark
805
+ 79961,DENND2D,ENSG00000162777,DENN domain containing 2D,protein-coding,NCBI,landmark
806
+ 80204,FBXO11,ENSG00000138081,F-box protein 11,protein-coding,NCBI,landmark
807
+ 80212,CCDC92,ENSG00000119242,coiled-coil domain containing 92,protein-coding,NCBI,landmark
808
+ 80347,COASY,ENSG00000068120,Coenzyme A synthase,protein-coding,NCBI,landmark
809
+ 80349,WDR61,ENSG00000140395,WD repeat domain 61,protein-coding,NCBI,landmark
810
+ 8050,PDHX,ENSG00000110435,pyruvate dehydrogenase complex component X,protein-coding,NCBI,landmark
811
+ 8061,FOSL1,ENSG00000175592,"FOS like 1, AP-1 transcription factor subunit",protein-coding,NCBI,landmark
812
+ 80746,TSEN2,ENSG00000154743,tRNA splicing endonuclease subunit 2,protein-coding,NCBI,landmark
813
+ 80758,PRR7,ENSG00000131188,"proline rich 7, synaptic",protein-coding,NCBI,landmark
814
+ 808,CALM3,ENSG00000160014,calmodulin 3,protein-coding,NCBI,landmark
815
+ 8091,HMGA2,ENSG00000149948,high mobility group AT-hook 2,protein-coding,NCBI,landmark
816
+ 813,CALU,ENSG00000128595,calumenin,protein-coding,NCBI,landmark
817
+ 81533,ITFG1,ENSG00000129636,integrin alpha FG-GAP repeat containing 1,protein-coding,NCBI,landmark
818
+ 81544,GDPD5,ENSG00000158555,glycerophosphodiester phosphodiesterase domain containing 5,protein-coding,NCBI,landmark
819
+ 8202,NCOA3,ENSG00000124151,nuclear receptor coactivator 3,protein-coding,NCBI,landmark
820
+ 8204,NRIP1,ENSG00000180530,nuclear receptor interacting protein 1,protein-coding,NCBI,landmark
821
+ 823,CAPN1,ENSG00000014216,calpain 1,protein-coding,NCBI,landmark
822
+ 8243,SMC1A,ENSG00000072501,structural maintenance of chromosomes 1A,protein-coding,NCBI,landmark
823
+ 8270,LAGE3,ENSG00000196976,L antigen family member 3,protein-coding,NCBI,landmark
824
+ 831,CAST,ENSG00000153113,calpastatin,protein-coding,NCBI,landmark
825
+ 8312,AXIN1,ENSG00000103126,axin 1,protein-coding,NCBI,landmark
826
+ 8318,CDC45,ENSG00000093009,cell division cycle 45,protein-coding,NCBI,landmark
827
+ 8321,FZD1,ENSG00000157240,frizzled class receptor 1,protein-coding,NCBI,landmark
828
+ 8324,FZD7,ENSG00000155760,frizzled class receptor 7,protein-coding,NCBI,landmark
829
+ 8349,HIST2H2BE,ENSG00000184678,histone cluster 2 H2B family member e,protein-coding,NCBI,landmark
830
+ 835,CASP2,ENSG00000106144,caspase 2,protein-coding,NCBI,landmark
831
+ 836,CASP3,ENSG00000164305,caspase 3,protein-coding,NCBI,landmark
832
+ 83743,GRWD1,ENSG00000105447,glutamate rich WD repeat containing 1,protein-coding,NCBI,landmark
833
+ 8396,PIP4K2B,ENSG00000276293,phosphatidylinositol-5-phosphate 4-kinase type 2 beta,protein-coding,NCBI,landmark
834
+ 840,CASP7,ENSG00000165806,caspase 7,protein-coding,NCBI,landmark
835
+ 84159,ARID5B,ENSG00000150347,AT-rich interaction domain 5B,protein-coding,NCBI,landmark
836
+ 843,CASP10,ENSG00000003400,caspase 10,protein-coding,NCBI,landmark
837
+ 8440,NCK2,ENSG00000071051,NCK adaptor protein 2,protein-coding,NCBI,landmark
838
+ 8444,DYRK3,ENSG00000143479,dual specificity tyrosine phosphorylation regulated kinase 3,protein-coding,NCBI,landmark
839
+ 8446,DUSP11,ENSG00000144048,dual specificity phosphatase 11,protein-coding,NCBI,landmark
840
+ 84617,TUBB6,ENSG00000176014,tubulin beta 6 class V,protein-coding,NCBI,landmark
841
+ 847,CAT,ENSG00000121691,catalase,protein-coding,NCBI,landmark
842
+ 84722,PSRC1,ENSG00000134222,proline and serine rich coiled-coil 1,protein-coding,NCBI,landmark
843
+ 8480,RAE1,ENSG00000101146,ribonucleic acid export 1,protein-coding,NCBI,landmark
844
+ 84890,ADO,ENSG00000181915,2-aminoethanethiol dioxygenase,protein-coding,NCBI,landmark
845
+ 8503,PIK3R3,ENSG00000117461,phosphoinositide-3-kinase regulatory subunit 3,protein-coding,NCBI,landmark
846
+ 8508,NIPSNAP1,ENSG00000184117,nipsnap homolog 1,protein-coding,NCBI,landmark
847
+ 8518,ELP1,ENSG00000070061,elongator complex protein 1,protein-coding,NCBI,landmark
848
+ 8520,HAT1,ENSG00000128708,histone acetyltransferase 1,protein-coding,NCBI,landmark
849
+ 85236,HIST1H2BK,ENSG00000197903,histone cluster 1 H2B family member k,protein-coding,NCBI,landmark
850
+ 85377,MICALL1,ENSG00000100139,MICAL like 1,protein-coding,NCBI,landmark
851
+ 8550,MAPKAPK5,ENSG00000089022,mitogen-activated protein kinase-activated protein kinase 5,protein-coding,NCBI,landmark
852
+ 8553,BHLHE40,ENSG00000134107,basic helix-loop-helix family member e40,protein-coding,NCBI,landmark
853
+ 8569,MKNK1,ENSG00000079277,MAP kinase interacting serine/threonine kinase 1,protein-coding,NCBI,landmark
854
+ 8573,CASK,ENSG00000147044,calcium/calmodulin dependent serine protein kinase,protein-coding,NCBI,landmark
855
+ 8574,AKR7A2,ENSG00000053371,aldo-keto reductase family 7 member A2,protein-coding,NCBI,landmark
856
+ 8607,RUVBL1,ENSG00000175792,RuvB like AAA ATPase 1,protein-coding,NCBI,landmark
857
+ 8624,PSMG1,ENSG00000183527,proteasome assembly chaperone 1,protein-coding,NCBI,landmark
858
+ 8678,BECN1,ENSG00000126581,beclin 1,protein-coding,NCBI,landmark
859
+ 868,CBLB,ENSG00000114423,Cbl proto-oncogene B,protein-coding,NCBI,landmark
860
+ 8720,MBTPS1,ENSG00000140943,"membrane bound transcription factor peptidase, site 1",protein-coding,NCBI,landmark
861
+ 8726,EED,ENSG00000074266,embryonic ectoderm development,protein-coding,NCBI,landmark
862
+ 8727,CTNNAL1,ENSG00000119326,catenin alpha like 1,protein-coding,NCBI,landmark
863
+ 873,CBR1,ENSG00000159228,carbonyl reductase 1,protein-coding,NCBI,landmark
864
+ 8731,RNMT,ENSG00000101654,RNA guanine-7 methyltransferase,protein-coding,NCBI,landmark
865
+ 874,CBR3,ENSG00000159231,carbonyl reductase 3,protein-coding,NCBI,landmark
866
+ 8800,PEX11A,ENSG00000166821,peroxisomal biogenesis factor 11 alpha,protein-coding,NCBI,landmark
867
+ 8804,CREG1,ENSG00000143162,cellular repressor of E1A stimulated genes 1,protein-coding,NCBI,landmark
868
+ 8821,INPP4B,ENSG00000109452,inositol polyphosphate-4-phosphatase type II B,protein-coding,NCBI,landmark
869
+ 8826,IQGAP1,ENSG00000140575,IQ motif containing GTPase activating protein 1,protein-coding,NCBI,landmark
870
+ 8835,SOCS2,ENSG00000120833,suppressor of cytokine signaling 2,protein-coding,NCBI,landmark
871
+ 8837,CFLAR,ENSG00000003402,CASP8 and FADD like apoptosis regulator,protein-coding,NCBI,landmark
872
+ 8851,CDK5R1,ENSG00000176749,cyclin dependent kinase 5 regulatory subunit 1,protein-coding,NCBI,landmark
873
+ 8869,ST3GAL5,ENSG00000115525,"ST3 beta-galactoside alpha-2,3-sialyltransferase 5",protein-coding,NCBI,landmark
874
+ 8870,IER3,ENSG00000137331,immediate early response 3,protein-coding,NCBI,landmark
875
+ 8878,SQSTM1,ENSG00000161011,sequestosome 1,protein-coding,NCBI,landmark
876
+ 8884,SLC5A6,ENSG00000138074,solute carrier family 5 member 6,protein-coding,NCBI,landmark
877
+ 8895,CPNE3,ENSG00000085719,copine 3,protein-coding,NCBI,landmark
878
+ 890,CCNA2,ENSG00000145386,cyclin A2,protein-coding,NCBI,landmark
879
+ 8900,CCNA1,ENSG00000133101,cyclin A1,protein-coding,NCBI,landmark
880
+ 891,CCNB1,ENSG00000134057,cyclin B1,protein-coding,NCBI,landmark
881
+ 8914,TIMELESS,ENSG00000111602,timeless circadian regulator,protein-coding,NCBI,landmark
882
+ 896,CCND3,ENSG00000112576,cyclin D3,protein-coding,NCBI,landmark
883
+ 8974,P4HA2,ENSG00000072682,prolyl 4-hydroxylase subunit alpha 2,protein-coding,NCBI,landmark
884
+ 8985,PLOD3,ENSG00000106397,"procollagen-lysine,2-oxoglutarate 5-dioxygenase 3",protein-coding,NCBI,landmark
885
+ 899,CCNF,ENSG00000162063,cyclin F,protein-coding,NCBI,landmark
886
+ 89910,UBE3B,ENSG00000151148,ubiquitin protein ligase E3B,protein-coding,NCBI,landmark
887
+ 8996,NOL3,ENSG00000140939,nucleolar protein 3,protein-coding,NCBI,landmark
888
+ 9016,SLC25A14,ENSG00000102078,solute carrier family 25 member 14,protein-coding,NCBI,landmark
889
+ 9019,MPZL1,ENSG00000197965,myelin protein zero like 1,protein-coding,NCBI,landmark
890
+ 902,CCNH,ENSG00000134480,cyclin H,protein-coding,NCBI,landmark
891
+ 9053,MAP7,ENSG00000135525,microtubule associated protein 7,protein-coding,NCBI,landmark
892
+ 90861,JPT2,ENSG00000206053,Jupiter microtubule associated homolog 2,protein-coding,NCBI,landmark
893
+ 9093,DNAJA3,ENSG00000103423,DnaJ heat shock protein family (Hsp40) member A3,protein-coding,NCBI,landmark
894
+ 9097,USP14,ENSG00000101557,ubiquitin specific peptidase 14,protein-coding,NCBI,landmark
895
+ 9112,MTA1,ENSG00000182979,metastasis associated 1,protein-coding,NCBI,landmark
896
+ 91137,SLC25A46,ENSG00000164209,solute carrier family 25 member 46,protein-coding,NCBI,landmark
897
+ 9124,PDLIM1,ENSG00000107438,PDZ and LIM domain 1,protein-coding,NCBI,landmark
898
+ 9126,SMC3,ENSG00000108055,structural maintenance of chromosomes 3,protein-coding,NCBI,landmark
899
+ 9128,PRPF4,ENSG00000136875,pre-mRNA processing factor 4,protein-coding,NCBI,landmark
900
+ 9133,CCNB2,ENSG00000157456,cyclin B2,protein-coding,NCBI,landmark
901
+ 9134,CCNE2,ENSG00000175305,cyclin E2,protein-coding,NCBI,landmark
902
+ 9143,SYNGR3,ENSG00000127561,synaptogyrin 3,protein-coding,NCBI,landmark
903
+ 9170,LPAR2,ENSG00000064547,lysophosphatidic acid receptor 2,protein-coding,NCBI,landmark
904
+ 9181,ARHGEF2,ENSG00000116584,Rho/Rac guanine nucleotide exchange factor 2,protein-coding,NCBI,landmark
905
+ 9183,ZW10,ENSG00000086827,zw10 kinetochore protein,protein-coding,NCBI,landmark
906
+ 91949,COG7,ENSG00000168434,component of oligomeric golgi complex 7,protein-coding,NCBI,landmark
907
+ 9212,AURKB,ENSG00000178999,aurora kinase B,protein-coding,NCBI,landmark
908
+ 9217,VAPB,ENSG00000124164,VAMP associated protein B and C,protein-coding,NCBI,landmark
909
+ 9221,NOLC1,ENSG00000166197,nucleolar and coiled-body phosphoprotein 1,protein-coding,NCBI,landmark
910
+ 9246,UBE2L6,ENSG00000156587,ubiquitin conjugating enzyme E2 L6,protein-coding,NCBI,landmark
911
+ 9261,MAPKAPK2,ENSG00000162889,mitogen-activated protein kinase-activated protein kinase 2,protein-coding,NCBI,landmark
912
+ 9267,CYTH1,ENSG00000108669,cytohesin 1,protein-coding,NCBI,landmark
913
+ 9270,ITGB1BP1,ENSG00000119185,integrin subunit beta 1 binding protein 1,protein-coding,NCBI,landmark
914
+ 9275,BCL7B,ENSG00000106635,BAF chromatin remodeling complex subunit BCL7B,protein-coding,NCBI,landmark
915
+ 9276,COPB2,ENSG00000184432,coatomer protein complex subunit beta 2,protein-coding,NCBI,landmark
916
+ 9289,ADGRG1,ENSG00000205336,adhesion G protein-coupled receptor G1,protein-coding,NCBI,landmark
917
+ 93487,MAPK1IP1L,ENSG00000168175,mitogen-activated protein kinase 1 interacting protein 1 like,protein-coding,NCBI,landmark
918
+ 93594,TBC1D31,ENSG00000156787,TBC1 domain family member 31,protein-coding,NCBI,landmark
919
+ 9375,TM9SF2,ENSG00000125304,transmembrane 9 superfamily member 2,protein-coding,NCBI,landmark
920
+ 94239,H2AFV,ENSG00000105968,H2A histone family member V,protein-coding,NCBI,landmark
921
+ 9448,MAP4K4,ENSG00000071054,mitogen-activated protein kinase kinase kinase kinase 4,protein-coding,NCBI,landmark
922
+ 9455,HOMER2,ENSG00000103942,homer scaffold protein 2,protein-coding,NCBI,landmark
923
+ 9467,SH3BP5,ENSG00000131370,SH3 domain binding protein 5,protein-coding,NCBI,landmark
924
+ 9488,PIGB,ENSG00000069943,phosphatidylinositol glycan anchor biosynthesis class B,protein-coding,NCBI,landmark
925
+ 949,SCARB1,ENSG00000073060,scavenger receptor class B member 1,protein-coding,NCBI,landmark
926
+ 9491,PSMF1,ENSG00000125818,proteasome inhibitor subunit 1,protein-coding,NCBI,landmark
927
+ 9517,SPTLC2,ENSG00000100596,serine palmitoyltransferase long chain base subunit 2,protein-coding,NCBI,landmark
928
+ 9519,TBPL1,ENSG00000028839,TATA-box binding protein like 1,protein-coding,NCBI,landmark
929
+ 9531,BAG3,ENSG00000151929,BCL2 associated athanogene 3,protein-coding,NCBI,landmark
930
+ 9533,POLR1C,ENSG00000171453,RNA polymerase I and III subunit C,protein-coding,NCBI,landmark
931
+ 9552,SPAG7,ENSG00000091640,sperm associated antigen 7,protein-coding,NCBI,landmark
932
+ 958,CD40,ENSG00000101017,CD40 molecule,protein-coding,NCBI,landmark
933
+ 960,CD44,ENSG00000026508,CD44 molecule (Indian blood group),protein-coding,NCBI,landmark
934
+ 9637,FEZ2,ENSG00000171055,fasciculation and elongation protein zeta 2,protein-coding,NCBI,landmark
935
+ 9641,IKBKE,ENSG00000263528,inhibitor of nuclear factor kappa B kinase subunit epsilon,protein-coding,NCBI,landmark
936
+ 965,CD58,ENSG00000116815,CD58 molecule,protein-coding,NCBI,landmark
937
+ 9650,MTFR1,ENSG00000066855,mitochondrial fission regulator 1,protein-coding,NCBI,landmark
938
+ 9653,HS2ST1,ENSG00000153936,heparan sulfate 2-O-sulfotransferase 1,protein-coding,NCBI,landmark
939
+ 9670,IPO13,ENSG00000117408,importin 13,protein-coding,NCBI,landmark
940
+ 9686,VGLL4,ENSG00000144560,vestigial like family member 4,protein-coding,NCBI,landmark
941
+ 9688,NUP93,ENSG00000102900,nucleoporin 93,protein-coding,NCBI,landmark
942
+ 9690,UBE3C,ENSG00000009335,ubiquitin protein ligase E3C,protein-coding,NCBI,landmark
943
+ 9695,EDEM1,ENSG00000134109,ER degradation enhancing alpha-mannosidase like protein 1,protein-coding,NCBI,landmark
944
+ 9697,TRAM2,ENSG00000065308,translocation associated membrane protein 2,protein-coding,NCBI,landmark
945
+ 9702,CEP57,ENSG00000166037,centrosomal protein 57,protein-coding,NCBI,landmark
946
+ 9703,KIAA0100,ENSG00000007202,KIAA0100,protein-coding,NCBI,landmark
947
+ 9709,HERPUD1,ENSG00000051108,homocysteine inducible ER protein with ubiquitin like domain 1,protein-coding,NCBI,landmark
948
+ 9710,KIAA0355,ENSG00000166398,KIAA0355,protein-coding,NCBI,landmark
949
+ 9712,USP6NL,ENSG00000148429,USP6 N-terminal like,protein-coding,NCBI,landmark
950
+ 9738,CCP110,ENSG00000103540,centriolar coiled-coil protein 110,protein-coding,NCBI,landmark
951
+ 976,ADGRE5,ENSG00000123146,adhesion G protein-coupled receptor E5,protein-coding,NCBI,landmark
952
+ 9761,MLEC,ENSG00000110917,malectin,protein-coding,NCBI,landmark
953
+ 9797,TATDN2,ENSG00000157014,TatD DNase domain containing 2,protein-coding,NCBI,landmark
954
+ 9801,MRPL19,ENSG00000115364,mitochondrial ribosomal protein L19,protein-coding,NCBI,landmark
955
+ 9805,SCRN1,ENSG00000136193,secernin 1,protein-coding,NCBI,landmark
956
+ 9813,EFCAB14,ENSG00000159658,EF-hand calcium binding domain 14,protein-coding,NCBI,landmark
957
+ 9817,KEAP1,ENSG00000079999,kelch like ECH associated protein 1,protein-coding,NCBI,landmark
958
+ 983,CDK1,ENSG00000170312,cyclin dependent kinase 1,protein-coding,NCBI,landmark
959
+ 9833,MELK,ENSG00000165304,maternal embryonic leucine zipper kinase,protein-coding,NCBI,landmark
960
+ 9842,PLEKHM1,ENSG00000225190,pleckstrin homology and RUN domain containing M1,protein-coding,NCBI,landmark
961
+ 9847,C2CD5,ENSG00000111731,C2 calcium dependent domain containing 5,protein-coding,NCBI,landmark
962
+ 9851,KIAA0753,ENSG00000198920,KIAA0753,protein-coding,NCBI,landmark
963
+ 9854,C2CD2L,ENSG00000172375,C2CD2 like,protein-coding,NCBI,landmark
964
+ 9868,TOMM70,ENSG00000154174,translocase of outer mitochondrial membrane 70,protein-coding,NCBI,landmark
965
+ 9897,WASHC5,ENSG00000164961,WASH complex subunit 5,protein-coding,NCBI,landmark
966
+ 9903,KLHL21,ENSG00000162413,kelch like family member 21,protein-coding,NCBI,landmark
967
+ 991,CDC20,ENSG00000117399,cell division cycle 20,protein-coding,NCBI,landmark
968
+ 9915,ARNT2,ENSG00000172379,aryl hydrocarbon receptor nuclear translocator 2,protein-coding,NCBI,landmark
969
+ 9917,FAM20B,ENSG00000116199,FAM20B glycosaminoglycan xylosylkinase,protein-coding,NCBI,landmark
970
+ 9918,NCAPD2,ENSG00000010292,non-SMC condensin I complex subunit D2,protein-coding,NCBI,landmark
971
+ 9924,PAN2,ENSG00000135473,poly(A) specific ribonuclease subunit PAN2,protein-coding,NCBI,landmark
972
+ 9926,LPGAT1,ENSG00000123684,lysophosphatidylglycerol acyltransferase 1,protein-coding,NCBI,landmark
973
+ 9928,KIF14,ENSG00000118193,kinesin family member 14,protein-coding,NCBI,landmark
974
+ 993,CDC25A,ENSG00000164045,cell division cycle 25A,protein-coding,NCBI,landmark
975
+ 994,CDC25B,ENSG00000101224,cell division cycle 25B,protein-coding,NCBI,landmark
976
+ 9943,OXSR1,ENSG00000172939,oxidative stress responsive kinase 1,protein-coding,NCBI,landmark
977
+ 9961,MVP,ENSG00000013364,major vault protein,protein-coding,NCBI,landmark
978
+ 998,CDC42,ENSG00000070831,cell division cycle 42,protein-coding,NCBI,landmark
979
+ 9988,DMTF1,ENSG00000135164,cyclin D binding myb like transcription factor 1,protein-coding,NCBI,landmark
data/lincs978_to965.csv ADDED
@@ -0,0 +1,966 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ gene_symbol
2
+ GNPDA1
3
+ CDH3
4
+ HDAC6
5
+ PARP2
6
+ MAMLD1
7
+ DNAJB6
8
+ SMC4
9
+ ABCC5
10
+ ABCB6
11
+ DNM1L
12
+ TSPAN3
13
+ KIF20A
14
+ ARL4C
15
+ TRAP1
16
+ G3BP1
17
+ MBNL2
18
+ CEBPZ
19
+ SLC25A13
20
+ CDK2
21
+ SORBS3
22
+ RBM6
23
+ CDK4
24
+ TXNDC9
25
+ ADAM10
26
+ TRIM13
27
+ CDK6
28
+ CDK7
29
+ TRIB1
30
+ MFSD10
31
+ SLC35B1
32
+ TIMM17B
33
+ CDKN1A
34
+ CDKN1B
35
+ AKAP8
36
+ STUB1
37
+ NET1
38
+ SMNDC1
39
+ CDKN2A
40
+ PAK4
41
+ TNIP1
42
+ IKZF1
43
+ RXYLT1
44
+ HMG20B
45
+ MYL9
46
+ LYPLA1
47
+ PPIE
48
+ VAV3
49
+ LRRC41
50
+ CRTAP
51
+ VAT1
52
+ STK25
53
+ CEBPA
54
+ APPBP2
55
+ CEBPD
56
+ CHERP
57
+ HYOU1
58
+ RPP38
59
+ SLC35A1
60
+ DRAP1
61
+ PAICS
62
+ ST6GALNAC2
63
+ STAMBP
64
+ CENPE
65
+ NPRL2
66
+ IGF2BP2
67
+ YKT6
68
+ CGRRF1
69
+ RRAGA
70
+ GNB5
71
+ EBP
72
+ CNPY3
73
+ CETN3
74
+ YME1L1
75
+ TCFL5
76
+ KDM5B
77
+ POP4
78
+ ARPP19
79
+ ZNF274
80
+ MTHFD2
81
+ WASF3
82
+ UTP14A
83
+ FRS2
84
+ CLPX
85
+ PGRMC1
86
+ MALT1
87
+ CPSF4
88
+ BLCAP
89
+ TCERG1
90
+ RNPS1
91
+ TOMM34
92
+ PDIA5
93
+ MLLT11
94
+ EBNA1BP2
95
+ TMED10
96
+ ASCC3
97
+ SLC27A3
98
+ KIF2C
99
+ CCDC85B
100
+ TLK2
101
+ KDELR2
102
+ RAB31
103
+ B4GAT1
104
+ TENT4A
105
+ UBE2C
106
+ DUSP14
107
+ TOPBP1
108
+ PRSS23
109
+ CHEK1
110
+ PWP1
111
+ PKIG
112
+ CORO1A
113
+ LSM6
114
+ PSIP1
115
+ SLC2A6
116
+ NISCH
117
+ CHEK2
118
+ CHN1
119
+ PRAF2
120
+ POLG2
121
+ CHP1
122
+ PNKP
123
+ ECD
124
+ DDX42
125
+ TWF2
126
+ CIRBP
127
+ RPL39L
128
+ CLTB
129
+ CLTC
130
+ CANT1
131
+ COL1A1
132
+ ADH5
133
+ COL4A1
134
+ CREB1
135
+ CRK
136
+ CRKL
137
+ PARP1
138
+ CRYZ
139
+ CSK
140
+ CSNK1A1
141
+ CSNK1E
142
+ CSNK2A2
143
+ CSRP1
144
+ WIPF2
145
+ TICAM1
146
+ CTNND1
147
+ CTSD
148
+ CTSL
149
+ CYB561
150
+ ADRB2
151
+ DAG1
152
+ DAXX
153
+ DCK
154
+ DCTD
155
+ DDB2
156
+ GADD45A
157
+ DDX10
158
+ DECR1
159
+ DFFA
160
+ DFFB
161
+ DLD
162
+ DNM1
163
+ AGL
164
+ DNMT1
165
+ DNMT3A
166
+ DPH2
167
+ DSG2
168
+ TSC22D3
169
+ DUSP3
170
+ DUSP4
171
+ DUSP6
172
+ TOR1A
173
+ E2F2
174
+ ECH1
175
+ EDN1
176
+ EGF
177
+ EGFR
178
+ EGR1
179
+ EIF4EBP1
180
+ EIF4G1
181
+ EIF5
182
+ ELAVL1
183
+ TXLNA
184
+ SPRED2
185
+ CTTN
186
+ EPB41L2
187
+ EPHA3
188
+ EPHB2
189
+ NR2F6
190
+ ERBB2
191
+ ERBB3
192
+ AKT1
193
+ ETFB
194
+ ALAS1
195
+ ETS1
196
+ ETV1
197
+ EXT1
198
+ EZH2
199
+ FAH
200
+ PTK2B
201
+ FAT1
202
+ FDFT1
203
+ ALDOA
204
+ FGFR2
205
+ FGFR4
206
+ FHL2
207
+ CASC3
208
+ COG2
209
+ ATF5
210
+ MTF2
211
+ PUF60
212
+ RAB11FIP2
213
+ FKBP4
214
+ CLSTN1
215
+ FOXJ3
216
+ KHDC4
217
+ EPN2
218
+ SACM1L
219
+ ATF6
220
+ RPIA
221
+ ABCF1
222
+ ALDOC
223
+ RAB21
224
+ SPEN
225
+ FBXO21
226
+ RBM34
227
+ WDTC1
228
+ XPO7
229
+ TBC1D9B
230
+ RRP1B
231
+ MYCBP2
232
+ FOXO3
233
+ CDK19
234
+ GPATCH8
235
+ MAST2
236
+ DCUN1D4
237
+ FCHO1
238
+ SNX13
239
+ ATP11B
240
+ JMJD6
241
+ RRS1
242
+ RRP12
243
+ SYNE2
244
+ PDS5A
245
+ CAMSAP2
246
+ ATMIN
247
+ TRIM2
248
+ WASHC4
249
+ USP22
250
+ WDR7
251
+ JADE2
252
+ ARHGEF12
253
+ PPP1R13B
254
+ RRP8
255
+ NUDCD3
256
+ SIRT3
257
+ SLC35A3
258
+ ICMT
259
+ MACF1
260
+ SUZ12
261
+ KAT6B
262
+ FOS
263
+ NNT
264
+ ADAT1
265
+ FPGS
266
+ TMEM50A
267
+ KLHDC2
268
+ ACOT9
269
+ SSBP2
270
+ NUP62
271
+ ARFIP2
272
+ LSM5
273
+ PLA2G15
274
+ CEMIP2
275
+ ZNF318
276
+ ABL1
277
+ FUT1
278
+ FYN
279
+ SLC37A4
280
+ GAA
281
+ GABPB1
282
+ EML3
283
+ FBXO7
284
+ SPDEF
285
+ BAMBI
286
+ GALE
287
+ BACE2
288
+ COG4
289
+ MPC2
290
+ CLIC4
291
+ C2CD2
292
+ GAPDH
293
+ TIPARP
294
+ TSKU
295
+ RNF167
296
+ LRP10
297
+ ZNF451
298
+ SENP6
299
+ RAI14
300
+ TES
301
+ PHGDH
302
+ GATA2
303
+ GATA3
304
+ MYCBP
305
+ CHIC2
306
+ TIMM9
307
+ GFPT1
308
+ GHR
309
+ AKAP8L
310
+ ATP2C1
311
+ TRAPPC3
312
+ DMAC2L
313
+ TNFRSF21
314
+ SESN1
315
+ HTATSF1
316
+ TMEM97
317
+ GLI2
318
+ GLRX
319
+ GNA11
320
+ GNA15
321
+ GNAI1
322
+ GNAI2
323
+ GNAS
324
+ SFN
325
+ GPC1
326
+ GPER1
327
+ GRB7
328
+ GRB10
329
+ GRN
330
+ BZW2
331
+ NR3C1
332
+ CHMP4A
333
+ GTPBP8
334
+ SLC25A4
335
+ DNAJC15
336
+ CXCL2
337
+ GSTM2
338
+ GSTZ1
339
+ MSH6
340
+ GTF2A2
341
+ GTF2E2
342
+ PACSIN3
343
+ RBM15B
344
+ HOOK2
345
+ SNX11
346
+ TIMM22
347
+ NENF
348
+ UBQLN2
349
+ ACAA1
350
+ ERO1A
351
+ HSD17B10
352
+ HADH
353
+ HDAC2
354
+ DNTTIP2
355
+ PIK3R4
356
+ HIF1A
357
+ HK1
358
+ ANXA7
359
+ HLA-DMA
360
+ HLA-DRA
361
+ HMGCR
362
+ HMGCS1
363
+ HMOX1
364
+ HOXA5
365
+ HOXA10
366
+ APBB2
367
+ HPRT1
368
+ HES1
369
+ BIRC2
370
+ DNAJB2
371
+ HSPA1A
372
+ HSPA4
373
+ HSPA8
374
+ HSPB1
375
+ BIRC5
376
+ HSPD1
377
+ DNAJB1
378
+ ICAM1
379
+ ICAM3
380
+ ID2
381
+ IDE
382
+ IFNAR1
383
+ APOE
384
+ IGF1R
385
+ IGF2R
386
+ IGFBP3
387
+ IGHMBP2
388
+ APP
389
+ FAS
390
+ IKBKB
391
+ IL1B
392
+ IL4R
393
+ IL13RA1
394
+ ILK
395
+ INPP1
396
+ INSIG1
397
+ ITGAE
398
+ ITGB5
399
+ JUN
400
+ STIMATE
401
+ KCNK1
402
+ KIF5C
403
+ KIT
404
+ RHOA
405
+ DIPK1A
406
+ KTN1
407
+ ACAT2
408
+ LAMA3
409
+ ARHGAP1
410
+ STMN1
411
+ LBR
412
+ LGALS8
413
+ LIG1
414
+ LIPA
415
+ LOXL1
416
+ LRPAP1
417
+ LYN
418
+ SMAD3
419
+ MAN2B1
420
+ MAT2A
421
+ MBNL1
422
+ MCM3
423
+ ME2
424
+ MEF2C
425
+ MAP3K4
426
+ MEST
427
+ ASAH1
428
+ MIF
429
+ FOXO4
430
+ MMP1
431
+ MMP2
432
+ MNAT1
433
+ MSRA
434
+ MUC1
435
+ MYBL2
436
+ MYC
437
+ GADD45B
438
+ MYLK
439
+ MYO10
440
+ ATF1
441
+ NCK1
442
+ ACLY
443
+ NFATC3
444
+ NFATC4
445
+ NFE2L2
446
+ NFIL3
447
+ NFKB2
448
+ NFKBIA
449
+ NFKBIB
450
+ NFKBIE
451
+ ATP1B1
452
+ NIT1
453
+ NMT1
454
+ NOS3
455
+ CNOT4
456
+ NOTCH1
457
+ PNP
458
+ NPC1
459
+ SLC11A2
460
+ NRAS
461
+ NUCB2
462
+ NUP88
463
+ NVL
464
+ ORC1
465
+ ALDH7A1
466
+ OXA1L
467
+ OXCT1
468
+ PAFAH1B1
469
+ PAFAH1B3
470
+ SERPINE1
471
+ PAK1
472
+ HDGFL3
473
+ COPS7A
474
+ NSDHL
475
+ HEBP1
476
+ PCBD1
477
+ PCCB
478
+ MTERF3
479
+ AMDHD2
480
+ ISOC1
481
+ MRPS16
482
+ FIS1
483
+ GOLT1B
484
+ GLOD4
485
+ GMNN
486
+ LAP3
487
+ PCK2
488
+ NOSIP
489
+ DERA
490
+ PCM1
491
+ SCCPDH
492
+ PCMT1
493
+ PCNA
494
+ MRPS2
495
+ VPS28
496
+ HSD17B11
497
+ NUSAP1
498
+ SCAND1
499
+ CD320
500
+ NGRN
501
+ SNX7
502
+ ATP6V1D
503
+ ZNF589
504
+ PRKAG2
505
+ UBE2J1
506
+ EVL
507
+ HACD3
508
+ PDGFA
509
+ UFM1
510
+ LSR
511
+ DHRS7
512
+ CAB39
513
+ ARID4B
514
+ PFKL
515
+ PGAM1
516
+ PGM1
517
+ PHKA1
518
+ PHKB
519
+ PHKG2
520
+ PIK3C2B
521
+ PIK3C3
522
+ PIK3CA
523
+ PIN1
524
+ PLA2G4A
525
+ ATP6V0B
526
+ PLCB3
527
+ NUDT9
528
+ PLK1
529
+ PLP2
530
+ PLS1
531
+ PLSCR1
532
+ PMAIP1
533
+ PMM2
534
+ CYCS
535
+ POLB
536
+ POLE2
537
+ POLR2I
538
+ TERF2IP
539
+ POLR2K
540
+ GFOD1
541
+ KCTD5
542
+ TMCO1
543
+ DHX29
544
+ EXOSC4
545
+ DDIT4
546
+ PAF1
547
+ PPARD
548
+ PPARG
549
+ P4HTM
550
+ SLC35F2
551
+ PPIC
552
+ ZNF586
553
+ FBXL12
554
+ TEX10
555
+ YTHDF1
556
+ TXNL4B
557
+ PPOX
558
+ HERC6
559
+ PIH1D1
560
+ PPP2R3C
561
+ FKBP14
562
+ CDCA4
563
+ PLEKHJ1
564
+ HEATR1
565
+ ANO10
566
+ UBR7
567
+ FAIM
568
+ PPP2R5A
569
+ ADI1
570
+ PPP2R5E
571
+ ABCF3
572
+ PRCP
573
+ ENOSF1
574
+ CARMIL1
575
+ ANKRD10
576
+ STAP2
577
+ PRKACA
578
+ IARS2
579
+ NUP133
580
+ CNDP2
581
+ MINDY1
582
+ PRKCD
583
+ KDM3A
584
+ PECR
585
+ PRKCH
586
+ EAPP
587
+ CISD1
588
+ PRKCQ
589
+ ZNF395
590
+ KLHL9
591
+ MAPK9
592
+ MAPK13
593
+ MAP2K5
594
+ PRKX
595
+ PROS1
596
+ LGMN
597
+ HTRA1
598
+ NPDC1
599
+ TM9SF3
600
+ PAK6
601
+ DUSP22
602
+ PSMB8
603
+ PSMB10
604
+ COQ8A
605
+ CIAPIN1
606
+ PLSCR3
607
+ PSMD2
608
+ PSMD4
609
+ SCYL3
610
+ LYRM1
611
+ PSMD9
612
+ PSMD10
613
+ ZMIZ1
614
+ MCOLN1
615
+ BAD
616
+ PSME1
617
+ PSME2
618
+ THAP11
619
+ ABHD6
620
+ PTGS2
621
+ PTK2
622
+ PTPN1
623
+ TRIB3
624
+ PTPN6
625
+ POLD4
626
+ PTPN12
627
+ PTPRC
628
+ PTPRF
629
+ PTPRK
630
+ BAX
631
+ PXMP2
632
+ PXN
633
+ PYCR1
634
+ PYGL
635
+ SQOR
636
+ ENOPH1
637
+ PRUNE1
638
+ SNX6
639
+ RAB4A
640
+ RAB27A
641
+ RAC2
642
+ RAD9A
643
+ RAD51C
644
+ MOK
645
+ RALA
646
+ RALB
647
+ RALGDS
648
+ RAP1GAP
649
+ RASA1
650
+ RB1
651
+ KDM5A
652
+ CCND1
653
+ BCL2
654
+ RELB
655
+ RFC2
656
+ RFC5
657
+ RFNG
658
+ RFX5
659
+ RGS2
660
+ RHEB
661
+ FASTKD5
662
+ RNH1
663
+ ELAC2
664
+ RPA1
665
+ RPA2
666
+ RPA3
667
+ MRPL12
668
+ RPN1
669
+ RPS5
670
+ RPS6
671
+ RPS6KA1
672
+ BDH1
673
+ RSU1
674
+ RTN2
675
+ S100A4
676
+ S100A13
677
+ SATB1
678
+ SCP2
679
+ CCL2
680
+ BID
681
+ ABHD4
682
+ SDHB
683
+ MCUR1
684
+ RBKS
685
+ BLMH
686
+ BLVRA
687
+ ATG3
688
+ CIAO3
689
+ ZDHHC6
690
+ SGCB
691
+ SHB
692
+ SHC1
693
+ ACBD3
694
+ CERK
695
+ NT5DC2
696
+ SKP1
697
+ ACD
698
+ SLC1A4
699
+ INTS3
700
+ BMP4
701
+ SMARCA4
702
+ SMARCC1
703
+ TRAK2
704
+ SMARCD2
705
+ SNAP25
706
+ SNCA
707
+ BNIP3
708
+ BNIP3L
709
+ SOX2
710
+ SOX4
711
+ SPAG4
712
+ SPP1
713
+ SPR
714
+ BPHL
715
+ SPTAN1
716
+ SRC
717
+ BRCA1
718
+ STAT1
719
+ STAT3
720
+ STAT5B
721
+ AURKA
722
+ STK10
723
+ STX1A
724
+ STX4
725
+ STXBP1
726
+ STXBP2
727
+ SUPV3L1
728
+ SUV39H1
729
+ SYK
730
+ SYPL1
731
+ TARBP1
732
+ TBP
733
+ TBX2
734
+ TBXA2R
735
+ TCEA2
736
+ VPS72
737
+ BTK
738
+ TCTA
739
+ DYNLT3
740
+ BUB1B
741
+ TERT
742
+ TESK1
743
+ TFAP2A
744
+ TFDP1
745
+ TGFB3
746
+ TGFBR2
747
+ TIAM1
748
+ TIMP2
749
+ TJP1
750
+ TLE1
751
+ TLR4
752
+ TSPAN6
753
+ TSPAN4
754
+ TOP2A
755
+ TP53
756
+ TP53BP1
757
+ TP53BP2
758
+ TPD52L2
759
+ TPM1
760
+ C5
761
+ TXNRD1
762
+ UBE2A
763
+ UGDH
764
+ NR1H2
765
+ USP1
766
+ VDAC1
767
+ WFS1
768
+ XBP1
769
+ XPNPEP1
770
+ ZFP36
771
+ ZNF131
772
+ ZMYM2
773
+ DDR1
774
+ PAX8
775
+ CXCR4
776
+ IFRD2
777
+ MAPKAPK3
778
+ USP7
779
+ METRN
780
+ REEP5
781
+ ELOVL6
782
+ TMEM109
783
+ CCDC86
784
+ TRAPPC6A
785
+ CHAC1
786
+ MBOAT7
787
+ PRR15L
788
+ CRELD2
789
+ FSD1
790
+ TCTN1
791
+ CHMP6
792
+ NPEPL1
793
+ ST7
794
+ NUP85
795
+ TCEAL4
796
+ KAT6A
797
+ DHDDS
798
+ DENND2D
799
+ FBXO11
800
+ CCDC92
801
+ COASY
802
+ PDHX
803
+ FOSL1
804
+ TSEN2
805
+ PRR7
806
+ CALM3
807
+ HMGA2
808
+ CALU
809
+ ITFG1
810
+ GDPD5
811
+ NCOA3
812
+ NRIP1
813
+ CAPN1
814
+ SMC1A
815
+ LAGE3
816
+ CAST
817
+ AXIN1
818
+ CDC45
819
+ FZD1
820
+ FZD7
821
+ CASP2
822
+ CASP3
823
+ GRWD1
824
+ PIP4K2B
825
+ CASP7
826
+ ARID5B
827
+ CASP10
828
+ NCK2
829
+ DYRK3
830
+ DUSP11
831
+ TUBB6
832
+ CAT
833
+ PSRC1
834
+ RAE1
835
+ ADO
836
+ PIK3R3
837
+ NIPSNAP1
838
+ ELP1
839
+ HAT1
840
+ MICALL1
841
+ MAPKAPK5
842
+ BHLHE40
843
+ MKNK1
844
+ CASK
845
+ AKR7A2
846
+ RUVBL1
847
+ PSMG1
848
+ BECN1
849
+ CBLB
850
+ MBTPS1
851
+ EED
852
+ CTNNAL1
853
+ CBR1
854
+ RNMT
855
+ CBR3
856
+ PEX11A
857
+ CREG1
858
+ INPP4B
859
+ IQGAP1
860
+ SOCS2
861
+ CFLAR
862
+ CDK5R1
863
+ ST3GAL5
864
+ IER3
865
+ SQSTM1
866
+ SLC5A6
867
+ CPNE3
868
+ CCNA2
869
+ CCNA1
870
+ CCNB1
871
+ TIMELESS
872
+ CCND3
873
+ P4HA2
874
+ PLOD3
875
+ CCNF
876
+ UBE3B
877
+ NOL3
878
+ SLC25A14
879
+ MPZL1
880
+ CCNH
881
+ MAP7
882
+ JPT2
883
+ DNAJA3
884
+ USP14
885
+ MTA1
886
+ SLC25A46
887
+ PDLIM1
888
+ SMC3
889
+ PRPF4
890
+ CCNB2
891
+ CCNE2
892
+ SYNGR3
893
+ LPAR2
894
+ ARHGEF2
895
+ ZW10
896
+ COG7
897
+ AURKB
898
+ VAPB
899
+ NOLC1
900
+ UBE2L6
901
+ MAPKAPK2
902
+ CYTH1
903
+ ITGB1BP1
904
+ BCL7B
905
+ COPB2
906
+ ADGRG1
907
+ MAPK1IP1L
908
+ TBC1D31
909
+ TM9SF2
910
+ MAP4K4
911
+ HOMER2
912
+ SH3BP5
913
+ PIGB
914
+ SCARB1
915
+ PSMF1
916
+ SPTLC2
917
+ TBPL1
918
+ BAG3
919
+ POLR1C
920
+ SPAG7
921
+ CD40
922
+ CD44
923
+ FEZ2
924
+ IKBKE
925
+ CD58
926
+ MTFR1
927
+ HS2ST1
928
+ IPO13
929
+ VGLL4
930
+ NUP93
931
+ UBE3C
932
+ EDEM1
933
+ TRAM2
934
+ CEP57
935
+ HERPUD1
936
+ USP6NL
937
+ CCP110
938
+ ADGRE5
939
+ MLEC
940
+ TATDN2
941
+ MRPL19
942
+ SCRN1
943
+ EFCAB14
944
+ KEAP1
945
+ CDK1
946
+ MELK
947
+ PLEKHM1
948
+ C2CD5
949
+ KIAA0753
950
+ C2CD2L
951
+ TOMM70
952
+ WASHC5
953
+ KLHL21
954
+ CDC20
955
+ ARNT2
956
+ FAM20B
957
+ NCAPD2
958
+ PAN2
959
+ LPGAT1
960
+ KIF14
961
+ CDC25A
962
+ CDC25B
963
+ OXSR1
964
+ MVP
965
+ CDC42
966
+ DMTF1
data/lincs_data.h5 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:470109993fb8abdf2a200cb08af97aa9a0ab83542bb5c3f4aa0ea361b04b354e
3
+ size 652048227
data/lincs_data965.h5 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:354fa05a4baf046c66bfec56f1a734dc68002304149daca96dff604512ba1245
3
+ size 642225054
data/tahoe_gene_names.csv ADDED
The diff for this file is too large to render. See raw diff
 
data/test.h5 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b3a31743a3d73260c995de98b7e66cc534590f1cb15f5077bcb358b177edd73c
3
+ size 585477