alicia01101 commited on
Commit
9968552
·
verified ·
1 Parent(s): 6a5d53b

Add mutation data, reactome ontology, and xmodalix image extension; rebuild base set from full 8-subtype cohort

Browse files
README.md CHANGED
@@ -1,25 +1,58 @@
1
  ---
 
 
 
 
2
  tags:
 
3
  - bulk-rna-seq
4
  - methylation
 
5
  - cancer
6
  - genomics
7
- pretty_name: TCGA PanCancer Atlas (trimmed, multi-omics)
 
8
  ---
9
 
10
  # TCGA
11
 
12
- A trimmed multi-omics subset of the TCGA PanCancer Atlas (RNA + methylation + clinical), for use with [AUTOENCODIX](https://github.com/jan-forest/autoencodix_package) tutorials (`Ontix.ipynb`, `XModalix.ipynb`, `InputDataTutorials.ipynb`).
 
13
 
14
- ## Contents
15
 
16
- - **3,246 samples** across 6 cancer types (fully paired RNA ∩ methylation ∩ clinical): BRCA (1,065), KIRC (509), THCA (497), SKCM (438), COAD (437), OV (300).
17
- - **7,941 genes** — full shared RNA ∩ methylation ∩ chromosome-ontology gene pool.
18
- - Files:
19
- - `rna.parquet` — RNA expression, samples × genes
20
- - `methylation.parquet` — methylation, samples × genes
21
- - `clinical.parquet`sample-level clinical/annotation metadata
22
- - `chromosome_ont_lvl1_ncbi.txt`, `chromosome_ont_lvl2.txt` chromosome-level ontology reference files (used by Ontix)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
23
 
24
  ## Loading
25
 
@@ -29,11 +62,28 @@ import pandas as pd
29
 
30
  rna_path = hf_hub_download(repo_id="autoencodix/tcga", repo_type="dataset", filename="rna.parquet")
31
  meth_path = hf_hub_download(repo_id="autoencodix/tcga", repo_type="dataset", filename="methylation.parquet")
 
32
  clin_path = hf_hub_download(repo_id="autoencodix/tcga", repo_type="dataset", filename="clinical.parquet")
33
 
34
  rna = pd.read_parquet(rna_path)
35
  ```
36
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
37
  ## License
38
 
39
- **Needs to be finalized.** This data derives from the TCGA PanCancer Atlas, governed by the NIH Genomic Data Sharing Policy rather than a standard copyright license (e.g. CC-BY) (?)
 
 
 
1
  ---
2
+ license: unknown
3
+ task_categories:
4
+ - tabular-classification
5
+ - feature-extraction
6
  tags:
7
+ - tcga
8
  - bulk-rna-seq
9
  - methylation
10
+ - mutation
11
  - cancer
12
  - genomics
13
+ - multi-omics
14
+ pretty_name: TCGA PanCancer Atlas (8-subtype base set + per-architecture extensions)
15
  ---
16
 
17
  # TCGA
18
 
19
+ A multi-omics subset of the TCGA PanCancer Atlas (RNA, methylation, mutation, clinical),
20
+ for use with [AUTOENCODIX](https://github.com/jan-forest/autoencodix_package) tutorials.
21
 
22
+ ## Base set (used by `Vanillix`, and by every other architecture)
23
 
24
+ Covers **8 cancer types**: BRCA, OV, LUAD, UCEC, LUSC, COAD, READ, UCS.
25
+
26
+ - `rna.parquet` — 3552 samples × 17448 genes (RNA expression)
27
+ - `methylation.parquet` — 3875 samples × 9829 genes (per-gene methylation)
28
+ - `mutation.parquet` — 3461 samples × 20304 genes (combined mutation/CNA score per gene;
29
+ restricted to samples that belong to the 8 cancer types above the source file is a
30
+ pan-cancer TCGA mutation matrix, trimmed here to match this cohort)
31
+ - `clinical.parquet` — 3902 samples × 56 columns (sample-level clinical/annotation
32
+ metadata, incl. `CANCER_TYPE_ACRONYM`, `SUBTYPE`)
33
+
34
+ Gene identifiers are NCBI/Entrez gene IDs throughout, consistent with the ontology files
35
+ below.
36
+
37
+ ## `ontology/` — extension for `Ontix` Tutorial
38
+
39
+ Two ontology hierarchies, each as a 2-level gene-grouping file (gene ID → level-1 group,
40
+ level-1 group → level-2 group):
41
+
42
+ - `chromosome_ont_lvl1_ncbi.txt`, `chromosome_ont_lvl2.txt` — chromosome/cytoband-based
43
+ grouping
44
+ - `reactome_ont_lvl1.txt`, `reactome_ont_lvl2.txt` — Reactome pathway-based grouping
45
+ (level 2 uses human-readable Reactome pathway names)
46
+
47
+ ## `xmodalix/` — extension for `XModalix` Tutorial
48
+
49
+ Synthetic MNIST-style images paired to TCGA samples, one per sample, for the
50
+ image↔omics translation tutorial:
51
+
52
+ - `xmodalix/tcga_fake_images.zip` — 3907 grayscale 28×28 PNGs
53
+ - `xmodalix/tcga_image_mappings.txt` — tab-separated `sample_ids`, `img_paths`,
54
+ `extra_class_labels`, `CANCER_TYPE_ACRONYM`; 3230 of the 3902 base-set clinical
55
+ samples have a paired image (one image label per cancer type)
56
 
57
  ## Loading
58
 
 
62
 
63
  rna_path = hf_hub_download(repo_id="autoencodix/tcga", repo_type="dataset", filename="rna.parquet")
64
  meth_path = hf_hub_download(repo_id="autoencodix/tcga", repo_type="dataset", filename="methylation.parquet")
65
+ mut_path = hf_hub_download(repo_id="autoencodix/tcga", repo_type="dataset", filename="mutation.parquet")
66
  clin_path = hf_hub_download(repo_id="autoencodix/tcga", repo_type="dataset", filename="clinical.parquet")
67
 
68
  rna = pd.read_parquet(rna_path)
69
  ```
70
 
71
+ Ontix additionally needs, e.g.:
72
+
73
+ ```python
74
+ chr1 = hf_hub_download(repo_id="autoencodix/tcga", repo_type="dataset", filename="ontology/chromosome_ont_lvl1_ncbi.txt")
75
+ rea1 = hf_hub_download(repo_id="autoencodix/tcga", repo_type="dataset", filename="ontology/reactome_ont_lvl1.txt")
76
+ ```
77
+
78
+ XModalix additionally needs:
79
+
80
+ ```python
81
+ images_zip = hf_hub_download(repo_id="autoencodix/tcga", repo_type="dataset", filename="xmodalix/tcga_fake_images.zip")
82
+ mapping = hf_hub_download(repo_id="autoencodix/tcga", repo_type="dataset", filename="xmodalix/tcga_image_mappings.txt")
83
+ ```
84
+
85
  ## License
86
 
87
+ **Needs to be finalized.** This data derives from the TCGA PanCancer Atlas, governed by
88
+ the NIH Genomic Data Sharing Policy rather than a standard copyright license (e.g.
89
+ CC-BY). The Reactome pathway groupings are separately licensed under CC0 by Reactome.
clinical.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:3d3a98d76c0dc28481a141b9b486d368bde2fe9d13e6304978c87f0b151b4dd7
3
- size 372406
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fd2330a5434b3b2b4bb8c8fc94dcac63b11e3e5df29fbe7ed07ace658647a039
3
+ size 434111
methylation.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:d051977884a07cf6eedd13f794fb885eb44e91d8446b3dd7012544bd0f089fe1
3
- size 249380052
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:253aeb8ccd18873b8c150815e1dc10275f050a8ea701f0d5bae996fedaf5a25a
3
+ size 368426620
mutation.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1c4fac7a455088b4500cccb413c4ca94752cb8d4366aa129ad0921519d879fa4
3
+ size 171919376
chromosome_ont_lvl1_ncbi.txt → ontology/chromosome_ont_lvl1_ncbi.txt RENAMED
File without changes
chromosome_ont_lvl2.txt → ontology/chromosome_ont_lvl2.txt RENAMED
File without changes
ontology/reactome_ont_lvl1.txt ADDED
The diff for this file is too large to render. See raw diff
 
ontology/reactome_ont_lvl2.txt ADDED
@@ -0,0 +1,650 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ R-HSA-140837 Hemostasis
2
+ R-HSA-418346 Hemostasis
3
+ R-HSA-392851 Hemostasis
4
+ R-HSA-76005 Hemostasis
5
+ R-HSA-210993 Hemostasis
6
+ R-HSA-983189 Hemostasis
7
+ R-HSA-76002 Hemostasis
8
+ R-HSA-983231 Hemostasis
9
+ R-HSA-114604 Hemostasis
10
+ R-HSA-210990 Hemostasis
11
+ R-HSA-392154 Hemostasis
12
+ R-HSA-114508 Hemostasis
13
+ R-HSA-75205 Hemostasis
14
+ R-HSA-140875 Hemostasis
15
+ R-HSA-202733 Hemostasis
16
+ R-HSA-75892 Hemostasis
17
+ R-HSA-392518 Hemostasis
18
+ R-HSA-430116 Hemostasis
19
+ R-HSA-418360 Hemostasis
20
+ R-HSA-432142 Hemostasis
21
+ R-HSA-456926 Hemostasis
22
+ R-HSA-76009 Hemostasis
23
+ R-HSA-210991 Hemostasis
24
+ R-HSA-140834 Hemostasis
25
+ R-HSA-140877 Hemostasis
26
+ R-HSA-112311 Neuronal System
27
+ R-HSA-388844 Neuronal System
28
+ R-HSA-8849932 Neuronal System
29
+ R-HSA-112315 Neuronal System
30
+ R-HSA-1296061 Neuronal System
31
+ R-HSA-1296346 Neuronal System
32
+ R-HSA-6794361 Neuronal System
33
+ R-HSA-6794362 Neuronal System
34
+ R-HSA-112308 Neuronal System
35
+ R-HSA-112310 Neuronal System
36
+ R-HSA-1296072 Neuronal System
37
+ R-HSA-1296052 Neuronal System
38
+ R-HSA-1296065 Neuronal System
39
+ R-HSA-112313 Neuronal System
40
+ R-HSA-112314 Neuronal System
41
+ R-HSA-1296071 Neuronal System
42
+ R-HSA-112303 Neuronal System
43
+ R-HSA-112307 Neuronal System
44
+ R-HSA-452723 Developmental Biology
45
+ R-HSA-9690406 Developmental Biology
46
+ R-HSA-9823730 Developmental Biology
47
+ R-HSA-1181150 Developmental Biology
48
+ R-HSA-9830674 Developmental Biology
49
+ R-HSA-210745 Developmental Biology
50
+ R-HSA-9758920 Developmental Biology
51
+ R-HSA-9796292 Developmental Biology
52
+ R-HSA-9675108 Developmental Biology
53
+ R-HSA-9834899 Developmental Biology
54
+ R-HSA-9816359 Developmental Biology
55
+ R-HSA-422475 Developmental Biology
56
+ R-HSA-9821002 Developmental Biology
57
+ R-HSA-9619665 Developmental Biology
58
+ R-HSA-9821993 Developmental Biology
59
+ R-HSA-9823739 Developmental Biology
60
+ R-HSA-9793380 Developmental Biology
61
+ R-HSA-2892245 Developmental Biology
62
+ R-HSA-6805567 Developmental Biology
63
+ R-HSA-525793 Developmental Biology
64
+ R-HSA-9758941 Developmental Biology
65
+ R-HSA-210746 Developmental Biology
66
+ R-HSA-9761174 Developmental Biology
67
+ R-HSA-6809371 Developmental Biology
68
+ R-HSA-9819196 Developmental Biology
69
+ R-HSA-9830369 Developmental Biology
70
+ R-HSA-210747 Developmental Biology
71
+ R-HSA-9820841 Developmental Biology
72
+ R-HSA-5617472 Developmental Biology
73
+ R-HSA-9758919 Developmental Biology
74
+ R-HSA-5619507 Developmental Biology
75
+ R-HSA-381340 Developmental Biology
76
+ R-HSA-9831926 Developmental Biology
77
+ R-HSA-9754189 Developmental Biology
78
+ R-HSA-9820865 Developmental Biology
79
+ R-HSA-210744 Developmental Biology
80
+ R-HSA-9830364 Developmental Biology
81
+ R-HSA-9733709 Developmental Biology
82
+ R-HSA-9616222 Developmental Biology
83
+ R-HSA-9832991 Developmental Biology
84
+ R-HSA-5682910 Developmental Biology
85
+ R-HSA-2892247 Developmental Biology
86
+ R-HSA-186712 Developmental Biology
87
+ R-HSA-1433617 Developmental Biology
88
+ R-HSA-351202 Metabolism
89
+ R-HSA-71291 Metabolism
90
+ R-HSA-5423646 Metabolism
91
+ R-HSA-1855191 Metabolism
92
+ R-HSA-74182 Metabolism
93
+ R-HSA-163685 Metabolism
94
+ R-HSA-1855192 Metabolism
95
+ R-HSA-428157 Metabolism
96
+ R-HSA-156580 Metabolism
97
+ R-HSA-422356 Metabolism
98
+ R-HSA-1475029 Metabolism
99
+ R-HSA-70895 Metabolism
100
+ R-HSA-1855170 Metabolism
101
+ R-HSA-8964572 Metabolism
102
+ R-HSA-389661 Metabolism
103
+ R-HSA-163680 Metabolism
104
+ R-HSA-5653890 Metabolism
105
+ R-HSA-70921 Metabolism
106
+ R-HSA-70688 Metabolism
107
+ R-HSA-189451 Metabolism
108
+ R-HSA-2408522 Metabolism
109
+ R-HSA-556833 Metabolism
110
+ R-HSA-1855231 Metabolism
111
+ R-HSA-1855183 Metabolism
112
+ R-HSA-1855167 Metabolism
113
+ R-HSA-71406 Metabolism
114
+ R-HSA-71064 Metabolism
115
+ R-HSA-5652084 Metabolism
116
+ R-HSA-9033658 Metabolism
117
+ R-HSA-6798163 Metabolism
118
+ R-HSA-1855229 Metabolism
119
+ R-HSA-8964540 Metabolism
120
+ R-HSA-8956319 Metabolism
121
+ R-HSA-209776 Metabolism
122
+ R-HSA-163200 Metabolism
123
+ R-HSA-8964539 Metabolism
124
+ R-HSA-400206 Metabolism
125
+ R-HSA-1362409 Metabolism
126
+ R-HSA-211859 Metabolism
127
+ R-HSA-203641 Metabolism
128
+ R-HSA-15869 Metabolism
129
+ R-HSA-70326 Metabolism
130
+ R-HSA-196854 Metabolism
131
+ R-HSA-1855184 Metabolism
132
+ R-HSA-9018678 Metabolism
133
+ R-HSA-8956321 Metabolism
134
+ R-HSA-1855196 Metabolism
135
+ R-HSA-71262 Metabolism
136
+ R-HSA-71387 Metabolism
137
+ R-HSA-203615 Metabolism
138
+ R-HSA-189445 Metabolism
139
+ R-HSA-5661270 Metabolism
140
+ R-HSA-8848584 Metabolism
141
+ R-HSA-8982491 Metabolism
142
+ R-HSA-1855204 Metabolism
143
+ R-HSA-6806667 Metabolism
144
+ R-HSA-163754 Metabolism
145
+ R-HSA-977347 Metabolism
146
+ R-HSA-1630316 Metabolism
147
+ R-HSA-71336 Metabolism
148
+ R-HSA-5662702 Metabolism
149
+ R-HSA-8963693 Metabolism
150
+ R-HSA-1483249 Metabolism
151
+ R-HSA-8853383 Metabolism
152
+ R-HSA-8957322 Metabolism
153
+ R-HSA-8978934 Metabolism
154
+ R-HSA-8963691 Metabolism
155
+ R-HSA-1855215 Metabolism
156
+ R-HSA-1428517 Metabolism
157
+ R-HSA-8849175 Metabolism
158
+ R-HSA-70635 Metabolism
159
+ R-HSA-1855156 Metabolism
160
+ R-HSA-499943 Metabolism
161
+ R-HSA-2564830 Metabolism
162
+ R-HSA-71240 Metabolism
163
+ R-HSA-1483257 Metabolism
164
+ R-HSA-70370 Metabolism
165
+ R-HSA-163358 Metabolism
166
+ R-HSA-203754 Metabolism
167
+ R-HSA-71288 Metabolism
168
+ R-HSA-2395516 Metabolism
169
+ R-HSA-8979227 Metabolism
170
+ R-HSA-163359 Metabolism
171
+ R-HSA-1614635 Metabolism
172
+ R-HSA-163767 Metabolism
173
+ R-HSA-196849 Metabolism
174
+ R-HSA-202131 Metabolism
175
+ R-HSA-211945 Metabolism
176
+ R-HSA-71737 Metabolism
177
+ R-HSA-8978868 Metabolism
178
+ R-HSA-189483 Metabolism
179
+ R-HSA-163765 Metabolism
180
+ R-HSA-8956320 Metabolism
181
+ R-HSA-9827857 Reproduction
182
+ R-HSA-1187000 Reproduction
183
+ R-HSA-1300642 Reproduction
184
+ R-HSA-1300645 Reproduction
185
+ R-HSA-2534343 Reproduction
186
+ R-HSA-1500620 Reproduction
187
+ R-HSA-1221632 Reproduction
188
+ R-HSA-912446 Reproduction
189
+ R-HSA-2129379 Extracellular matrix organization
190
+ R-HSA-216083 Extracellular matrix organization
191
+ R-HSA-3000178 Extracellular matrix organization
192
+ R-HSA-1592389 Extracellular matrix organization
193
+ R-HSA-3000157 Extracellular matrix organization
194
+ R-HSA-8941237 Extracellular matrix organization
195
+ R-HSA-2022090 Extracellular matrix organization
196
+ R-HSA-3000170 Extracellular matrix organization
197
+ R-HSA-3000171 Extracellular matrix organization
198
+ R-HSA-1650814 Extracellular matrix organization
199
+ R-HSA-1442490 Extracellular matrix organization
200
+ R-HSA-1566977 Extracellular matrix organization
201
+ R-HSA-1474228 Extracellular matrix organization
202
+ R-HSA-1566948 Extracellular matrix organization
203
+ R-HSA-1474290 Extracellular matrix organization
204
+ R-HSA-446107 Cell-Cell communication
205
+ R-HSA-446728 Cell-Cell communication
206
+ R-HSA-446353 Cell-Cell communication
207
+ R-HSA-373753 Cell-Cell communication
208
+ R-HSA-421270 Cell-Cell communication
209
+ R-HSA-391160 Cell-Cell communication
210
+ R-HSA-354192 Signal Transduction
211
+ R-HSA-9027284 Signal Transduction
212
+ R-HSA-194138 Signal Transduction
213
+ R-HSA-9027276 Signal Transduction
214
+ R-HSA-1433557 Signal Transduction
215
+ R-HSA-2028269 Signal Transduction
216
+ R-HSA-9716542 Signal Transduction
217
+ R-HSA-9027283 Signal Transduction
218
+ R-HSA-9706019 Signal Transduction
219
+ R-HSA-372708 Signal Transduction
220
+ R-HSA-165159 Signal Transduction
221
+ R-HSA-75157 Signal Transduction
222
+ R-HSA-5358351 Signal Transduction
223
+ R-HSA-1489509 Signal Transduction
224
+ R-HSA-170834 Signal Transduction
225
+ R-HSA-201451 Signal Transduction
226
+ R-HSA-9024446 Signal Transduction
227
+ R-HSA-2586552 Signal Transduction
228
+ R-HSA-6806834 Signal Transduction
229
+ R-HSA-5684996 Signal Transduction
230
+ R-HSA-194315 Signal Transduction
231
+ R-HSA-9012852 Signal Transduction
232
+ R-HSA-354194 Signal Transduction
233
+ R-HSA-9006931 Signal Transduction
234
+ R-HSA-1980145 Signal Transduction
235
+ R-HSA-9027277 Signal Transduction
236
+ R-HSA-166520 Signal Transduction
237
+ R-HSA-380972 Signal Transduction
238
+ R-HSA-5687128 Signal Transduction
239
+ R-HSA-9013694 Signal Transduction
240
+ R-HSA-8852405 Signal Transduction
241
+ R-HSA-74752 Signal Transduction
242
+ R-HSA-190236 Signal Transduction
243
+ R-HSA-372790 Signal Transduction
244
+ R-HSA-201556 Signal Transduction
245
+ R-HSA-1236394 Signal Transduction
246
+ R-HSA-1502540 Signal Transduction
247
+ R-HSA-1912422 Signal Transduction
248
+ R-HSA-166208 Signal Transduction
249
+ R-HSA-1227986 Signal Transduction
250
+ R-HSA-5610787 Signal Transduction
251
+ R-HSA-9006335 Signal Transduction
252
+ R-HSA-3238698 Signal Transduction
253
+ R-HSA-2404192 Signal Transduction
254
+ R-HSA-73887 Signal Transduction
255
+ R-HSA-157118 Signal Transduction
256
+ R-HSA-177929 Signal Transduction
257
+ R-HSA-9006936 Signal Transduction
258
+ R-HSA-5683057 Signal Transduction
259
+ R-HSA-1980143 Signal Transduction
260
+ R-HSA-195721 Signal Transduction
261
+ R-HSA-193704 Signal Transduction
262
+ R-HSA-75158 Signal Transduction
263
+ R-HSA-186797 Signal Transduction
264
+ R-HSA-201681 Signal Transduction
265
+ R-HSA-9006927 Signal Transduction
266
+ R-HSA-5362517 Signal Transduction
267
+ R-HSA-9715370 Signal Transduction
268
+ R-HSA-3858494 Signal Transduction
269
+ R-HSA-1257604 Signal Transduction
270
+ R-HSA-165181 Signal Transduction
271
+ R-HSA-388396 Signal Transduction
272
+ R-HSA-75893 Signal Transduction
273
+ R-HSA-5358346 Signal Transduction
274
+ R-HSA-8848021 Signal Transduction
275
+ R-HSA-9006934 Signal Transduction
276
+ R-HSA-9006925 Signal Transduction
277
+ R-HSA-500792 Signal Transduction
278
+ R-HSA-5632684 Signal Transduction
279
+ R-HSA-8939211 Signal Transduction
280
+ R-HSA-195253 Signal Transduction
281
+ R-HSA-453274 Cell Cycle
282
+ R-HSA-69615 Cell Cycle
283
+ R-HSA-73886 Cell Cycle
284
+ R-HSA-68886 Cell Cycle
285
+ R-HSA-69278 Cell Cycle
286
+ R-HSA-453279 Cell Cycle
287
+ R-HSA-157579 Cell Cycle
288
+ R-HSA-1500620 Cell Cycle
289
+ R-HSA-1221632 Cell Cycle
290
+ R-HSA-453276 Cell Cycle
291
+ R-HSA-912446 Cell Cycle
292
+ R-HSA-69481 Cell Cycle
293
+ R-HSA-69242 Cell Cycle
294
+ R-HSA-69620 Cell Cycle
295
+ R-HSA-774815 Cell Cycle
296
+ R-HSA-69618 Cell Cycle
297
+ R-HSA-9734009 Disease
298
+ R-HSA-9671793 Disease
299
+ R-HSA-9669938 Disease
300
+ R-HSA-5663202 Disease
301
+ R-HSA-2219528 Disease
302
+ R-HSA-9687139 Disease
303
+ R-HSA-5687613 Disease
304
+ R-HSA-3304351 Disease
305
+ R-HSA-5260271 Disease
306
+ R-HSA-5663084 Disease
307
+ R-HSA-9675126 Disease
308
+ R-HSA-9675136 Disease
309
+ R-HSA-5619115 Disease
310
+ R-HSA-9675132 Disease
311
+ R-HSA-1227990 Disease
312
+ R-HSA-9630747 Disease
313
+ R-HSA-5602358 Disease
314
+ R-HSA-9671555 Disease
315
+ R-HSA-2474795 Disease
316
+ R-HSA-2644603 Disease
317
+ R-HSA-9700206 Disease
318
+ R-HSA-9675143 Disease
319
+ R-HSA-3781865 Disease
320
+ R-HSA-9673013 Disease
321
+ R-HSA-9675151 Disease
322
+ R-HSA-9735804 Disease
323
+ R-HSA-5663205 Disease
324
+ R-HSA-9605308 Disease
325
+ R-HSA-9823587 Disease
326
+ R-HSA-9693928 Disease
327
+ R-HSA-2160456 Disease
328
+ R-HSA-9824439 Disease
329
+ R-HSA-9710421 Disease
330
+ R-HSA-5668914 Disease
331
+ R-HSA-9682385 Disease
332
+ R-HSA-5619102 Disease
333
+ R-HSA-9759774 Disease
334
+ R-HSA-9697154 Disease
335
+ R-HSA-5579029 Disease
336
+ R-HSA-1643713 Disease
337
+ R-HSA-2978092 Disease
338
+ R-HSA-9675135 Disease
339
+ R-HSA-3296482 Disease
340
+ R-HSA-5619084 Disease
341
+ R-HSA-9651496 Disease
342
+ R-HSA-1226099 Disease
343
+ R-HSA-4791275 Disease
344
+ R-HSA-5579031 Disease
345
+ R-HSA-9645723 Disease
346
+ R-HSA-5423599 Disease
347
+ R-HSA-5387390 Disease
348
+ R-HSA-9824443 Disease
349
+ R-HSA-9824446 Disease
350
+ R-HSA-6802957 Disease
351
+ R-HSA-2454202 Immune System
352
+ R-HSA-168643 Immune System
353
+ R-HSA-9607240 Immune System
354
+ R-HSA-168249 Immune System
355
+ R-HSA-2172127 Immune System
356
+ R-HSA-879415 Immune System
357
+ R-HSA-982772 Immune System
358
+ R-HSA-1170546 Immune System
359
+ R-HSA-1280218 Immune System
360
+ R-HSA-168928 Immune System
361
+ R-HSA-2132295 Immune System
362
+ R-HSA-983169 Immune System
363
+ R-HSA-1222556 Immune System
364
+ R-HSA-2029480 Immune System
365
+ R-HSA-198933 Immune System
366
+ R-HSA-388841 Immune System
367
+ R-HSA-983705 Immune System
368
+ R-HSA-5668541 Immune System
369
+ R-HSA-8851680 Immune System
370
+ R-HSA-449147 Immune System
371
+ R-HSA-9680350 Immune System
372
+ R-HSA-168898 Immune System
373
+ R-HSA-1834949 Immune System
374
+ R-HSA-9645460 Immune System
375
+ R-HSA-1280215 Immune System
376
+ R-HSA-6798695 Immune System
377
+ R-HSA-392517 Immune System
378
+ R-HSA-913531 Immune System
379
+ R-HSA-166658 Immune System
380
+ R-HSA-6803157 Immune System
381
+ R-HSA-5621481 Immune System
382
+ R-HSA-9674555 Immune System
383
+ R-HSA-202403 Immune System
384
+ R-HSA-1592230 Organelle biogenesis and maintenance
385
+ R-HSA-2151201 Organelle biogenesis and maintenance
386
+ R-HSA-8949613 Organelle biogenesis and maintenance
387
+ R-HSA-5620912 Organelle biogenesis and maintenance
388
+ R-HSA-5620920 Organelle biogenesis and maintenance
389
+ R-HSA-5617833 Organelle biogenesis and maintenance
390
+ R-HSA-5620924 Organelle biogenesis and maintenance
391
+ R-HSA-2151209 Organelle biogenesis and maintenance
392
+ R-HSA-8949215 Transport of small molecules
393
+ R-HSA-1369062 Transport of small molecules
394
+ R-HSA-425366 Transport of small molecules
395
+ R-HSA-382556 Transport of small molecules
396
+ R-HSA-983712 Transport of small molecules
397
+ R-HSA-432030 Transport of small molecules
398
+ R-HSA-8963899 Transport of small molecules
399
+ R-HSA-8949664 Transport of small molecules
400
+ R-HSA-432047 Transport of small molecules
401
+ R-HSA-425393 Transport of small molecules
402
+ R-HSA-936837 Transport of small molecules
403
+ R-HSA-425397 Transport of small molecules
404
+ R-HSA-174824 Transport of small molecules
405
+ R-HSA-917937 Transport of small molecules
406
+ R-HSA-1247673 Transport of small molecules
407
+ R-HSA-432040 Transport of small molecules
408
+ R-HSA-425407 Transport of small molecules
409
+ R-HSA-2672351 Transport of small molecules
410
+ R-HSA-9845576 Transport of small molecules
411
+ R-HSA-5223345 Transport of small molecules
412
+ R-HSA-445717 Transport of small molecules
413
+ R-HSA-1369007 Transport of small molecules
414
+ R-HSA-189200 Transport of small molecules
415
+ R-HSA-8963898 Transport of small molecules
416
+ R-HSA-1480926 Transport of small molecules
417
+ R-HSA-917977 Transport of small molecules
418
+ R-HSA-8964043 Transport of small molecules
419
+ R-HSA-1237044 Transport of small molecules
420
+ R-HSA-8981607 Transport of small molecules
421
+ R-HSA-400508 Metabolism of proteins
422
+ R-HSA-72613 Metabolism of proteins
423
+ R-HSA-8955332 Metabolism of proteins
424
+ R-HSA-5676934 Metabolism of proteins
425
+ R-HSA-391251 Metabolism of proteins
426
+ R-HSA-5368287 Metabolism of proteins
427
+ R-HSA-422085 Metabolism of proteins
428
+ R-HSA-264876 Metabolism of proteins
429
+ R-HSA-163125 Metabolism of proteins
430
+ R-HSA-72766 Metabolism of proteins
431
+ R-HSA-597592 Metabolism of proteins
432
+ R-HSA-5688426 Metabolism of proteins
433
+ R-HSA-2990846 Metabolism of proteins
434
+ R-HSA-1799339 Metabolism of proteins
435
+ R-HSA-2022377 Metabolism of proteins
436
+ R-HSA-8873719 Metabolism of proteins
437
+ R-HSA-156842 Metabolism of proteins
438
+ R-HSA-9837999 Metabolism of proteins
439
+ R-HSA-8876725 Metabolism of proteins
440
+ R-HSA-8951664 Metabolism of proteins
441
+ R-HSA-5683826 Metabolism of proteins
442
+ R-HSA-2980736 Metabolism of proteins
443
+ R-HSA-5173105 Metabolism of proteins
444
+ R-HSA-381426 Metabolism of proteins
445
+ R-HSA-390466 Metabolism of proteins
446
+ R-HSA-209952 Metabolism of proteins
447
+ R-HSA-72764 Metabolism of proteins
448
+ R-HSA-446203 Metabolism of proteins
449
+ R-HSA-8957275 Metabolism of proteins
450
+ R-HSA-163841 Metabolism of proteins
451
+ R-HSA-379724 Metabolism of proteins
452
+ R-HSA-389977 Metabolism of proteins
453
+ R-HSA-8852135 Metabolism of proteins
454
+ R-HSA-977225 Metabolism of proteins
455
+ R-HSA-5578768 Muscle contraction
456
+ R-HSA-5576886 Muscle contraction
457
+ R-HSA-5576893 Muscle contraction
458
+ R-HSA-5576890 Muscle contraction
459
+ R-HSA-445355 Muscle contraction
460
+ R-HSA-5576891 Muscle contraction
461
+ R-HSA-5578775 Muscle contraction
462
+ R-HSA-5576892 Muscle contraction
463
+ R-HSA-5576894 Muscle contraction
464
+ R-HSA-390522 Muscle contraction
465
+ R-HSA-1368071 Circadian Clock
466
+ R-HSA-1368082 Circadian Clock
467
+ R-HSA-1368108 Circadian Clock
468
+ R-HSA-3214815 Chromatin organization
469
+ R-HSA-3247509 Chromatin organization
470
+ R-HSA-3214841 Chromatin organization
471
+ R-HSA-3214858 Chromatin organization
472
+ R-HSA-3214842 Chromatin organization
473
+ R-HSA-3214847 Chromatin organization
474
+ R-HSA-5213460 Programmed Cell Death
475
+ R-HSA-109581 Programmed Cell Death
476
+ R-HSA-5218859 Programmed Cell Death
477
+ R-HSA-5357769 Programmed Cell Death
478
+ R-HSA-5620971 Programmed Cell Death
479
+ R-HSA-169911 Programmed Cell Death
480
+ R-HSA-109606 Programmed Cell Death
481
+ R-HSA-75153 Programmed Cell Death
482
+ R-HSA-1445148 Vesicle-mediated transport
483
+ R-HSA-8856828 Vesicle-mediated transport
484
+ R-HSA-6811442 Vesicle-mediated transport
485
+ R-HSA-3000480 Vesicle-mediated transport
486
+ R-HSA-3000484 Vesicle-mediated transport
487
+ R-HSA-199992 Vesicle-mediated transport
488
+ R-HSA-3000471 Vesicle-mediated transport
489
+ R-HSA-917729 Vesicle-mediated transport
490
+ R-HSA-2168880 Vesicle-mediated transport
491
+ R-HSA-157858 Vesicle-mediated transport
492
+ R-HSA-199977 Vesicle-mediated transport
493
+ R-HSA-3000497 Vesicle-mediated transport
494
+ R-HSA-2173782 Vesicle-mediated transport
495
+ R-HSA-9007101 Vesicle-mediated transport
496
+ R-HSA-199991 Vesicle-mediated transport
497
+ R-HSA-69239 DNA Replication
498
+ R-HSA-68962 DNA Replication
499
+ R-HSA-68867 DNA Replication
500
+ R-HSA-68952 DNA Replication
501
+ R-HSA-69002 DNA Replication
502
+ R-HSA-69052 DNA Replication
503
+ R-HSA-69190 DNA Replication
504
+ R-HSA-110313 DNA Repair
505
+ R-HSA-5696398 DNA Repair
506
+ R-HSA-5693606 DNA Repair
507
+ R-HSA-73893 DNA Repair
508
+ R-HSA-73884 DNA Repair
509
+ R-HSA-5696399 DNA Repair
510
+ R-HSA-5693532 DNA Repair
511
+ R-HSA-5358508 DNA Repair
512
+ R-HSA-73929 DNA Repair
513
+ R-HSA-73933 DNA Repair
514
+ R-HSA-6783310 DNA Repair
515
+ R-HSA-5693571 DNA Repair
516
+ R-HSA-73942 DNA Repair
517
+ R-HSA-5358565 DNA Repair
518
+ R-HSA-5358606 DNA Repair
519
+ R-HSA-73943 DNA Repair
520
+ R-HSA-9729902 DNA Repair
521
+ R-HSA-110314 DNA Repair
522
+ R-HSA-5657655 DNA Repair
523
+ R-HSA-6781827 DNA Repair
524
+ R-HSA-5693538 DNA Repair
525
+ R-HSA-9750126 DNA Repair
526
+ R-HSA-212165 Gene expression (Transcription)
527
+ R-HSA-77075 Gene expression (Transcription)
528
+ R-HSA-212300 Gene expression (Transcription)
529
+ R-HSA-5334118 Gene expression (Transcription)
530
+ R-HSA-6807505 Gene expression (Transcription)
531
+ R-HSA-5250913 Gene expression (Transcription)
532
+ R-HSA-73854 Gene expression (Transcription)
533
+ R-HSA-426486 Gene expression (Transcription)
534
+ R-HSA-75955 Gene expression (Transcription)
535
+ R-HSA-163282 Gene expression (Transcription)
536
+ R-HSA-73863 Gene expression (Transcription)
537
+ R-HSA-9772755 Gene expression (Transcription)
538
+ R-HSA-163316 Gene expression (Transcription)
539
+ R-HSA-426496 Gene expression (Transcription)
540
+ R-HSA-73857 Gene expression (Transcription)
541
+ R-HSA-212436 Gene expression (Transcription)
542
+ R-HSA-5221030 Gene expression (Transcription)
543
+ R-HSA-211000 Gene expression (Transcription)
544
+ R-HSA-674695 Gene expression (Transcription)
545
+ R-HSA-5250941 Gene expression (Transcription)
546
+ R-HSA-5578749 Gene expression (Transcription)
547
+ R-HSA-74158 Gene expression (Transcription)
548
+ R-HSA-749476 Gene expression (Transcription)
549
+ R-HSA-76046 Gene expression (Transcription)
550
+ R-HSA-73864 Gene expression (Transcription)
551
+ R-HSA-203927 Gene expression (Transcription)
552
+ R-HSA-73779 Gene expression (Transcription)
553
+ R-HSA-73856 Gene expression (Transcription)
554
+ R-HSA-76042 Gene expression (Transcription)
555
+ R-HSA-75944 Gene expression (Transcription)
556
+ R-HSA-9708296 Gene expression (Transcription)
557
+ R-HSA-5601884 Gene expression (Transcription)
558
+ R-HSA-73980 Gene expression (Transcription)
559
+ R-HSA-73780 Gene expression (Transcription)
560
+ R-HSA-77595 Metabolism of RNA
561
+ R-HSA-450604 Metabolism of RNA
562
+ R-HSA-72202 Metabolism of RNA
563
+ R-HSA-927802 Metabolism of RNA
564
+ R-HSA-194441 Metabolism of RNA
565
+ R-HSA-450385 Metabolism of RNA
566
+ R-HSA-8868773 Metabolism of RNA
567
+ R-HSA-450520 Metabolism of RNA
568
+ R-HSA-72086 Metabolism of RNA
569
+ R-HSA-191859 Metabolism of RNA
570
+ R-HSA-75072 Metabolism of RNA
571
+ R-HSA-450408 Metabolism of RNA
572
+ R-HSA-72200 Metabolism of RNA
573
+ R-HSA-6787450 Metabolism of RNA
574
+ R-HSA-75067 Metabolism of RNA
575
+ R-HSA-429958 Metabolism of RNA
576
+ R-HSA-6782315 Metabolism of RNA
577
+ R-HSA-8868766 Metabolism of RNA
578
+ R-HSA-75064 Metabolism of RNA
579
+ R-HSA-428359 Metabolism of RNA
580
+ R-HSA-450513 Metabolism of RNA
581
+ R-HSA-975957 Metabolism of RNA
582
+ R-HSA-450531 Metabolism of RNA
583
+ R-HSA-9836573 Metabolism of RNA
584
+ R-HSA-430039 Metabolism of RNA
585
+ R-HSA-72187 Metabolism of RNA
586
+ R-HSA-429914 Metabolism of RNA
587
+ R-HSA-111367 Metabolism of RNA
588
+ R-HSA-77588 Metabolism of RNA
589
+ R-HSA-429947 Metabolism of RNA
590
+ R-HSA-72306 Metabolism of RNA
591
+ R-HSA-72172 Metabolism of RNA
592
+ R-HSA-6785470 Metabolism of RNA
593
+ R-HSA-72312 Metabolism of RNA
594
+ R-HSA-9837092 Metabolism of RNA
595
+ R-HSA-6784531 Metabolism of RNA
596
+ R-HSA-72203 Metabolism of RNA
597
+ R-HSA-975956 Metabolism of RNA
598
+ R-HSA-9711097 Cellular responses to stimuli
599
+ R-HSA-5660526 Cellular responses to stimuli
600
+ R-HSA-9711123 Cellular responses to stimuli
601
+ R-HSA-3371497 Cellular responses to stimuli
602
+ R-HSA-5661231 Cellular responses to stimuli
603
+ R-HSA-9648895 Cellular responses to stimuli
604
+ R-HSA-1234174 Cellular responses to stimuli
605
+ R-HSA-5660489 Cellular responses to stimuli
606
+ R-HSA-2559583 Cellular responses to stimuli
607
+ R-HSA-381119 Cellular responses to stimuli
608
+ R-HSA-2262752 Cellular responses to stimuli
609
+ R-HSA-9707616 Cellular responses to stimuli
610
+ R-HSA-9840373 Cellular responses to stimuli
611
+ R-HSA-3371556 Cellular responses to stimuli
612
+ R-HSA-192456 Digestion and absorption
613
+ R-HSA-8963676 Digestion and absorption
614
+ R-HSA-8935690 Digestion and absorption
615
+ R-HSA-8963678 Digestion and absorption
616
+ R-HSA-8981373 Digestion and absorption
617
+ R-HSA-189085 Digestion and absorption
618
+ R-HSA-1268020 Protein localization
619
+ R-HSA-9033500 Protein localization
620
+ R-HSA-9609523 Protein localization
621
+ R-HSA-9603798 Protein localization
622
+ R-HSA-9033241 Protein localization
623
+ R-HSA-9613829 Autophagy
624
+ R-HSA-9663891 Autophagy
625
+ R-HSA-1632852 Autophagy
626
+ R-HSA-9615710 Autophagy
627
+ R-HSA-9729555 Sensory Perception
628
+ R-HSA-2187338 Sensory Perception
629
+ R-HSA-9662360 Sensory Perception
630
+ R-HSA-9717189 Sensory Perception
631
+ R-HSA-2453902 Sensory Perception
632
+ R-HSA-9659379 Sensory Perception
633
+ R-HSA-9752946 Sensory Perception
634
+ R-HSA-2187335 Sensory Perception
635
+ R-HSA-9662361 Sensory Perception
636
+ R-HSA-975634 Sensory Perception
637
+ R-HSA-9717207 Sensory Perception
638
+ R-HSA-2514856 Sensory Perception
639
+ R-HSA-9730628 Sensory Perception
640
+ R-HSA-381753 Sensory Perception
641
+ R-HSA-9755088 Drug ADME
642
+ R-HSA-2161517 Drug ADME
643
+ R-HSA-9748787 Drug ADME
644
+ R-HSA-2161522 Drug ADME
645
+ R-HSA-9753281 Drug ADME
646
+ R-HSA-9754706 Drug ADME
647
+ R-HSA-9757110 Drug ADME
648
+ R-HSA-2161541 Drug ADME
649
+ R-HSA-9749641 Drug ADME
650
+ R-HSA-9793528 Drug ADME
rna.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:e1015e06b8b80cd9747b737efe2948b0c2f2754870f7e271659d3b614c830e04
3
- size 229506705
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bfe81a0730fdeb87fb61ee67063be39f987c3500606b45868ca5b9baae6d0559
3
+ size 484303983
xmodalix/tcga_fake_images.zip ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6355fbc7cb7a261e453f6fd14221f6d52b10849d972a32a82078b2156c5b5afb
3
+ size 13045767
xmodalix/tcga_image_mappings.txt ADDED
The diff for this file is too large to render. See raw diff