int_id int64 0 2.48M ⌀ | cell_id large_stringlengths 22 86 ⌀ | obs_name large_stringlengths 4 38 ⌀ | dataset_family large_stringclasses 7
values | subset_id large_stringclasses 6
values | dataset_key large_stringclasses 10
values | timepoint float64 0 19 ⌀ | time_str large_stringclasses 45
values | h5ad_relpath large_stringclasses 135
values | barcode large_stringlengths 4 38 ⌀ | cell_type large_stringclasses 144
values | has_cell_type bool 2
classes | series_id large_stringclasses 9
values | replicate_group_id large_stringclasses 5
values | series_role large_stringclasses 2
values | batch_key large_stringclasses 10
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | E-MTAB-6967|t=6p50|AAACATTGCGGTAT | AAACATTGCGGTAT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACATTGCGGTAT | ExE ectoderm | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
1 | E-MTAB-6967|t=6p50|AAACATTGCGTTGA | AAACATTGCGTTGA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACATTGCGTTGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
2 | E-MTAB-6967|t=6p50|AAACATTGGAATCC | AAACATTGGAATCC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACATTGGAATCC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
3 | E-MTAB-6967|t=6p50|AAACATTGGCCAAT | AAACATTGGCCAAT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACATTGGCCAAT | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
4 | E-MTAB-6967|t=6p50|AAACATTGGGGTGA | AAACATTGGGGTGA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACATTGGGGTGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
5 | E-MTAB-6967|t=6p50|AAACATTGTATCTC | AAACATTGTATCTC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACATTGTATCTC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
6 | E-MTAB-6967|t=6p50|AAACATTGTTGCTT | AAACATTGTTGCTT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACATTGTTGCTT | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
7 | E-MTAB-6967|t=6p50|AAACCGTGTCACGA | AAACCGTGTCACGA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACCGTGTCACGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
8 | E-MTAB-6967|t=6p50|AAACCGTGTGTTCT | AAACCGTGTGTTCT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACCGTGTGTTCT | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
9 | E-MTAB-6967|t=6p50|AAACGCACACCCTC | AAACGCACACCCTC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACGCACACCCTC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
10 | E-MTAB-6967|t=6p50|AAACGCACCCTGTC | AAACGCACCCTGTC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACGCACCCTGTC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
11 | E-MTAB-6967|t=6p50|AAACGCACGTTACG | AAACGCACGTTACG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACGCACGTTACG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
12 | E-MTAB-6967|t=6p50|AAACGCACTGCACA | AAACGCACTGCACA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACGCACTGCACA | ExE ectoderm | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
13 | E-MTAB-6967|t=6p50|AAACGCACTTCGTT | AAACGCACTTCGTT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACGCACTTCGTT | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
14 | E-MTAB-6967|t=6p50|AAACGCTGCGGTAT | AAACGCTGCGGTAT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACGCTGCGGTAT | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
15 | E-MTAB-6967|t=6p50|AAACGCTGGCTTAG | AAACGCTGGCTTAG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACGCTGGCTTAG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
16 | E-MTAB-6967|t=6p50|AAACGCTGTCCGAA | AAACGCTGTCCGAA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACGCTGTCCGAA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
17 | E-MTAB-6967|t=6p50|AAACGGCTGAGACG | AAACGGCTGAGACG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACGGCTGAGACG | Primitive Streak | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
18 | E-MTAB-6967|t=6p50|AAACTTGACCTTAT | AAACTTGACCTTAT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACTTGACCTTAT | ExE ectoderm | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
19 | E-MTAB-6967|t=6p50|AAACTTGACTCAAG | AAACTTGACTCAAG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACTTGACTCAAG | Primitive Streak | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
20 | E-MTAB-6967|t=6p50|AAACTTGAGACGTT | AAACTTGAGACGTT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACTTGAGACGTT | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
21 | E-MTAB-6967|t=6p50|AAACTTGAGGTAAA | AAACTTGAGGTAAA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACTTGAGGTAAA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
22 | E-MTAB-6967|t=6p50|AAACTTGATCGCTC | AAACTTGATCGCTC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAACTTGATCGCTC | ExE ectoderm | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
23 | E-MTAB-6967|t=6p50|AAAGACGAACCATG | AAAGACGAACCATG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGACGAACCATG | Primitive Streak | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
24 | E-MTAB-6967|t=6p50|AAAGACGAATGTCG | AAAGACGAATGTCG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGACGAATGTCG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
25 | E-MTAB-6967|t=6p50|AAAGAGACCCTAAG | AAAGAGACCCTAAG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGAGACCCTAAG | null | false | E-MTAB-6967 | null | natural | E-MTAB-6967 |
26 | E-MTAB-6967|t=6p50|AAAGAGACGTCTTT-1 | AAAGAGACGTCTTT-1 | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGAGACGTCTTT | null | false | E-MTAB-6967 | null | natural | E-MTAB-6967 |
27 | E-MTAB-6967|t=6p50|AAAGAGACTCCAAG | AAAGAGACTCCAAG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGAGACTCCAAG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
28 | E-MTAB-6967|t=6p50|AAAGAGACTTCATC | AAAGAGACTTCATC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGAGACTTCATC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
29 | E-MTAB-6967|t=6p50|AAAGATCTTATGGC | AAAGATCTTATGGC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGATCTTATGGC | Primitive Streak | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
30 | E-MTAB-6967|t=6p50|AAAGATCTTGGTTG | AAAGATCTTGGTTG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGATCTTGGTTG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
31 | E-MTAB-6967|t=6p50|AAAGCAGAATACCG | AAAGCAGAATACCG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGCAGAATACCG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
32 | E-MTAB-6967|t=6p50|AAAGCAGATTCTAC | AAAGCAGATTCTAC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGCAGATTCTAC | ExE ectoderm | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
33 | E-MTAB-6967|t=6p50|AAAGCCTGCGTCTC | AAAGCCTGCGTCTC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGCCTGCGTCTC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
34 | E-MTAB-6967|t=6p50|AAAGCCTGGCAAGG | AAAGCCTGGCAAGG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGCCTGGCAAGG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
35 | E-MTAB-6967|t=6p50|AAAGGCCTCCACAA | AAAGGCCTCCACAA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGGCCTCCACAA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
36 | E-MTAB-6967|t=6p50|AAAGGCCTGCTATG | AAAGGCCTGCTATG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGGCCTGCTATG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
37 | E-MTAB-6967|t=6p50|AAAGGCCTGGTACT-1 | AAAGGCCTGGTACT-1 | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGGCCTGGTACT | null | false | E-MTAB-6967 | null | natural | E-MTAB-6967 |
38 | E-MTAB-6967|t=6p50|AAAGGCCTGTGCAT | AAAGGCCTGTGCAT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGGCCTGTGCAT | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
39 | E-MTAB-6967|t=6p50|AAAGTTTGCAAAGA | AAAGTTTGCAAAGA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGTTTGCAAAGA | Primitive Streak | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
40 | E-MTAB-6967|t=6p50|AAAGTTTGTTCTGT | AAAGTTTGTTCTGT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAAGTTTGTTCTGT | ExE ectoderm | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
41 | E-MTAB-6967|t=6p50|AAATACTGATTGGC | AAATACTGATTGGC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATACTGATTGGC | null | false | E-MTAB-6967 | null | natural | E-MTAB-6967 |
42 | E-MTAB-6967|t=6p50|AAATACTGCGTACA-1 | AAATACTGCGTACA-1 | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATACTGCGTACA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
43 | E-MTAB-6967|t=6p50|AAATCAACCACTGA-1 | AAATCAACCACTGA-1 | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATCAACCACTGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
44 | E-MTAB-6967|t=6p50|AAATCAACTATCTC | AAATCAACTATCTC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATCAACTATCTC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
45 | E-MTAB-6967|t=6p50|AAATCAACTCGACA | AAATCAACTCGACA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATCAACTCGACA | ExE ectoderm | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
46 | E-MTAB-6967|t=6p50|AAATCATGAGATGA | AAATCATGAGATGA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATCATGAGATGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
47 | E-MTAB-6967|t=6p50|AAATCATGCTGACA | AAATCATGCTGACA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATCATGCTGACA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
48 | E-MTAB-6967|t=6p50|AAATCATGGTCTGA-1 | AAATCATGGTCTGA-1 | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATCATGGTCTGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
49 | E-MTAB-6967|t=6p50|AAATCCCTGAGGCA | AAATCCCTGAGGCA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATCCCTGAGGCA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
50 | E-MTAB-6967|t=6p50|AAATCCCTTACTTC | AAATCCCTTACTTC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATCCCTTACTTC | ExE endoderm | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
51 | E-MTAB-6967|t=6p50|AAATCTGAAGTCGT | AAATCTGAAGTCGT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATCTGAAGTCGT | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
52 | E-MTAB-6967|t=6p50|AAATCTGATGGTAC | AAATCTGATGGTAC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATCTGATGGTAC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
53 | E-MTAB-6967|t=6p50|AAATGGGAAGAAGT | AAATGGGAAGAAGT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATGGGAAGAAGT | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
54 | E-MTAB-6967|t=6p50|AAATGGGACACTAG | AAATGGGACACTAG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATGGGACACTAG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
55 | E-MTAB-6967|t=6p50|AAATGGGACTGCAA | AAATGGGACTGCAA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATGGGACTGCAA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
56 | E-MTAB-6967|t=6p50|AAATGTTGGCTTCC | AAATGTTGGCTTCC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATGTTGGCTTCC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
57 | E-MTAB-6967|t=6p50|AAATGTTGTTCAGG | AAATGTTGTTCAGG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATGTTGTTCAGG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
58 | E-MTAB-6967|t=6p50|AAATTCGACAAAGA | AAATTCGACAAAGA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATTCGACAAAGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
59 | E-MTAB-6967|t=6p50|AAATTCGACCACAA | AAATTCGACCACAA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATTCGACCACAA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
60 | E-MTAB-6967|t=6p50|AAATTCGACCTAAG | AAATTCGACCTAAG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATTCGACCTAAG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
61 | E-MTAB-6967|t=6p50|AAATTCGACTTTAC-1 | AAATTCGACTTTAC-1 | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATTCGACTTTAC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
62 | E-MTAB-6967|t=6p50|AAATTGACAGTAGA | AAATTGACAGTAGA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATTGACAGTAGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
63 | E-MTAB-6967|t=6p50|AAATTGACCCGATA | AAATTGACCCGATA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATTGACCCGATA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
64 | E-MTAB-6967|t=6p50|AAATTGACGTCTGA | AAATTGACGTCTGA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATTGACGTCTGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
65 | E-MTAB-6967|t=6p50|AAATTGACTCTCCG | AAATTGACTCTCCG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AAATTGACTCTCCG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
66 | E-MTAB-6967|t=6p50|AACAAACTCCGTTC-1 | AACAAACTCCGTTC-1 | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACAAACTCCGTTC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
67 | E-MTAB-6967|t=6p50|AACAAACTCGCCTT | AACAAACTCGCCTT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACAAACTCGCCTT | Primitive Streak | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
68 | E-MTAB-6967|t=6p50|AACAAACTCGGTAT | AACAAACTCGGTAT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACAAACTCGGTAT | null | false | E-MTAB-6967 | null | natural | E-MTAB-6967 |
69 | E-MTAB-6967|t=6p50|AACAAACTCTCCCA | AACAAACTCTCCCA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACAAACTCTCCCA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
70 | E-MTAB-6967|t=6p50|AACAAACTGGATCT | AACAAACTGGATCT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACAAACTGGATCT | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
71 | E-MTAB-6967|t=6p50|AACAATACCCGTAA | AACAATACCCGTAA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACAATACCCGTAA | null | false | E-MTAB-6967 | null | natural | E-MTAB-6967 |
72 | E-MTAB-6967|t=6p50|AACAATACTGTGCA | AACAATACTGTGCA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACAATACTGTGCA | Primitive Streak | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
73 | E-MTAB-6967|t=6p50|AACACGTGGAGGCA | AACACGTGGAGGCA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACACGTGGAGGCA | null | false | E-MTAB-6967 | null | natural | E-MTAB-6967 |
74 | E-MTAB-6967|t=6p50|AACACTCTCACACA | AACACTCTCACACA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACACTCTCACACA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
75 | E-MTAB-6967|t=6p50|AACACTCTCATTCT | AACACTCTCATTCT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACACTCTCATTCT | null | false | E-MTAB-6967 | null | natural | E-MTAB-6967 |
76 | E-MTAB-6967|t=6p50|AACACTCTCTAGTG | AACACTCTCTAGTG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACACTCTCTAGTG | Primitive Streak | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
77 | E-MTAB-6967|t=6p50|AACACTCTGCCATA | AACACTCTGCCATA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACACTCTGCCATA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
78 | E-MTAB-6967|t=6p50|AACACTCTGTTGCA | AACACTCTGTTGCA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACACTCTGTTGCA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
79 | E-MTAB-6967|t=6p50|AACACTCTTCTTTG | AACACTCTTCTTTG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACACTCTTCTTTG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
80 | E-MTAB-6967|t=6p50|AACACTCTTGTTCT | AACACTCTTGTTCT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACACTCTTGTTCT | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
81 | E-MTAB-6967|t=6p50|AACAGAGAAACTGC | AACAGAGAAACTGC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACAGAGAAACTGC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
82 | E-MTAB-6967|t=6p50|AACAGAGAATCAGC | AACAGAGAATCAGC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACAGAGAATCAGC | ExE ectoderm | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
83 | E-MTAB-6967|t=6p50|AACAGAGATTCGCC | AACAGAGATTCGCC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACAGAGATTCGCC | null | false | E-MTAB-6967 | null | natural | E-MTAB-6967 |
84 | E-MTAB-6967|t=6p50|AACAGCACTCTGGA | AACAGCACTCTGGA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACAGCACTCTGGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
85 | E-MTAB-6967|t=6p50|AACATATGAAACGA | AACATATGAAACGA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACATATGAAACGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
86 | E-MTAB-6967|t=6p50|AACATATGAATCGC | AACATATGAATCGC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACATATGAATCGC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
87 | E-MTAB-6967|t=6p50|AACATATGGACTAC | AACATATGGACTAC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACATATGGACTAC | ExE ectoderm | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
88 | E-MTAB-6967|t=6p50|AACATATGGGAGCA | AACATATGGGAGCA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACATATGGGAGCA | null | false | E-MTAB-6967 | null | natural | E-MTAB-6967 |
89 | E-MTAB-6967|t=6p50|AACATATGTAACGC | AACATATGTAACGC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACATATGTAACGC | Primitive Streak | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
90 | E-MTAB-6967|t=6p50|AACATATGTCAAGC | AACATATGTCAAGC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACATATGTCAAGC | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
91 | E-MTAB-6967|t=6p50|AACATATGTGCGTA | AACATATGTGCGTA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACATATGTGCGTA | Primitive Streak | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
92 | E-MTAB-6967|t=6p50|AACATATGTTCCCG | AACATATGTTCCCG | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACATATGTTCCCG | null | false | E-MTAB-6967 | null | natural | E-MTAB-6967 |
93 | E-MTAB-6967|t=6p50|AACATTGACGGAGA | AACATTGACGGAGA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACATTGACGGAGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
94 | E-MTAB-6967|t=6p50|AACCACGACTGCTC | AACCACGACTGCTC | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACCACGACTGCTC | Primitive Streak | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
95 | E-MTAB-6967|t=6p50|AACCAGTGAAGCAA | AACCAGTGAAGCAA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACCAGTGAAGCAA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
96 | E-MTAB-6967|t=6p50|AACCAGTGCAGAAA | AACCAGTGCAGAAA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACCAGTGCAGAAA | null | false | E-MTAB-6967 | null | natural | E-MTAB-6967 |
97 | E-MTAB-6967|t=6p50|AACCAGTGCTACGA | AACCAGTGCTACGA | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACCAGTGCTACGA | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
98 | E-MTAB-6967|t=6p50|AACCAGTGCTTACT | AACCAGTGCTTACT | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACCAGTGCTTACT | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
99 | E-MTAB-6967|t=6p50|AACCAGTGGACAGG-1 | AACCAGTGGACAGG-1 | E-MTAB-6967 | main | E-MTAB-6967 | 6.5 | 6p50 | E-MTAB-6967/h5ad_out/day_6p50.h5ad | AACCAGTGGACAGG | Epiblast | true | E-MTAB-6967 | null | natural | E-MTAB-6967 |
Chreode — Phase-0 preprocessing dataset
Cached preprocessing artifacts for Chreode: a one-step cell world model published at NeurIPS 2026 (arXiv:2605.28111, github.com/mufanq/Chreode).
This dataset is not a raw scRNA-seq corpus. It is the set of derived artifacts the reproduce flow consumes: a unified cell index over the 7-dataset mouse pretraining atlas, the 16,520-gene mouse–human 1:1 ortholog vocabulary, the train/val/test split, and the prepared downstream-task .h5ad slices (Weinreb, Veres, Weinreb clones).
Files
| Path | Purpose | Size |
|---|---|---|
cell_index.parquet |
Registry over the 2,477,217-cell mouse embryonic pretraining corpus (7 datasets, 10 leaf trajectories, 88 timepoints). Columns: global_cell_id, file_id, local_cell_index, top_dataset, leaf_dataset, timepoint, foundation_split, cell_type, h5ad_path. |
78 MB |
orthologs/mouse_human_1to1.parquet |
16,520-gene mouse–human 1:1 ortholog table (Ensembl BioMart, ortholog_confidence=1). This is the vocabulary used by Chreode's scVI encoder. |
< 1 MB |
split_manifest.json |
Train / validation / test split + held-out family + external dataset definitions, derived from split_seed=42 and split_ratios=[0.7, 0.1, 0.2]. |
31 KB |
weinreb_ortholog.h5ad |
Weinreb hematopoiesis cells projected into the ortholog vocabulary. Used by reproduce/02_weinreb.md (Table 1) and reproduce/04_fate.md (Table 3). |
1.2 GB |
veres_ortholog.h5ad |
Veres islet differentiation cells in the ortholog vocabulary. Used by reproduce/03_veres.md (Table 2). |
547 MB |
weinreb_clonal.npz |
Weinreb clonal Neu / (Neu + Mono) fate ratios per d2 source cell. Used by reproduce/04_fate.md. |
4 MB |
How to use
from huggingface_hub import snapshot_download
import anndata as ad
import pandas as pd
import json
import numpy as np
data_dir = snapshot_download(repo_id="WhenceFade/chreode-phase0", repo_type="dataset")
# Cell index over the pretraining corpus
cell_index = pd.read_parquet(f"{data_dir}/cell_index.parquet")
print(f"{len(cell_index):,} cells across {cell_index.leaf_dataset.nunique()} leaf datasets")
# Ortholog vocabulary
orthologs = pd.read_parquet(f"{data_dir}/orthologs/mouse_human_1to1.parquet")
print(f"{len(orthologs):,} 1:1 mouse–human orthologs")
# Train / val / test split
split = json.load(open(f"{data_dir}/split_manifest.json"))
# Downstream task data
weinreb = ad.read_h5ad(f"{data_dir}/weinreb_ortholog.h5ad")
weinreb_clones = np.load(f"{data_dir}/weinreb_clonal.npz", allow_pickle=True)
For an end-to-end reproduce flow, follow reproduce/00_setup.md of the Chreode GitHub repo.
Source datasets (for the pretraining corpus only)
| Leaf | Source | Accession |
|---|---|---|
| TOME mouse | Qiu et al. 2022 | provided by authors |
| GSE140802 | Pijuan-Sala et al. 2019 | GEO GSE140802 |
| GSE115943 | Cao et al. 2019 | GEO GSE115943 |
| E-MTAB-6967 | Pijuan-Sala et al. 2019 | ArrayExpress E-MTAB-6967 |
| GSE106340 | Sharma et al. 2020 | GEO GSE106340 |
| GSE132188 | Chan et al. 2019 | GEO GSE132188 |
| GSE275562 | Held out for external evaluation | GEO GSE275562 |
Downstream tasks come from:
- Weinreb — Yeo et al. 2021 / Weinreb et al. 2020. License of the original
.h5ad: see paper Appendix E. - Veres — Veres et al. 2019. License of the original
.h5ad: see paper Appendix E.
This dataset bundle is for reproducibility only and does not re-license the original data. Users must comply with the original datasets' licenses (Appendix E of the paper).
License of these derived artifacts
MIT (matching the rest of the Chreode release). The original source datasets retain their own licenses.
Citation
@inproceedings{qiu2026chreode,
title = {Chreode: A Cell World Model for One-Step Temporal Dynamics and Perturbation Prediction},
author = {Qiu, Mufan and Zheng, Genhui and Xu, Yinuo and Zhang, Ruichen and Ding, Ying and Long, Qi and Chen, Tianlong},
booktitle = {Advances in Neural Information Processing Systems},
year = {2026},
eprint = {2605.28111},
archivePrefix = {arXiv},
}
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