Datasets:
miraesunnykim
commited on
Commit
·
3a7ebb3
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Parent(s):
2db408d
quick start for readme; dataset config for preview
Browse files- .gitattributes +1 -2
- README.md +6 -25
- dataset.yaml +6 -3
- full_ontology.edgelist +0 -139
- training_ontology.edgelist +0 -88
.gitattributes
CHANGED
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@@ -58,5 +58,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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-
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/test.parquet filter=hf-datasets-preview columns=100
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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+
preview.parquet* dataset=default
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README.md
CHANGED
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@@ -14,6 +14,10 @@ tags:
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pretty_name: 450k DNA methylation tissue classification
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size_categories:
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- 10K<n<100K
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---
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- `metadata` (last 5 columns): metadata containing the sample id, dataset, and UBERON tissue/cell identifiers and labels. There are two columns corresponding to UBERON identifiers, one contains the most descriptive tissue or cell term, and the second contains a more general term used to create a larger training compendium. (e.g., `pericardial fat` vs. `visceral fat`).
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The full list of files include:
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-
- `full_ontology.edgelist`: a [networkx](https://networkx.org/documentation/stable/reference/readwrite/edgelist.html) file containing the tissue/cell ontology connecting all 86 tissue and cell terms
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-
- `training_ontology.edgelist`: a [networkx](https://networkx.org/documentation/stable/reference/readwrite/edgelist.html) file containing the tissue/cell ontology connecting the 55 tissue and cell terms
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- `train.parquet`: M-values for samples in train partition
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- `test.parquet`: M-values for samples in test partition
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- `metadata.parquet`: metadata for all samples
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-
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- `label_transfer_meta.parquet`: metadata for the samples in the holdout partition
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- `training_mvalues.parquet`: m-values measuring DNAm at 297,598 CpG sites across the genome for samples in the training partition
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- `label_transfer_mvalues.parquet`: m-values measuring DNAm at 297,598 CpG sites across the genome for samples in the holdout partition -->
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Mvalue files are structured samples (rows) by probes (columns). Rows are labeled with GSM identifiers, and columns are labeled with Illumina CpG IDs (e.g., `cg03128332`).
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metadata = load_dataset(
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"parquet",
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data_files="https://huggingface.co/datasets/ylab/methyl-classification/resolve/main/metadata.parquet"
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).to_pandas().set_index('Sample')
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# View the training set metadata
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print(metadata.describe())
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```
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<!-- If using our model:
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```
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git clone https://github.com/ylaboratory/methylation-classification.git
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cd methylation-classification
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conda env create -f env.yml --name methyl-classify
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conda activate methyl-classify
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mkdir download
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cd download
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huggingface-cli download ylab/methyl-classification
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```
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If using only our data:
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```
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mkdir methyl-classification
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cd download
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huggingface-cli download ylab/methyl-classification
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``` -->
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-
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## Code for data processing, analysis, and tissue classification
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This dataset, while designed to be standalone, was generated as a part of a larger paper predicting tissue and cell type.
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pretty_name: 450k DNA methylation tissue classification
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size_categories:
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- 10K<n<100K
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viewer:
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config: default
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split: preview
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rows: 10
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---
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- `metadata` (last 5 columns): metadata containing the sample id, dataset, and UBERON tissue/cell identifiers and labels. There are two columns corresponding to UBERON identifiers, one contains the most descriptive tissue or cell term, and the second contains a more general term used to create a larger training compendium. (e.g., `pericardial fat` vs. `visceral fat`).
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The full list of files include:
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- `train.parquet`: M-values for samples in train partition
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- `test.parquet`: M-values for samples in test partition
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- `metadata.parquet`: metadata for all samples
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+
- `preview.parquet`: subset of `train.parquet` for datacard preview
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Mvalue files are structured samples (rows) by probes (columns). Rows are labeled with GSM identifiers, and columns are labeled with Illumina CpG IDs (e.g., `cg03128332`).
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metadata = load_dataset(
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"parquet",
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data_files="https://huggingface.co/datasets/ylab/methyl-classification/resolve/main/metadata.parquet"
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+
)['train'].to_pandas().set_index('Sample')
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# View the training set metadata
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print(metadata.describe())
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```
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## Code for data processing, analysis, and tissue classification
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This dataset, while designed to be standalone, was generated as a part of a larger paper predicting tissue and cell type.
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dataset.yaml
CHANGED
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configs:
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- config_name: default
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data_files:
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-
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-
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configs:
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- config_name: default
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data_files:
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- split: train
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path: "train.parquet"
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- split: test
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path: "test.parquet"
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- split: preview
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path: "preview.parquet"
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full_ontology.edgelist
DELETED
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@@ -1,139 +0,0 @@
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UBERON:0001013 UBERON:0002190
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UBERON:0001013 UBERON:0035818
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UBERON:0002416 UBERON:0001013
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UBERON:0002416 UBERON:0000310
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UBERON:0002416 UBERON:0002097
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UBERON:0002097 UBERON:0001037
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UBERON:0002097 CL:0000148
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UBERON:0002384 UBERON:0001013
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UBERON:0002384 CL:0000057
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UBERON:0002384 UBERON:0002418
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UBERON:0000990 UBERON:0000079
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UBERON:0000990 UBERON:0000474
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UBERON:0000079 CL:0000019
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UBERON:0000079 UBERON:0002367
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UBERON:0000474 UBERON:0003134
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UBERON:0000474 UBERON:0001987
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UBERON:0003134 UBERON:0003889
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UBERON:0003134 UBERON:0000992
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UBERON:0003134 UBERON:0000002
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UBERON:0000002 UBERON:0001295
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CL:0000738 CL:2000001
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CL:0000738 CL:0000094
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CL:0000738 CL:0000235
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CL:2000001 CL:0000576
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CL:2000001 CL:0000542
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CL:0000094 CL:0000775
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CL:0000542 CL:0000236
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CL:0000542 CL:0000084
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CL:0000542 CL:0000623
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CL:0000084 CL:0000910;BTO:0000289
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UBERON:0000178 CL:0000738
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UBERON:0000178 UBERON:0012168
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UBERON:0002390 UBERON:0000178
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UBERON:0002390 UBERON:0002371
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UBERON:0002390 UBERON:0002370
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UBERON:0002390 UBERON:0002106
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UBERON:0002330 UBERON:0000310
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UBERON:0002330 UBERON:0002107
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UBERON:0002330 UBERON:0001264
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UBERON:0002330 UBERON:0001836
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UBERON:0002107 UBERON:0002394
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UBERON:0001264 UBERON:0000006
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UBERON:0001007 UBERON:0002107
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UBERON:0001007 UBERON:0001264
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UBERON:0001007 UBERON:0000160
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UBERON:0001007 UBERON:0000945
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UBERON:0001007 UBERON:0001043
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UBERON:0001007 UBERON:0001729
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UBERON:0001007 UBERON:0002424
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UBERON:0001007 UBERON:0001245
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UBERON:0000160 UBERON:0000059
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UBERON:0000160 UBERON:0002108
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UBERON:0000160 UBERON:0001242
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UBERON:0000059 UBERON:0001155
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UBERON:0000059 UBERON:0001052
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UBERON:0002108 UBERON:0002114
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UBERON:0001004 UBERON:0005384
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UBERON:0001004 UBERON:0002048
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UBERON:0001004 UBERON:0003126
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UBERON:0001004 UBERON:0001005
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UBERON:0001004 UBERON:0001737
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UBERON:0002048 UBERON:0007311
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UBERON:0003126 UBERON:0003387
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UBERON:0003126 UBERON:0001901
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UBERON:0001005 UBERON:0004802
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UBERON:0001032 UBERON:0005384
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UBERON:0001032 UBERON:0000970
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UBERON:0000970 UBERON:0000966
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UBERON:0000483 UBERON:0005384
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UBERON:0000483 CL:0000115
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UBERON:0000483 UBERON:0002424
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UBERON:0000922 CL:0002322;BTO:0001086
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training_ontology.edgelist
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UBERON:0002204 UBERON:0002481
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UBERON:0002204 UBERON:0002418
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UBERON:0002204 CL:0000056
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CL:2000001 CL:0000576
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CL:2000001 CL:0000542
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UBERON:0000955 UBERON:0002037
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UBERON:0000955 UBERON:0000956
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UBERON:0002331 UBERON:0012168
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UBERON:8450002 UBERON:0002113
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CL:0000094 CL:0000775
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UBERON:0000483 UBERON:0005384
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UBERON:0000483 UBERON:0004802
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UBERON:0000483 UBERON:0001043
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UBERON:0003134 UBERON:0003889
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UBERON:0003134 UBERON:0000992
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UBERON:0003134 UBERON:0000002
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UBERON:0001870 UBERON:0000451
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UBERON:0000059 UBERON:0001155
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| 20 |
-
UBERON:0000059 UBERON:0001052
|
| 21 |
-
UBERON:0001004 UBERON:0005384
|
| 22 |
-
UBERON:0001004 UBERON:0002048
|
| 23 |
-
UBERON:0001004 UBERON:0001005
|
| 24 |
-
UBERON:0002050 UBERON:0001987
|
| 25 |
-
UBERON:0002050 UBERON:0002331
|
| 26 |
-
UBERON:0002050 CL:0002322;BTO:0001086
|
| 27 |
-
UBERON:0002390 UBERON:0000178
|
| 28 |
-
UBERON:0002390 UBERON:0002371
|
| 29 |
-
UBERON:0000956 UBERON:0001871
|
| 30 |
-
UBERON:0000956 UBERON:0001870
|
| 31 |
-
UBERON:0002097 CL:0000148
|
| 32 |
-
UBERON:0000990 UBERON:0000079
|
| 33 |
-
UBERON:0000990 UBERON:0003134
|
| 34 |
-
UBERON:0000990 UBERON:0001987
|
| 35 |
-
UBERON:0001013 UBERON:0002190
|
| 36 |
-
UBERON:0001013 UBERON:0035818
|
| 37 |
-
UBERON:0001032 UBERON:0005384
|
| 38 |
-
UBERON:0000079 CL:0000019
|
| 39 |
-
UBERON:0000079 UBERON:0002367
|
| 40 |
-
UBERON:0001005 UBERON:0004802
|
| 41 |
-
UBERON:0000002 UBERON:0001295
|
| 42 |
-
CL:0000738 CL:2000001
|
| 43 |
-
CL:0000738 CL:0000094
|
| 44 |
-
CL:0000542 CL:0000236
|
| 45 |
-
CL:0000542 CL:0000084
|
| 46 |
-
CL:0000542 CL:0000623
|
| 47 |
-
UBERON:0000949 UBERON:0001264
|
| 48 |
-
UBERON:0000949 UBERON:0002046
|
| 49 |
-
UBERON:0000949 UBERON:0002107
|
| 50 |
-
UBERON:0000949 UBERON:0000992
|
| 51 |
-
CL:0000084 CL:0000910;BTO:0000289
|
| 52 |
-
UBERON:0002330 UBERON:0000310
|
| 53 |
-
UBERON:0002330 UBERON:0002107
|
| 54 |
-
UBERON:0002330 UBERON:0001264
|
| 55 |
-
UBERON:0002330 UBERON:0001836
|
| 56 |
-
UBERON:0001871 UBERON:0002728
|
| 57 |
-
UBERON:0001264 UBERON:0000006
|
| 58 |
-
UBERON:0000178 CL:0000738
|
| 59 |
-
UBERON:0000178 UBERON:0012168
|
| 60 |
-
UBERON:0002481 UBERON:0002371
|
| 61 |
-
UBERON:0001016 UBERON:0000955
|
| 62 |
-
UBERON:0002416 UBERON:0001013
|
| 63 |
-
UBERON:0002416 UBERON:0000310
|
| 64 |
-
UBERON:0002416 UBERON:0002097
|
| 65 |
-
UBERON:0001007 UBERON:0002107
|
| 66 |
-
UBERON:0001007 UBERON:0001264
|
| 67 |
-
UBERON:0001007 UBERON:0000945
|
| 68 |
-
UBERON:0001007 UBERON:0001043
|
| 69 |
-
UBERON:0001007 UBERON:0002424
|
| 70 |
-
UBERON:0001007 UBERON:0000059
|
| 71 |
-
UBERON:0002384 UBERON:0001013
|
| 72 |
-
UBERON:0002384 CL:0000057
|
| 73 |
-
UBERON:0002384 UBERON:0002418
|
| 74 |
-
root UBERON:0002204
|
| 75 |
-
root UBERON:0004535
|
| 76 |
-
root UBERON:8450002
|
| 77 |
-
root UBERON:0000483
|
| 78 |
-
root UBERON:0001004
|
| 79 |
-
root UBERON:0002050
|
| 80 |
-
root UBERON:0002390
|
| 81 |
-
root UBERON:0000990
|
| 82 |
-
root UBERON:0001032
|
| 83 |
-
root UBERON:0000949
|
| 84 |
-
root UBERON:0002330
|
| 85 |
-
root UBERON:0001016
|
| 86 |
-
root UBERON:0002416
|
| 87 |
-
root UBERON:0001007
|
| 88 |
-
root UBERON:0002384
|
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|
|
|
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