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This is a dataset describes transcript expression based on the data |
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from [GTEX](https://gtexportal.org/home/downloads/adult-gtex/bulk_tissue_expression) ( |
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file: GTEx_Analysis_2017-06-05_v8_RSEMv1.3.0_transcript_tpm.gct.gz ) |
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It measures the transcription level of each human transcripts ( 4-5 per genes ) in every |
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31 tissues (for the V1, 50 more specific tissues for the V2). |
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expression values are log-transformed ( x -> log(x+1) ) |
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Each sample of the dataset correspond to: |
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* A unique (gene_id, transcript_id) pair |
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* the quantified level of expressions across several tissues |
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* the DNA sequence |
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* the RNA sequence (ATCG format) |
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* the protein sequence |
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## Splits Statistics |
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| | train | test | evaluation | |
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|--------------|-------|------|------------| |
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| # Genes | 17648 | 980 | 981 | |
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| # Transcript | 82205 | 4718 | 4318 | |
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<img src="./tr_per_gene.png" width="512"/> |
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<img src="./tr_expr_among_gene.png" width="512"/> |
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<img src="./rna_length.png" width="512"/> |
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<img src="./protein_length.png" width="512"/> |
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### NOTE |
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We currently only included coding genes, there there the RNA is actually mRNA |
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