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| from tools.preprocess import * |
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| trait = "Eczema" |
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| tcga_root_dir = "../DATA/TCGA" |
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| out_data_file = "./output/z2/preprocess/Eczema/TCGA.csv" |
| out_gene_data_file = "./output/z2/preprocess/Eczema/gene_data/TCGA.csv" |
| out_clinical_data_file = "./output/z2/preprocess/Eczema/clinical_data/TCGA.csv" |
| json_path = "./output/z2/preprocess/Eczema/cohort_info.json" |
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| |
| import os |
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| |
| subdirectories = [ |
| 'TCGA_lower_grade_glioma_and_glioblastoma_(GBMLGG)', 'TCGA_Uterine_Carcinosarcoma_(UCS)', |
| 'TCGA_Thyroid_Cancer_(THCA)', 'TCGA_Thymoma_(THYM)', 'TCGA_Testicular_Cancer_(TGCT)', |
| 'TCGA_Stomach_Cancer_(STAD)', 'TCGA_Sarcoma_(SARC)', 'TCGA_Rectal_Cancer_(READ)', |
| 'TCGA_Prostate_Cancer_(PRAD)', 'TCGA_Pheochromocytoma_Paraganglioma_(PCPG)', |
| 'TCGA_Pancreatic_Cancer_(PAAD)', 'TCGA_Ovarian_Cancer_(OV)', 'TCGA_Ocular_melanomas_(UVM)', |
| 'TCGA_Mesothelioma_(MESO)', 'TCGA_Melanoma_(SKCM)', 'TCGA_Lung_Squamous_Cell_Carcinoma_(LUSC)', |
| 'TCGA_Lung_Cancer_(LUNG)', 'TCGA_Lung_Adenocarcinoma_(LUAD)', 'TCGA_Lower_Grade_Glioma_(LGG)', |
| 'TCGA_Liver_Cancer_(LIHC)', 'TCGA_Large_Bcell_Lymphoma_(DLBC)', |
| 'TCGA_Kidney_Papillary_Cell_Carcinoma_(KIRP)', 'TCGA_Kidney_Clear_Cell_Carcinoma_(KIRC)', |
| 'TCGA_Kidney_Chromophobe_(KICH)', 'TCGA_Head_and_Neck_Cancer_(HNSC)', |
| 'TCGA_Glioblastoma_(GBM)', 'TCGA_Esophageal_Cancer_(ESCA)', 'TCGA_Endometrioid_Cancer_(UCEC)', |
| 'TCGA_Colon_and_Rectal_Cancer_(COADREAD)', 'TCGA_Colon_Cancer_(COAD)', |
| 'TCGA_Cervical_Cancer_(CESC)', 'TCGA_Breast_Cancer_(BRCA)', 'TCGA_Bladder_Cancer_(BLCA)', |
| 'TCGA_Bile_Duct_Cancer_(CHOL)', 'TCGA_Adrenocortical_Cancer_(ACC)', |
| 'TCGA_Acute_Myeloid_Leukemia_(LAML)' |
| ] |
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| print(f"Looking for suitable cohort for trait: {trait}") |
| print("Available TCGA subdirectories:") |
| for subdir in subdirectories: |
| print(f" {subdir}") |
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| |
| |
| print(f"\nNo suitable TCGA cohort found for {trait}.") |
| print("TCGA focuses on cancer data, but eczema is an inflammatory skin condition, not a cancer.") |
| print("Skipping this trait for TCGA preprocessing.") |
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| is_usable = validate_and_save_cohort_info( |
| is_final=False, |
| cohort="TCGA", |
| info_path=json_path, |
| is_gene_available=True, |
| is_trait_available=False |
| ) |
|
|
| print(f"Task completed. Trait {trait} is not suitable for TCGA analysis.") |