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preproc_mut.ipynb

  • create a list of genes which occur in >=6 of the 8 different gene panels -> 224 genes ('data/crc_raw/cBioPortal_files/gene_list.txt')
  • fill mutation df with gene mutations for each sample, for each of the 224 genes data/crc_mutoh_pertreat.csv
  • filter cna data to 224 genes -> data/crc_cna_pertreat.csv

preproc_ib.ipynb

  • list of kinase inhibitors: results/kib_list.csv
  • preprocess the remaining clinical columns from data/crc_raw/CRC_2.0-public_clinical_data/
  • add 'Histology Category', 'Histology', and 'Derived Grade or Differentiation of Tumor' from data/crc_raw/cBioPortal_files/data_clinical_patient.txt
  • add 'CEA' from /data/crc_raw/CRC_2.0-public_clinical_data/tm_level_dataset.csv'
  • output: /data/crc_clin_pub.csv

preproc_regimen.ipynb

  • crc_egfr_out.csv: cetuximab and panitumumab
  • crc_vegf_out.csv: bevacizumab

combine_data.ipynb

  • matches outcome data with mutation, CNA, and clinical data (crc_mutoh_pertreat.csv + crc_cna_pertreat.csv + crc_clin_pub.csv + ib_out.csv)
  • for all patients, patient-level outcomes: crc_comb.csv
  • for kinase inhibitors, treatment-level outcomes: crc_mut_cna_os.csv, crc_mut_cna_pfs.csv

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code to download/prep genie data

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