Giter Club home page Giter Club logo

genie's Introduction

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

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.