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Relevance of primary lesion location, tumour heterogeneity and genetic mutation demonstrated through tumour growth inhibition and overall survival modelling in metastatic colorectal cancer.

Diego Vera-YuncaZinnia P Parra-GuillenPascal GirardIñaki F TrocónizNadia Terranova
Published in: British journal of clinical pharmacology (2021)
Semi-mechanistic TGI and OS models have been developed in a large population of mCRC patients receiving chemotherapy in combination or not with cetuximab. Tumour-related predictors, including a machine learning derived-index of tumour heterogeneity, were linked to changes in drug effect, resistance to treatment or OS, contributing to the understanding of the variability in clinical response.
Keyphrases
  • metastatic colorectal cancer
  • machine learning
  • single cell
  • locally advanced
  • emergency department
  • artificial intelligence
  • copy number
  • dna methylation