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Predicting chemosensitivity using drug perturbed gene dynamics.

Joshua D MannheimerAshok PrasadDaniel L Gustafson
Published in: BMC bioinformatics (2021)
Our models suggest that perturbed gene signatures are predictive of drug response, but cannot be applied to predict drug response using unperturbed gene expression. Furthermore, additional drug perturbed gene expression measurements in in vitro cell lines could generate more predictive models; but, more importantly be used in conjunction with computational methods to discover important drug disease relationships.
Keyphrases
  • gene expression
  • dna methylation
  • genome wide
  • drug induced
  • copy number