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Estimating heritability of glycaemic response to metformin using nationwide electronic health records and population-sized pedigree.

Iris N KalkaAmir GavrieliSmadar ShiloHagai RossmanNitzan Shalom ArtziNancy Sarah YacovzadaEran Segal
Published in: Communications medicine (2021)
To the best of our knowledge, our work is the first to estimate heritability of drug response using solely EHR data combining a pedigree-based kinship matrix. We demonstrate that while response to metformin treatment has a heritable component, most of the variation is likely due to other factors, further motivating non-genetic analyses aimed at unraveling metformin's action mechanism.
Keyphrases
  • electronic health record
  • adverse drug
  • clinical decision support
  • type diabetes
  • healthcare
  • genome wide
  • combination therapy
  • copy number
  • deep learning
  • artificial intelligence