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Direct prediction of Homologous Recombination Deficiency from routine histology in ten different tumor types with attention-based Multiple Instance Learning: a development and validation study.

Chiara Maria Lavinia LoefflerOmar S M El NahhasHannah Sophie MutiTobias SeibelDidem CifciMarko van TreeckMarco GustavZunamys Itzell CarreroNadine Therese GaisaKjong-van LehmannAlexandra LearyPier SelenicaJorge Sergio Reis-FilhoNadina Ortiz BruechleJakob Nikolas Kather
Published in: medRxiv : the preprint server for health sciences (2023)
In this study, we show that HRD is directly predictable from H&E slides using attMIL within and across ten different tumor types.
Keyphrases
  • dna damage
  • dna repair
  • working memory
  • clinical practice
  • oxidative stress
  • replacement therapy
  • smoking cessation