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Multi-modality risk prediction of cardiovascular diseases for breast cancer cohort in the All of Us Research Program.

Han YangSicheng ZhouZexi RaoChen ZhaoErjia CuiChetan ShenoyAnne H BlaesNishitha PaidimukkalaJinhua WangJue HouRui Zhang
Published in: Journal of the American Medical Informatics Association : JAMIA (2024)
This study demonstrates the liability of the All of Us's diverse dataset in developing a multi-modality predictive model for CVD in BC survivors risk stratification in oncological survivorship. The data integration pipeline and subsequent predictive models establish a methodological foundation for future research into personalized healthcare.
Keyphrases
  • healthcare
  • cardiovascular disease
  • young adults
  • electronic health record
  • big data
  • rectal cancer
  • radical prostatectomy
  • type diabetes
  • current status
  • prostate cancer
  • machine learning