Bifalgorithm post · Research cancer 2025 · Enhancing Clinical Decision-Making

Digital Twins

Digital Twins (Research cancer 2025 · Enhancing Clinical Decision-Making) — "AI-driven technologies are improving clinicians’ ability to predict patient outcom…

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  • Digital twins are AI-driven technologies for predicting patient outcomes and personalizing treatment.
  • AI-driven technologies improve clinicians’ ability to predict outcomes and personalize treatment plans.
  • Digital twins are virtual, continuously updated models of individual patients.
  • They integrate EHRs, clinical evaluations, multi-omics, and lifestyle information.
  • They simulate disease progression, predict treatment responses, and guide treatment based on each patient’s biology.
  • Digital twins also show promise in clinical trial settings.
  • Their trial use is particularly relevant to pediatric and rare cancers, where patient enrollment may be limited.
  • They can function as synthetic control arms to augment or replace conventional controls.
  • These applications are described by Mollica et al. (2024) in ESMO Real World Data and Digital Oncology.
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Digital Twins

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Research cancer 2025

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"AI-driven technologies are improving clinicians’ ability to predict patient outcomes and personalize treatment plans. Digital twins—virtual, continuously updated models of individual patients—are one such technology. Digital twins integrate real-world data from electronic health records (EHRs) and clinical evaluations, alongside multi-omics and lifestyle information, to simulate disease progression, predict treatment responses, and guide personalized treatment based on a patient’s own unique biology. They also show promise in clinical trial settings, particularly for pediatric and rare cancers, where they can function as synthetic control arms to augment or replace conventional controls when patient enrollment is limited (1054)Mollica L, et al. (2024) ESMO Real World Data and Digital Oncology, 5: 100056.."

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