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◆ npj Digital Medicine2026-03-17· Precision medicine

Regulating complexity in AI-enabled omics and multi-omics technologies for precision medicine

Cindy Welzel, Gökhan Ertaylan, Irina S. Babina, Stephen Gilbert

原始摘要(英文原文)· Original abstract
The convergence of (multi-)omics and artificial intelligence is transforming precision medicine by enabling data-driven diagnostics, treatment prediction, and patient stratification. Yet, regulatory frameworks lag behind this innovation. This commentary discusses emerging issues around data integrity, algorithm transparency, validation and real-world evidence integration, highlighting gaps between device and pharmaceutical regulations. Drawing on examples of regulatory-approved AI-enabled (multi-)omics tools in the EU and US, we explore evolving regulatory pathways shaping the clinical adoption of next-generation tools for precision medicine.
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