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

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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Publication Details

Journal
npj Digital Medicine
Published
2026-03-17
DOI
https://doi.org/10.1038/s41746-026-02553-1
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

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

Susan P. Gilbert, Cindy Welzel, G. Ertaylan, Irina S. Babina
npj Digital Medicine
Artificial Intelligence in Healthcare and Education
article

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

Susan P. Gilbert, Cindy Welzel, G. Ertaylan, Irina S. Babina
article en

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.

npj Digital MedicineVol. 9(1)
Concern Worldwide UK (GB), Fresenius (Germany) (DE), Hochschule für Technik und Wirtschaft Dresden – University of Applied Sciences (DE), Flemish Institute for Technological Research (BE), Technische Universität Dresden (DE)
Industry, innovation and infrastructure
Openalex Percentile: Top 22%
Artificial Intelligence in Healthcare and Education
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