Artificial intelligence, machine learning and omic data integration in osteoarthritis

ML techniques are advancing OA research by enabling nuanced analysis of complex omic datasets. Addressing current limitations and embracing new developments in spatial and single-cell omics, generative models, and federated learning will be essential to unlock the full potential of multi-omic integration for personalized OA diagnosis and treatment.

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Publication Details

Journal
Osteoarthritis and Cartilage
Published
2025-10-28
DOI
https://doi.org/10.1016/j.joca.2025.10.012
Primary Topic
Osteoarthritis Treatment and Mechanisms
Type
article
Field-Weighted Citation Impact
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article

Artificial intelligence, machine learning and omic data integration in osteoarthritis

Divya Sharma
Osteoarthritis and Cartilage
Osteoarthritis Treatment and Mechanisms
article

Artificial intelligence, machine learning and omic data integration in osteoarthritis

Divya Sharma
article en

Abstract

ML techniques are advancing OA research by enabling nuanced analysis of complex omic datasets. Addressing current limitations and embracing new developments in spatial and single-cell omics, generative models, and federated learning will be essential to unlock the full potential of multi-omic integration for personalized OA diagnosis and treatment.

Osteoarthritis and CartilageVol. 34(3)
York University (CA)
Openalex Percentile: Top 55%
Osteoarthritis Treatment and Mechanisms
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Artificial intelligence, machine learning and omic data integration in osteoarthritis — Divya Sharma · Osteoarthritis and Cartilage (2025) | TGRS Research Map | TGRS