Federated Computing in Orthopaedic Surgery: A Paradigm Shift in Collaborative Multicenter Research.

J Bone Joint Surg Am · Jul 09 2026 · Recent

Hill BG, Nyul TE, Moschetti WE, Schilling PL

Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire

General Orthopaedics

SUMMARY — THE REDUCTIONFederated computing enables privacy-preserving multicenter orthopaedic research by bringing analysis code to institutional data and returning encrypted results, overcoming barriers to collaboration.
Abstract, as published

➢ Multicenter studies remain rare in orthopaedics (9.9% of recent publications) due to regulatory complexity, restrictive data-sharing policies, and administrative delays, despite their proven value in generating robust, generalizable evidence.➢ Federated computing (FC) brings analytic code to each institution's data and returns only encrypted, aggregated results. This preserves patient privacy, maintains institutional control, and streamlines compliance by reducing or eliminating the need for complex data-use agreements.➢ Extensive applications in other medical fields show that FC can match or exceed the performance of centralized analyses across diverse data types (imaging, electronic health records, genomics, and surgical video) without centralizing sensitive information.➢ For orthopaedics, FC enables scalable, privacy-preserving collaboration on rare events, low-frequency outcomes, and practice variation across subspecialties. Broad adoption could expand research scope, improve evidence quality, and accelerate translation of findings into clinical care.➢ FC enables secure, privacy-preserving multicenter collaboration in orthopaedics, overcoming long-standing barriers to data-sharing and expanding the scope of clinically impactful research.

Featured in the 2026-07-10 issue.

← Advocacy for Medical Students Applying to Orthopaedic Surgery…Implant Engineering in the Age of Biologics. →

The Reduction is a free email digest of newly published orthopaedic literature — a handful of new papers in the subspecialties you choose, each summarized like this one. Subscribe free or browse the archive.