Varus deformity in medial knee osteoarthritis correlates with fatty degeneration of lower limb muscles: Artificial intelligence‐based computed tomography analysis
Minami Suzuki, Tomofumi Kinoshita, Kohei Kono, Mazen Soufi, Yoshito Otake, Keisuke Uemura, Tatsuhiko Kutsuna, Kazunori Hino, Yoko Murakami, Yoshiyuki Watanabe, Yoshinobu Sato, Masaki Takao

TL;DR
This study shows that worsening knee osteoarthritis is linked to fatty degeneration in multiple lower limb muscles, using AI-based CT analysis.
Contribution
Novel AI-based CT method reveals how knee alignment affects muscle fatty degeneration in medial knee osteoarthritis.
Findings
Varus deformity correlates with fatty degeneration in gluteal, adductor, and quadriceps muscles.
Muscle fatty changes extend beyond the knee to the trunk and lower leg in medial KOA.
Fatty degeneration is more strongly associated with alignment than muscle volume loss.
Abstract
As knee osteoarthritis (KOA) progresses, lower limb alignment deteriorates, severely impairing daily activities. However, the impact of lower limb malalignment on muscle atrophy and degeneration from the trunk to the foot remains unclear. This study aimed to elucidate the effects of varus deformity on muscle volume and fatty degeneration from the trunk to the foot in medial KOA. This study included 79 patients with end‐stage medial KOA (16 males and 63 females). The hip–knee–ankle (HKA) angle, measured on standing leg radiographs, served as an index of varus deformity. Ten muscle groups were segmented on computed tomography (CT) images using an artificial intelligence‐based method. Muscle volume was standardised by dividing by height squared, and the mean CT value for each muscle group was calculated as an index of fatty degeneration. Multiple linear regression analysis was used to…
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
Click any figure to enlarge with its caption.
Figure 1Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsOsteoarthritis Treatment and Mechanisms · Total Knee Arthroplasty Outcomes · Lower Extremity Biomechanics and Pathologies
