Evidence map›Paper›PMID 41245706›Full record

ArticleJournal of experimental orthopaedics2025

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 and 2 more

Abstract read
In one paragraph

Article in Journal of experimental orthopaedics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Minami SuzukiDepartment of Orthopaedic Surgery Ehime University Graduate School of Medicine Toon Ehime Japan.
Tomofumi KinoshitaDepartment of Orthopaedic Surgery Ehime University Graduate School of Medicine Toon Ehime Japan.ORCID https://orcid.org/0000-0001-6469-4652
Kohei KonoDepartment of Orthopaedic Surgery Ehime University Graduate School of Medicine Toon Ehime Japan.
Mazen SoufiDivision of Information Science, Graduate School of Science and Technology Nara Institute of Science and Technology Ikoma Nara Japan.
Yoshito OtakeDivision of Information Science, Graduate School of Science and Technology Nara Institute of Science and Technology Ikoma Nara Japan.
Keisuke UemuraDepartment of Orthopaedic Medical Engineering, Graduate School of Medicine Osaka University Suita Osaka Japan.
Tatsuhiko KutsunaDepartment of Orthopaedic Surgery Ehime University Graduate School of Medicine Toon Ehime Japan.
Kazunori HinoDepartment of Orthopaedic Surgery Ehime University Graduate School of Medicine Toon Ehime Japan.
Yoko MurakamiDepartment of Radiology Shiga University of Medical Science Otsu Shiga Japan.
Yoshiyuki WatanabeDepartment of Radiology Shiga University of Medical Science Otsu Shiga Japan.
Yoshinobu SatoDivision of Information Science, Graduate School of Science and Technology Nara Institute of Science and Technology Ikoma Nara Japan.
Masaki TakaoDepartment of Orthopaedic Surgery Ehime University Graduate School of Medicine Toon Ehime Japan.ORCID https://orcid.org/0000-0002-5626-9477

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: 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. Methods: 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 assess the correlation between muscle volume or CT value and HKA, adjusting for age, sex and body mass index. Statistical significance was set at Results: The mean HKA was 10.2° (standard deviation 5.9°, range 0-30°). Multiple regression analysis showed a significant association between HKA and the mean CT values of the gluteus maximus, gluteus medius and minimus, adductor muscles, quadriceps and deep and superficial posterior compartments of the lower leg ( Conclusion: Varus deformity in medial KOA correlates with fatty degeneration of lower limb muscles rather than muscle volume. KOA progression affects not only the muscles around the knee but also those in the trunk, hip and lower leg. Level of Evidence: Level III.

Indexed as

artificial Intelligencehip–knee–ankle angleknee osteoarthritismuscle fatty degenerationmuscle mass

Identifiers

PMID41245706
PMCPMC12616397

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.