Evidence map›Paper›PMID 42059662›Full record

ArticleJournal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research2026

HR-pQCT skeletal phenotype clustering associated with muscle function in older men and women: The Study of Muscle, Mobility and Aging (SOMMA).

Morgan W Bolger, Kerri S Freeland, Megan M Marron, Nina Z Heilmann, Lauren S Roe, Nicole M Sekel, Kristen J Koltun, Katelyn Guerriere Aaron, Julie M Hughes, Bradley C Nindl and 5 more

Abstract read
In one paragraph

Article in Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

15 authors.

Morgan W BolgerSchool of Medicine, University of Pittsburgh.ORCID 0000-0002-7788-7135
Kerri S FreelandDept. of Epidemiology, University of Pittsburgh.
Megan M MarronDept. of Epidemiology, University of Pittsburgh.
Nina Z HeilmannDept. of Epidemiology, University of Pittsburgh.ORCID 0000-0003-3195-7713
Lauren S RoeDept. of Epidemiology, University of Pittsburgh.ORCID 0000-0003-3557-5042
Nicole M SekelDept. of Sports Medicine and Nutrition, University of Pittsburgh.
Kristen J KoltunDept. of Sports Medicine and Nutrition, University of Pittsburgh.
Katelyn Guerriere AaronMilitary Performance Division, United States Army Research Institute of Environmental Medicine.
Julie M HughesMilitary Performance Division, United States Army Research Institute of Environmental Medicine.
Bradley C NindlDept. of Sports Medicine and Nutrition, University of Pittsburgh.
Ashley A WeaverDept. of Biomedical Engineering, Wake Forest University School of Medicine.ORCID 0000-0002-4383-0106
Paolo CaserottiDept. of Sports Science and Clinical Biomechanics and the Center for Active and Healthy Ageing, University of Southern Denmark.
Anne B NewmanDept. of Epidemiology, University of Pittsburgh.ORCID 0000-0002-0106-1150
Jane A CauleyDept. of Epidemiology, University of Pittsburgh.ORCID 0000-0003-0752-4408
Elsa S StrotmeyerDept. of Epidemiology, University of Pittsburgh.ORCID 0000-0002-4093-6036

Funding

Study of Muscle, Mobility and Aging: SOMMA2R01AG059416 · NIA · CALIFORNIA PACIFIC MED CTR RES INSTITUTE · PI STEVEN RON CUMMINGS, Peggy Mannen Cawthon · 2018 to 2026
$70.3M
Wake Forest Claude D. Pepper OAIC - RenewalP30AG021332 · NIA · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI Jamie Nicole Justice · 2002 to 2026
$36.4M
Wake Forest Clinical and Translational Science AwardUL1TR001420 · NCATS · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI ARD, JAMY D, FOLEY, KRISTIE L · 2015 to 2023
$32.3M
VARIABILITY, STABILITY & SMOOTHNESS OF WALKINGP30AG024827 · NIA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI JENNIFER S BRACH · 2004 to 2026
$28.6M
TRAINING IN THE EPIDEMIOLOGY OF AGINGT32AG000181 · NIA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI STROTMEYER, ELSA S. · 1989 to 2025
$6.2M
Bone microarchitecture and bone strength relationships to muscle quantity, quality and function in older adultsR01AR076752 · NIAMS · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI CAULEY, JANE ANN, STROTMEYER, ELSA S. · 2019 to 2023
$1.5M
Application of plasma lipidomics to identify novel biomarkers of muscle and hepatic adiposity in population-based cohorts of older Black Caribbeans, Black Americans, and White AmericansK01AG075143 · NIA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Megan Michelle Marron · 2022 to 2026
$630k
NCATS NIH HHS UL1 TR001420NIAMS NIH HHS R01 AR076752NIA NIH HHS K01 AG075143NIA NIH HHS P30 AG021332NIA NIH HHS P30 AG024827NIA NIH HHS R01 AG059416NIA NIH HHS T32 AG000181
6 · The paper itself

Abstract

Age-related changes to BMD, morphometry, and microarchitecture do not occur uniformly across the population and the common skeletal phenotypes beyond BMD are not well defined. Additionally, the associations between bone and muscle are critical to understanding fall and fracture risk. We hypothesized that unsupervised clustering of High Resolution-peripheral Quantitative Computed Tomography (HR-pQCT) measures at the distal tibia (DT) and radius (DR), separately, would reveal unique skeletal phenotypes; and certain phenotypes would be associated with worse muscle function. In the Study of Muscle, Mobility and Aging (SOMMA; first annual follow-up visit), a cohort of community-dwelling older women and men (61% women; 87% White), HR-pQCT parameters acquired at the DT (N = 321; 76.3 ± 4.6 yr) and DR (N = 295; 76.1 ± 4.5 yr) were standardized within-sex then combined to form clusters. This resulted in 3 phenotypic clusters, (C1) high total BMD (Tt.BMD) and cortical area (Ct.Ar); (C2) medium Tt.BMD, Ct.Ar and low trabecular BMD (Tb.BMD); and (C3) low Tt.BMD, and Ct.Ar. DT C2 and C3 exhibited lower micro finite element analysis failure loads, with the cortical load fraction higher in C2 and lower in C3. C2 and C3 both had a similar proportion of osteoporotic and osteopenic/low bone density individuals, highlighting the novel granularity of HR-pQCT clusters vs. aBMD clinical cutoffs. In linear regression models for women, DT C3 was associated with lower leg power (p < .05). For men, DT C3 was associated with lower stair climb and leg power (p < .05). No significant difference was found in grip strength between DT clusters. For DR, no significant difference or association was found between muscle function and clusters for women and men. These findings suggest the concept of bone phenotypic-specific associations with lower but not upper extremity muscle function and have possible implications for the interaction between skeletal phenotypes and muscle function as potential contributory factors to fracture risk.

Indexed as

clusterHR-pQCTleg powermuscle

Identifiers

PMID42059662
PMCPMC13544444

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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.