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Moradi K, Kwee RM, Mohajer B, Guermazi A, Roemer FW, Ibad HA, Haugen IK, Berenbaum F, Demehri S. Erosive hand osteoarthritis and sarcopenia: data from Osteoarthritis Initiative cohort. Ann Rheum Dis 2024; 83:799-806. [PMID: 38242637 DOI: 10.1136/ard-2023-224997] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Accepted: 01/04/2024] [Indexed: 01/21/2024]
Abstract
OBJECTIVES There is no evidence linking specific osteoarthritis (OA) types, such as erosive hand OA (EHOA), with distant generalised changes in muscle composition (sarcopenia), which can potentially be modified. This study pioneers the exploration of the association between EHOA and sarcopenia, both of which are predominantly observed in the older adults. METHODS Using the Osteoarthritis Initiative cohort, we selected hand OA (modified Kellgren and Lawrence (grade ≥2 in ≥1 hand joint) participants with radiographic central erosions in ≥1 joints (EHOA group) and propensity score-matched hand OA participants with no erosion (non-EHOA group). MRI biomarkers of thigh muscles were measured at baseline, year 2 and year 4 using a validated deep-learning algorithm. To adjust for 'local' effects of coexisting knee OA (KOA), participants were further stratified according to presence of radiographic KOA. The outcomes were the differences between EHOA and non-EHOA groups in the 4-year rate of change for both intramuscular adipose tissue (intra-MAT) deposition and contractile (non-fat) area of thigh muscles. RESULTS After adjusting for potential confounders, 844 thighs were included (211 EHOA:633 non-EHOA; 67.1±7.5 years, female/male:2.9). Multilevel mixed-effect regression models showed that EHOA is associated a different 4-year rate of change in intra-MAT deposition (estimate, 95% CI: 71.5 mm2/4 years, 27.9 to 115.1) and contractile area (estimate, 95% CI: -1.8%/4 years, -2.6 to -1.0) of the Quadriceps. Stratified analyses showed that EHOA presence is associated with adverse changes in thigh muscle quality only in participants without KOA. CONCLUSIONS EHOA is associated with longitudinal worsening of thigh muscle composition only in participants without concomitant KOA. Further research is needed to understand the systemic factors linking EHOA and sarcopenia, which unlike EHOA is modifiable through specific interventions.
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Affiliation(s)
- Kamyar Moradi
- Russell H. Morgan Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Robert M Kwee
- Russell H. Morgan Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Department of Radiology, Zuyderland Medical Center, Heerlen/Sittard/Geleen, The Netherlands
| | - Bahram Mohajer
- Russell H. Morgan Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Ali Guermazi
- Department of Radiology, Chobanian & Avedisian Boston University School of Medicine, Boston, Massachusetts, USA
| | - Frank W Roemer
- Department of Radiology, Chobanian & Avedisian Boston University School of Medicine, Boston, Massachusetts, USA
- Department of Radiology, Universitätsklinikum Erlangen & Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Hamza Ahmed Ibad
- Russell H. Morgan Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Ida K Haugen
- Center for Treatment of Rheumatic and Musculoskeletal Diseases, Diakonhjemmet Hospital, Oslo, Norway
| | - Francis Berenbaum
- Department of Rheumatology, Sorbonne University, INSERM CRSA, Saint-Antoine Hospital APHP, Paris, France
| | - Shadpour Demehri
- Russell H. Morgan Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
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Hathaway Q, Ibad HA, Bluemke DA, Pishgar F, Kasaiean A, Klein JG, Cogswell R, Allison M, Budoff MJ, Barr RG, Post W, Bredella MA, Lima JAC, Demehri S. Predictive Value of Deep Learning-derived CT Pectoralis Muscle and Adipose Measurements for Incident Heart Failure: Multi-Ethnic Study of Atherosclerosis. Radiol Cardiothorac Imaging 2023; 5:e230146. [PMID: 37908549 PMCID: PMC10613925 DOI: 10.1148/ryct.230146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2023]
Abstract
Purpose To develop a deep learning algorithm capable of extracting pectoralis muscle and adipose measurements and to longitudinally investigate associations between these measurements and incident heart failure (HF) in participants from the Multi-Ethnic Study of Atherosclerosis (MESA). Materials and Methods MESA is a prospective study of subclinical cardiovascular disease characteristics and risk factors for progression to clinically overt disease approved by institutional review boards of six participating centers (ClinicalTrials.gov identifier: NCT00005487). All participants with adequate imaging and clinical data from the fifth examination of MESA were included in this study. Hence, in this secondary analysis, manual segmentations of 600 chest CT examinations (between the years 2010 and 2012) were used to train and validate a convolutional neural network, which subsequently extracted pectoralis muscle and adipose (intermuscular adipose tissue (IMAT), perimuscular adipose tissue (PAT), extramyocellular lipids and subcutaneous adipose tissue) area measurements from 3031 CT examinations using individualized thresholds for adipose segmentation. Next, 1781 participants without baseline HF were longitudinally investigated for associations between baseline pectoralis muscle and adipose measurements and incident HF using crude and adjusted Cox proportional hazards models. The full models were adjusted for variables in categories of demographic (age, race, sex, income), clinical/laboratory (including physical activity, BMI, and smoking), CT (coronary artery calcium score), and cardiac MRI (left ventricular ejection fraction and mass (% of predicted)) data. Results In 1781 participants (median age, 68 (IQR,61, 75) years; 907 [51%] females), 41 incident HF events occurred over a median 6.5-year follow-up. IMAT predicted incident HF in unadjusted (hazard ratio [HR]:1.14; 95% CI: 1.03-1.26) and fully adjusted (HR:1.16, 95% CI: 1.03-1.31) models. PAT also predicted incident HF in crude (HR:1.19; 95% CI: 1.06-1.35) and fully adjusted (HR:1.25; 95% CI: 1.07-1.46) models. Conclusion The study demonstrates that fast and reliable deep learning-derived pectoralis muscle and adipose measurements are obtainable from conventional chest CT, which may be predictive of incident HF.©RSNA, 2023.
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Affiliation(s)
| | | | - David A. Bluemke
- From the School of Medicine, West Virginia University, Morgantown, WV
(Q.H.); Russell H. Morgan Department of Radiology and Radiological Sciences
(H.A.I., F.P., A.K., J.G.K., S.D.) and Division of Cardiology, Department of
Medicine (W.P., J.A.C.L.), Johns Hopkins University School of Medicine, 601 N
Caroline St, JHOC 5165, Baltimore, MD 21287; Department of Radiology, University
of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.);
Department of Medicine, University of Minnesota, Minneapolis, Minn (R.C.);
Department of Family Medicine and Public Health, University of California San
Diego, La Jolla, Calif (M.A.); Lundquist Institute at Harbor-University of
California Los Angeles School of Medicine, Torrance, Calif (M.J.B.); Departments
of Medicine and Epidemiology, Columbia University Medical Center, New York, NY
(R.G.B.); and Department of Radiology, Massachusetts General Hospital and
Harvard Medical School, Boston, Mass (M.A.B.)
| | - Farhad Pishgar
- From the School of Medicine, West Virginia University, Morgantown, WV
(Q.H.); Russell H. Morgan Department of Radiology and Radiological Sciences
(H.A.I., F.P., A.K., J.G.K., S.D.) and Division of Cardiology, Department of
Medicine (W.P., J.A.C.L.), Johns Hopkins University School of Medicine, 601 N
Caroline St, JHOC 5165, Baltimore, MD 21287; Department of Radiology, University
of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.);
Department of Medicine, University of Minnesota, Minneapolis, Minn (R.C.);
Department of Family Medicine and Public Health, University of California San
Diego, La Jolla, Calif (M.A.); Lundquist Institute at Harbor-University of
California Los Angeles School of Medicine, Torrance, Calif (M.J.B.); Departments
of Medicine and Epidemiology, Columbia University Medical Center, New York, NY
(R.G.B.); and Department of Radiology, Massachusetts General Hospital and
Harvard Medical School, Boston, Mass (M.A.B.)
| | - Arta Kasaiean
- From the School of Medicine, West Virginia University, Morgantown, WV
(Q.H.); Russell H. Morgan Department of Radiology and Radiological Sciences
(H.A.I., F.P., A.K., J.G.K., S.D.) and Division of Cardiology, Department of
Medicine (W.P., J.A.C.L.), Johns Hopkins University School of Medicine, 601 N
Caroline St, JHOC 5165, Baltimore, MD 21287; Department of Radiology, University
of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.);
Department of Medicine, University of Minnesota, Minneapolis, Minn (R.C.);
Department of Family Medicine and Public Health, University of California San
Diego, La Jolla, Calif (M.A.); Lundquist Institute at Harbor-University of
California Los Angeles School of Medicine, Torrance, Calif (M.J.B.); Departments
of Medicine and Epidemiology, Columbia University Medical Center, New York, NY
(R.G.B.); and Department of Radiology, Massachusetts General Hospital and
Harvard Medical School, Boston, Mass (M.A.B.)
| | - Joshua G. Klein
- From the School of Medicine, West Virginia University, Morgantown, WV
(Q.H.); Russell H. Morgan Department of Radiology and Radiological Sciences
(H.A.I., F.P., A.K., J.G.K., S.D.) and Division of Cardiology, Department of
Medicine (W.P., J.A.C.L.), Johns Hopkins University School of Medicine, 601 N
Caroline St, JHOC 5165, Baltimore, MD 21287; Department of Radiology, University
of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.);
Department of Medicine, University of Minnesota, Minneapolis, Minn (R.C.);
Department of Family Medicine and Public Health, University of California San
Diego, La Jolla, Calif (M.A.); Lundquist Institute at Harbor-University of
California Los Angeles School of Medicine, Torrance, Calif (M.J.B.); Departments
of Medicine and Epidemiology, Columbia University Medical Center, New York, NY
(R.G.B.); and Department of Radiology, Massachusetts General Hospital and
Harvard Medical School, Boston, Mass (M.A.B.)
| | - Rebecca Cogswell
- From the School of Medicine, West Virginia University, Morgantown, WV
(Q.H.); Russell H. Morgan Department of Radiology and Radiological Sciences
(H.A.I., F.P., A.K., J.G.K., S.D.) and Division of Cardiology, Department of
Medicine (W.P., J.A.C.L.), Johns Hopkins University School of Medicine, 601 N
Caroline St, JHOC 5165, Baltimore, MD 21287; Department of Radiology, University
of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.);
Department of Medicine, University of Minnesota, Minneapolis, Minn (R.C.);
Department of Family Medicine and Public Health, University of California San
Diego, La Jolla, Calif (M.A.); Lundquist Institute at Harbor-University of
California Los Angeles School of Medicine, Torrance, Calif (M.J.B.); Departments
of Medicine and Epidemiology, Columbia University Medical Center, New York, NY
(R.G.B.); and Department of Radiology, Massachusetts General Hospital and
Harvard Medical School, Boston, Mass (M.A.B.)
| | - Matthew Allison
- From the School of Medicine, West Virginia University, Morgantown, WV
(Q.H.); Russell H. Morgan Department of Radiology and Radiological Sciences
(H.A.I., F.P., A.K., J.G.K., S.D.) and Division of Cardiology, Department of
Medicine (W.P., J.A.C.L.), Johns Hopkins University School of Medicine, 601 N
Caroline St, JHOC 5165, Baltimore, MD 21287; Department of Radiology, University
of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.);
Department of Medicine, University of Minnesota, Minneapolis, Minn (R.C.);
Department of Family Medicine and Public Health, University of California San
Diego, La Jolla, Calif (M.A.); Lundquist Institute at Harbor-University of
California Los Angeles School of Medicine, Torrance, Calif (M.J.B.); Departments
of Medicine and Epidemiology, Columbia University Medical Center, New York, NY
(R.G.B.); and Department of Radiology, Massachusetts General Hospital and
Harvard Medical School, Boston, Mass (M.A.B.)
| | - Matthew J. Budoff
- From the School of Medicine, West Virginia University, Morgantown, WV
(Q.H.); Russell H. Morgan Department of Radiology and Radiological Sciences
(H.A.I., F.P., A.K., J.G.K., S.D.) and Division of Cardiology, Department of
Medicine (W.P., J.A.C.L.), Johns Hopkins University School of Medicine, 601 N
Caroline St, JHOC 5165, Baltimore, MD 21287; Department of Radiology, University
of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.);
Department of Medicine, University of Minnesota, Minneapolis, Minn (R.C.);
Department of Family Medicine and Public Health, University of California San
Diego, La Jolla, Calif (M.A.); Lundquist Institute at Harbor-University of
California Los Angeles School of Medicine, Torrance, Calif (M.J.B.); Departments
of Medicine and Epidemiology, Columbia University Medical Center, New York, NY
(R.G.B.); and Department of Radiology, Massachusetts General Hospital and
Harvard Medical School, Boston, Mass (M.A.B.)
| | - R. Graham Barr
- From the School of Medicine, West Virginia University, Morgantown, WV
(Q.H.); Russell H. Morgan Department of Radiology and Radiological Sciences
(H.A.I., F.P., A.K., J.G.K., S.D.) and Division of Cardiology, Department of
Medicine (W.P., J.A.C.L.), Johns Hopkins University School of Medicine, 601 N
Caroline St, JHOC 5165, Baltimore, MD 21287; Department of Radiology, University
of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.);
Department of Medicine, University of Minnesota, Minneapolis, Minn (R.C.);
Department of Family Medicine and Public Health, University of California San
Diego, La Jolla, Calif (M.A.); Lundquist Institute at Harbor-University of
California Los Angeles School of Medicine, Torrance, Calif (M.J.B.); Departments
of Medicine and Epidemiology, Columbia University Medical Center, New York, NY
(R.G.B.); and Department of Radiology, Massachusetts General Hospital and
Harvard Medical School, Boston, Mass (M.A.B.)
| | - Wendy Post
- From the School of Medicine, West Virginia University, Morgantown, WV
(Q.H.); Russell H. Morgan Department of Radiology and Radiological Sciences
(H.A.I., F.P., A.K., J.G.K., S.D.) and Division of Cardiology, Department of
Medicine (W.P., J.A.C.L.), Johns Hopkins University School of Medicine, 601 N
Caroline St, JHOC 5165, Baltimore, MD 21287; Department of Radiology, University
of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.);
Department of Medicine, University of Minnesota, Minneapolis, Minn (R.C.);
Department of Family Medicine and Public Health, University of California San
Diego, La Jolla, Calif (M.A.); Lundquist Institute at Harbor-University of
California Los Angeles School of Medicine, Torrance, Calif (M.J.B.); Departments
of Medicine and Epidemiology, Columbia University Medical Center, New York, NY
(R.G.B.); and Department of Radiology, Massachusetts General Hospital and
Harvard Medical School, Boston, Mass (M.A.B.)
| | - Miriam A. Bredella
- From the School of Medicine, West Virginia University, Morgantown, WV
(Q.H.); Russell H. Morgan Department of Radiology and Radiological Sciences
(H.A.I., F.P., A.K., J.G.K., S.D.) and Division of Cardiology, Department of
Medicine (W.P., J.A.C.L.), Johns Hopkins University School of Medicine, 601 N
Caroline St, JHOC 5165, Baltimore, MD 21287; Department of Radiology, University
of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.);
Department of Medicine, University of Minnesota, Minneapolis, Minn (R.C.);
Department of Family Medicine and Public Health, University of California San
Diego, La Jolla, Calif (M.A.); Lundquist Institute at Harbor-University of
California Los Angeles School of Medicine, Torrance, Calif (M.J.B.); Departments
of Medicine and Epidemiology, Columbia University Medical Center, New York, NY
(R.G.B.); and Department of Radiology, Massachusetts General Hospital and
Harvard Medical School, Boston, Mass (M.A.B.)
| | - João A. C. Lima
- From the School of Medicine, West Virginia University, Morgantown, WV
(Q.H.); Russell H. Morgan Department of Radiology and Radiological Sciences
(H.A.I., F.P., A.K., J.G.K., S.D.) and Division of Cardiology, Department of
Medicine (W.P., J.A.C.L.), Johns Hopkins University School of Medicine, 601 N
Caroline St, JHOC 5165, Baltimore, MD 21287; Department of Radiology, University
of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.);
Department of Medicine, University of Minnesota, Minneapolis, Minn (R.C.);
Department of Family Medicine and Public Health, University of California San
Diego, La Jolla, Calif (M.A.); Lundquist Institute at Harbor-University of
California Los Angeles School of Medicine, Torrance, Calif (M.J.B.); Departments
of Medicine and Epidemiology, Columbia University Medical Center, New York, NY
(R.G.B.); and Department of Radiology, Massachusetts General Hospital and
Harvard Medical School, Boston, Mass (M.A.B.)
| | - Shadpour Demehri
- From the School of Medicine, West Virginia University, Morgantown, WV
(Q.H.); Russell H. Morgan Department of Radiology and Radiological Sciences
(H.A.I., F.P., A.K., J.G.K., S.D.) and Division of Cardiology, Department of
Medicine (W.P., J.A.C.L.), Johns Hopkins University School of Medicine, 601 N
Caroline St, JHOC 5165, Baltimore, MD 21287; Department of Radiology, University
of Wisconsin School of Medicine and Public Health, Madison, Wis (D.A.B.);
Department of Medicine, University of Minnesota, Minneapolis, Minn (R.C.);
Department of Family Medicine and Public Health, University of California San
Diego, La Jolla, Calif (M.A.); Lundquist Institute at Harbor-University of
California Los Angeles School of Medicine, Torrance, Calif (M.J.B.); Departments
of Medicine and Epidemiology, Columbia University Medical Center, New York, NY
(R.G.B.); and Department of Radiology, Massachusetts General Hospital and
Harvard Medical School, Boston, Mass (M.A.B.)
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