Patterns of variation among baseline femoral and tibial cartilage thickness and clinical features: Data from the osteoarthritis initiative.
Knee osteoarthritis
Modes of variation
cartilage thickness
Journal
Osteoarthritis and cartilage open
ISSN: 2665-9131
Titre abrégé: Osteoarthr Cartil Open
Pays: England
ID NLM: 101767068
Informations de publication
Date de publication:
Mar 2023
Mar 2023
Historique:
received:
23
11
2022
revised:
21
12
2022
accepted:
12
01
2023
entrez:
23
2
2023
pubmed:
24
2
2023
medline:
24
2
2023
Statut:
epublish
Résumé
To employ novel methodologies to identify phenotypes in knee OA based on variation among three baseline data blocks: 1) femoral cartilage thickness, 2) tibial cartilage thickness, and 3) participant characteristics and clinical features. Baseline data were from 3321 Osteoarthritis Initiative (OAI) participants with available cartilage thickness maps (6265 knees) and 77 clinical features. Cartilage maps were obtained from 3D DESS MR images using a deep-learning based segmentation approach and an atlas-based analysis developed by our group. Angle-based Joint and Individual Variation Explained (AJIVE) was used to capture and quantify variation, both Three major modes of variation were shared across the three data blocks. Mode 1 reflected overall thicker cartilage among men, those with higher education, and greater knee forces; Mode 2 showed associations between worsening Kellgren-Lawrence Grade, medial cartilage thinning, and worsening symptoms; and Mode 3 contrasted lateral and medial-predominant cartilage loss associated with BMI and malalignment. Each data block also demonstrated individual, independent modes of variation consistent with the known discordance between symptoms and structure in knee OA and reflecting the importance of features such as physical function, symptoms, and comorbid conditions independent of structural damage. This exploratory analysis, combining the rich OAI dataset with novel methods for determining and visualizing cartilage thickness, reinforces known associations in knee OA while providing insights into the potential for data integration in knee OA phenotyping.
Identifiants
pubmed: 36817090
doi: 10.1016/j.ocarto.2023.100334
pii: S2665-9131(23)00001-8
pmc: PMC9932103
doi:
Types de publication
Journal Article
Langues
eng
Pagination
100334Informations de copyright
© 2023 The Author(s).
Déclaration de conflit d'intérêts
Drs. Nelson and Golightly have received grant funding unrelated to this work from the 10.13039/100000030Centers for Disease Control and Prevention and 10.13039/100000002NIH/10.13039/100000069NIAMS and are Associate Editors of Osteoarthritis and Cartilage. Dr. Nelson is a Board Member of the Osteoarthritis Research Society International (OARSI).
Références
J Orthop Res. 2018 Jun;36(6):1666-1672
pubmed: 29139573
J Orthop Res. 2017 Nov;35(11):2442-2451
pubmed: 28233332
PLoS One. 2018 Jan 12;13(1):e0191045
pubmed: 29329325
Med Image Anal. 2022 Apr;77:102343
pubmed: 35026528
Sci Rep. 2020 Apr 14;10(1):6371
pubmed: 32286452
Osteoarthritis Cartilage. 2019 Nov;27(11):1618-1626
pubmed: 31299387
Ann Appl Stat. 2013 Mar 1;7(1):523-542
pubmed: 23745156
Osteoarthritis Cartilage. 2009 Dec;17(12):1554-61
pubmed: 19735758
Radiology. 2020 Jul;296(1):5-21
pubmed: 32427556
Arthritis Care Res (Hoboken). 2019 Aug;71(8):1068-1073
pubmed: 30133185
Skeletal Radiol. 2019 Jan;48(1):89-101
pubmed: 29961091
Rheumatology (Oxford). 2015 Sep;54(9):1650-8
pubmed: 25882850
J Rheumatol. 2007 Jan;34(1):172-80
pubmed: 17216685
Arthritis Rheum. 2010 May;62(5):1403-11
pubmed: 20213800
Expert Rev Precis Med Drug Dev. 2021;6(2):83-85
pubmed: 33796790
J Clin Med. 2021 Jan 26;10(3):
pubmed: 33530358
Osteoarthritis Cartilage. 2017 Dec;25(12):1926-1941
pubmed: 28847624
Sci Rep. 2021 Nov 9;11(1):21989
pubmed: 34753963
Clin Exp Rheumatol. 2019 Sep-Oct;37 Suppl 120(5):64-72
pubmed: 31621574
BMC Musculoskelet Disord. 2020 May 13;21(1):299
pubmed: 32404099
J Orthop Res. 2019 Nov;37(11):2420-2428
pubmed: 31297900
Ther Adv Musculoskelet Dis. 2020 Aug 13;12:1759720X20933468
pubmed: 32849918
Skeletal Radiol. 2022 Feb;51(2):363-373
pubmed: 33835240
Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit. 2019 Jun;2019:4219-4228
pubmed: 32523326
J Orthop Res. 2021 Mar;39(3):506-515
pubmed: 32827327
HSS J. 2012 Feb;8(1):62-3
pubmed: 23372535
Semin Arthritis Rheum. 2018 Apr;47(5):666-675
pubmed: 29056348
ACR Open Rheumatol. 2021 Aug;3(8):558-565
pubmed: 34245232
BMC Musculoskelet Disord. 2020 May 29;21(1):332
pubmed: 32471412
JAMA. 2021 Feb 9;325(6):568-578
pubmed: 33560326