A Machine Learning Model to Predict Knee Osteoarthritis Cartilage Volume Changes over Time Using Baseline Bone Curvature.
bone curvature
cartilage volume loss
machine learning
osteoarthritis
prediction
Journal
Biomedicines
ISSN: 2227-9059
Titre abrégé: Biomedicines
Pays: Switzerland
ID NLM: 101691304
Informations de publication
Date de publication:
26 May 2022
26 May 2022
Historique:
received:
04
04
2022
revised:
12
05
2022
accepted:
19
05
2022
entrez:
24
6
2022
pubmed:
25
6
2022
medline:
25
6
2022
Statut:
epublish
Résumé
The hallmark of osteoarthritis (OA), the most prevalent musculoskeletal disease, is the loss of cartilage. By using machine learning (ML), we aimed to assess if baseline knee bone curvature (BC) could predict cartilage volume loss (CVL) at one year, and to develop a gender-based model. BC and cartilage volume were assessed on 1246 participants using magnetic resonance imaging. Variables included age, body mass index, and baseline values of eight BC regions. The outcome consisted of CVL at one year in 12 regions. Five ML methods were evaluated. Validation demonstrated very good accuracy for both genders (R ≥ 0.78), except the medial tibial plateau for the woman. In conclusion, we demonstrated, for the first time, that knee CVL at one year could be predicted using five baseline BC region values. This would benefit patients at risk of structural progressive knee OA.
Identifiants
pubmed: 35740270
pii: biomedicines10061247
doi: 10.3390/biomedicines10061247
pmc: PMC9220338
pii:
doi:
Types de publication
Journal Article
Langues
eng
Subventions
Organisme : Osteoarthritis Research Unit of the University of Montreal Hospital Research Centre
ID : n/a
Organisme : Chair in Osteoarthritis from the University of Montreal
ID : n/a
Références
Arthritis Res Ther. 2005;7(3):R687-93
pubmed: 15899054
Obes Res. 2005 Feb;13(2):350-61
pubmed: 15800294
Med Eng Phys. 2005 May;27(4):329-35
pubmed: 15823474
Rheumatology (Oxford). 2016 Sep;55(9):1585-93
pubmed: 27185958
Arch Intern Med. 2010 Dec 13;170(22):1968-76
pubmed: 21149752
Best Pract Res Clin Rheumatol. 2008 Dec;22(6):1061-74
pubmed: 19041077
Rheumatology (Oxford). 2017 Jun 1;56(6):989-998
pubmed: 28339999
Osteoarthritis Cartilage. 1999 May;7(3):265-71
pubmed: 10329301
Ann Rheum Dis. 2015 Mar;74(3):519-25
pubmed: 24306109
Osteoarthritis Cartilage. 2008 Sep;16(9):1005-10
pubmed: 18367415
Ann Rheum Dis. 2013 Nov;72(11):1756-63
pubmed: 23897772
Arthritis Res Ther. 2011;13(6):247
pubmed: 22136179
J Biomech. 2010 Jun 18;43(9):1780-6
pubmed: 20227696
Osteoarthritis Cartilage. 2007 May;15(5):479-86
pubmed: 17291789
Osteoarthritis Cartilage. 2020 Jun;28(6):811-818
pubmed: 32240744
Osteoarthritis Cartilage. 2003 May;11(5):351-60
pubmed: 12744941
Arthritis Rheum. 2004 Feb;50(2):476-87
pubmed: 14872490
Lancet. 2016 Oct 8;388(10053):1545-1602
pubmed: 27733282
BMC Musculoskelet Disord. 2018 Sep 12;19(1):331
pubmed: 30208910
Data Min Knowl Discov. 2021;35(4):1393-1434
pubmed: 34720675
Osteoarthritis Cartilage. 2004 Feb;12(2):169-74
pubmed: 14723876
Ann Rheum Dis. 2016 Sep;75(9):1607-14
pubmed: 26483253
Ann Rheum Dis. 2015 Feb;74(2):422-9
pubmed: 24297379
IEEE Trans Biomed Eng. 2010 Nov;57(11):
pubmed: 20639173
Osteoarthritis Cartilage. 2014 Dec;22(12):2067-73
pubmed: 25194496
Ann Rheum Dis. 2013 Oct;72(10):1594-604
pubmed: 23887285
Orthopedics. 2015 Dec;38(12):e1110-4
pubmed: 26652332
Arthritis Care Res (Hoboken). 2011 Mar;63(3):311-9
pubmed: 20957657
Osteoarthritis Cartilage. 2014 Oct;22(10):1703-9
pubmed: 25278079
Ann Rheum Dis. 1993 Jul;52(7):520-6
pubmed: 8346979
Osteoarthritis Cartilage. 2009 Mar;17(3):291-7
pubmed: 18789729
IEEE Trans Biomed Eng. 2003 Aug;50(8):978-88
pubmed: 12892325
Med Biol Eng Comput. 2011 Dec;49(12):1413-24
pubmed: 22038239
Lancet. 2018 Nov 10;392(10159):1789-1858
pubmed: 30496104
Ann Rheum Dis. 2021 Apr;80(4):502-508
pubmed: 33188042
Clin Med Insights Arthritis Musculoskelet Disord. 2014 May 22;7:27-32
pubmed: 24899825
Ann Rheum Dis. 2009 Jun;68(6):938-47
pubmed: 18653484
Arthritis Rheumatol. 2021 Dec;73(12):2240-2248
pubmed: 33973737
Arthritis Rheum. 2013 Aug;65(8):2048-58
pubmed: 23650083
Arthritis Res Ther. 2007;9(4):R74
pubmed: 17672891
Curr Opin Rheumatol. 2018 Mar;30(2):160-167
pubmed: 29227353
Nat Rev Rheumatol. 2016 Feb;12(2):92-101
pubmed: 26439406
Ther Adv Musculoskelet Dis. 2021 Feb 23;13:1759720X21993254
pubmed: 33747150
Arthritis Rheumatol. 2015 Dec;67(12):3184-9
pubmed: 26316262
Osteoarthritis Cartilage. 2014 Jun;22(6):771-8
pubmed: 24742954
Ther Adv Musculoskelet Dis. 2020 Aug 13;12:1759720X20933468
pubmed: 32849918
Arthritis Rheum. 2011 Nov;63(11):3401-7
pubmed: 21811994
Ann Rheum Dis. 2013 May;72(5):707-14
pubmed: 22730370
Osteoarthritis Cartilage. 2007;15 Suppl A:A1-56
pubmed: 17320422
Semin Arthritis Rheum. 2016 Aug;46(1):20-6
pubmed: 27039962
Magn Reson Med. 2002 Mar;47(3):554-61
pubmed: 11870843
Ann Rheum Dis. 2015 Mar;74(3):547-56
pubmed: 24336337
Nat Rev Dis Primers. 2016 Oct 13;2:16072
pubmed: 27734845
Ann Rheum Dis. 2005 Jul;64(7):1033-7
pubmed: 15601742