{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,24]],"date-time":"2026-09-24T21:04:50Z","timestamp":1790283890913,"version":"4.1.0"},"reference-count":36,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JMIR Aging"],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec sec-type=\"background\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Knee osteoarthritis (KOA) lacks disease-modifying treatment, making early identification of modifiable risk factors in asymptomatic older adults a priority. Patellar tendon stiffness (PTS) and knee extensor strength (KESt) may independently influence KOA development, yet their prognostic value in individuals free of knee symptoms is unestablished.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"objective\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>This study aimed to determine whether baseline extensor mechanism mechanical properties predict 2-year incident clinical KOA in community-dwelling older adults who were asymptomatic at enrollment, and to quantify the relative contribution of each parameter.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"methods\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>This 2-year prospective cohort study enrolled 116 community-dwelling older adults (220 knees) free of knee pain at baseline. Incident clinical KOA was diagnosed according to the American College of Rheumatology criteria. Prognostic performance was evaluated across 7 survival algorithms using 5-fold nested cross-validation with the Harrell C-index. Predictor importance was quantified using Shapley Additive Explanations (SHAP) values from the best-performing model, and absolute KOA risk was estimated across tertiles of the linear predictor score.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"results\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Over 2 years, 55 (25%) knees developed incident clinical KOA. PTS and KESt were consistently selected across all cross-validation folds, whereas quadriceps muscle passive stiffness was not selected in any fold. The gradient boosted survival model achieved the highest discrimination (C-index=0.720, 95% CI 0.686-0.754), significantly exceeding chance (\n                      <jats:italic>P<\/jats:italic>\n                      &lt;.05). SHAP analysis identified KESt as the dominant predictor (mean |SHAP| 0.314, 95% CI 0.251-0.388), with PTS as the second most important predictor (0.166, 95% CI 0.128-0.200). Knees in the highest-risk tertile showed a 24-month KOA incidence of 38.4% (28\/73), which was more than twice that in the lowest-risk tertile (13\/74, 17.6%).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"conclusions\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>PTS and KESt independently and consistently predicted 2-year incident clinical KOA in asymptomatic community-dwelling older adults. Extensor mechanism mechanical profiling may identify individuals at elevated KOA risk prior to symptom onset, although these exploratory findings require confirmation in larger cohorts before KESt and PTS can be considered for screening or preventive intervention.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.2196\/84494","type":"journal-article","created":{"date-parts":[[2026,9,24]],"date-time":"2026-09-24T20:42:25Z","timestamp":1790282545000},"page":"e84494-e84494","source":"Crossref","is-referenced-by-count":0,"title":["Prediction of 2-Year Incident Clinical Knee Osteoarthritis From Extensor Mechanism Mechanical Properties in Asymptomatic Community-Dwelling Older Adults: Prospective Cohort Study"],"prefix":"10.2196","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2050-5503","authenticated-orcid":false,"given":"Ui-jae","family":"Hwang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4495-3415","authenticated-orcid":false,"given":"Zongpan","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3891-3385","authenticated-orcid":false,"given":"Peng","family":"Xia","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3781-924X","authenticated-orcid":false,"given":"Tianxiang","family":"Fan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5911-5756","authenticated-orcid":false,"given":"Arnold","family":"Wong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9699-768X","authenticated-orcid":false,"given":"Oh-yun","family":"Kwon","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4405-015X","authenticated-orcid":false,"given":"Siu-ngor","family":"Fu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2026,9,24]]},"reference":[{"issue":"9","key":"R1","doi-asserted-by":"publisher","first-page":"e508","DOI":"10.1016\/S2665-9913(23)00163-7","article-title":"Global, regional, and national burden of osteoarthritis, 1990-2020 and projections to 2050: a systematic analysis for the Global Burden of Disease Study 2021","volume":"5","author":"GBD 2021 Osteoarthritis Collaborators","journal-title":"Lancet Rheumatol"},{"issue":"10264","key":"R2","doi-asserted-by":"publisher","first-page":"1711","DOI":"10.1016\/S0140-6736(20)32230-3","article-title":"Osteoarthritis in 2020 and beyond: a Lancet Commission","volume":"396","author":"Hunter","journal-title":"Lancet"},{"issue":"1","key":"R3","doi-asserted-by":"publisher","DOI":"10.1186\/s12891-019-2685-y","article-title":"Accelerated knee osteoarthritis is associated with pre-radiographic degeneration of the extensor mechanism and cruciate ligaments: data from the Osteoarthritis Initiative","volume":"20","author":"Davis","journal-title":"BMC Musculoskelet Disord"},{"key":"R4","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbiomech.2021.110484","article-title":"Moment arm of the knee-extensor mechanism measured in vivo across a range of daily activities","volume":"123","author":"Gray","journal-title":"J Biomech"},{"issue":"12","key":"R5","doi-asserted-by":"publisher","first-page":"3105","DOI":"10.1002\/jor.24120","article-title":"Biomechanics of the knee extensor mechanism and its relationship to patella tendinopathy: a review","volume":"36","author":"Dan","journal-title":"J Orthop Res"},{"issue":"7","key":"R6","doi-asserted-by":"publisher","DOI":"10.1115\/1.4033516","article-title":"Importance of patella, quadriceps forces, and depthwise cartilage structure on knee joint motion and cartilage response during gait","volume":"138","author":"Halonen","journal-title":"J Biomech Eng"},{"issue":"6","key":"R7","doi-asserted-by":"publisher","first-page":"349","DOI":"10.1136\/bjsports-2021-104861","article-title":"Knee extensor muscle weakness is a risk factor for the development of knee osteoarthritis: an updated systematic review and meta-analysis including 46 819 men and women","volume":"56","author":"\u00d8iestad","journal-title":"Br J Sports Med"},{"issue":"5","key":"R8","doi-asserted-by":"publisher","first-page":"649","DOI":"10.1002\/acr.23005","article-title":"Knee extensor strength and risk of structural, symptomatic, and functional decline in knee osteoarthritis: a systematic review and meta-analysis","volume":"69","author":"Culvenor","journal-title":"Arthritis Care Res (Hoboken)"},{"issue":"1","key":"R9","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1123\/jab.22.1.41","article-title":"Relationship between hip and knee strength and knee valgus during a single leg squat","volume":"22","author":"Claiborne","journal-title":"J Appl Biomech"},{"issue":"9","key":"R10","doi-asserted-by":"publisher","first-page":"1210","DOI":"10.1002\/art.24541","article-title":"Effect of thigh strength on incident radiographic and symptomatic knee osteoarthritis in a longitudinal cohort","volume":"61","author":"Segal","journal-title":"Arthritis Rheum"},{"issue":"2","key":"R11","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1016\/j.joca.2014.10.008","article-title":"Knee extensor muscle weakness is a risk factor for development of knee osteoarthritis. A systematic review and meta-analysis","volume":"23","author":"\u00d8iestad","journal-title":"Osteoarthritis Cartilage"},{"issue":"12","key":"R12","doi-asserted-by":"publisher","first-page":"1755","DOI":"10.1007\/s40520-019-01139-0","article-title":"The effect of ageing on shear wave elastography muscle stiffness in adults","volume":"31","author":"Alfuraih","journal-title":"Aging Clin Exp Res"},{"issue":"1","key":"R13","doi-asserted-by":"publisher","DOI":"10.1186\/s12891-021-04519-8","article-title":"Age-related increase in muscle stiffness is muscle length dependent and associated with muscle force in senior females","volume":"22","author":"Xu","journal-title":"BMC Musculoskelet Disord"},{"issue":"1","key":"R14","doi-asserted-by":"publisher","DOI":"10.1186\/s12891-024-07618-4","article-title":"Associations amongst dynamic knee stiffness during gait, quadriceps stiffness, and the incidence of knee osteoarthritis over 24 months: a cohort study with a mediation analysis","volume":"25","author":"Li","journal-title":"BMC Musculoskelet Disord"},{"issue":"1","key":"R15","doi-asserted-by":"publisher","first-page":"65","DOI":"10.23736\/S1973-9087.22.07634-1","article-title":"Passive stiffness of the quadriceps predicts the incidence of clinical knee osteoarthritis in twelve months","volume":"59","author":"Li","journal-title":"Eur J Phys Rehabil Med"},{"issue":"6","key":"R16","doi-asserted-by":"publisher","first-page":"1907","DOI":"10.1152\/japplphysiol.00059.2008","article-title":"Influence of aging on the in vivo properties of human patellar tendon","volume":"105","author":"Carroll","journal-title":"J Appl Physiol (1985)"},{"issue":"11","key":"R17","doi-asserted-by":"publisher","first-page":"2899","DOI":"10.1016\/j.ultrasmedbio.2015.07.008","article-title":"Reduced patellar tendon elasticity with aging: in vivo assessment by shear wave elastography","volume":"41","author":"Hsiao","journal-title":"Ultrasound Med Biol"},{"issue":"12","key":"R18","doi-asserted-by":"publisher","first-page":"2241","DOI":"10.1007\/s00296-022-05184-3","article-title":"Strain sonoelastography in asymptomatic individuals and individuals with knee osteoarthritis: an evaluation of quadriceps and patellar tendon","volume":"42","author":"Dickson","journal-title":"Rheumatol Int"},{"key":"R19","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclinepi.2015.04.005","article-title":"Prediction models need appropriate internal, internal-external, and external validation","volume":"69","author":"Steyerberg","journal-title":"J Clin Epidemiol"},{"issue":"3","key":"R20","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0194889","article-title":"Statistical and machine learning forecasting methods: concerns and ways forward","volume":"13","author":"Makridakis","journal-title":"PLoS One"},{"key":"R21","unstructured":"Lundberg SM Lee SI . A unified approach to interpreting model predictions. In: NIPS\u201917: Proceedings of the 31st International Conference on Neural Information Processing Systems. Curran Associates Inc; 2017:4768-4777. [doi: 10.5555\/3295222.3295230]"},{"issue":"6","key":"R22","doi-asserted-by":"publisher","first-page":"710","DOI":"10.1093\/aje\/kwk052","article-title":"Relaxing the rule of ten events per variable in logistic and Cox regression","volume":"165","author":"Vittinghoff","journal-title":"Am J Epidemiol"},{"issue":"6","key":"R23","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0068216","article-title":"Shear elastic modulus on patellar tendon captured from Supersonic Shear Imaging: correlation with tangent traction modulus computed from material testing system and test-retest reliability","volume":"8","author":"Zhang","journal-title":"PLoS One"},{"issue":"4","key":"R24","doi-asserted-by":"publisher","first-page":"511","DOI":"10.1002\/acr.25270","article-title":"Evaluation of the diagnostic performance of American College of Rheumatology, EULAR, and National Institute for Health and Clinical Excellence Criteria against clinically relevant knee osteoarthritis: data from the CHECK Cohort","volume":"76","author":"Wang","journal-title":"Arthritis Care Res (Hoboken)"},{"issue":"8","key":"R25","doi-asserted-by":"publisher","first-page":"1039","DOI":"10.1002\/art.1780290816","article-title":"Development of criteria for the classification and reporting of osteoarthritis. Classification of osteoarthritis of the knee. Diagnostic and Therapeutic Criteria Committee of the American Rheumatism Association","volume":"29","author":"Altman","journal-title":"Arthritis Rheum"},{"issue":"3","key":"R26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.18637\/jss.v045.i03","article-title":"mice: multivariate imputation by chained equations in R","volume":"45","author":"Van Buuren","journal-title":"J Stat Softw"},{"issue":"408","key":"R27","doi-asserted-by":"publisher","first-page":"1074","DOI":"10.1080\/01621459.1989.10478874","article-title":"The robust inference for the Cox proportional hazards model","volume":"84","author":"Lin","journal-title":"J Am Stat Assoc"},{"issue":"4","key":"R28","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1002\/(sici)1097-0258(19970228)16:4<385::aid-sim380>3.0.co;2-3","article-title":"The lasso method for variable selection in the Cox model","volume":"16","author":"Tibshirani","journal-title":"Stat Med"},{"issue":"2","key":"R29","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1111\/j.1467-9868.2005.00503.x","article-title":"Regularization and variable selection via the elastic net","volume":"67","author":"Zou","journal-title":"J R Stat Soc Series B Stat Methodol"},{"issue":"12","key":"R30","doi-asserted-by":"publisher","first-page":"1974","DOI":"10.1097\/JTO.0b013e318233d835","article-title":"Random survival forests","volume":"6","author":"Taylor","journal-title":"J Thorac Oncol"},{"issue":"1","key":"R31","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1093\/bioinformatics\/btq617","article-title":"Improved performance on high-dimensional survival data by application of survival-SVM","volume":"27","author":"Van Belle","journal-title":"Bioinformatics"},{"issue":"6","key":"R32","doi-asserted-by":"publisher","first-page":"1029","DOI":"10.1002\/bimj.200610301","article-title":"Consistent estimation of the expected Brier score in general survival models with right-censored event times","volume":"48","author":"Gerds","journal-title":"Biom J"},{"issue":"11","key":"R33","doi-asserted-by":"publisher","first-page":"2085","DOI":"10.1007\/s00256-022-04266-4","article-title":"Muscle strength and osteoarthritis of the knee: a systematic review and meta-analysis of longitudinal studies","volume":"52","author":"Patterson","journal-title":"Skeletal Radiol"},{"issue":"10","key":"R34","doi-asserted-by":"publisher","first-page":"1633","DOI":"10.1016\/j.joca.2017.07.003","article-title":"Longitudinal change in thigh muscle strength prior to and concurrent with symptomatic and radiographic knee osteoarthritis progression: data from the Osteoarthritis Initiative","volume":"25","author":"Kemnitz","journal-title":"Osteoarthritis Cartilage"},{"issue":"3","key":"R35","doi-asserted-by":"publisher","first-page":"449","DOI":"10.1016\/j.joca.2018.11.009","article-title":"Patellar tendon enthesis abnormalities and their association with knee pain and structural abnormalities in older adults","volume":"27","author":"Mattap","journal-title":"Osteoarthritis Cartilage"},{"issue":"5","key":"R36","doi-asserted-by":"publisher","first-page":"216","DOI":"10.2519\/jospt.2021.10054","article-title":"Physical activity and investigation with magnetic resonance imaging partly explain variability in the prevalence of patellar tendon abnormalities: a systematic review with meta-analysis of imaging studies in asymptomatic individuals","volume":"51","author":"Docking","journal-title":"J Orthop Sports Phys Ther"}],"container-title":["JMIR Aging"],"original-title":[],"language":"en","deposited":{"date-parts":[[2026,9,24]],"date-time":"2026-09-24T20:42:27Z","timestamp":1790282547000},"score":1,"resource":{"primary":{"URL":"https:\/\/aging.jmir.org\/2026\/1\/e84494"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,9,24]]},"references-count":36,"URL":"https:\/\/doi.org\/10.2196\/84494","relation":{},"ISSN":["2561-7605"],"issn-type":[{"value":"2561-7605","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,9,24]]},"article-number":"v9i9e84494"}}