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Yoshikawa A, Fortinsky RH. Pain Medication Frequency and Fall Risk Among Community-Dwelling Older Adults With Arthritis. J Appl Gerontol 2025; 44:35-43. [PMID: 39023773 DOI: 10.1177/07334648241261425] [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] [Indexed: 07/20/2024] Open
Abstract
Pain medication is commonly used among older adults with arthritis, elevating the risk of falling. We examined fall risks related to the frequency of taking pain medication among community-dwelling older adults with arthritis by analyzing a nationally representative sample of community-dwelling Medicare beneficiaries aged >65 with self-reported arthritis (n = 4,225) in the 2015 National Health and Aging Trends Study. The survey-weighted logistic regression revealed that after controlling for confounding factors, recent falls were associated with taking pain medication daily compared to never (OR = 1.45, 95% CI: 1.06, 1.96). The other categories of medication frequency, compared to never, were not associated with fall risk. Findings suggest that more prudent use of pain medication should be stressed by health care providers for older adults with arthritis to help reduce the risk of falls and fall injuries. Nonpharmacological pain management is encouraged to support active living among older adults with arthritis.
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Affiliation(s)
- Aya Yoshikawa
- School of Health Promotion & Kinesiology, College of Health Sciences, Texas Woman's University, Denton, TX, USA
- Institute for Women's Health, Texas Woman's University, Denton, TX, USA
| | - Richard H Fortinsky
- UConn Center on Aging, University of Connecticut, School of Medicine, Farmington, CT, USA
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Silangirn P, Chaichana K, Thummayot S, Srisuttha P, Sadjapong U, Chaipin E, Sapbamrer R, Thongtip S. Study of knee pain, fear of falling, and quality of life among community-dwelling older adults, Northern Thailand. NARRA J 2024; 4:e915. [PMID: 39280307 PMCID: PMC11391954 DOI: 10.52225/narra.v4i2.915] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Accepted: 08/09/2024] [Indexed: 09/18/2024]
Abstract
Fall is the leading cause of disability and mortality due to unintentional injury in older adults. The aim of this study was to determine the prevalence and risk factors associated with knee pain, fear of falling, and quality of life among community-dwelling older adults in Northern Thailand. A cross-sectional study was conducted among older adults aged 60 and over. A total of 369 participants were enrolled from April to May 2024. Oxford knee score, a short version of the Falls Efficacy Scale International (FES-I) and World Health Organization quality of life-BREF-Thai, was measured. The results showed that the mean age was 69.4 years and 47 (12.7%) had a history of falls in the previous year. The prevalence of fear of falling was 39.3% for low, 22.5% for moderate, and 38.2% for high concern. Age, marital status, alcohol, history of falls, hypertension, arthritis, and osteoporosis were associated with fear of falling. After adjusting to age, gender, body mass index, education, marital status, smoking, alcohol, history of falls, and chronic disease, osteoarthritis of the knee was positively associated with increasing fear of falling (β: 0.361; p<0.001), while quality of life was negatively associated with fear of falling (β: -0.064; p<0.011). In conclusion, the identified determinants of fear of falling among the elderly indicated the need for fear of falling prevention programs targeting not only individual lifestyles but also chronic diseases. This study provides useful information that might help to develop and adopt effective policies for fear of falling control in Thailand.
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Affiliation(s)
- Pongsaton Silangirn
- Department of Applied Thai Traditional Medicine, School of Public Health, University of Phayao, Phayao, Thailand
| | - Keng Chaichana
- Department of Applied Thai Traditional Medicine, School of Public Health, University of Phayao, Phayao, Thailand
| | - Sarinthorn Thummayot
- Division of Anatomy, School of Medical Sciences, University of Phayao, Phayao, Thailand
| | - Phanit Srisuttha
- Department of Applied Thai Traditional Medicine, School of Public Health, University of Phayao, Phayao, Thailand
| | - Uratcha Sadjapong
- Department of Health Promotion, School of Public Health, University of Phayao, Phayao, Thailand
| | - Eakasit Chaipin
- Department of Community Public Health, Faculty of Science, Lampang Rajabhat University, Lampang, Thailand
| | - Ratana Sapbamrer
- Department of Community Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Sakesun Thongtip
- Department of Environmental Health, School of Public Health, University of Phayao, Phayao, Thailand
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O’Brien MW, Maxwell SP, Moyer R, Rockwood K, Theou O. Development and validation of a frailty index for use in the osteoarthritis initiative. Age Ageing 2024; 53:afae125. [PMID: 38935532 PMCID: PMC11210396 DOI: 10.1093/ageing/afae125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Indexed: 06/29/2024] Open
Abstract
BACKGROUND The Osteoarthritis Initiative (OAI) evaluates the development and progression of osteoarthritis. Frailty captures the heterogeneity in aging. Use of this resource-intensive dataset to answer aging-related research questions could be enhanced by a frailty measure. OBJECTIVE To: (i) develop a deficit accumulation frailty index (FI) for the OAI; (ii) examine its relationship with age and compare between sexes, (iii) validate the FI versus all-cause mortality and (iv) compare this association with mortality with a modified frailty phenotype. DESIGN OAI cohort study. SETTING North America. SUBJECTS An FI was determined for 4,755/4,796 and 4,149/4,796 who had a valid FI and frailty phenotype. METHODS Fifty-nine-variables were screened for inclusion. Multivariate Cox regression evaluated the impact of FI or phenotype on all-cause mortality at follow-up (up to 146 months), controlling for age and sex. RESULTS Thirty-one items were included. FI scores (0.16 ± 0.09) were higher in older adults and among females (both, P < 0.001). By follow-up, 264 people had died (6.4%). Older age, being male, and greater FI were associated with a higher risk of all-cause mortality (all, P < 0.001). The model including FI was a better fit than the model including the phenotype (AIC: 4,167 vs. 4,178) and was a better predictor of all-cause mortality than the phenotype with an area under receiver operating characteristic curve: 0.652 vs. 0.581. CONCLUSION We developed an FI using the OAI and validated it in relation to all-cause mortality. The FI may be used to study aging on clinical, functional and structural aspects of osteoarthritis included in the OAI.
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Affiliation(s)
- Myles W O’Brien
- Department of Medicine (Faculty of Medicine), Dalhousie University, Halifax, Nova Scotia, Canada
- School of Physiotherapy (Faculty of Health), Dalhousie University, Halifax, Nova Scotia, Canada
- Department of Medicine, Université de Sherbrooke, Sherbrooke, Quebec, Canada
- Centre de Formation Médicale du Nouveau-Brunswick, Université de Sherbrooke, Moncton, New Brunswick, Canada
| | - Selena P Maxwell
- Department of Medicine (Faculty of Medicine), Dalhousie University, Halifax, Nova Scotia, Canada
| | - Rebecca Moyer
- School of Physiotherapy (Faculty of Health), Dalhousie University, Halifax, Nova Scotia, Canada
| | - Kenneth Rockwood
- Department of Medicine (Faculty of Medicine), Dalhousie University, Halifax, Nova Scotia, Canada
| | - Olga Theou
- Department of Medicine (Faculty of Medicine), Dalhousie University, Halifax, Nova Scotia, Canada
- School of Physiotherapy (Faculty of Health), Dalhousie University, Halifax, Nova Scotia, Canada
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Sonobe T, Otani K, Sekiguchi M, Otoshi K, Nikaido T, Sato M, Konno S, Matsumoto Y. Radiographic knee osteoarthritis severity has no impact on fall risk: the locomotive syndrome and health outcomes in the aizu cohort study (LOHAS): a cross-sectional study. BMC Musculoskelet Disord 2024; 25:298. [PMID: 38627744 PMCID: PMC11020781 DOI: 10.1186/s12891-024-07421-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Accepted: 04/05/2024] [Indexed: 04/19/2024] Open
Abstract
BACKGROUND To investigate factors that have an impact on the risk of falls and determine whether radiographic knee osteoarthritis (KOA) is a factor involved in falls independent of knee pain, psychological factors, and physical function. METHODS A cross-sectional analysis was conducted on 1083 subjects for the 2009 Locomotive Syndrome and Health Outcomes in the Aizu Cohort Study (LOHAS). A logistic regression analysis was performed to examine the relationship between radiographic KOA and fall history. RESULTS Fall history was significantly associated with the severity of knee pain. Compared to subjects with no knee pain, the odds ratio (OR) was 1.53 times higher in the subjects with mild knee pain (95% confidence interval [CI]: 1.04-2.25), 1.69 times higher in those with moderate knee pain (95%CI: 1.03-2.79), and 2.98 times higher in those with severe knee pain (95%CI: 1.67-5.30). In subjects with depression, the OR was 1.91 (95%CI: 1.25-2.92), and in those with decreased mobility, the OR was 1.70 (95%CI: 1.08-2.69). Age, gender, knee crepitus, BMI, OLST, and sleeping pill use were not significantly associated with fall risk. In a multivariate analysis, radiographic KOA severity was not significantly associated with fall risk (OR 0.81, 95%CI 0.44-1.50 in mild OA; OR 1.10, 95%CI 0.57-2.14 in severe OA). CONCLUSION Knee pain, decreased mobility, and depression, but not the radiographic KOA severity, were significantly associated with a fall risk. Regardless of the individual's radiographic KOA severity, the risk of falls may be reduced by treating his/her knee pain, mobility problems, and/or psychological factors.
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Affiliation(s)
- Tatsuru Sonobe
- Department of Orthopaedic Surgery, Fukushima Medical University School of Medicine, 1 Hikarigaoka, Fukushima-Shi, Fukushima, 960-1295, Japan
| | - Koji Otani
- Department of Orthopaedic Surgery, Fukushima Medical University School of Medicine, 1 Hikarigaoka, Fukushima-Shi, Fukushima, 960-1295, Japan.
| | - Miho Sekiguchi
- Department of Orthopaedic Surgery, Fukushima Medical University School of Medicine, 1 Hikarigaoka, Fukushima-Shi, Fukushima, 960-1295, Japan
| | - Kenichi Otoshi
- Department of Sports Medicine, Fukushima Medical University School of Medicine, Fukushima, 960-1295, Japan
| | - Takuya Nikaido
- Department of Orthopaedic Surgery, Fukushima Medical University School of Medicine, 1 Hikarigaoka, Fukushima-Shi, Fukushima, 960-1295, Japan
| | - Mari Sato
- Department of Rehabilitation Medicine, Fukushima Medical University School of Medicine, Fukushima, 960-1295, Japan
| | - Shinichi Konno
- Department of Orthopaedic Surgery, Fukushima Medical University School of Medicine, 1 Hikarigaoka, Fukushima-Shi, Fukushima, 960-1295, Japan
| | - Yoshihiro Matsumoto
- Department of Orthopaedic Surgery, Fukushima Medical University School of Medicine, 1 Hikarigaoka, Fukushima-Shi, Fukushima, 960-1295, Japan
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Alsobhi M, Gmmash A, Aldhabi R, Almaddah MR, Ameen A, Almotairi F, Basuodan R, Khan F. Physical Therapists' Attitudes, Beliefs, and Barriers Regarding Fall Screening and Prevention among Patients with Knee Osteoarthritis: A Cross-Sectional Study. Healthcare (Basel) 2024; 12:718. [PMID: 38610140 PMCID: PMC11011968 DOI: 10.3390/healthcare12070718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2024] [Revised: 03/15/2024] [Accepted: 03/22/2024] [Indexed: 04/14/2024] Open
Abstract
Falls are commonly associated with knee osteoarthritis and represent a significant financial burden on the healthcare system. Therefore, the discovery of physical therapists' attitudes and practices regarding fall screening and prevention among patients with osteoarthritis should be investigated. Moreover, this study aimed to identify barriers that might limit its implementation among this population. A cross-sectional study design was used to collect the data. The electronic survey targeted licensed physical therapy professionals who currently work in clinical or academic settings in Saudi Arabia. The data were analyzed descriptively and inferentially using chi-square. Two hundred and six licensed physical therapists completed the survey, 119 females (57.8%) and 87 males (42.2%). The results of the structural equation modelling analysis showed that intention to use fall screening and management strategies was positively associated with the history of falls, identifying risk factors of falls, and documentation of risk factors of falls (p ≤ 0.0001). The most reported barriers to implement fall screening and prevention were lack of knowledge (n = 92, 45%), lack of training/skills (n = 84, 41%), and time constraints (n = 57, 45%), followed by patient compliance with 38% of the responses. The findings highlighted the importance of identifying the key opportunities for knowledge translation in clinical practices to enhance the sufficient implementation of fall screening and management in osteoarthritis care.
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Affiliation(s)
- Mashael Alsobhi
- Department of Physical Therapy, Faculty of Medical Rehabilitation Sciences, King Abdulaziz University, Jeddah 22252, Saudi Arabia
| | - Afnan Gmmash
- Department of Physical Therapy, Faculty of Medical Rehabilitation Sciences, King Abdulaziz University, Jeddah 22252, Saudi Arabia
| | - Rawan Aldhabi
- Department of Physical Therapy, Faculty of Medical Rehabilitation Sciences, King Abdulaziz University, Jeddah 22252, Saudi Arabia
| | - Muataz R. Almaddah
- Department of Physical Therapy, Faculty of Medical Rehabilitation Sciences, King Abdulaziz University, Jeddah 22252, Saudi Arabia
| | - Alaa Ameen
- Department of Physical Therapy, Faculty of Medical Rehabilitation Sciences, King Abdulaziz University, Jeddah 22252, Saudi Arabia
| | - Fae Almotairi
- Department of Physical Therapy, Faculty of Medical Rehabilitation Sciences, King Abdulaziz University, Jeddah 22252, Saudi Arabia
| | - Reem Basuodan
- Department of Rehabilitation Sciences, College of Health and Rehabilitation Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia
| | - Fayaz Khan
- Department of Physical Therapy, Faculty of Medical Rehabilitation Sciences, King Abdulaziz University, Jeddah 22252, Saudi Arabia
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Perruccio AV, Wilfong JM, Badley EM. Reply. Arthritis Care Res (Hoboken) 2023; 75:2541-2543. [PMID: 37431088 DOI: 10.1002/acr.25191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 06/29/2023] [Indexed: 07/12/2023]
Affiliation(s)
- Anthony V Perruccio
- Schroeder Arthritis Institute, University Health Network, Dalla Lana School of Public Health, University of Toronto and Arthritis Community Research and Epidemiology Unit, Toronto, Ontario, Canada
| | - Jessica M Wilfong
- Schroeder Arthritis Institute, University Health Network, Dalla Lana School of Public Health, University of Toronto and Arthritis Community Research and Epidemiology Unit, Toronto, Ontario, Canada
| | - Elizabeth M Badley
- Schroeder Arthritis Institute, University Health Network, Dalla Lana School of Public Health, University of Toronto and Arthritis Community Research and Epidemiology Unit, Toronto, Ontario, Canada
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Chen CC, Lee YT, Chen SC. Factors affecting the risk of falling in people with knee osteoarthritis: comment on the article by Wilfong et al. Arthritis Care Res (Hoboken) 2023; 75:2540-2541. [PMID: 37382046 DOI: 10.1002/acr.25182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2023] [Accepted: 06/12/2023] [Indexed: 06/30/2023]
Affiliation(s)
- Chun-Chieh Chen
- Chung Shan Medical University School of Medicine and Chung Shan Medical University Hospital Health Management Center, Taichung, Taiwan
| | - Yuan-Ti Lee
- Chung Shan Medical University School of Medicine and Chung Shan Medical University Hospital Health Management Center, Taichung, Taiwan
| | - Shiuan-Chih Chen
- Chung Shan Medical University School of Medicine and Chung Shan Medical University Hospital Health Management Center, Taichung, Taiwan
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Xiong T, Ou Y, Chen S, Liu S, Yi X, Deng X, Cheng T, Hao L. Anterior knee pain as a potential risk factor for falls in older adults: insights from the osteoarthritis initiative data. BMC Public Health 2023; 23:2288. [PMID: 37986178 PMCID: PMC10662569 DOI: 10.1186/s12889-023-17237-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 11/16/2023] [Indexed: 11/22/2023] Open
Abstract
BACKGROUND Knee joint pain has been demonstrated to be a separate risk factor for falling. A common pain site in the knee, anterior knee pain(AKP), is believed to be associated with early knee osteoarthritis (KOA).This study investigated the relationship between falls and AKP in people with or at risk for KOA. METHODS Four years of follow-up data from the Osteoarthritis Initiative cohort trial, a large-scale, multicenter observational investigation, were analyzed in this study. A patellar quadriceps tenderness/tendinitis knee exam was performed to evaluate AKP. Falls were self-reported. The associations between falls (recurrent falls: ≥2 falls/year; any falls: ≥1 fall(s)/year) and AKP were analyzed using the generalized estimation equation of repeated logistic regression and adjusted for confounding variables. RESULTS The study analyzed data from 3,318 participants, split into two groups: those with AKP (720 participants) and those without AKP (2,598 participants). The primary outcome of the study, which focused on repeated falls, revealed that participants with AKP were 1.27 times more likely to experience repeated falls compared to those without AKP (95% CI: 1.07-1.52, P = 0.007). However, when considering any falls experienced by an individual as an additional outcome, it is important to note that our findings did not indicate a significant predictive effect of AKP on any falls investigated. Sensitivity analyses, which excluded knee arthroplasty cases, yielded consistent results with the aforementioned findings. CONCLUSIONS Older adults with AKP experience a higher frequency of falls compared to those without AKP in individuals diagnosed with KOA or at a high risk of developing KOA.
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Affiliation(s)
- Ting Xiong
- Department of Orthopedics, Second Affiliated Hospital of Nanchang University, 1 Minde Road, Nanchang, Jiangxi Province, 330006, China
| | - Yanghuan Ou
- Department of Orthopedics, Second Affiliated Hospital of Nanchang University, 1 Minde Road, Nanchang, Jiangxi Province, 330006, China
| | - Shenliang Chen
- Department of Orthopedics, Second Affiliated Hospital of Nanchang University, 1 Minde Road, Nanchang, Jiangxi Province, 330006, China
| | - Shuaigang Liu
- Department of Orthopedics, Second Affiliated Hospital of Nanchang University, 1 Minde Road, Nanchang, Jiangxi Province, 330006, China
| | - Xuan Yi
- Department of Orthopedics, Second Affiliated Hospital of Nanchang University, 1 Minde Road, Nanchang, Jiangxi Province, 330006, China
| | - Xueqiang Deng
- Department of Orthopedics, Second Affiliated Hospital of Nanchang University, 1 Minde Road, Nanchang, Jiangxi Province, 330006, China
| | - Tao Cheng
- Department of Orthopedic Surgery, Shanghai Sixth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Liang Hao
- Department of Orthopedics, Second Affiliated Hospital of Nanchang University, 1 Minde Road, Nanchang, Jiangxi Province, 330006, China.
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Wilfong JM, Perruccio AV, Badley EM. Examination of the Increased Risk for Falls Among Individuals With Knee Osteoarthritis: A Canadian Longitudinal Study on Aging Population-Based Study. Arthritis Care Res (Hoboken) 2023; 75:2336-2344. [PMID: 37221150 DOI: 10.1002/acr.25163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 04/21/2023] [Accepted: 05/18/2023] [Indexed: 05/25/2023]
Abstract
OBJECTIVE To characterize the profile of individuals with and without knee osteoarthritis (OA) who fell, and to identify factors contributing to an individual with knee OA experiencing 1 or multiple injurious falls. METHODS Data are from the baseline and 3-year follow-up questionnaires of the Canadian Longitudinal Study on Aging, a population-based study of people ages 45-85 years at baseline. Analyses were limited to individuals either reporting knee OA or no arthritis at baseline (n = 21,710). Differences between falling patterns among those with and without knee OA were tested using chi-square tests and multivariable-adjusted logistic regression models. An ordinal logistic regression model examined predictors of experiencing 1 or more injurious falls among individuals with knee OA. RESULTS Among individuals reporting knee OA, 10% reported 1 or more injurious falls; 6% reported 1 fall, and 4% reported 2+ falls. Having knee OA significantly contributed to the risk of falling (odds ratio [OR] 1.33 [95% confidence interval (95% CI) 1.14-1.56]), and individuals with knee OA were more likely to report having a fall indoors while standing or walking. Among individuals with knee OA, reporting a previous fall (OR 1.75 [95% CI 1.22-2.52]), previous fracture (OR 1.42 [95% CI 1.12-1.80]), and having urinary incontinence (OR 1.38 [95% CI 1.01-1.88]) were significant predictors of falling. CONCLUSION Our findings support the idea that knee OA is an independent risk factor for falls. The circumstances in which falls occur differ from those for individuals without knee OA. The risk factors and environments that are associated with falling may provide opportunities for clinical intervention and fall prevention strategies.
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Affiliation(s)
- Jessica M Wilfong
- Schroeder Arthritis Institute, University Health Network, Dalla Lana School of Public Health, University of Toronto, and Arthritis Community Research and Epidemiology Unit, Toronto, Ontario, Canada
| | - Anthony V Perruccio
- Schroeder Arthritis Institute, University Health Network, Dalla Lana School of Public Health, University of Toronto, and Arthritis Community Research and Epidemiology Unit, Toronto, Ontario, Canada
| | - Elizabeth M Badley
- Schroeder Arthritis Institute, University Health Network, Dalla Lana School of Public Health, University of Toronto, and Arthritis Community Research and Epidemiology Unit, Toronto, Ontario, Canada
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Jo C, Hwang D, Ko S, Yang MH, Lee MC, Han HS, Ro DH. Deep learning-based landmark recognition and angle measurement of full-leg plain radiographs can be adopted to assess lower extremity alignment. Knee Surg Sports Traumatol Arthrosc 2022; 31:1388-1397. [PMID: 36006418 DOI: 10.1007/s00167-022-07124-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2022] [Accepted: 08/10/2022] [Indexed: 10/15/2022]
Abstract
PURPOSE Evaluating lower extremity alignment using full-leg plain radiographs is an essential step in diagnosis and treatment of patients with knee osteoarthritis. The study objective was to present a deep learning-based anatomical landmark recognition and angle measurement model, using full-leg radiographs, and validate its performance. METHODS A total of 11,212 full-leg plain radiographs were used to create the model. To train the data, 15 anatomical landmarks were marked by two orthopaedic surgeons. Mechanical lateral distal femoral angle (mLDFA), medial proximal tibial angle (MPTA), joint line convergence angle (JLCA), and hip-knee-ankle angle (HKAA) were then measured. For inter-observer reliability, the inter-observer intraclass correlation coefficient (ICC) was evaluated by comparing measurements from the model, surgeons, and students, to ground truth measurements annotated by an orthopaedic specialist with 14 years of experience. To evaluate test-retest reliability, all measurements were made twice by each measurer. Intra-observer ICCs were then derived. Performance evaluation metrics used in previous studies were also derived for direct comparison of the model's performance. RESULTS Inter-observer ICCs for all angles of the model were 0.98 or higher (p < 0.001). Intra-observer ICCs for all angles were 1.00, which was higher than that of the orthopaedic specialist (0.97-1.00). Measurements made by the model showed no significant systemic variation. Except for JLCA, angles were precisely measured with absolute error averages under 0.52 degrees and proportion of outliers under 4.26%. CONCLUSIONS The deep learning model is capable of evaluating lower extremity alignment with performance as accurate as an orthopaedic specialist with 14 years of experience. LEVEL OF EVIDENCE III, retrospective cohort study.
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Affiliation(s)
- Changwung Jo
- Department of Orthopedic Surgery, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 110-744, Republic of Korea
| | - Doohyun Hwang
- Department of Orthopedic Surgery, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 110-744, Republic of Korea.,Department of Orthopedic Surgery, Seoul National University Hospital, Seoul, South Korea
| | - Sunho Ko
- Department of Orthopedic Surgery, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 110-744, Republic of Korea.,Department of Orthopedic Surgery, Seoul National University Hospital, Seoul, South Korea
| | - Myung Ho Yang
- Department of Orthopedic Surgery, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 110-744, Republic of Korea.,Department of Orthopedic Surgery, Seoul National University Hospital, Seoul, South Korea
| | - Myung Chul Lee
- Department of Orthopedic Surgery, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 110-744, Republic of Korea.,Department of Orthopedic Surgery, Seoul National University Hospital, Seoul, South Korea
| | - Hyuk-Soo Han
- Department of Orthopedic Surgery, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 110-744, Republic of Korea.,Department of Orthopedic Surgery, Seoul National University Hospital, Seoul, South Korea
| | - Du Hyun Ro
- Department of Orthopedic Surgery, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 110-744, Republic of Korea. .,Department of Orthopedic Surgery, Seoul National University Hospital, Seoul, South Korea. .,CONNECTEVE Co., Ltd, Seoul, South Korea.
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