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Lindéus M, Peat G, Englund M, Kiadaliri A. Changes in educational inequalities in knee and hip osteoarthritis surgery and non-surgery specialist care visits over time in Sweden. OSTEOARTHRITIS AND CARTILAGE OPEN 2024; 6:100470. [PMID: 38680730 PMCID: PMC11053214 DOI: 10.1016/j.ocarto.2024.100470] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2023] [Accepted: 04/07/2024] [Indexed: 05/01/2024] Open
Abstract
Objective To examine changes in prevalence and socioeconomic inequalities in knee and hip OA outcomes, in more specific surgery and non-surgery specialist care visits, from 2001 to 2011 in Sweden and to what extent sociodemographic factors can explain the changes. Design We included all individuals aged ≥35 years resident in Sweden from 2001 to 2011. Individual-level data was retrieved from the Swedish Interdisciplinary Panel. Highest educational attainment was used as socioeconomic measure and the concentration index was used to assess relative and absolute educational inequalities. We used decomposition method to examine changes in prevalence and relative educational inequalities. Results A total of 4,794,693 and 5,359,186 people were included for the years 2001 and 2011, respectively. The crude prevalence of surgery and specialist visits for knee and hip OA was 36-83% higher in 2011 than in 2001. The increase in hip OA outcomes was largely explained by changes in the sociodemographic composition of the population, whereas for knee OA outcomes, changes in the strength of the associations with sociodemographic factors appeared more important. All outcomes were concentrated among people with lower education in all study years. The relative inequalities declined over the study period, while the absolute inequalities increased for knee OA outcomes and remained stable for hip OA. Conclusion Our findings show an increasing burden of all studied OA outcomes. Moreover, our findings suggest persistent educational inequalities with more surgeries and specialist visits among lower-educated individuals. Future research should incorporate additional variables to better understand and address these inequalities.
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Affiliation(s)
- Maria Lindéus
- Lund University, Faculty of Medicine, Department of Clinical Sciences Lund, Orthopaedics, Clinical Epidemiology Unit, Lund, Sweden
- Lund University, Centre for Economic Demography, Lund, Sweden
| | - George Peat
- Centre for Applied Health & Social Care Research (CARe), Sheffield Hallam University, Sheffield, South Yorkshire, UK
- Primary Care Centre Versus Arthritis, School of Medicine, Keele University, Keele, Staffordshire, UK
| | - Martin Englund
- Lund University, Faculty of Medicine, Department of Clinical Sciences Lund, Orthopaedics, Clinical Epidemiology Unit, Lund, Sweden
| | - Ali Kiadaliri
- Lund University, Faculty of Medicine, Department of Clinical Sciences Lund, Orthopaedics, Clinical Epidemiology Unit, Lund, Sweden
- Lund University, Centre for Economic Demography, Lund, Sweden
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Unverzagt S, Bergmann A, Denny K, Frese T, Hirpa S, Weyer J. Physically demanding occupations among females and sex-related differences to develop osteoarthritis of the hip: a systematic review and meta-analysis. J Occup Med Toxicol 2024; 19:14. [PMID: 38711071 DOI: 10.1186/s12995-024-00415-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Accepted: 04/25/2024] [Indexed: 05/08/2024] Open
Abstract
BACKGROUND Hip osteoarthritis (HOA) is a leading cause of disability increasing with age and is more prevalent in women and in various physically demanding occupations. This systematic review identifies and summarises occupational exposures for women in physically demanding occupations and discusses sex differences and consequences. METHODS In this systematic review, we searched various electronic databases for reports published between date of database inception and October 2022. We included cohort studies and case-control studies that assessed the association between exposure to physically demanding occupations and the development of HOA. We then assessed the methodological quality of selected studies, extracted relative effects, compared the risk for women and men and meta-analytically reviewed the effects of physically demanding occupations. All steps were based on a study protocol published in PROSPERO (CRD42015016894). RESULTS We included six cohort studies and two case-control studies in this systematic review. These studies showed a considerably increased risk of developing HOA in both sexes. Women working in traditionally female-dominated occupations such as cleaning, sales, catering, childcare and hairdressing that are physically demanding, have a higher risk of developing HOA than men in similarly physically demanding occupations. Conversely, in traditionally male-dominated occupations with a high heterogeneity of work activities, such as agriculture, crafts, construction, as well as in low-skilled occupations, the risk was higher for men. One exception are health occupations, which are grouped together with a wide range of other technical occupations, making it difficult to draw conclusions. CONCLUSIONS Existing studies indicate an association between various occupations with a high physical workload and an increased risk of developing HOA. Occupational prevention and individual health promotion strategies should focus on reducing the effects of heavy physical workloads at work. The aforementioned as well as early detection should be specifically offered to women in female-dominated occupations and to people working in elementary occupations.
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Affiliation(s)
- Susanne Unverzagt
- Institute of General Practice and Family Medicine, Martin Luther University Halle-Wittenberg, Faculty of Medicine, Halle (Saale), Germany.
| | - Annekatrin Bergmann
- Department of Occupational Medicine, Martin Luther University Halle-Wittenberg, Faculty of Medicine, Halle (Saale), Germany
| | - Kathleen Denny
- Institute of General Practice and Family Medicine, Martin Luther University Halle-Wittenberg, Faculty of Medicine, Halle (Saale), Germany
| | - Thomas Frese
- Institute of General Practice and Family Medicine, Martin Luther University Halle-Wittenberg, Faculty of Medicine, Halle (Saale), Germany
| | - Selamawit Hirpa
- Institute of General Practice and Family Medicine, Martin Luther University Halle-Wittenberg, Faculty of Medicine, Halle (Saale), Germany
| | - Johannes Weyer
- Department of Occupational Medicine, Martin Luther University Halle-Wittenberg, Faculty of Medicine, Halle (Saale), Germany
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Jahn A, Andersen JH, Seidler A, Christiansen DH, Dalbøge A. Hip osteoarthritis and occupational mechanical exposures: a systematic review and meta-analysis. Scand J Work Environ Health 2024; 50:244-256. [PMID: 38483209 PMCID: PMC11129821 DOI: 10.5271/sjweh.4152] [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: 12/13/2023] [Indexed: 04/30/2024] Open
Abstract
OBJECTIVES The aim was to conduct a systematic review and meta-analysis investigating the association between occupational mechanical exposures and hip osteoarthritis. METHODS The study was registered in PROSPERO. A systematic literature search was conducted in six databases to identify relevant articles. Two authors independently excluded articles, extracted data, assessed the risk of bias of each included article, and graded the level of evidence. We conducted a meta-analysis using random-effects model and performed a sensitivity analysis stratifying articles based on the risk of bias assessment, study design, and the outcome measurement. RESULTS Twenty-four articles were eligible for inclusion. The highest pooled odds ratio (OR) was found for combined mechanical exposures [OR 1.7, 95% confidence interval (CI) 1.4-2.0], non-neutral postures (OR 1.7, 95% CI 1.4-2.1), lifting/carrying loads (OR 1.6, 95% CI 1.3-1.9), and climbing stairs (OR 1.6, 95% CI 1.1-2.2). The range of pooled OR for the remaining mechanical exposures (eg, standing, walking, kneeling, squatting, and sitting) was 0.6-1.6. Grading the quality of evidence, a moderate level of evidence was found for the combined mechanical exposures and for lifting/carrying loads. The remaining exposure categories were graded as having either low or very low levels of evidence. CONCLUSIONS Considerable heterogeneity was observed across the included studies, and high-quality literature using objective exposure measurements is warranted. Despite various limitations affecting the comparability, occupational mechanical exposures seem to influence the likelihood of developing hip osteoarthritis.
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Affiliation(s)
- Alexander Jahn
- Danish Ramazzini Centre, Department of Occupational Medicine, Palle Juul-Jensens Boulevard 99, Aarhus University Hospital, Aarhus N, Denmark.
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戚 开, 尹 智, 张 建, 宋 井, 乔 高. [Design and support performance evaluation of medical multi-position auxiliary support exoskeleton mechanism]. SHENG WU YI XUE GONG CHENG XUE ZA ZHI = JOURNAL OF BIOMEDICAL ENGINEERING = SHENGWU YIXUE GONGCHENGXUE ZAZHI 2024; 41:295-303. [PMID: 38686410 PMCID: PMC11058496 DOI: 10.7507/1001-5515.202210040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Revised: 03/06/2024] [Indexed: 05/02/2024]
Abstract
Aiming at the status of muscle and joint damage caused on surgeons keeping surgical posture for a long time, this paper designs a medical multi-position auxiliary support exoskeleton with multi-joint mechanism by analyzing the surgical postures and conducting conformational studies on different joints respectively. Then by establishing a human-machine static model, this study obtains the joint torque and joint force before and after the human body wears the exoskeleton, and calibrates the strength of the exoskeleton with finite element analysis software. The results show that the maximum stress of the exoskeleton is less than the material strength requirements, the overall deformation is small, and the structural strength of the exoskeleton meets the use requirements. Finally, in this study, subjects were selected to participate in the plantar pressure test and biomechanical simulation with the man-machine static model, and the results were analyzed in terms of plantar pressure, joint torque and joint force, muscle force and overall muscle metabolism to assess the exoskeleton support performance. The results show that the exoskeleton has better support for the whole body and can reduce the musculoskeletal burden. The exoskeleton mechanism in this study better matches the actual working needs of surgeons and provides a new paradigm for the design of medical support exoskeleton mechanism.
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Affiliation(s)
- 开诚 戚
- 河北工业大学 机械工程学院(天津 300401)School of Mechanical Engineering, Hebei University of Technology, Tianjin 300401, P. R. China
- 河北省机器人感知与人机融合重点实验室(天津 300401)Hebei Provincial Key Laboratory of Robot Perception and Human-Machine Fusion, Tianjin 300401, P. R. China
- 智能康复装置与检测技术教育部工程研究中心(天津 300401)Engineering Research Center of the Ministry of Education for Intelligent Rehabilitation Devices and Testing Technology, Tianjin 300401, P. R. China
| | - 智扬 尹
- 河北工业大学 机械工程学院(天津 300401)School of Mechanical Engineering, Hebei University of Technology, Tianjin 300401, P. R. China
- 河北省机器人感知与人机融合重点实验室(天津 300401)Hebei Provincial Key Laboratory of Robot Perception and Human-Machine Fusion, Tianjin 300401, P. R. China
- 智能康复装置与检测技术教育部工程研究中心(天津 300401)Engineering Research Center of the Ministry of Education for Intelligent Rehabilitation Devices and Testing Technology, Tianjin 300401, P. R. China
| | - 建军 张
- 河北工业大学 机械工程学院(天津 300401)School of Mechanical Engineering, Hebei University of Technology, Tianjin 300401, P. R. China
- 河北省机器人感知与人机融合重点实验室(天津 300401)Hebei Provincial Key Laboratory of Robot Perception and Human-Machine Fusion, Tianjin 300401, P. R. China
- 智能康复装置与检测技术教育部工程研究中心(天津 300401)Engineering Research Center of the Ministry of Education for Intelligent Rehabilitation Devices and Testing Technology, Tianjin 300401, P. R. China
| | - 井科 宋
- 河北工业大学 机械工程学院(天津 300401)School of Mechanical Engineering, Hebei University of Technology, Tianjin 300401, P. R. China
- 河北省机器人感知与人机融合重点实验室(天津 300401)Hebei Provincial Key Laboratory of Robot Perception and Human-Machine Fusion, Tianjin 300401, P. R. China
- 智能康复装置与检测技术教育部工程研究中心(天津 300401)Engineering Research Center of the Ministry of Education for Intelligent Rehabilitation Devices and Testing Technology, Tianjin 300401, P. R. China
| | - 高昆 乔
- 河北工业大学 机械工程学院(天津 300401)School of Mechanical Engineering, Hebei University of Technology, Tianjin 300401, P. R. China
- 河北省机器人感知与人机融合重点实验室(天津 300401)Hebei Provincial Key Laboratory of Robot Perception and Human-Machine Fusion, Tianjin 300401, P. R. China
- 智能康复装置与检测技术教育部工程研究中心(天津 300401)Engineering Research Center of the Ministry of Education for Intelligent Rehabilitation Devices and Testing Technology, Tianjin 300401, P. R. China
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Ramadurai S, Jeong H, Kim M. Predicting the metabolic cost of exoskeleton-assisted squatting using foot pressure features and machine learning. Front Robot AI 2023; 10:1166248. [PMID: 37151375 PMCID: PMC10154631 DOI: 10.3389/frobt.2023.1166248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Accepted: 04/05/2023] [Indexed: 05/09/2023] Open
Abstract
Introduction: Recent studies found that wearable exoskeletons can reduce physical effort and fatigue during squatting. In particular, subject-specific assistance helped to significantly reduce physical effort, shown by reduced metabolic cost, using human-in-the-loop optimization of the exoskeleton parameters. However, measuring metabolic cost using respiratory data has limitations, such as long estimation times, presence of noise, and user discomfort. A recent study suggests that foot contact forces can address those challenges and be used as an alternative metric to the metabolic cost to personalize wearable robot assistance during walking. Methods: In this study, we propose that foot center of pressure (CoP) features can be used to estimate the metabolic cost of squatting using a machine learning method. Five subjects' foot pressure and metabolic cost data were collected as they performed squats with an ankle exoskeleton at different assistance conditions in our prior study. In this study, we extracted statistical features from the CoP squat trajectories and fed them as input to a random forest model, with the metabolic cost as the output. Results: The model predicted the metabolic cost with a mean error of 0.55 W/kg on unseen test data, with a high correlation (r = 0.89, p < 0.01) between the true and predicted cost. The features of the CoP trajectory in the medial-lateral direction of the foot (xCoP), which relate to ankle eversion-inversion, were found to be important and highly correlated with metabolic cost. Conclusion: Our findings indicate that increased ankle eversion (outward roll of the ankle), which reflects a suboptimal squatting strategy, results in higher metabolic cost. Higher ankle eversion has been linked with the etiology of chronic lower limb injuries. Hence, a CoP-based cost function in human-in-the-loop optimization could offer several advantages, such as reduced estimation time, injury risk mitigation, and better user comfort.
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Affiliation(s)
- Sruthi Ramadurai
- Rehabilitation Robotics Laboratory, Department of Mechanical and Industrial Engineering, University of Illinois at Chicago, Chicago, IL, United States
| | - Heejin Jeong
- The Polytechnic School, Ira A. Fulton Schools of Engineering, Arizona State University, Mesa, AZ, United States
- *Correspondence: Myunghee Kim, ; Heejin Jeong,
| | - Myunghee Kim
- Rehabilitation Robotics Laboratory, Department of Mechanical and Industrial Engineering, University of Illinois at Chicago, Chicago, IL, United States
- *Correspondence: Myunghee Kim, ; Heejin Jeong,
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Nygaard NPB, Thomsen GF, Rasmussen J, Skadhauge LR, Gram B. Ergonomic and individual risk factors for musculoskeletal pain in the ageing workforce. BMC Public Health 2022; 22:1975. [PMID: 36303167 PMCID: PMC9615169 DOI: 10.1186/s12889-022-14386-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Accepted: 10/10/2022] [Indexed: 11/24/2022] Open
Abstract
Background The present study aimed to investigate the possible association between specific ergonomic and individual risk factors and musculoskeletal pain (MSP) in the back, shoulder, hip and knee region in workers aged 50-65y. Methods The study was a population based cross-sectional survey. The study population comprised citizens born between 1952–1966, living in Esbjerg municipality, Denmark, ultimo 2016 (n = 23,463). A questionnaire was sent electronically or by mail. The analysis included the working population only. A multivariate logistic regression was used for each of the following dependent variables; musculoskeletal pain for the past 3 months in the back, shoulder, hip and knee, where independent variables included ergonomic exposure, age, sex, body mass index (BMI) and leisure time physical activity (LTPA). Results The overall response rate was 58% and the data of individuals at work (n = 9,263) demonstrated several ergonomic exposures with increased odds for pain in specific regions. Exposure to back twisted or bend, squatting or lying on knees and to carrying or lifting were associated with musculoskeletal pain in the back, whereas exposure to back twisted or bend, arms above shoulder and repeated arm movement were associated with pain in the shoulder. Exposure to back twisted or bend, repeated arm movement, squatting or lying on knees and to carrying or lifting were associated with musculoskeletal pain in the hip. Important individual risk factors were also identified. Increasing age was significantly associated with increased pain in the hip but associated with less risk for pain in the back and shoulder. Males had higher odds for pain in the back and knee compared to females but lower odds for pain in the hip. BMI was particularly important for knee pain. The level of LTPA did not have an important association with MSP in any region. Conclusion There is a significant positive association between ergonomic exposures and musculoskeletal pain, which were specific for the back, shoulder, hip and knee. In addition, the data demonstrated a differential association with age, sex and BMI. This needs to be considered for the treatment and classification of musculoskeletal pain and for future preventive initiatives.
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Affiliation(s)
- Niels-Peter Brøchner Nygaard
- Research Unit of Health Science, Hospital of South West Jutland, University Hospital of Southern Denmark, Esbjerg, Denmark. .,Department of Regional Health Research, University of Southern Denmark, Odense, Denmark.
| | - Gert Frank Thomsen
- Department of Occupational Medicine, Hospital South West Jutland, University Hospital of Southern Denmark, Esbjerg, Denmark
| | - Jesper Rasmussen
- Department of Occupational and Environmental Medicine, Odense University Hospital, Odense, Denmark.,Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Lars Rauff Skadhauge
- Department of Regional Health Research, University of Southern Denmark, Odense, Denmark.,Department of Occupational Medicine, Hospital South West Jutland, University Hospital of Southern Denmark, Esbjerg, Denmark
| | - Bibi Gram
- Research Unit of Health Science, Hospital of South West Jutland, University Hospital of Southern Denmark, Esbjerg, Denmark.,Department of Regional Health Research, University of Southern Denmark, Odense, Denmark
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7
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Unverzagt S, Bolm-Audorff U, Frese T, Hechtl J, Liebers F, Moser K, Seidler A, Weyer J, Bergmann A. Influence of physically demanding occupations on the development of osteoarthritis of the hip: a systematic review. J Occup Med Toxicol 2022; 17:18. [PMID: 36002875 PMCID: PMC9400208 DOI: 10.1186/s12995-022-00358-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Accepted: 07/20/2022] [Indexed: 11/12/2022] Open
Abstract
Background Hip osteoarthritis (HOA) is a disabling disease affecting around 33 million people worldwide. People of working age and the elderly are at increased risk of developing HOA and the disease is associated with high costs at individual and societal levels due to sick leaves, job loss, total hip replacements and disability pension. This systematic review evaluated the influence of physically demanding occupations on the development of HOA in men. Methods Cohort studies, case–control studies and cross-sectional studies with publications in English or German, which assessed the association between exposure to physically demanding occupations and development of HOA, were searched in electronic databases (Medline, Embase, HSE-Line, Cochrane Library) and conference abstracts from 1990 until May 2020. We assessed the methodological quality of selected studies, interpreted all relative effect estimators as relative risks (RRs) and meta-analytically reviewed the effects of occupations with high physical workloads. All steps are based on a study protocol published in PROSPERO (CRD42015016894). Results Seven cohort studies and six case–control studies were included. An elevated risk to develop HOA was shown for six physically demanding occupational groups. Working in agriculture including fishery and forestry and food production doubles the risk of HOA. Construction, metal working and sales as well as exposure to whole body vibration while driving vehicles increases the risk by roughly 50 to 60%. Unskilled or basic level workers, who were frequently exposed to repetitive heavy manual work, had nearly a doubled risk (RR 1.89 95%CI: 1.29 to 2.77) compared to workers with lower exposure. Conclusions Existing studies state an association between various occupations with high physical workload and an increased risk of developing HOA. High Physical workloads include including lifting and carrying heavy loads, demanding postures, repetitive activities, long standing and running, as well as exposure to body vibrations. Occupational prevention and early detection as well as individual health promotion strategies should place their focus on reducing the impact of high physical strain at work sites. Supplementary Information The online version contains supplementary material available at 10.1186/s12995-022-00358-y.
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Affiliation(s)
- Susanne Unverzagt
- Institute of General Practice and Family Medicine, Martin Luther University Halle-Wittenberg, Magdeburger Str. 8, 06112, Halle (Saale), Germany.
| | - Ulrich Bolm-Audorff
- Department for Occupational Safety and the Environment, Regional Authority Darmstadt, Wilhelminenstraße 1 - 3, 64283, Darmstadt, Germany
| | - Thomas Frese
- Institute of General Practice and Family Medicine, Martin Luther University Halle-Wittenberg, Magdeburger Str. 8, 06112, Halle (Saale), Germany
| | - Julia Hechtl
- Department of Occupational Medicine, Martin Luther University Halle-Wittenberg, Magdeburger Str. 20, 06112, Halle (Saale), Germany
| | - Falk Liebers
- Division 3 Work and Health, Unit 3.1 Prevention of Work-related Diseases, Federal Institute for Occupational Safety and Health (BAuA), Friedrich-Henkel-Weg 1-25, 44149, Dortmund, Germany
| | - Konstantin Moser
- Institute of General Practice and Family Medicine, Martin Luther University Halle-Wittenberg, Magdeburger Str. 8, 06112, Halle (Saale), Germany
| | - Andreas Seidler
- Institute and Polyclinic for Occupational and Social Medicine, Technical University of Dresden, Faculty of Medicine, Löscherstraße 18, 01309, Dresden, Germany
| | - Johannes Weyer
- Department of Occupational Medicine, Martin Luther University Halle-Wittenberg, Magdeburger Str. 20, 06112, Halle (Saale), Germany
| | - Annekatrin Bergmann
- Department of Occupational Medicine, Martin Luther University Halle-Wittenberg, Magdeburger Str. 20, 06112, Halle (Saale), Germany
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Geng L, Qu W, Wang S, Chen J, Xu Y, Kong W, Xu X, Feng X, Zhao C, Liang J, Zhang H, Sun L. Prediction of diagnosis results of rheumatoid arthritis patients based on autoantibodies and cost-sensitive neural network. Clin Rheumatol 2022; 41:2329-2339. [PMID: 35404026 DOI: 10.1007/s10067-022-06109-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Revised: 01/19/2022] [Accepted: 02/15/2022] [Indexed: 11/03/2022]
Abstract
OBJECTIVES To analyze and evaluate the effectiveness of the detection of single autoantibody and combined autoantibodies in patients with rheumatoid arthritis (RA) and related autoimmune diseases and establish a machine learning model to predict the disease of RA. METHODS A total of 309 patients with joint pain as the first symptom were retrieved from the database. The effectiveness of single and combined antibodies tests was analyzed and evaluated in patients with RA, a cost-sensitive neural network (CSNN) model was used to integrate multiple autoantibodies and patient symptoms to predict the diagnosis of RA, and the ROC curve was used to analyze the diagnosis performance and calculate the optimal cutoff value. RESULTS There are differences in the seropositive rate of autoimmune diseases, the sensitivity and specificity of single or multiple autoantibody tests were insufficient, and anti-CCP performed best in RA diagnosis and had high diagnostic value. The cost-sensitive neural network prediction model had a sensitivity of up to 0.90 and specificity of up to 0.86, which was better than a single antibody and combined multiple antibody detection. CONCLUSION In-depth analysis of autoantibodies and reliable early diagnosis based on the neural network could guide specialized physicians to develop different treatment plans to prevent deterioration and enable early treatment with antirheumatic drugs for remission. Key Points • There are differences in the seropositive rate of autoimmune diseases. • This is the first study to use a cost-sensitive neural network model to diagnose RA disease in patients. • The diagnosis effect of the cost-sensitive neural network model is better than a single antibody and combined multiple antibody detection.
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Affiliation(s)
- Linyu Geng
- Department of Rheumatology and Immunology, The Affiliated Drum Tower Hospital, Nanjing University Medical School, 321 Zhongshan Road, Nanjing, China
| | - Wenqiang Qu
- School of Computer and Information, Hohai University, Nanjing, China
| | - Sen Wang
- Department of Clinical Laboratory Medicine, Nanjing Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China
| | - Jiaqi Chen
- School of Computer and Information, Hohai University, Nanjing, China
| | - Yang Xu
- The 7Th Outpatient Clinic, Jinling Hospital, Nanjing, China
| | - Wei Kong
- Department of Rheumatology and Immunology, The Affiliated Drum Tower Hospital, Nanjing University Medical School, 321 Zhongshan Road, Nanjing, China
| | - Xue Xu
- Department of Rheumatology and Immunology, The Affiliated Drum Tower Hospital, Nanjing University Medical School, 321 Zhongshan Road, Nanjing, China
| | - Xuebing Feng
- Department of Rheumatology and Immunology, The Affiliated Drum Tower Hospital, Nanjing University Medical School, 321 Zhongshan Road, Nanjing, China
| | - Cheng Zhao
- Department of Rheumatology and Immunology, The Affiliated Drum Tower Hospital, Nanjing University Medical School, 321 Zhongshan Road, Nanjing, China.
| | - Jun Liang
- Department of Rheumatology and Immunology, The Affiliated Drum Tower Hospital, Nanjing University Medical School, 321 Zhongshan Road, Nanjing, China.
| | - Huayong Zhang
- Department of Rheumatology and Immunology, The Affiliated Drum Tower Hospital, Nanjing University Medical School, 321 Zhongshan Road, Nanjing, China.
| | - Lingyun Sun
- Department of Rheumatology and Immunology, The Affiliated Drum Tower Hospital, Nanjing University Medical School, 321 Zhongshan Road, Nanjing, China
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Tseng PC, Lin PY, Liang WM, Lin WY, Kuo HW. Additive Interaction of Work-Related Stress and Sleep Duration on Arthritis Among Middle-Aged Civil Servants. Psychol Res Behav Manag 2021; 14:2093-2101. [PMID: 34938134 PMCID: PMC8687674 DOI: 10.2147/prbm.s331533] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 11/27/2021] [Indexed: 01/13/2023] Open
Abstract
Aim Occupational strain is recognized as a risk for arthritis, yet little is known about how psychological stress affects arthritis moderated by sleep duration. The objective of this study is to assess work-related stress using the effort-reward imbalance (ERI) model and the job-demand-support (JDS) model on arthritis moderated by sleep duration. Methods A nationwide cross-sectional study randomly collected a total of 11,875 middle-aged, employed civil servants from 647 registered governmental institutions. Each participant anonymously and voluntarily filled out a web-based questionnaire and informed consent at the time of the study. Psychosocial work stress was assessed by ERI and JDS measured by a Chinese version of the job content questionnaire. Results There were significant odds ratios (ORs) of arthritis positively associated with high ERI (OR = 1.58), high overcommitment (OC) (OR = 1.57), and job demand (OR = 1.31) and negatively associated with job support (OR = 0.69) using multivariate analysis after being adjusted for covariates. For the short sleep duration group, there was an interaction effect of both high ERI and OC on arthritis, with a synergy index of 18.91 and 1.52, respectively. Similarly, there are high ORs of arthritis in both the high job demand and low job support groups. Conclusion Work-related stress related to arthritis moderated by sleep duration for civil servants. Civil servants with high job demand and low job support should use caution to reduce the risk of arthritis.
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Affiliation(s)
- Po-Chang Tseng
- Institute of Environmental and Occupational Health Sciences, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Health Promotion Administration, Ministry of Health and Welfare, Taipei, Taiwan
| | - Ping-Yi Lin
- Department of Nursing, Hungkuang University, Taichung, Taiwan.,Department of Medical Research, China Medical University Hospital, Taichung, Taiwan
| | - Wen-Miin Liang
- Department of Health Services Administration, China Medical University, Taichung, Taiwan
| | - Wen-Yu Lin
- Institute of Environmental and Occupational Health Sciences, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Environmental Protection Administration, Executive Yuan, Taipei, Taiwan
| | - Hsien-Wen Kuo
- Institute of Environmental and Occupational Health Sciences, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Institute of Public Health, National Defense University, Taipei, Taiwan
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10
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Siedl SM, Mara M. Exoskeleton acceptance and its relationship to self-efficacy enhancement, perceived usefulness, and physical relief: A field study among logistics workers. WEARABLE TECHNOLOGIES 2021; 2:e10. [PMID: 38486624 PMCID: PMC10936393 DOI: 10.1017/wtc.2021.10] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/10/2021] [Revised: 06/21/2021] [Accepted: 08/09/2021] [Indexed: 03/17/2024]
Abstract
Objective This field study aimed to explore the effects of exoskeleton use on task-specific self-efficacy beliefs of logistics workers and to relate these effects to usefulness perceptions and technology acceptance. Background A growing number of industrial companies have shown interest in having employees wearing exoskeletons to support their physical health. However, psychological consequences of exoskeleton use and mechanisms associated with workers' acceptance or rejection of exoskeletons are not yet sufficiently understood. Methods A total of 31 logistics workers of a vehicle manufacturing company reported on their work-related self-efficacy, that is, how capable they felt of performing tasks related to their job well, before partaking in half-hour trials of a passive lift-assistive exoskeleton (Laevo V2.5) during their normal work. Afterward, they completed a questionnaire on their exoskeleton-supported self-efficacy and indicated how useful they found the exoskeleton, how much physical relief they felt from wearing it, and how willing they were to continue with its use. Results Overall, wearing the exoskeleton did not lead to increased work-specific self-efficacy. However, indications of interaction effects were found between baseline self-efficacy, perceived physical relief, and perceived usefulness in such a way that workers who experienced the exoskeleton as more strain-relieving or more useful were also more likely to report a post-trial growth in their self-efficacy beliefs. A positive change in self-efficacy, in turn, was associated with a greater willingness to further use the exoskeleton at the workplace.
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Affiliation(s)
- Sandra M. Siedl
- LIT Robopsychology Lab, Johannes Kepler University Linz, Linz, Austria
| | - Martina Mara
- LIT Robopsychology Lab, Johannes Kepler University Linz, Linz, Austria
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11
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Strizhakov LA, Guliaev SV, Babanov SA, Moiseev SV. [Osteoarthrosis in the clinic of internal and occupational diseases: differential diagnostic aspects]. TERAPEVT ARKH 2020; 92:89-92. [PMID: 33346500 DOI: 10.26442/00403660.2020.06.000620] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Indexed: 11/22/2022]
Abstract
Osteoarthritis is a common pathology, which indicates the great medical and social significance of this disease. The article discusses the issues of pathogenesis, risk factors and diagnosis of professional and professionally caused osteoarthritis: the age of onset of the disease, the specifics of work, the localization of joint damage. Differential diagnosis issues are discussed.
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Affiliation(s)
- L A Strizhakov
- Sechenov First Moscow State Medical University (Sechenov University)
| | - S V Guliaev
- Sechenov First Moscow State Medical University (Sechenov University)
| | | | - S V Moiseev
- Sechenov First Moscow State Medical University (Sechenov University)
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12
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Schram B, Orr R, Pope R, Canetti E, Knapik J. Risk factors for development of lower limb osteoarthritis in physically demanding occupations: A narrative umbrella review. J Occup Health 2019; 62:e12103. [PMID: 31828895 PMCID: PMC6970406 DOI: 10.1002/1348-9585.12103] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2019] [Revised: 11/19/2019] [Accepted: 11/20/2019] [Indexed: 01/08/2023] Open
Abstract
Objectives Osteoarthritis (OA) is a common disorder which affects the joints. As relationships between occupational factors and lower limb OA have been widely studied in systematic reviews, the aim of this umbrella review was to synthesize their key findings in the risk factors for development of lower limb OA. Methods A systematic search was conducted using the databases PUBMED, Cumulative Index of Nursing and Allied Health Literature, and Elton B Stevens Company to identify reviews examining associations between lower limb OA and occupational tasks. These reviews were rated for their methodological quality before key data were extracted and synthesized. Results Sixteen reviews were found, seven pertained to the knee, four to the hip, two to a variety of joints, and three to both the hip and knee. One was deemed to be of high methodological quality, one of critically low methodological quality, and the others of moderate methodological quality. The reviews found moderate to good evidence for heavy occupational lifting to be associated with an increased risk of OA at the knee and the hip. Kneeling, squatting, and climbing, previous injuries to joints, being overweight and obese were also predictive of lower limb OA. Conclusion Occupations which involve heavy physical workloads increase the risk of developing lower limb OA. Heavy lifting, squatting, knee bending, kneeling, and climbing may all increase the risk of developing OA in both the knees and hips. Efforts to reduce exposure to these tasks, reducing joint injuries, optimizing bodyweight may reduce the risks of lower limb OA for occupations which are physically demanding.
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Affiliation(s)
- Ben Schram
- Tactical Research Unit, Bond University, Robina, QLD, Australia
| | - Robin Orr
- Tactical Research Unit, Bond University, Robina, QLD, Australia
| | - Rodney Pope
- Tactical Research Unit, Bond University, Robina, QLD, Australia.,School of Community Health, Charles Sturt University, Albury, NSW, Australia
| | - Elisa Canetti
- Tactical Research Unit, Bond University, Robina, QLD, Australia
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13
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Sun Y, Nold A, Glitsch U, Bochmann F. Hip Osteoarthritis and Physical Workload: Influence of Study Quality on Risk Estimations-A Meta-Analysis of Epidemiological Findings. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16030322. [PMID: 30682781 PMCID: PMC6388382 DOI: 10.3390/ijerph16030322] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Revised: 01/11/2019] [Accepted: 01/17/2019] [Indexed: 01/13/2023]
Abstract
In this paper, we critically evaluate the quality of epidemiological evidence on hip osteoarthritis and workload published so far. The influence of study quality on risk estimations was analyzed in sensitivity meta-analyses and meta-regression analyses. Comprehensive searches for epidemiological studies of hip osteoarthritis and occupational workload were performed in literature databases and current reviews. All studies were assessed on the basis of study design, defined quality scores, and relevant confounders considered. In total, 34 suitable studies were identified for critical evaluation. Of these, 20 are prevalence studies and 14 incidence studies. Strong heterogeneity is observed in study design, quality level, and estimated exposure parameters. A consistent positive association between heavy physical workload and hip osteoarthritis was observed only among the male populations, not among the female populations. In general, cohort studies provided lower effect estimates than cross-sectional and population-based case-control studies. Studies with high quality scores also produced lower effect estimates than studies with low quality scores. Consideration of BMI as a confounder in published studies also yielded lower effect estimates than studies without consideration of BMI as a confounder. Our analyses indicate that high-quality studies of the association between occupational workload and hip osteoarthritis provide lower effect estimates than studies of lower quality.
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Affiliation(s)
- Yi Sun
- Unit Applied Epidemiology, Institute for Occupational Safety and Health of the German Social Accident Insurance, 53757 Sankt Augustin, Germany.
| | - Annette Nold
- Unit Applied Epidemiology, Institute for Occupational Safety and Health of the German Social Accident Insurance, 53757 Sankt Augustin, Germany.
| | - Ulrich Glitsch
- Unit Musculoskeletal Workload, Institute for Occupational Safety and Health of the German Social Accident Insurance, 53757 Sankt Augustin, Germany.
| | - Frank Bochmann
- Unit Applied Epidemiology, Institute for Occupational Safety and Health of the German Social Accident Insurance, 53757 Sankt Augustin, Germany.
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14
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Seidler A, Lüben L, Hegewald J, Bolm-Audorff U, Bergmann A, Liebers F, Ramdohr C, Romero Starke K, Freiberg A, Unverzagt S. Dose-response relationship between cumulative physical workload and osteoarthritis of the hip - a meta-analysis applying an external reference population for exposure assignment. BMC Musculoskelet Disord 2018; 19:182. [PMID: 29859083 PMCID: PMC5984732 DOI: 10.1186/s12891-018-2085-8] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2017] [Accepted: 05/09/2018] [Indexed: 12/04/2022] Open
Abstract
Background There is consistent evidence from observational studies of an association between occupational lifting and carrying of heavy loads and the diagnosis of hip osteoarthritis. However, due to the heterogeneity of exposure estimates considered in single studies, a dose-response relationship between cumulative physical workload and hip osteoarthritis could not be determined so far. Methods This study aimed to analyze the dose-response relationship between cumulative physical workload and hip osteoarthritis by replacing the exposure categories of the included studies with cumulative exposure values of an external reference population. Our meta-regression analysis was based on a recently conducted systematic review (Bergmann A, Bolm-Audorff U, Krone D, Seidler A, Liebers F, Haerting J, Freiberg A, Unverzagt S, Dtsch Arztebl Int 114:581–8, 2017). The main analysis of our meta-regression comprised six case-control studies for men and five for women. The population control subjects of a German multicentre case-control study (Seidler A, Bergmann A, Jäger M, Ellegast R, Ditchen D, Elsner G, Grifka J, Haerting J, Hofmann F, Linhardt O, Luttmann A, Michaelis M, Petereit-Haack G, Schumann B, Bolm-Audorff U, BMC Musculoskelet Disord 10:48, 2009) served as the reference population. Based on the sex-specific cumulative exposure percentiles of the reference population, we assigned exposure values to each category of the included studies using three different cumulative exposure parameters. To estimate the doubling dose (the amount of physical workload to double the risk of hip osteoarthritis) on the basis of all available case-control-studies, meta-regression analyses were conducted based on the linear association between exposure values of the reference population and the logarithm of reported odds ratios (ORs) from the included studies. Results In men, the risk to develop hip osteoarthritis was increased by an OR of 1.98 (95% CI 1.20–3.29) per 10,000 tons of weights ≥20 kg handled, 2.08 (95% CI 1.22–3.53) per 10,000 tons handled > 10 times per day and 8.64 (95% CI 1.87–39.91) per 106 operations. These estimations result in doubling dosages of 10,100 tons of weights ≥20 kg handled, 9500 tons ≥20 kg handled > 10 times per day and 321,400 operations of weights ≥20 kg. There was no linear association between manual handling of weights at work and risk to develop hip osteoarthritis in women. Conclusions Under specific conditions, the application of an external reference population allows for the derivation of a dose-response relationship despite high exposure heterogeneities in the pooled studies. Electronic supplementary material The online version of this article (10.1186/s12891-018-2085-8) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Andreas Seidler
- Institute and Policlinic of Occupational and Social Medicine (IPAS), Faculty of Medicine, Technical University Dresden, Fetscherstr. 74, 01307, Dresden, Germany.
| | - Laura Lüben
- Institute and Policlinic of Occupational and Social Medicine (IPAS), Faculty of Medicine, Technical University Dresden, Fetscherstr. 74, 01307, Dresden, Germany
| | - Janice Hegewald
- Institute and Policlinic of Occupational and Social Medicine (IPAS), Faculty of Medicine, Technical University Dresden, Fetscherstr. 74, 01307, Dresden, Germany
| | - Ulrich Bolm-Audorff
- Division of Occupational Health, Department of Occupational Safety and Environment, Regional Government of South Hesse, Wiesbaden, Germany.,Justus-Liebig-University, Gießen, Germany
| | - Annekatrin Bergmann
- Institute for Medical Epidemiology, Biostatistics, and Informatics, Martin-Luther-University Halle-Wittenberg, Halle/Saale, Germany
| | - Falk Liebers
- Federal Institute of Occupational Safety and Health, Berlin, Germany
| | - Christina Ramdohr
- Institute for Medical Epidemiology, Biostatistics, and Informatics, Martin-Luther-University Halle-Wittenberg, Halle/Saale, Germany
| | - Karla Romero Starke
- Institute and Policlinic of Occupational and Social Medicine (IPAS), Faculty of Medicine, Technical University Dresden, Fetscherstr. 74, 01307, Dresden, Germany
| | - Alice Freiberg
- Institute and Policlinic of Occupational and Social Medicine (IPAS), Faculty of Medicine, Technical University Dresden, Fetscherstr. 74, 01307, Dresden, Germany
| | - Susanne Unverzagt
- Institute for Medical Epidemiology, Biostatistics, and Informatics, Martin-Luther-University Halle-Wittenberg, Halle/Saale, Germany
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