ArticleBMC public health2024
Estimating the impact of metabolic syndrome on low back pain and the joint effects of metabolic syndrome and depressive symptoms on low back pain: insights from the China Health and Retirement Longitudinal Study.
Article in BMC public health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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14 citing papers in PubMed.
- Optimal 24-Hour Sleep Duration and Depression Risk in Chinese Middle-Aged and Elderly: A Machine Learning and RCS Analysis of Nonlinear Associations.The Psychiatric quarterly · 2026Article
- The relationship between depressive symptoms and instrumental activities of daily living among older adults in China and its associations with age, sex, and outdoor activity engagement.BMC geriatrics · 2026Observational
- Observational
- Association between education level and depressive symptom trajectories in middle-aged and older Chinese adults: a nationally representative cohort study.BMC psychology · 2026Article
- Independent and joint associations of depressive symptoms and social isolation on trajectories of functional disability among middle-aged and older adults.Archives of public health = Archives belges de sante publique · 2026Article
- Metabolic Syndrome and Low Back Pain: Evidence from Cross-Sectional and Mendelian Randomization Analysis.Journal of pain research · 2026Article
- The Impact of Falls on Depressive Symptoms in Middle-Aged and Older Chinese Adults: Mediating Effects of Pain.Psychology research and behavior management · 2026Article
- Association between body roundness index and trajectories of depressive symptoms among Chinese middle-aged and older adults: a nationwide cohort study from CHARLS.BMC psychology · 2025Article
- Association between metabolism and low back pain: a cross-sectional study.Journal of orthopaedic surgery and research · 2025Article
- Prevalence and risk factors of low back pain in middle-aged and older adult in China: a cross-sectional study.Archives of public health = Archives belges de sante publique · 2025Article
- Association between metabolic syndrome and risk of incident low back pain: A retrospective cohort study using real-world data from Japan.Preventive medicine reports · 2025Article
- Work-Related Disorders in Public Transportation Drivers and the Length of Exposure.Journal of clinical medicine · 2025Article
- Depression as a mediator between socioeconomic status and risk of All-Cause and cardiovascular mortality in diabetes and prediabetes.Scientific reports · 2025Article
- Independent and joint associations of dietary diversity and physical activity on mental health among older adults in China: a cross-sectional study.BMC public health · 2025Observational
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Abstract
backgroundAlthough metabolic syndrome (MetS) and depressive symptoms (DS) are predictors of low back pain (LBP), their combined effects and relative contributions to LBP have not been well studied. Using the nationally representative data from the China Health and Retirement Longitudinal Study (CHARLS), this study conducted cross-sectional and longitudinal analyses to investigate the impact of MetS on LBP, and the joint effects of MetS and DS on LBP.
methodsThis study included a cross-sectional analysis of 8957 participants aged at least 45 years from the CHARLS 2011 dataset and a longitudinal follow-up of 3468 participants without LBP from the CHARLS 2011, tracked over 9.25 years (from June 2011 to September 2020) with 4 times LBP assessment in CHARLS 2013, 2015, 2018, and 2020. To explore the association between MetS on LBP and the joint effects of MetS and DS on LBP, multivariable-adjusted multinomial logistic regression models were used to estimate odds ratios (ORs) and 95% confidence intervals (CIs). Multivariable-adjusted COX proportional hazards regression models were applied to estimate hazard ratios (HRs) and 95% CIs. All statistical analyses were conducted using STATA (version SE16).
resultsIn the cross-sectional analysis, MetS was associated with a lower risk of LBP (adjusted OR = 0.85, 95% CI = 0.74-0.97), while there was no significance for this association in the longitudinal analysis. In the joint association of MetS and DS with LBP, participants with NoMetS + DS (adjusted OR = 2.31, 95% CI = 1.94-2.75), and MetS + DS (adjusted OR = 2.16, 95% CI = 1.81-2.59) were risk factors for LBP events, while those with MetS + NoDS (adjusted OR = 0.75, 95% CI = 0.62-0.90) was a protective factor for LBP events than those with NoMetS + NoDS. During the 9.25 years of follow-up, 1708 cases (49.25%) experienced incident LBP events. In the longitudinal analysis, a significantly negative association was not found in MetS + NoDS for LBP events. Three sensitivity analyses identified the robustness of the associations. Moreover, the nature of cross-sectional associations differed by age (45-64 and 65 + years).
conclusionsOur study found that MetS was linked to a lower incidence of LBP, but this effect does not persist over time. Importantly, the combination of MetS and DS significantly increased LBP risk, a joint effect not extensively studied before. These findings underscore the novel contribution of our research, advocating for the joint assessment of MetS and DS to enhance LBP risk stratification and inform prevention strategies.
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