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Longitudinal association of frailty levels with knee osteoarthritis in middle-aged and elderly chinese: a longitudinal cohort study
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  • Published: 16 February 2026

Longitudinal association of frailty levels with knee osteoarthritis in middle-aged and elderly chinese: a longitudinal cohort study

  • Jie Liu1,
  • Huixia Zhang1,
  • Wenjie Liu2 &
  • …
  • Guowei Yu3 

Scientific Reports , Article number:  (2026) Cite this article

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We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Endocrine system and metabolic diseases
  • Endocrinology
  • Medical research
  • Rheumatology

Abstract

Frailty and Knee osteoarthritis (KOA) are highly prevalent in middle-aged and elderly populations. However, evidence on the longitudinal association of frailty with KOA is limited. The aim of our study was to explore the longitudinal effects of frailty levels on KOA, combining phenotypic frailty and frailty index(FI), using Cox regression analysis in a prospective cohort. The data for this study were sourced from the 2011 and 2018 waves of the China Health and Retirement Longitudinal Study (CHARLS). Participants were categorized into three groups based on their total FI concentration: high (≥ 3rd quartile), medium (between the 1st and 3rd quartiles), and low (≤ 1st quartile). A Cox proportional hazards model was used to assess the associations between frailty status, FI, and incident KOA. The predictive value of phenotypic frailty and FI for KOA was evaluated by calculating the area under the receiver operating characteristic curve (AUC). Restricted cubic spline (RCS) analysis was conducted to examine the dose–response relationship between FI and the risk of incident KOA. Additionally, depressive symptoms were included as a mediator to explore their potential mediating effect on the association between frailty and KOA. After 7 years of follow-up, 14,079 participants were included in the analysis of incident KOA. Both phenotypic frailty and FI were significantly associated with increased risk of incident KOA. Compared with non-frail participants, frail individuals had an adjusted hazard ratio (HR) of 2.10 (95% CI: 1.78–2.48; P < 0.05) for KOA. For the FI, a clear dose-response relationship was observed, with HRs for Q2, Q3, and Q4 relative to Q1 being 1.74 (95% CI: 1.36–2.22), 2.62 (95% CI: 2.08–3.30), and 4.17 (95% CI: 3.33–5.22), respectively (P for trend < 0.001). The time-dependent ROC analysis indicated that both phenotypic frailty and FI provided strong predictive value for KOA (AUC for FI = 0.76 at 5 years). Using the causal mediation framework, the mediation effect of social isolation was not statistically significant (p = 0.074), suggesting that the association is primarily driven by direct biological pathways rather than social factors. Frailty had adverse effects on KOA, with social isolation symptoms acting as the mediator.

Data availability

Support the results of data could be available at “https://charls.pku.edu.cn”.

Abbreviations

CHARLS:

China health and retirement longitudinal study

FI:

Frailty index

KOA:

Knee osteoarthritis

BMI:

Body mass index

OR:

Odds ratio

CI:

Confidence Interval

ROC:

Receiver operating characteristic

AUC:

Area under the curve

References

  1. Lobanov-Rostovsky, S. et al. Growing old in China in socioeconomic and epidemiological context: systematic review of social care policy for older people. BMC Public. Health. 23 (1), 1272 (2023).

    Google Scholar 

  2. Erlangsen, A. et al. Association between neurological disorders and death by suicide in Denmark. JAMA 323 (5), 444–454 (2020).

    Google Scholar 

  3. Choi, M. et al. Arthroscopic partial meniscectomy versus physical therapy for degenerative meniscal tear: a systematic review. J. Korean Med. Sci. 36 (45), e292 (2021).

    Google Scholar 

  4. Deere, K. et al. How long do revised and multiply revised knee replacements last? An analysis of the National joint registry. Lancet Rheumatol. 3 (6), e438–e46 (2021).

    Google Scholar 

  5. Rousseau, A-F. et al. Long-term outcomes after critical illness: recent insights. Crit. Care. 25 (1), 108 (2021).

    Google Scholar 

  6. Rosko, A. E. et al. Aging phenotypes and restoring functional deficits in older adults with hematologic malignancy. J. Natl. Compr. Canc Netw. 19 (9), 1027–1036 (2021).

    Google Scholar 

  7. Dlima, S. D. et al. Frailty: a global health challenge in need of local action. BMJ Glob Health; 9(8):e015173 (2024).

  8. O’Brien, M. S. & McDougall, J. J. Age and frailty as risk factors for the development of osteoarthritis. Mech. Ageing Dev. 180, 21–28 (2019).

    Google Scholar 

  9. Huang, G. et al. The association between frailty and osteoarthritis based on the NHANES and Mendelian randomization study. Arch. Med. Sci. 19 (5), 1545–1550 (2023).

    Google Scholar 

  10. Wang, L. et al. Development of a model for predicting the 4-year risk of symptomatic knee osteoarthritis in china: a longitudinal cohort study. Arthritis Res. Ther. 23 (1), 65 (2021).

    Google Scholar 

  11. Jiang, Z. et al. Body roundness index and the risk of knee osteoarthritis: evidence from the China health and retirement longitudinal study. Front. Nutr. 12, 1533966 (2025).

    Google Scholar 

  12. Zhao, Y., Hu, Y., Smith, J. P., Strauss, J. & Yang, G. Cohort profile: the China health and retirement longitudinal study (CHARLS). Int. J. Epidemiol. 43 (1), 61–68 (2014).

    Google Scholar 

  13. Qi, Y., Mohammadi, A., Fei, Y., Jantan, A. H. & Sun, H. The mediating role of workers’ migration and income redistribution between rural social security and rural consumer purchase behaviour in Anhui Province. China J. Int. Bus. Manag. 6, 01–14 (2023).

    Google Scholar 

  14. Ding, L., Zhu, X., Xiong, Z., Yang, F. & Zhang, X. The association of age at diagnosis of hypertension with cognitive decline: the China health and retirement longitudinal study (CHARLS). J. Gen. Intern. Med. 38 (6), 1431–1438 (2023).

    Google Scholar 

  15. He, D. et al. Changes in frailty and incident cardiovascular disease in three prospective cohorts. Eur. Heart J. 45 (12), 1058–1068 (2024).

    Google Scholar 

  16. Zhu, Y. et al. Exploring the mediating roles of depression and cognitive function in the association between sarcopenia and frailty: A Cox survival analysis approach. J. Adv. Res. 76, 605–613 https://doi.org/10.1016/j.jare.2024.12.021(2025).

  17. Hoogendijk, E. O. et al. Frailty: implications for clinical practice and public health. Lancet 394 (10206), 1365–1375 (2019).

    Google Scholar 

  18. Yang, X. et al. Impact of frailty on mortality and hospitalization in chronic heart failure: a systematic review and meta-analysis. J. Am. Heart Assoc. 7 (23), e008251 (2018).

    Google Scholar 

  19. Sun, L. et al. The association between continuing work after retirement and the incidence of frailty: evidence from the China health and retirement longitudinal study. J. Nutr. Health Aging. 28 (12), 100398 (2024).

    Google Scholar 

  20. Topiwala, A. et al. Associations between moderate alcohol consumption, brain iron, and cognition in UK biobank participants: observational and Mendelian randomization analyses. PLoS Med. 19 (7), e1004039 (2022).

    Google Scholar 

  21. Zhang, Y. et al. Calcitonin gene-related peptide facilitates sensitization of the vestibular nucleus in a rat model of chronic migraine. J. Headache Pain. 21 (1), 72 (2020).

    Google Scholar 

  22. Lin, Y., Zhong, S. & Sun, Z. Association between balance ability and cardiovascular disease onsets among middle-aged and older adults: an observational cohort study from the China health and retirement longitudinal study. Front. Public. Health. 13, 1436520 (2025).

    Google Scholar 

  23. Dong, G. et al. Association between grip strength level and fall experience among older Chinese adults: a cross-sectional study from the CHARLS. BMC Geriatr. 25 (1), 156 (2025).

    Google Scholar 

  24. Choe, H. J. et al. Gender differences in risk factors for the 2 year development of sarcopenia in community-dwelling older adults. J. Cachexia Sarcopenia Muscle. 13 (3), 1908–1918 (2022).

    Google Scholar 

  25. Little, R. J. & Rubin, D. B. Statistical Analysis with Missing Data (Wiley, 2019).

  26. White, I. R., Royston, P. & Wood, A. M. Multiple imputation using chained equations: issues and guidance for practice. Stat. Med. 30 (4), 377–399 (2011).

    Google Scholar 

  27. Haugen, I. K., Magnusson, K., Turkiewicz, A. & Englund, M. The prevalence, incidence, and progression of hand osteoarthritis in relation to body mass index, smoking, and alcohol consumption. J. Rhuematol. 44 (9), 1402–1409 (2017).

    Google Scholar 

  28. Harrell, F. E. & Levy, D. G. Regression modeling strategies. R package version. :6.3-0. (2022).

  29. Lin, L. et al. Association of adverse childhood experiences and social isolation with later-life cognitive function among adults in China. JAMA Netw. Open. 5 (11), e2241714 (2022).

    Google Scholar 

  30. Ajabnoor, A. M. et al. Incidence of nonvalvular atrial fibrillation and oral anticoagulant prescribing in England, 2009 to 2019: A cohort study. PLoS Med. 19 (6), e1004003 (2022).

    Google Scholar 

  31. Kim, D. H. et al. Frailty and clinical outcomes of direct oral anticoagulants versus warfarin in older adults with atrial fibrillation: a cohort study. Ann. Intern. Med. 174 (9), 1214–1223 (2021).

    Google Scholar 

  32. Park, S., Baek, I-J., Ryu, J. H., Chun, C-H. & Jin, E-J. PPARα-ACOT12 axis is responsible for maintaining cartilage homeostasis through modulating de Novo lipogenesis. Nat. Commun. 13 (1), 3 (2022).

    Google Scholar 

  33. Otsuka, R. et al. A frailty-intrinsic capacity index to predict disability in community-dwelling older Japanese adults. JAR Life. 14, 100042 (2025).

    Google Scholar 

  34. Alabadi, B. et al. Frailty Is Associated with Oxidative Stress in Older Patients with Type 2 Diabetes. Nutrients. 13(11):3983 https://doi.org/10.3390/nu13113983 (2021).

  35. Clockaerts, S. et al. Statin use is associated with reduced incidence and progression of knee osteoarthritis in the Rotterdam study. Ann. Rheum. Dis. 71 (5), 642–647 (2012).

    Google Scholar 

  36. Schulman, I. H., Balkan, W. & Hare, J. M. Mesenchymal stem cell therapy for aging frailty. Front. Nutr. 5, 108 (2018).

    Google Scholar 

  37. Siviero, P. et al. Association between osteoarthritis and social isolation: data from the EPOSA study. J. Am. Geriatr. Soc. 68 (1), 87–95 (2020).

    Google Scholar 

  38. Tzeng, N-S., Yang, Y-Y., Lin, C-C., Hsieh, P-S. & Liu, Y-P. Effects of early Risperidone treatment on metabolic parameters in socially isolated rats-implication of antipsychotic intervention across developmental stages of schizophrenia. J. Integr. Neurosci. 22 (1), 12 (2023).

    Google Scholar 

  39. McArthur, C. et al. Social engagement and distress among home care recipients during the COVID-19 pandemic in Ontario, canada: a retrospective cohort study. J. Am. Med. Dir. Assoc. 23 (7), 1101–1108 (2022).

    Google Scholar 

  40. Sharma, G. et al. Preclinical efficacy of the GPER-selective agonist G-1 in mouse models of obesity and diabetes. Sci. Transl. Med. 12(528):eaau5956 https://doi.org/10.1126/scitranslmed.aau5956 (2020).

  41. Haugen, C. E. et al. Multicenter study of Age, Frailty, and waitlist mortality among liver transplant candidates. Ann. Surg. 271 (6), 1132–1136 (2020).

    Google Scholar 

  42. Ma, N. & Gao, F. Correlation between low testosterone levels and the risk of osteoarthritis: a cross-sectional analysis of NHANES data (2011–2016). BMC Musculoskelet. Disord. 26 (1), 23 (2025).

    Google Scholar 

  43. Chen, T. et al. Primary human chondrocytes affected by cigarette smoke-Therapeutic challenges. Int. J. Mol. Sci. 21(5):1901 https://doi.org/10.3390/ijms21051901(2020).

  44. Kooranian, F., ParsaYekta, Z. & Rassouli, M. Barriers and challenges to self-care among older adults with knee osteoarthritis: a qualitative study. Ethiop. J. Health Sci. 32 (5), 963–974 (2022).

    Google Scholar 

  45. Vickers, A. J. & Elkin, E. B. Decision curve analysis: a novel method for evaluating prediction models. Med. Decis. Mak. 26 (6), 565–574 (2006).

    Google Scholar 

  46. Siviero, P. et al. Association between osteoarthritis and social isolation: data from the EPOSA study. J. Am. Geriatr. Soc. 68 (1), 87–95 (2019).

    Google Scholar 

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Acknowledgements

We appreciate the cooperation and contribution of all participants in the CHARLS. We sincerely appreciate the YIWANDOU team for their invaluable contribution to data cleaning and processing.

Funding

Funding for this study was obtained from the “The “Tianshan Talent” High-level Medical and Health Talent Project Plan, No. TSYC202401B171”.

Author information

Authors and Affiliations

  1. Rehabilitation Department, The Sixth Affiliated Hospital of Xinjiang Medical University, Xinjiang Uygur Autonomous Region, Urumqi, 830002, China

    Jie Liu & Huixia Zhang

  2. Bouvé College of Health Sciences, Northeastern University, Boston, MA, 02115, USA

    Wenjie Liu

  3. School of Medical Sciences, Northwest Minzu University Health Science Center, Lanzhou, 730030, Gansu Province, China

    Guowei Yu

Authors
  1. Jie Liu
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  2. Huixia Zhang
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  3. Wenjie Liu
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Contributions

JL and GY set the overall goal, set up the outline of the manuscript, and performed data analysis. HZ, JL, and WL produced figures, completed the first draft of the article, and revised the paper. HZ and JL assisted in determining the direction of research, data description, and quality control of the paper. All authors provided feedback on the manuscript and reviewed the manuscript.

Corresponding authors

Correspondence to Jie Liu or Guowei Yu.

Ethics declarations

Competing interests

The authors declare no competing interests.

Ethics approval and consent to participate

CHARLS has received ethical approval from the Institutional Review Board (IRB) of Peking University. The IRB approval number for the primary participant survey (including anthropometric measurements) was IRB00001052-11015 and the IRB approval number for Biomarker collection was IRB00001052-11014. All the participants had signed their written informed consent. The study methods were conducted in accordance with the approved guidelines.

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Liu, J., Zhang, H., Liu, W. et al. Longitudinal association of frailty levels with knee osteoarthritis in middle-aged and elderly chinese: a longitudinal cohort study. Sci Rep (2026). https://doi.org/10.1038/s41598-026-39166-3

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  • Received: 12 May 2025

  • Accepted: 03 February 2026

  • Published: 16 February 2026

  • DOI: https://doi.org/10.1038/s41598-026-39166-3

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Keywords

  • Frailty
  • FI
  • Osteoarthritis
  • The china health and retirement longitudinal study
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