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ORIGINAL RESEARCH article

Front. Nutr.

Sec. Nutritional Epidemiology

Correlation between the CALLY index and Osteoarthritis Prevalence: a cross-sectional study of American adults based on NHANES

Provisionally accepted
Linzeng  QiLinzeng QiQian  ChenQian ChenYingxia  LiYingxia Liyongyuan  guoyongyuan guo*
  • Department of Orthopedic Surgery, Qilu Hospital of Shandong University, Jinan, China

The final, formatted version of the article will be published soon.

Background: Osteoarthritis (OA) is a common degenerative joint disease, and accumulating evidence suggests that metabolic and inflammatory pathways are involved in its pathogenesis. The C-reactive protein – albumin – lymphocyte (CALLY) index, an integrated biomarker incorporating serum albumin, lymphocyte counts, and C-reactive protein (CRP), has recently attracted attention as a potential indicator of systemic inflammation and nutritional status. However, its association with OA prevalence remains unclear. Methods: We conducted a cross-sectional analysis using data from the National Health and Nutrition Examination Survey (NHANES) cycles 2001–2010 and 2015–2018. To assess external consistency, we additionally analyzed an independent hospital-based cohort (n = 1,534) and evaluated the association between the CALLY index and OA prevalence using multivariable logistic regression (weighted in NHANES), restricted cubic spline (RCS) modeling, interaction tests, and subgroup analyses. Because the CALLY index exhibited a right-skewed distribution, we conducted a pre-specified sensitivity analysis using its natural logarithm ln(CALLY). All models were adjusted for key covariates, including age, educational attainment, and additional potential confounders. Results: The untransformed CALLY index exhibited marked right skewness, which was substantially reduced after log transformation. In the NHANES analyses, higher levels of both the raw CALLY index and ln(CALLY) were significantly associated with a lower prevalence of OA. Restricted cubic spline analyses revealed a nonlinear inverse association on the raw scale and an approximately linear inverse association on the ln(CALLY) scale. In the external validation cohort, the direction of the associations was consistent. Conclusion: In both the NHANES-based cross-sectional analyses and the external validation cohort, the CALLY index was inversely associated with OA prevalence. On the raw scale, this association demonstrated a nonlinear pattern, whereas on the log-transformed scale ln(CALLY), it was approximately linear. These findings remained robust to extensive covariate adjustment and multiple sensitivity analyses.

Keywords: Osteoarthritis, Incidence risk, nutrition, Inflammation, Immunity, Body Mass Index, CALLY

Received: 22 Sep 2025; Accepted: 21 Nov 2025.

Copyright: © 2025 Qi, Chen, Li and guo. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: yongyuan guo, 201362006478@email.sdu.edu.cn

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