ArticleArthritis research & therapy2025
CRP-Albumin-Lymphocyte index (CALLYI) as a risk-predicting biomarker in association with osteoarthritis.
Article in Arthritis research & therapy, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Osteoarthritis: Epidemiology, Diagnosis, and Treatment.MedComm · 2026Review
- Red blood cell distribution width-to-albumin ratio and osteoarthritis: A cross-sectional and cohort study.The Journal of international medical research · 2026Article
- The cally index as an indicator of inflammatory burden across clinical phases of familial mediterranean fever.Clinical rheumatology · 2026Article
- C-reactive Protein-Albumin-Lymphocyte (CALLY) Index in Patients With Sepsis: An Observational Study.Cureus · 2026Article
- A CRP-Albumin-Lymphocyte (CALLY) Index-Based Nomogram for Predicting Survival After Radical Surgery for Hypopharyngeal Squamous Cell Carcinoma.Journal of inflammation research · 2026Article
- Association between the C-reactive protein-albumin-lymphocyte index and cardiovascular incidence and mortality among patients with chronic kidney disease: a prospective study.Frontiers in immunology · 2026Article
- Dietary vitamin E intake and all-cause mortality in patients with osteoarthritis: a prospective cohort study using NHANES data.European journal of medical research · 2025Article
- Relationship between RAR and the risk of osteoarthritis: a comprehensive analysis based on NHANES data (1999-2018).Journal of orthopaedics · 2025Article
- C-reactive protein -albumin-lymphocyte (CALLY) index as a predictor of early mortality in elderly patients with hip fractures.Ulusal travma ve acil cerrahi dergisi = Turkish journal of trauma & emergency surgery : TJTES · 2025Article
- Systemic Inflammation in Hip Fracture and Osteoarthritis: Insights into Pathways of Immunoporosis.International journal of molecular sciences · 2025Article
- Age-stratified selection of albumin-based inflammatory ratios: a novel strategy for optimizing risk prediction of severe pneumonia in children.Frontiers in pediatrics · 2025Article
- Association between the C-reactive protein-albumin-lymphocyte (CALLY) index and osteoarthritis prevalence: a cross-sectional study of American adults based on NHANES.Frontiers in nutrition · 2025Article
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Abstract
purposeAs a novel biomarker, the C-reactive protein-Albumin-Lymphocyte Index (CALLYI) offers a comprehensive evaluation of the human body from three perspectives. However, the association between CALLYI and the incidence of osteoarthritis (OA) remains unclear. This cross-sectional study investigates the potential relationship between CALLYI and OA in US adults, develops a clinical prediction model, and validates its effectiveness.
methodThe study cohort consisted of 18,624 U.S. adults who participated in the National Health and Nutrition Examination Survey (NHANES) from 1999 to 2010. The CALLYI was calculated using the formula: albumin * lymphocytes / CRP * 10. Three weighted multiple regression models were constructed to investigate the correlation between CALLYI and OA. Restricted cubic splines (RCS) were employed to evaluate the nonlinear relationship between these two variables. Subgroup analyses were conducted to examine interactions. Univariate logistic regression, binary logistic regression, and least absolute shrinkage and selection operator (LASSO) were utilized for variable selection in the prediction model. Decision curve analysis (DCA) and receiver operating characteristic (ROC) curve analysis were applied to assess the predictive performance of the models.
resultsThe total sample size analyzed in this study was 18,624, of which 1,977 (10.62%) were diagnosed with OA. And the mean value of CALLYI was 5.13 (2.12,12.86). The multivariate logistic regression model revealed a negative correlation between elevated CALLYI and OA. The fully adjusted Model 3 demonstrated a significant 28% reduction in OA risk in the Q4 compared to the Q1 of CALLYI (OR = 0.72 95% CI: 0.59-0.88, p = 0.001). Subgroup analyses did not reveal any significant interactions (p > 0.05). Additionally, a significant non-linear relationship between CALLYI and OA using RCS (p < 0.0001). After variable screening, we constructed an OA prediction model incorporating CALLYI, and the results were visualized using a nomogram. The area under the curve (AUC) was 0.825 (95% CI: 0.817-0.834), and DCA indicated that the model holds clinical significance.
conclusionThis study, utilizing NHANES statistics, is the first to establish a nonlinear negative relationship between CALLYI and OA, with no significant interaction observed in subgroup analyses. In the OA prediction model incorporating CALLYI, we validated the effectiveness and clinical utility of this model, providing evidence that CALLYI can serve as a biomarker for OA risk prediction. Nevertheless, larger multicenter prospective cohort studies are necessary to mitigate the limitations inherent in cross-sectional designs and self-reported OA diagnoses.
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