ArticleBMC emergency medicine2025
Evaluation of the C-reactive protein-albumin-lymphocyte (CALLY) index as a prognostic marker in patients with sepsis.
Article in BMC emergency medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled it.
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Who cites it
8 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The prognostic value of the CALLY index in sepsis: a systematic review and meta-analysis.Frontiers in medicine · 2026Pooled it
- CALLY Index and Inflammatory Parameters for Predicting Focal Involvement in Human Brucellosis: A Retrospective Cohort Study.Diagnostics (Basel, Switzerland) · 2026Article
- Integrated nutritional-inflammatory and frailty-based model for mortality risk stratification following hip fracture surgery: a multicentre cohort study.Aging clinical and experimental research · 2026Article
- Cross-sectional associations of lipid accumulation and immune-nutritional indices with ultrasonography-detected gallstone disease: an explainable machine learning analysis.Frontiers in nutrition · 2026Article
- External validation of the CALLY index and development of a laboratory-based model for 28-day mortality in sepsis: a two-center study.Frontiers in medicine · 2026Article
- Baseline and dynamic CALLY index changes predict mortality in sepsis-associated acute kidney injury: a two-center retrospective cohort study.Frontiers in nutrition · 2026Article
- An exploratory study evaluating the predictive capacity of the CALLY index and SOFA-2 for 28-day all-cause mortality in patients with septic shock.Frontiers in medicine · 2026Article
- CRP-To-Albumin Ratio and CALLY Index for Sepsis Identification and Mortality Discrimination in Critically Ill Children.Pediatrics international : official journal of the Japan Pediatric SocietyArticle
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundSepsis remains a leading cause of mortality worldwide, and early identification of high-risk patients is essential. The C-reactive protein–albumin–lymphocyte (CALLY) index has emerged as a potential prognostic biomarker but has not been widely studied in emergency department (ED) populations.
methodsWe conducted a retrospective cohort study including adult patients diagnosed with sepsis upon ED admission. The CALLY index was calculated as (albumin × lymphocyte count) / C-reactive protein (CRP), using laboratory values obtained at presentation. The primary outcome was 30-day all-cause mortality. Predictive performance was assessed using multivariable logistic regression with least absolute shrinkage and selection operator (LASSO) variable selection, calibration metrics, and Receiver Operating Characteristic (ROC) curve analyses.
resultsA total of 669 patients were included, with a 30-day mortality rate of 23% (n = 156). Non-survivors had significantly higher CRP (107.30 ± 40.97 vs. 94.01 ± 28.09 mg/L, p = 0.002), lower albumin (2.81 ± 0.30 vs. 3.59 ± 0.22 g/dL, p < 0.001), and lower lymphocyte count (0.71 ± 0.31 vs. 1.30 ± 0.40 × 10⁹/L, p < 0.001). The mean CALLY index was markedly elevated in deceased patients (69.7 ± 54.2 vs. 23.1 ± 15.6, p < 0.001). The area under the ROC of the CALLY index was 0.906 (95% CI, 0.879–0.934). At the threshold yielding the maximum Youden Index (31.32), the sensitivity was 0.853, specificity was 0.854, and accuracy was 0.852.
conclusionThe CALLY index is a simple and accessible biomarker independently associated with 30-day mortality in ED patients with sepsis and may support early risk stratification in acute care. CLINICAL TRIAL NUMBER: Not applicable.
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