Evidence map›Paper›PMID 41710344›Full record

ArticleRisk management and healthcare policy2026

Limited Utility of the CALLY Index in Enhancing Mortality Prediction for Trauma Patients in Intensive Care Units: A Retrospective Analysis.

Pao-Jen Kuo, Ching-Ya Huang, Kuan-Hao Liao, Pi-Chieh Lin, Peng-Chen Chien, Ching-Hua Hsieh

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Article in Risk management and healthcare policy, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Pao-Jen Kuo *Department of Plastic Surgery, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, 83301, Taiwan.ORCID 0000-0003-0430-6843
Ching-Ya Huang *Department of Plastic Surgery, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, 83301, Taiwan.ORCID 0000-0003-1214-6587
Kuan-Hao LiaoDepartment of Plastic Surgery, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, 83301, Taiwan.
Pi-Chieh LinDepartment of Plastic Surgery, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, 83301, Taiwan.
Peng-Chen ChienDepartment of Plastic Surgery, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, 83301, Taiwan.
Ching-Hua HsiehDepartment of Plastic Surgery, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, 83301, Taiwan.ORCID 0000-0002-0945-2746

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Accurate prognostication for trauma patients in intensive care units (ICUs) remains challenging. This study investigated whether incorporating the C-reactive protein-albumin-lymphocyte (CALLY) index into traditional ICU scoring systems could enhance mortality prediction for trauma patients. Methods: A retrospective cohort study was performed on 1242 trauma patients hospitalized to a Level I trauma center ICU from January 1, 2016, to December 31, 2023. The CALLY index was computed using the formula = [albumin (g/dL) × lymphocyte count (10 Results: Integration of the CALLY index with APACHE II resulted in a minimal AUC increase from 0.811 to 0.812. It did not alter the AUC for MPM II, MPM24 II, or MPM48 II models (0.826, 0.845, and 0.832, respectively). For TRISS, adding the CALLY index slightly decreased the AUC from 0.731 to 0.725. The calibration curves suggest that adding the CALLY index did not markedly improve agreement between predicted and actual mortality. Discussion: Unlike its proven efficacy in chronic conditions, the CALLY index did not significantly enhance mortality prediction in trauma patients when combined with traditional scoring systems. The reason that CALLY index did not enhance predictive power may be attributed to the acute, dynamic nature of trauma physiology, which differs from the steady-state conditions observed in chronic diseases. Further research is required to develop or refine prognostic tools specifically tailored to the unique physiological responses of trauma patients in ICU settings. Conclusion: For ICU clinicians, these results imply that the CALLY index provides minimal improvement in mortality risk assessment for trauma patients.

Indexed as

CALLY indexICUintensive care unitmortalityprognostic scoring systemsthe C-reactive protein-albumin-lymphocyte indextrauma

Identifiers

PMID41710344
PMCPMC12912004

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.