The value of the CRP-albumin-lymphocyte index (CALLY index) as a prognostic biomarker in acute ischemic stroke

This study aims to evaluate the predictive capability of CRP-albumin-lymphocyte (CALLY) index in relation to hemorrhagic transformation (HT) and functional outcome in acute ischemic stroke (AIS). A total of 439 AIS patients were included in this analysis. Multivariate logistic regression was conducted to examine the relationship between the CALLY index, HT, and functional outcomes. To address its non-linear association, a restricted cubic spline (RCS) model identified an optimal threshold for the CALLY index. Subgroup analyses further explored the association between the CALLY index and HT. The receiver operating characteristic (ROC) curve, the net reclassification index (NRI), and the integrated discrimination index (IDI) were used to assess and compare the predictive performance of the CALLY index with established models for HT. Furthermore, mediation analysis was performed to elucidate the causal pathways linking the CALLY index, HT, and functional outcomes. Among the participants, 9.79% (43/439) experienced HT, and 49.32% (182/369) encountered adverse outcomes. A higher CALLY index was associated with a lower risk of developing HT (OR 0.449, 95% CI 0.283-0.713) and poor outcome (OR 0.691, 95% CI 0.558-0.855). RCS curves demonstrated an increased risk of HT when the CALLY index fell below 1.188. Compared to existing HT prediction models, the CALLY index demonstrates superior predictive performance, with an AUC of 0.746. Furthermore, the CALLY index exhibits improved reclassification ability, as indicated by enhanced NRI and IDI values. The CALLY index independently predicts HT and adverse outcomes in AIS, demonstrating superior accuracy to existing risk scores and offering a practical biomarker for clinical prognosis.

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Publication Details

Journal
Scientific Reports
Published
2025-04-21
DOI
https://doi.org/10.1038/s41598-025-97538-7
Citations
8
Primary Topic
Acute Ischemic Stroke Management
Type
article
Field-Weighted Citation Impact
10.83

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article

The value of the CRP-albumin-lymphocyte index (CALLY index) as a prognostic biomarker in acute ischemic stroke

Jie Feng, Yinghuan Pan, Xianjing Feng, Ruxin Tu et al.
8 citations
Scientific Reports
Acute Ischemic Stroke Management
10.83
article

The value of the CRP-albumin-lymphocyte index (CALLY index) as a prognostic biomarker in acute ischemic stroke

Jie Feng, Yinghuan Pan, Xianjing Feng, Ruxin Tu, Yu Fang, Minping Wei, Zeyu Liu, Weijia Xie, Jialuo Yin, Deng Bi, Jian Xia
article en
8 citations

Abstract

This study aims to evaluate the predictive capability of CRP-albumin-lymphocyte (CALLY) index in relation to hemorrhagic transformation (HT) and functional outcome in acute ischemic stroke (AIS). A total of 439 AIS patients were included in this analysis. Multivariate logistic regression was conducted to examine the relationship between the CALLY index, HT, and functional outcomes. To address its non-linear association, a restricted cubic spline (RCS) model identified an optimal threshold for the CALLY index. Subgroup analyses further explored the association between the CALLY index and HT. The receiver operating characteristic (ROC) curve, the net reclassification index (NRI), and the integrated discrimination index (IDI) were used to assess and compare the predictive performance of the CALLY index with established models for HT. Furthermore, mediation analysis was performed to elucidate the causal pathways linking the CALLY index, HT, and functional outcomes. Among the participants, 9.79% (43/439) experienced HT, and 49.32% (182/369) encountered adverse outcomes. A higher CALLY index was associated with a lower risk of developing HT (OR 0.449, 95% CI 0.283-0.713) and poor outcome (OR 0.691, 95% CI 0.558-0.855). RCS curves demonstrated an increased risk of HT when the CALLY index fell below 1.188. Compared to existing HT prediction models, the CALLY index demonstrates superior predictive performance, with an AUC of 0.746. Furthermore, the CALLY index exhibits improved reclassification ability, as indicated by enhanced NRI and IDI values. The CALLY index independently predicts HT and adverse outcomes in AIS, demonstrating superior accuracy to existing risk scores and offering a practical biomarker for clinical prognosis.

Scientific ReportsVol. 15(1)
Central South University (CN), Xiangya Hospital Central South University (CN)
National Natural Science Foundation of China
Good health and well-being
Openalex Percentile: Top 1%
Acute Ischemic Stroke Management
10.83
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