Your new experience awaits. Try the new design now and help us make it even better

ORIGINAL RESEARCH article

Front. Nutr.

Sec. Clinical Nutrition

This article is part of the Research TopicEmerging Perspectives on Precision Nutrition in Critical Illness: Targeting Gut Microbiota and Immune Function for Improved OutcomesView all 4 articles

Evaluating the Prognostic Significance of the Modified Prognostic Nutritional Index – C-reactive Protein-to-Albumin-to-Lymphocyte Index in Acute Decompensated Heart Failure: Special Attention to the Impact of Diabetes

Provisionally accepted
Na  ZhangNa ZhangShuhua  ZhangShuhua ZhangLin  XieLin XieHengcheng  LuHengcheng LuQun  WangQun WangZhiyu  XiongZhiyu XiongZhiting  WuZhiting WuJinyan  ZhangJinyan ZhangYafei  JianYafei JianWanfen  HuangWanfen HuangYinghao  KuangYinghao KuangXinfang  HuangXinfang HuangWei  WangWei Wang*Yang  ZouYang Zou*Hongyi  YangHongyi Yang*
  • Jiangxi Provincial People's Hospital, Nanchang, China

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

Objective: Malnutrition is one of the most common complications in acute decompensated heart failure (ADHF). This study investigated the predictive value of a modified prognostic nutritional index (PNI)—the C-reactive protein-to-albumin-to-lymphocyte (CALLY) index—for short-term mortality in ADHF patients, while accounting for the potential interactive effects of participants' glycemic status. Method: The data were derived from the Jiangxi-ADHF II study cohort, which included 1,225 ADHF patients. The Boruta algorithm was employed to identify key prognostic features associated with mortality in ADHF and rank their predictive importance. Subsequently, multivariate Cox regression analysis and receiver operating characteristic curve analysis were conducted to evaluate and compare the prognostic significance of the PNI and CALLY index in predicting short-term mortality in ADHF patients. Exploratory subgroup analyses, including diabetes subgroups, were performed to assess the generalizability of these findings across populations. Results: During the 30-day observation period, 109(8.9%) participants experienced mortality. Using the Boruta algorithm, the CALLY index was identified as a key factor associated with ADHF-related mortality. In mortality risk assessment, the CALLY index demonstrated a stronger inverse association with mortality risk in ADHF patients compared to PNI. Quartile-based analysis revealed significantly higher mortality risks associated with low CALLY index relative to low PNI(HR: Q1 4.21 vs 3.32). For 2 / 30 mortality outcome prediction, the CALLY index(AUC=0.80) was significantly superior to the PNI. Exploratory subgroup analyses further revealed that glycemic metabolic status may act as a significant interaction term in the association between the CALLY index and short-term prognosis in ADHF: compared to non-diabetic ADHF patients, those with comorbid diabetes exhibited a stronger inverse association between the CALLY index and 30-day mortality risk. This finding implies that diabetes significantly amplifies the mortality risk associated with low CALLY index. Conclusion: In conclusion, the CALLY index, modified based on the PNI, serves as a valuable prognostic tool for short-term outcomes in ADHF patients, with special attention required regarding the potential inhibitory effect of diabetes status on the CALLY index. The promotion of early risk stratification awareness and implementation of CALLY index screening in ADHF patients should be encouraged, particularly in those with comorbid diabetes.

Keywords: C-reactive protein-to-albumin-to-lymphocyte, Prognostic nutritional index, Acute decompensated heart failure, Mortality, Glycemic status, diabetes

Received: 28 May 2025; Accepted: 13 Nov 2025.

Copyright: © 2025 Zhang, Zhang, Xie, Lu, Wang, Xiong, Wu, Zhang, Jian, Huang, Kuang, Huang, Wang, Zou and Yang. 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:
Wei Wang, wwangcvri@163.com
Yang Zou, jxyxyzy@163.com
Hongyi Yang, yanghyzy@outlook.com

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.