Association of the C-reactive protein–albumin–lymphocyte index with heart failure prevalence and mortality risk in older adults with hypertension: A cohort study

BackgroundOlder adults with hypertension have a high incidence of heart failure and poor prognosis, often accompanied with nutritional, inflammatory, and immune dysregulation. The C-reactive protein-albumin-lymphocyte (CALLY) index provides an integrated measure of these conditions. However, its association with the prevalence and prognosis of heart failure in older hypertensive populations remains unclear.ObjectiveThe core objective of this study was to explore the correlation between the CALLY index and the prevalence of heart failure as well as mortality risk in the older hypertensive population.MethodsWe included data from 5876 hypertensive individuals aged ≥60 years who participated in the National Health and Nutrition Examination Survey from 2003 to 2016. Complex sampling weights were applied for all analyses. The natural logarithmic transformation of the CALLY index (Ln CALLY) was used as the primary exposure variable to reduce skewness and meet model assumptions. The association between Ln CALLY and heart failure prevalence was assessed using a multivariable logistic regression model, while the analysis of mortality was conducted using a Cox proportional hazards model. Further analyses included restricted cubic spline modeling, stratified analyses with interaction tests, and sensitivity analyses.ResultsParticipants in the highest quartile of Ln CALLY had a 44% lower likelihood of heart failure compared with those in the lowest quartile (odds ratio = 0.56, 95% confidence interval: 0.40-0.78). Among individuals with heart failure, those in the highest quartile of Ln CALLY exhibited 54% lower all-cause mortality (hazard ratio = 0.46, 95% confidence interval: 0.31-0.68) and 64% lower cardiovascular mortality (hazard ratio = 0.36, 95% confidence interval: 0.19-0.71) than those in the lowest quartile. Restricted cubic spline modeling demonstrated a linear inverse association between Ln CALLY and heart failure prevalence, all-cause mortality, and cardiovascular mortality (all <i>p</i> for nonlinearity >0.05). The results of the subgroup analysis were consistent with the overall conclusions, and no significant interaction effects were observed (all <i>p</i>-interaction >0.05).ConclusionLn CALLY was significantly and inversely associated with both heart failure prevalence and mortality among older adults with hypertension. As a readily obtainable composite index derived from routine laboratory tests, Ln CALLY may serve as a practical tool for precision management in this high-risk population.

Authors

Institutions

Publication Details

Journal
Journal of International Medical Research
Published
2026-02-01
DOI
https://doi.org/10.1177/03000605261416756
Primary Topic
Inflammatory Biomarkers in Disease Prognosis
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Association of the C-reactive protein–albumin–lymphocyte index with heart failure prevalence and mortality risk in older adults with hypertension: A cohort study

Dongmei Xu, Yan Zhu, Jiajing Wu, Yang Li et al.
Journal of International Medical Research
Inflammatory Biomarkers in Disease Prognosis
article

Association of the C-reactive protein–albumin–lymphocyte index with heart failure prevalence and mortality risk in older adults with hypertension: A cohort study

Dongmei Xu, Yan Zhu, Jiajing Wu, Yang Li, Limin Fu
article en

Abstract

BackgroundOlder adults with hypertension have a high incidence of heart failure and poor prognosis, often accompanied with nutritional, inflammatory, and immune dysregulation. The C-reactive protein-albumin-lymphocyte (CALLY) index provides an integrated measure of these conditions. However, its association with the prevalence and prognosis of heart failure in older hypertensive populations remains unclear.ObjectiveThe core objective of this study was to explore the correlation between the CALLY index and the prevalence of heart failure as well as mortality risk in the older hypertensive population.MethodsWe included data from 5876 hypertensive individuals aged ≥60 years who participated in the National Health and Nutrition Examination Survey from 2003 to 2016. Complex sampling weights were applied for all analyses. The natural logarithmic transformation of the CALLY index (Ln CALLY) was used as the primary exposure variable to reduce skewness and meet model assumptions. The association between Ln CALLY and heart failure prevalence was assessed using a multivariable logistic regression model, while the analysis of mortality was conducted using a Cox proportional hazards model. Further analyses included restricted cubic spline modeling, stratified analyses with interaction tests, and sensitivity analyses.ResultsParticipants in the highest quartile of Ln CALLY had a 44% lower likelihood of heart failure compared with those in the lowest quartile (odds ratio = 0.56, 95% confidence interval: 0.40-0.78). Among individuals with heart failure, those in the highest quartile of Ln CALLY exhibited 54% lower all-cause mortality (hazard ratio = 0.46, 95% confidence interval: 0.31-0.68) and 64% lower cardiovascular mortality (hazard ratio = 0.36, 95% confidence interval: 0.19-0.71) than those in the lowest quartile. Restricted cubic spline modeling demonstrated a linear inverse association between Ln CALLY and heart failure prevalence, all-cause mortality, and cardiovascular mortality (all <i>p</i> for nonlinearity >0.05). The results of the subgroup analysis were consistent with the overall conclusions, and no significant interaction effects were observed (all <i>p</i>-interaction >0.05).ConclusionLn CALLY was significantly and inversely associated with both heart failure prevalence and mortality among older adults with hypertension. As a readily obtainable composite index derived from routine laboratory tests, Ln CALLY may serve as a practical tool for precision management in this high-risk population.

Journal of International Medical ResearchVol. 54(2)
Lishui Central Hospital (CN), Lishui Maternity and Child Health Care Hospital (CN)
Zero hunger
Openalex Percentile: Top 64%
Inflammatory Biomarkers in Disease Prognosis
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.