# Association between the C-reactive protein-albumin-lymphocyte index and cardiovascular incidence and mortality among patients with chronic kidney disease: a prospective study

**Authors:** Chen Jiang, Qi Zhou, Jian Feng, Shuo Liu, Miaomiao Fan, Hao Bai, Shujuan Lin, Liyong Chen

PMC · DOI: 10.3389/fimmu.2026.1729647 · Frontiers in Immunology · 2026-02-06

## TL;DR

A new biomarker called the CALLY index is linked to lower risk of heart disease and death in patients with chronic kidney disease.

## Contribution

The study introduces the CALLY index as a novel composite biomarker and demonstrates its association with cardiovascular outcomes in CKD patients.

## Key findings

- Higher CALLY index is associated with reduced risk of cardiovascular disease events and mortality in CKD patients.
- A dose-response relationship was observed, with significant risk reductions in CVD incidence and mortality across higher quartiles of the CALLY index.
- The CALLY index integrates inflammatory, nutritional, and immunological markers for potential use in risk stratification.

## Abstract

The recently developed C-reactive protein-to-albumin-to-lymphocyte (CALLY) index represents a novel composite biomarker that simultaneously reflects inflammatory status, immune competence, and nutritional adequacy. However, to date, there are limited evidence on whether CALLY index affects the cardiovascular disease (CVD) events in patients with chronic kidney disease (CKD). This prospective cohort study aimed to investigate the associations between the CALLY index and CVD incidence, all-cause and CVD-specific mortality in CKD patients from UK Biobank.

The CALLY index was calculated based on lymphocyte counts, serum albumin concentrations, and C-reactive protein (CRP) levels. The association between CALLY index and diverse CVD events were analyzed using multivariate Cox proportional hazards regression and restricted cubic splines (RCS) analysis.

A total of 22,898 CKD patients were included. Compared to participants with lowest quartile of CALLY, those with highest quartile had decreased risk of incident overall CVD (HR: 0.70, 95%CI: 0.65-0.75), IHD (HR: 0.70, 95%CI: 0.63-0.78), MI (HR: 0.69, 95%CI: 0.57-0.83), stroke (HR: 0.74, 95%CI: 0.62-0.88), and all-cause (HR: 0.55, 95%CI: 0.51-0.61) and CVD-specific mortality (HR: 0.54, 95%CI: 0.44-0.66). RCS analysis showed the significant L-shaped dose-response relationships between CALLY index and CVD incidence and mortality outcomes, indicating a saturation effect.

The moderate-to-high CALLY index was significantly associated with a reduced risk of CVD events-including IHD, MI, and stroke, as well as lower all-cause and CVD-specific mortality. These findings suggest that the CALLY index, which integrates inflammatory, nutritional, and immunological markers, may serve as a potential biomarker for risk stratification in patients with CKD. Future longitudinal studies incorporating repeated assessments would be valuable to better characterize the temporal trajectory of the CALLY index and its association with cardiovascular events and mortality in patients with CKD, thereby improving causal inference.

## Linked entities

- **Proteins:** LOC100189571 (uncharacterized LOC100189571)
- **Diseases:** chronic kidney disease (MONDO:0005300), cardiovascular disease (MONDO:0004995), ischemic heart disease (MONDO:0024644), myocardial infarction (MONDO:0005068), stroke (MONDO:0005098)

## Full-text entities

- **Genes:** ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}, IL23A (interleukin 23 subunit alpha) [NCBI Gene 51561] {aka IL-23, IL-23A, IL23P19, P19, SGRF}, IL17A (interleukin 17A) [NCBI Gene 3605] {aka CTLA-8, CTLA8, IL-17, IL-17A, IL17, ILA17}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}
- **Diseases:** angina (MESH:D000787), CKD (MESH:D051436), gut dysbiosis (MESH:D064806), endothelial dysfunction (MESH:D014652), lymphopenia (MESH:D008231), diabetes (MESH:D003920), cancer (MESH:D009369), uremia (MESH:D014511), chronic inflammation (MESH:D007249), renal fibrosis (MESH:D005355), coronary stenosis (MESH:D023921), osteoarthritis (MESH:D010003), COPD (MESH:D029424), retinopathy (MESH:D058437), stroke (MESH:D020521), Hypoalbuminemia (MESH:D034141), myocardial infarction (MESH:D009203), CVD (MESH:D002318), ischemic heart disease (MESH:D017202), immune (MESH:D007154), ischemic stroke (MESH:D002544), hypertension (MESH:D006973), malnutrition (MESH:D044342), death (MESH:D003643), colorectal cancer (MESH:D015179), atherosclerosis (MESH:D050197), CRS (MESH:D059347), rheumatoid arthritis (MESH:D001172), albuminuria (MESH:D000419), thrombosis (MESH:D013927), chronic (MESH:D002908), sepsis (MESH:D018805), immune dysregulation (OMIM:614878), hepatocellular carcinoma (MESH:D006528), systemic (MESH:D015619), CAD (MESH:D003324), PAD (MESH:D058729), hypercholesterolemia (MESH:D006937), renal impairment (MESH:D007674), depression (MESH:D003866)
- **Chemicals:** potassium (MESH:D011188), anti- (-), creatinine (MESH:D003404), finerenone (MESH:C576501), alcohol (MESH:D000438)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

59 references — full list in the complete paper: https://tomesphere.com/paper/PMC12920216/full.md

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Source: https://tomesphere.com/paper/PMC12920216