Evidence mapPaperPMID 41878618Full record

ArticleInternational journal of general medicine2026

Association and Predictive Value of C-Reactive Protein-Lymphocyte-Albumin (CALLY) Index with Cardiovascular Disease in Patients with Cardiovascular-Kidney-Metabolic Syndrome Stage 3.

Mei Yuan, Luohua Li, Yueyuan Hou, Ling Wei, Rou Zhang, Hongying Jiang

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Article in International journal of general medicine, 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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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Mei Yuan *Department of Nephrology, The Second Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, 650101, People's Republic of China.
Luohua Li *Department of Nephrology, First Affiliated Hospital of Xinjiang Medical University, Urumqi, Xinjiang, 830054, People's Republic of China.
Yueyuan Hou *Department of Nephrology, The Second Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, 650101, People's Republic of China.
Ling WeiDepartment of Nephrology, The Second Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, 650101, People's Republic of China.
Rou ZhangDepartment of Sleep Medicine, The First People's Hospital of Yunnan Province, Kunming, Yunnan, 650101, People's Republic of China.ORCID 0009-0002-9420-8365
Hongying JiangDepartment of Nephrology, The Second Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, 650101, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Cardiovascular-kidney-metabolic (CKM) syndrome stage 3 is a high-risk condition for cardiovascular disease (CVD), characterized by intertwined metabolic dysregulation, chronic inflammation, and immune dysfunction. This study aimed to evaluate the association and predictive value of the C-reactive protein-lymphocyte-albumin (CALLY) index for CVD in this population. Methods: In a retrospective cohort of patients with CKM stage 3, the CALLY index was calculated from baseline laboratory data. Its association with incident CVD was assessed using multivariable Cox proportional hazards models. To test robustness, sensitivity and subgroup analyses were performed. Predictive performance was evaluated by time-dependent receiver operating characteristic (ROC) analysis, integrated discrimination improvement (IDI), and net reclassification improvement (NRI). Results: Among 826 patients followed for a median of 51 months, a higher CALLY index was independently associated with a lower risk of CVD (adjusted hazard ratio 0.37, 95% CI: 0.25-0.55). The association remained robust in sensitivity and subgroup analyses. The index demonstrated superior discrimination for CVD (area under the curve 0.806, 95% CI: 0.774-0.838). The CALLY index provided significant incremental predictive value compared to using its individual components (CRP, albumin, or lymphocyte count alone). Conclusion: A lower CALLY index is independently associated with an increased risk of CVD in patients with CKM stage 3 and exhibits robust predictive performance. This readily available composite biomarker may aid in cardiovascular risk stratification for this high-risk group.

Indexed as

biomarkercardiovascular diseaseinflammationmetabolic dysfunction

Identifiers

PMID41878618
PMCPMC13007696

What Socratic holds

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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.