Evidence map›Paper›PMID 42780622›Full record

ArticleFrontiers in nutrition2026

C-reactive protein-triglyceride-glucose index and diabetes status for risk stratification in stage 4 cardiovascular-kidney-metabolic syndrome with acute decompensated heart failure: a retrospective cohort study.

Wei Wang, Jiaming Zhang, Miaoxin Chen, Yu Wang, Xingyi Lai, Rong Huang, Lei Hu, Lian Wang

Abstract read
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Article in Frontiers in nutrition, 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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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

8 authors.

Wei Wang *Department of Cardiology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, China.
Jiaming ZhangDepartment of Cardiology, Nanjing Drum Tower Hospital, Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China.
Miaoxin ChenDepartment of Cardiology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, China.
Yu WangDepartment of Cardiology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, China.
Xingyi LaiDepartment of Cardiology, Shanghai Institute of Cardiovascular Diseases, Zhongshan Hospital, Fudan University, Shanghai, China.
Rong HuangDepartment of Cardiology, Nanjing Drum Tower Hospital, Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China.
Lei HuDepartment of Cardiology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, China.
Lian WangDepartment of Cardiology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Cardiovascular-kidney-metabolic (CKM) syndrome integrates metabolic dysfunction, kidney disease, and cardiovascular disease. In stage 4 CKM syndrome with acute decompensated heart failure (ADHF), prognosis may be influenced by dysglycaemia, triglyceride-related metabolic disturbance, systemic inflammation, and adiposity-related risk, yet risk stratification remains challenging. We evaluated whether the C-reactive protein-triglyceride-glucose index (CTI), a routinely available inflammatory-metabolic marker, refines risk stratification beyond diabetes status and related inflammatory-metabolic biomarkers in patients with stage 4 CKM syndrome and ADHF. Methods: This single-centre retrospective cohort included 2,000 eligible patients hospitalized for ADHF with CKM stage 4. CTI was calculated as 0.412 × ln[CRP (mg/L)] + ln[TG (mg/dL) × FPG (mg/dL) / 2]. High CTI was defined using the cohort-specific upper-tertile threshold (CTI ≥ 9.50). Patients were categorized as non-DM + low CTI, non-DM + high CTI, DM + low CTI, or DM + high CTI. Outcomes were all-cause mortality and major adverse cardiac and cerebrovascular events (MACCEs). Results: During a median follow-up of 532 days, 366 deaths (18.3%) and 551 MACCEs (27.6%) occurred. Compared with non-DM + low CTI, non-DM + high CTI was associated with higher risks of all-cause mortality (HR 1.54, 95% CI 1.15-2.06) and MACCEs (HR 1.37, 95% CI 1.08-1.75). DM + low CTI was not significantly associated with either outcome, whereas DM + high CTI had the highest risks of all-cause mortality (HR 1.95, 95% CI 1.47-2.58) and MACCEs (HR 1.91, 95% CI 1.51-2.41). CTI showed approximately linear associations with both outcomes, without significant interaction by diabetes status. Adding CTI to the clinical model plus diabetes status yielded modest improvements in discrimination (ΔC-index = 0.018 for mortality and 0.016 for MACCEs), exceeding those of the evaluated biomarker models. Sensitivity analyses generally supported the primary findings. Conclusion: In patients with stage 4 CKM syndrome hospitalized for ADHF, elevated CTI was associated with higher risks of all-cause mortality and MACCEs, with the greatest risk in patients with both diabetes and high CTI. CTI may be a candidate adjunctive marker for risk refinement; external validation is required before clinical implementation.

Indexed as

acute decompensated heart failurecardiovascular–kidney–metabolic syndromeC-reactive protein–triglyceride–glucose indexdiabetes statusmetabolic inflammationrisk stratification

Identifiers

PMID42780622
PMCPMC13597441

What Socratic holds

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Registered trials

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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.