Skip to content
Open access

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

Sep 2026 · Frontiers in Nutrition · Vol 13 · 0 citations · 47 references
Medicine

TL;DR

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.

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.

Read PDF

Similar papers

Sep 2026

Joint association of high-sensitivity C-reactive protein-triglyceride glucose index and coronary artery calcification with adverse outcomes in patients with coronary artery disease: a large-scale cohort study.

In patients with CAD, elevated CTI and MSCAC independently portend adverse outcomes, and their coexistence identifies a particularly high‑risk phenotype, which supports the complementary value of metabolic‑inflammatory and anatomic measures in risk stratification.

Song Wen, Zhan-Yuan Chen, Rui Fu et al. · 0 citations
Open access Sep 2026

Association of cumulative cholesterol-HDL-glucose index with cardiovascular disease risk in individuals with cardiovascular-kidney-metabolic syndrome stages 0–3: a nationwide prospective cohort study

Cardiovascular–kidney–metabolic (CKM) syndrome integrates cardiovascular disease, chronic kidney disease, and metabolic risk factors, highlighting their interaction and shared progression. The cholesterol–HDL–glucose (CHG) index is a composite lipid–glucose index that may reflect metabolic dysfunction related to insuli...

Hai-Chen Wang, Xin-Yue Wang, Ya-Di Wu et al. · 0 citations
Open access Sep 2026

Comparative associations of cumulative cholesterol-HDL-glucose index and triglyceride-glucose index with risk of cardiovascular disease in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: a prospective cohort study

Investigating the impact of cumulative CHG index on CVD development in individuals with CKM syndrome stages 0–3 and compared the predictive performances of triglyceride-glucose (TyG) index and CHG index for CVD suggests that longitudinal monitoring of CHG index and TyG index may provide additional information for CVD r...

Jiabaili Wang, Qian Liu, Meng-Hui Li et al. · 0 citations
Review Open access Sep 2026

Insulin resistance and uric acid-related metabolic disturbances jointly identify individuals at high risk of advanced cardiovascular-kidney-metabolic syndrome: a population-based study

Higher TyG and SUA levels, particularly their co-occurrence, were associated with prevalent advanced CKM, suggesting these biomarkers may characterize distinct but overlapping metabolic profiles relevant to CKM assessment.

Sheng-Zhu Huang, Jing-Wei Lin, Ling-Yu Ye et al. · 0 citations
Open access Oct 2026

Association of Combined Cardiometabolic and Muscle Impairment Index with Cardiovascular-Kidney-Metabolic Syndrome Progression Among Middle-Aged and Older Adults: A Prospective Two-Cohort Study

Introduction: Advanced cardiovascular-kidney-metabolic (CKM) syndrome portends poor cardiovascular outcomes. The cardiometabolic index (CMI) and muscle-loss index (MLI) independently reflect metabolic and cardiovascular risk, but their combined effect on CKM syndrome remains unexplored. We aimed to evaluate the associa...

Zi-Shun Liu, Xiao-Ying Ren, Chang Su et al. · 0 citations
Open access Aug 2026

C-reactive protein–triglyceride glucose index for the detection of the severity of coronary artery disease in different glucose metabolic states in patients with H-type hypertension

The C-reactive protein–triglyceride glucose index (CTI) is a novel composite biomarker that integrates inflammation and insulin resistance. However, its association with the severity of coronary artery disease (CAD) in patients with H-type hypertension under different glucose metabolism statuses remains unclear. This r...

Li Luo, Lian Wang, Xiang-Bing Yu et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.