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October 8, 2025Frontiers in Endocrinology3 citationsOpen Access

Novel adiposity indices and their associations with all-cause and cardiovascular mortality in individuals with cardiovascular–kidney–metabolic syndrome stages 0–3: findings from a nationwide prospective cohort study

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HZHangyu ZhouYXYingying XingTWTingting Wang

Key Points

  • Higher levels of novel obesity indices significantly increase the risk of mortality in early CKM syndrome.
  • WWI showed the strongest relationship with mortality outcomes, indicating a hazard ratio of 1.41 for all-cause death.
  • Subgroup analyses revealed that younger adults (20-59) experience a greater mortality risk from high obesity index levels.
  • Novel indices improved the predictive performance for adverse outcomes over traditional BMI measures.

Abstract

Background Excess visceral fat drives CKM syndrome. This study assessed how newer obesity measures relate to death risk in early CKM (stages 0-3). Methods This study included 26,899 participants with CKM stages 0–3 from the NHANES conducted between 2001 and 2018. Participants were grouped according to their baseline measurements of the adiposity indices (WWI, ABSI, WHtR, C-index, BRI, and BMI), which served as the exposure variables. Cox models, RCS curves, and two-stage Cox analyses were used to assess how novel obesity indices relate to mortality in this population. Subgroup analyses and sensitivity analyses evaluated risk differences across demographic groups and the robustness of the results. AUC, continuous NRI and IDI were used to compare the predictive performance of the novel indices and BMI for mortality. Results The final analysis included a total of 26,899 participants. At the baseline, the gender distribution was 51.08% male, with an average age of 45.39 years. Compared with the lowest quartile group, the mortality rate was higher in the higher levels of the new obesity index groups.Novel indices significantly increased the risk of mortality. WWI showed the strongest link to all-cause death (HR:1.41, 95%CI:1.31 - 1.51) and cardiovascular death (HR 1.66,95%CI:1.39 - 1.99). ABSI, WWI, WHtR, and C-index had linear positive relationships with mortality. In contrast, BMI, BRI, and WHtR showed U-shaped associations with all-cause death (higher risk at both low and high values). The increased death risk linked to the new indices was greater in people aged 20–59 than in those ≥60. The incorporation of novel obesity biomarkers into the fully adjusted model significantly improved the predictive performance for adverse outcomes, as demonstrated by WWI, ABSI, and C-index. The continuous NRI values for these indices were 0.1831 (95% CI: 0.1289–0.1992), 0.2191 (0.1644–0.2877), and 0.1805 (0.1173–0.2398), with corresponding IDI values of 0.0356 (0.0193–0.0569), 0.0572 (0.0365–0.0839), and 0.0245 (0.0118–0.0432), respectively. Conclusion Novel obesity index is closely associated with mortality risk in the early CKM population. Novel indices offer superior obesity assessment and mortality prediction in early CKM compared to BMI.

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Cite This Study

Zhou et al. (2025) studied this question.

synapsesocial.com/papers/68e6494525bc5bdb98713aaehttps://doi.org/10.3389/fendo.2025.1660210
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Association and prognostic value of adiposity distribution indices for all-cause mortality in cardiovascular-kidney-metabolic syndrome stages 0–3: a nationwide study2026
  2. 2The Associations of Anthropometric Indices With Stages and Mortality in Cardiovascular–Kidney–Metabolic Syndrome: Insights From NHANES2026 · 1 citations
  3. 3Association of Multiple Obesity-Related Composite Indices with All-Cause Mortality in Patients with Stage 0–3 Cardiovascular-Kidney-Metabolic Syndrome2026
  4. 4Association of Cardiometabolic Index with Mortality Risk in Early-Stage Cardiovascular–Kidney–Metabolic Syndrome and Its Potential Role in Metabolically Unhealthy Phenotypes: Evidence from NHANES 2007–20182026
  5. 5Association between C-reactive protein-triglyceride glucose related indices and all-cause and cardiovascular mortality in individuals with cardiovascular-kidney-metabolic syndrome2026 · 2 citations