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DOI: https://doi.org/10.4235/agmr.26.0021    [Accepted]
Published online June 10, 2026.
Comparative prognostic performance of nutritional, immune-inflammatory, and anthropometric indices for cardiovascular and all-cause mortality in older adults with cardiovascular disease (NHANES 2009–2018)
Hoang Le Huy Nguyen 
Department of Geriatrics and Gerontology, School of Medicine, University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
Correspondence:  Hoang Le Huy Nguyen, Tel: +84-946-639-943, 
Email: lucian.nguyen@icloud.com
Received: 6 February 2026   • Revised: 13 May 2026   • Accepted: 8 June 2026
Abstract
Background
Cardiovascular disease (CVD) in older adults is compounded by malnutrition and chronic inflammation. We compared the long-term prognostic performance of three categories of routinely available indices: nutritional (Prognostic Nutritional Index [PNI], Geriatric Nutritional Risk Index [GNRI], Controlling Nutritional Status [CONUT]); immune-inflammatory (Systemic Immune-Inflammation Index [SII]); and anthropometric (Weight-Adjusted Waist Index [WWI]).
Methods
We analyzed 1,804 NHANES 2009–2018 participants aged ≥60 years with established CVD, linked to the National Death Index. Survey-weighted Cox models with restricted cubic splines estimated associations with cardiovascular and all-cause mortality, adjusted for demographic, socioeconomic, behavioral, and comorbid covariates. Sensitivity analyses included landmark exclusion of early deaths (6, 12, 24 months), a complete-case analysis, and additional adjustment for total energy and protein intake.
Results
The nutritional indices (PNI, GNRI, CONUT) showed L-shaped associations with cardiovascular mortality that persisted after sequential exclusion of early deaths and after additional adjustment for total energy and protein intake. Each 1-point increase in PNI corresponded to an adjusted hazard ratio (aHR) of 0.91 (95% CI 0.87–0.95) for cardiovascular mortality; moderate-to-severe malnutrition by PNI carried a 4.61-fold higher hazard. PNI yielded the best model fit (lowest AIC/BIC); CONUT had the highest discrimination. The SII association attenuated when deaths within 24 months were excluded. The WWI predicted all-cause but not cardiovascular mortality.
Conclusions
The nutritional indices (PNI, GNRI, CONUT) showed durable associations with cardiovascular mortality, whereas the SII signal was acute and the WWI predicted only all-cause mortality. These findings are hypothesis-generating; prospective external validation is required before routine clinical use.
Key Words: Aged, Cardiovascular Diseases, Mortality, Nutrition Assessment, Inflammation
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