Longitudinal associations between cardiovascular-kidney-metabolic syndrome and sensory impairments in Chinese middle-aged and older adults: a weighted marginal structural model analysis
Abstract
BACKGROUND: Sensory impairments significantly contribute to functional decline in aging populations, yet their relationship with the newly defined cardiovascular-kidney-metabolic (CKM) syndrome remains poorly understood. This study examined the longitudinal associations between CKM syndrome stages and incident sensory impairments among middle-aged and older Chinese adults. METHODS: Data were derived from 12,815 participants (aged ≥ 45 years) in the China Health and Retirement Longitudinal Study (2011–2018), with a median follow-up of 6.5 years. CKM stages (0–4) were defined according to the 2023 American Heart Association framework. Incident hearing impairment (HI), vision impairment (VI), and dual sensory impairment (DSI) were assessed using validated self-reports. To address confounding, weighted marginal structural models (MSM) were employed using inverse probability of treatment weighting (IPTW). Sensitivity was further evaluated using E-value calculations and alternative reference groups. RESULTS: After IPTW adjustment, advanced CKM syndrome (Stage 4) was significantly associated with increased odds of incident HI (OR = 1.36, 95% CI: 1.05–1.74) and DSI (OR = 1.50, 95% CI: 1.04–2.15) compared with Stage 0 (optimal health). Although the association for VI was not statistically significant (OR = 1.29, 95% CI: 0.93–1.77), significant dose-response trends were observed across the CKM continuum for HI, VI (both Ptrend = 0.005), and DSI (Ptrend < 0.001). Subgroup analyses revealed more pronounced associations among older adults, rural residents, and those with lower educational attainment. Sensitivity analyses and moderately high E-values supported the robustness of these findings against potential residual confounding. CONCLUSIONS: Advanced CKM syndrome is longitudinally associated with higher odds of sensory impairments, particularly DSI, in a graded manner. These findings suggest that incorporating sensory health into CKM management frameworks may be crucial for mitigating the burden of functional decline in aging populations.
The paper
Fujian University of Traditional Chinese Medicine
BMC Public Health, 9 Jan 2026


