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Yanhui Jiao

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Open access Aug 2026

Multimorbidity patterns and cognitive trajectories in older adults: functional, behavioral, and environmental pathways—a longitudinal analysis of CHARLS

Multimorbidity may affect cognitive aging differently according to disease patterns rather than disease counts alone. This study analyzed 2011–2020 data from the China Health and Retirement Longitudinal Study (CHARLS), including 5,979 Chinese adults aged 45 years or older. Fifteen chronic conditions were used to identify multimorbidity patterns through latent class analysis. Latent growth curve models examined associations with baseline cognition and cognitive decline, while mediation and moderation analyses assessed Activities of Daily Living (ADL), social and intellectual engagement, and Living Environment Quality (LEQ). Five patterns were identified: minimal morbidity, Sensory-Psychiatric-Musculoskeletal Multimorbidity (Sensory-PMM), cardiometabolic multimorbidity, extensive multisystem multimorbidity, and Respiratory-Psychiatric-Sensory multimorbidity (Respiratory-PSS). In fully adjusted models, Sensory-PMM (β = −0.757; 95% CI, −0.92 to −0.59) and extensive multisystem multimorbidity (β = −0.469; 95% CI, −0.73 to −0.21) were associated with lower baseline cognition. Both showed slower subsequent decline, suggesting a floor effect. Time-varying models showed faster cognitive decline in the cardiometabolic group (β = −0.028; 95% CI, −0.052 to −0.005; p = 0.019). ADL function mediated associations across all nonreference patterns, whereas social and intellectual engagement mediated only the Sensory-PMM association. Unfavorable LEQ was associated with lower baseline cognition (β = −0.487; 95% CI, −0.749 to −0.225; p = 0.001), and even moderate environmental adversity amplified the cognitive burden of extensive multisystem disease (interaction β = −0.921; 95% CI, −1.770 to −0.071; p = 0.035). These findings support phenotype-aware cognitive risk screening and interventions targeting function, engagement, and living environments.

Yanhui Jiao, Xiaohui Zhai, Jiaxin Li et al. · 0 citations