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Updated: Apr 5, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Long-term particulate matter exposure accelerates cognitive decline and increases incident mild cognitive impairment
Mingkai Li1, Chenhui Lv1, Chenyang Li2
1Nutritional and Food Sciences Research Institute, Department of Nutrition and Food Hygiene, School of Public Health, Shanxi Medical University, Taiyuan 030001, China.
Background:
Inhalable particulate matter (PM) has been linked to cognitive decline, but evidence on size-specific associations between PM and cognitive function and mild cognitive impairment (MCI) in middle-aged and older adults remains limited.
Methods:
We analysed 5251 participants aged ≥ 45 years without MCI at baseline from the China Health and Retirement Longitudinal Study (CHARLS, 2011-2015). Annual concentrations of PM₁, PM₂.₅ and PM₁₀ (2-year moving averages) were estimated at 1-km resolution and assigned according to participants' residential city. Cognitive function was repeatedly assessed using standardized tests of episodic memory and mental intactness, from which global and domain-specific Z-scores were derived. MCI was defined using age- and education-specific norms. Quantile g-computation estimated baseline mixed PM effects, linear mixed-effects models evaluated longitudinal cognitive change, and time-varying Cox models assessed incident MCI.
Results:
Higher baseline mixed exposure to inhalable PM was associated with lower global cognition (per quartile increase in the joint PM mixture: -0.092 SD; 95% CI -0.174 to -0.011). Over follow-up, higher PM₁, PM₂.₅ and PM₁₀ levels (per 10 μg/m³ increase) were associated with modest but statistically significant declines in global cognitive Z-scores, with heterogeneous patterns across cognitive domains. Overall, 1469 participants (27.98%) developed MCI. Long-term exposure to PM₂.₅ and PM₁₀ increased the risk of MCI (HR 1.09; 95% CI 1.005-1.172 and HR 1.16; 95% CI 1.043-1.288 per 10 μg/m³, respectively), whereas PM₁ showed a non-significant positive association.
Conclusions:
Long-term exposure to inhalable PM, particularly PM₂.₅ and PM₁₀, was associated with poorer cognitive performance, accelerated cognitive decline, and a higher risk of incident MCI among middle-aged and older adults.
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