# Associations between the METS-IR index and cognitive function in community-dwelling Chinese middle-aged and older adult individuals: a cross-sectional study

**Authors:** Nian Jiang, Chenlu Ma, Zhenning Feng, Yongjun Tang, Xiaolong Chen, Yingxu He, Weiyi Pang

PMC · DOI: 10.3389/fpubh.2025.1607228 · Frontiers in Public Health · 2025-07-29

## TL;DR

This study found that higher METS-IR index is linked to increased risk of cognitive impairment in Chinese middle-aged and older adults, with a nonlinear relationship.

## Contribution

The study identifies a nonlinear association between the METS-IR index and cognitive impairment, including a specific inflection point at 38.1.

## Key findings

- Each unit increase in METS-IR index raises cognitive impairment risk by 1.4%.
- A nonlinear pattern was found with an inflection point at METS-IR index of 38.1.
- Lowering METS-IR below 38.1 may reduce dementia risk through lifestyle changes.

## Abstract

The relationship between insulin resistance and cognitive function has long been a subject of interest, but the association between the metabolic syndrome-insulin resistance (METS-IR) index and cognitive impairment remains unclear.

We utilized data from the 2015 China Health and Retirement Longitudinal Study (CHARLS) national survey, which, after screening, included a final sample of 12,307 participants. Cognitive function was assessed through face–to–face interviews via the MMSE scale. Multivariate logistic regression was used to evaluate the correlation between the METS-IR index and cognitive impairment. Using regression analysis results from fully adjusted models, we subsequently explored the nonlinear relationship between the METS-IR index and cognitive impairment via smooth curve fitting with constrained cubic splines and sought potential inflection points. Additionally, we executed a battery of sensitivity and subgroup analyses to validate the robustness of our findings.

The study included 12,307 participants, of whom 49.02% were aged 45–60 years and 52.89% were female. The results revealed that for each unit increase in the METS-IR index, the risk of cognitive impairment increased by 1.4% (OR = 1.014, 95% CI: 1.004–1.023; p < 0.01). When the METS-IR index was used as a categorical variable, compared with Q1, the odds of cognitive impairment increased by 17.1, 38.7, and 49.5% for each unit increase in the METS-IR index in the Q2, Q3, and Q4 groups, respectively. In addition, a nonlinear pattern was found in the analysis, and the endpoint of the METS-IR index was determined to be 38.1. On the left side of the endpoint, a one-unit increase in the METS-IR index was associated with a 3.1% increase in the risk of cognitive impairment. On the right side of the endpoint, the risk of cognitive impairment increased by 1.0% for each unit increase in the METS-IR index (all p < 0.05).

This study highlighted the significant association between high METS-IR and the risk of cognitive impairment in Chinese middle-aged and older adult individuals. In addition, there was a specific nonlinear relationship between the METS-IR index and cognitive impairment (the inflection point was 38.1). Lowering the METS-IR index below 38.1 through lifestyle changes and diet control can significantly reduce the risk of cognitive impairment and may decrease the incidence of dementia.

## Linked entities

- **Diseases:** dementia (MONDO:0001627)

## Full-text entities

- **Diseases:** metabolic syndrome (MESH:D024821), cognitive impairment (MESH:D003072), insulin resistance (MESH:D007333), dementia (MESH:D003704)

## Full text

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## Figures

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## References

45 references — full list in the complete paper: https://tomesphere.com/paper/PMC12339461/full.md

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Source: https://tomesphere.com/paper/PMC12339461