Evidence map›Paper›PMID 41540403›Full record

ArticleBMC medicine2026

Co-occurrence patterns and related risk factors of dementia and Parkinson's disease among older adults across 204 countries and territories: a spatial correspondence and systematic analysis.

Weiyang Chen, Min Du, Min Liu, Jue Liu

Abstract read
In one paragraph

Article in BMC medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Weiyang ChenDepartment of Epidemiology and Biostatistics, School of Public Health, Peking University, No.38, Xueyuan Road, Haidian District, Beijing, 100191, China.
Min DuDepartment of Epidemiology and Biostatistics, School of Public Health, Peking University, No.38, Xueyuan Road, Haidian District, Beijing, 100191, China.
Min LiuDepartment of Epidemiology and Biostatistics, School of Public Health, Peking University, No.38, Xueyuan Road, Haidian District, Beijing, 100191, China.
Jue LiuDepartment of Epidemiology and Biostatistics, School of Public Health, Peking University, No.38, Xueyuan Road, Haidian District, Beijing, 100191, China. jueliu@bjmu.edu.cn.

Funding

National Natural Science Foundation of China 72122001
6 · The paper itself

Abstract

backgroundDementia and Parkinson's disease (PD) are among the most prevalent neurological disorders globally. Most previous research has focused on these two diseases in isolation; however, their co-occurrence has rarely been examined, limiting understanding of shared mechanisms and hindering integrated prevention and resource planning. This study aimed to characterize global co-occurrence patterns of dementia and PD from a spatial perspective and to identify the corresponding risk factors underlying this co-burden.

methodsWe extracted incidence rates of dementia and PD and exposure levels of 58 detailed risk factors among individuals aged ≥ 55 years from the Global Burden of Disease Study 2021 for 204 countries and territories. According to the quartiles of global incidence rates for both diseases, countries were categorized into three co-occurrence regions: consistent, dementia-dominant, and PD-dominant. Machine learning and negative binomial regression were used to screen and quantify key risk factors. A composite risk index was then constructed to assess the combined effects of these factors on global burden.

resultsEighty-two countries were classified as consistent, 65 as dementia-dominant, and 57 as PD-dominant. The spatial distribution of these three regions overlapped substantially with exposure to health-related, dietary, and behavioral risk factors. Five risk factors were identified: high low-density lipoprotein (LDL) cholesterol, alcohol use, and smoking as common factors; kidney dysfunction specific to dementia; and diet high in sugar-sweetened beverages specific to PD. High LDL cholesterol exerted the strongest effect on both dementia (RR = 1.12, 95% CI 1.07-1.17) and PD (RR = 1.16, 95% CI 1.09-1.20). The composite risk index showed a right-skewed distribution, with the highest values concentrated in Europe (e.g., Germany, Czech Republic, Slovakia) and the USA, and the lowest in East Africa (e.g., Uganda, Zambia). This pattern closely paralleled the spatial distribution of incidence rates for dementia and PD.

conclusionsThe co-burden of dementia and PD represents a growing global health concern. Geographic disparities are driven by both shared and disease-specific modifiable risk factors. Strengthening collaborative prevention strategies and optimizing resource allocation targeting these factors may effectively reduce the worldwide burden of both conditions.

Indexed as

DementiaParkinson DiseaseAgedAged, 80 and overFemaleGlobal Burden of DiseaseGlobal HealthHumansIncidenceMaleMiddle AgedRisk FactorsCo-occurrenceDementiaMachine learningParkinson’s diseaseRisk factors

Identifiers

PMID41540403
PMCPMC12888725

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.