Public health

Two-sample Mendelian randomization study on the causal association between air pollution and Alzheimer′s disease

  • ZHANG Yingying ,
  • ZHANG Junyao ,
  • SONG Jiwei ,
  • WANG Shengjie ,
  • YAO Junyan
Expand
  • 1.Department of Anesthesiology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200080, China
    2.Department of Anesthesiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai 200120, China
YAO Junyan, E-mail: sunshineyao@163.com.

Received date: 2024-06-10

  Accepted date: 2024-10-02

  Online published: 2025-01-17

Supported by

National Natural Science Foundation of China(82171183);Medical Talent Training Program of Shanghai Pudong New Area Health Commission(PWR12023-01)

Abstract

Objective ·To explore the causal relationship between air pollution and the risk of Alzheimer′s disease (AD) by using two-sample Mendelian randomization (MR). Methods ·Based on the data from the genome-wide association study (GWAS), a two-sample MR analysis was conducted to evaluate the causal relationship between air pollution and the risk of AD. Air pollution indicators, including particulate matter 2.5 (PM2.5), particulate matter 2.5-10 (PM2.5-10), particulate matter 10 (PM10), nitrogen dioxide and nitrogen oxides, were used as exposure factors, and summarized data were aggregated from the UK Biobank database. The PM2.5 dataset included 423 796 cases, with correlation analysis conducted on 9 851 867 single nucleotide polymorphisms (SNPs); the PM2.5-10 dataset included 423 796 cases, with correlation analysis conducted on 9 851 867 SNPs; the PM10 dataset included 455 314 cases, with correlation analysis conducted on 9 851 867 SNPs; the nitrogen dioxide dataset included 456 380 cases, with correlation analysis conducted on 9 851 867 SNPs; the nitrogen oxides dataset included 456 380 cases, with correlation analysis conducted on 9 851 867 SNPs. AD was used as the outcome factor, and data were obtained from the International Genomics of Alzheimer′s Project (IGAP). The AD dataset included 25 580 cases and 48 466 controls, with correlation analysis of 7 067 513 SNPs. SNPs significantly associated with AD were used as instrumental variables. The main analysis was conducted by using the inverse variance weighted (IVW) method, and four methods including weighted median, MR-Egger regression, mode-based simple estimation and mode-based weighted estimation were used for quality control. Heterogeneity testing, gene pleiotropy testing and sensitivity analysis were conducted to assess the reliability of the study results. Results ·Heterogeneity testing indicated no evidence of heterogeneity among SNPs associated with air pollution indicators and AD (both IVW and MR-Egger results, P>0.05). Gene pleiotropy testing did not detect any pleiotropic effects (MR-Egger results, P>0.05). Sensitivity analysis confirmed the stability of the PM2.5 results. IVW analysis revealed a statistically significant association between PM2.5 and AD in European populations (P<0.001), while no statistically significant associations were observed between PM2.5-10 (P=0.664), PM10 (P=0.664), nitrogen dioxide (P=0.284), nitrogen oxides (P=0.567) and AD. Conclusion ·There is a significant causal relationship between PM2.5 exposure and the risk of AD, with PM2.5 exposure increasing the incidence of AD. However, no evidence has been found to suggest that PM2.5-10, PM10, nitrogen dioxide or nitrogen oxides cause an increased risk of AD.

Cite this article

ZHANG Yingying , ZHANG Junyao , SONG Jiwei , WANG Shengjie , YAO Junyan . Two-sample Mendelian randomization study on the causal association between air pollution and Alzheimer′s disease[J]. Journal of Shanghai Jiao Tong University (Medical Science), 2025 , 45(1) : 87 -94 . DOI: 10.3969/j.issn.1674-8115.2025.01.010

References

1 THIANKHAW K, CHATTIPAKORN N, CHATTIPAKORN S C. PM2.5 exposure in association with AD-related neuropathology and cognitive outcomes[J]. Environ Pollut, 2022, 292(Pt A): 118320.
2 SCHELTENS P, DE STROOPER B, KIVIPELTO M, et al. Alzheimer′s disease[J]. Lancet, 2021, 397(10284): 1577-1590.
3 CHOI J, OH J Y, LEE Y S, et al. Harmful impact of air pollution on severe acute exacerbation of chronic obstructive pulmonary disease: particulate matter is hazardous[J]. Int J Chron Obstruct Pulmon Dis, 2018, 13: 1053-1059.
4 AKIMOTO H. Global air quality and pollution[J]. Science, 2003, 302(5651): 1716-1719.
5 SHOU Y K, HUANG Y L, ZHU X Z, et al. A review of the possible associations between ambient PM2.5 exposures and the development of Alzheimer′s disease[J]. Ecotoxicol Environ Saf, 2019, 174: 344-352.
6 CHEN J C, SCHWARTZ J. Neurobehavioral effects of ambient air pollution on cognitive performance in US adults[J]. Neurotoxicology, 2009, 30(2): 231-239.
7 LIU X Q, HUANG J, SONG C, et al. Neurodevelopmental toxicity induced by PM2.5 exposure and its possible role in neurodegenerative and mental disorders[J]. Hum Exp Toxicol, 2023, 42: 9603271231191436.
8 KATIKIREDDI S V, GREEN M J, TAYLOR A E, et al. Assessing causal relationships using genetic proxies for exposures: an introduction to Mendelian randomization[J]. Addiction, 2018, 113(4): 764-774.
9 CHANG L, ZHOU G Y, XIA J G. mGWAS-explorer 2.0: causal analysis and interpretation of metabolite-phenotype associations[J]. Metabolites, 2023, 13(7): 826.
10 LAMBERT J C, IBRAHIM-VERBAAS C A, HAROLD D, et al. Meta-analysis of 74 046 individuals identifies 11 new susceptibility loci for Alzheimer′s disease[J]. Nat Genet, 2013, 45(12): 1452-1458.
11 SANDERSON E, DAVEY SMITH G, WINDMEIJER F, et al. An examination of multivariable Mendelian randomization in the single-sample and two-sample summary data settings[J]. Int J Epidemiol, 2019, 48(3): 713-727.
12 ZENG Y J, CAO S, YANG H. The causal role of gastroesophageal reflux disease in anxiety disorders and depression: a bidirectional Mendelian randomization study[J]. Front Psychiatry, 2023, 14: 1135923.
13 BOWDEN J, DAVEY SMITH G, HAYCOCK P C, et al. Consistent estimation in Mendelian randomization with some invalid instruments using a weighted Median estimator[J]. Genet Epidemiol, 2016, 40(4): 304-314.
14 BOWDEN J, DAVEY SMITH G, BURGESS S. Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression[J]. Int J Epidemiol, 2015, 44(2): 512-525.
15 YAVORSKA O O, BURGESS S. MendelianRandomization: an R package for performing Mendelian randomization analyses using summarized data[J]. Int J Epidemiol, 2017, 46(6): 1734-1739.
16 HAYREH S S. Ocular vascular occlusive disorders: natural history of visual outcome[J]. Prog Retin Eye Res, 2014, 41: 1-25.
17 PIERCE B L, BURGESS S. Efficient design for Mendelian randomization studies: subsample and 2-sample instrumental variable estimators[J]. Am J Epidemiol, 2013, 178(7): 1177-1184.
18 WU J, GRANDE G, STAFOGGIA M, et al. Air pollution as a risk factor for Cognitive Impairment no Dementia (CIND) and its progression to dementia: a longitudinal study[J]. Environ Int, 2022, 160: 107067.
19 SHI L H, WU X, DANESH YAZDI M, et al. Long-term effects of PM2.5 on neurological disorders in the American Medicare population: a longitudinal cohort study[J]. Lancet Planet Health, 2020, 4(12): e557-e565.
20 URBANO T, CHIARI A, MALAGOLI C, et al. Particulate matter exposure from motorized traffic and risk of conversion from mild cognitive impairment to dementia: an Italian prospective cohort study[J]. Environ Res, 2023, 222: 115425.
21 TZIVIAN L, DLUGAJ M, WINKLER A, et al. Long-term air pollution and traffic noise exposures and mild cognitive impairment in older adults: a cross-sectional analysis of the heinz nixdorf recall study[J]. Environ Health Perspect, 2016, 124(9): 1361-1368.
22 JUNG C R, LIN Y T, HWANG B F. Ozone, particulate matter, and newly diagnosed Alzheimer′s disease: a population-based cohort study in Taiwan[J]. J Alzheimers Dis, 2015, 44(2): 573-584.
23 POWER M C, WEISSKOPF M G, ALEXEEFF S E, et al. Traffic-related air pollution and cognitive function in a cohort of older men[J]. Environ Health Perspect, 2011, 119(5): 682-687.
24 OUDIN A, FORSBERG B, ADOLFSSON A N, et al. Traffic-related air pollution and dementia incidence in northern Sweden: a longitudinal study[J]. Environ Health Perspect, 2016, 124(3): 306-312.
25 WEUVE J, PUETT R C, SCHWARTZ J, et al. Exposure to particulate air pollution and cognitive decline in older women[J]. Arch Intern Med, 2012, 172(3): 219-227.
26 AILSHIRE J A, CRIMMINS E M. Fine particulate matter air pollution and cognitive function among older US adults[J]. Am J Epidemiol, 2014, 180(4): 359-366.
27 LI W, LIN G H, XIAO Z X, et al. A review of respirable fine particulate matter (PM2.5)-induced brain damage[J]. Front Mol Neurosci, 2022, 15: 967174.
28 HUANG W J, ZHANG X, CHEN W W. Role of oxidative stress in Alzheimer′s disease[J]. Biomed Rep, 2016, 4(5): 519-522.
29 BLOCK M L, CALDERóN-GARCIDUE?AS L. Air pollution: mechanisms of neuroinflammation and CNS disease[J]. Trends Neurosci, 2009, 32(9): 506-516.
30 CACCIOTTOLO M, WANG X, DRISCOLL I, et al. Particulate air pollutants, APOE alleles and their contributions to cognitive impairment in older women and to amyloidogenesis in experimental models[J]. Transl Psychiatry, 2017, 7(1): e1022.
31 KILIAN J, KITAZAWA M. The emerging risk of exposure to air pollution on cognitive decline and Alzheimer′s disease: evidence from epidemiological and animal studies[J]. Biomed J, 2018, 41(3): 141-162.
32 COSTA L G, COLE T B, DAO K, et al. Effects of air pollution on the nervous system and its possible role in neurodevelopmental and neurodegenerative disorders[J]. Pharmacol Ther, 2020, 210: 107523.
33 CALDERóN-GARCIDUE?AS L, REED W, MARONPOT R R, et al. Brain inflammation and Alzheimer′s-like pathology in individuals exposed to severe air pollution[J]. Toxicol Pathol, 2004, 32(6): 650-658.
34 CASEY E, LI Z J, LIANG D H, et al. Association between fine particulate matter exposure and cerebrospinal fluid biomarkers of Alzheimer′s disease among a cognitively healthy population-based cohort[J]. Environ Health Perspect, 2024, 132(4): 47001.
35 KU T T, LI B, GAO R, et al. NF-κB-regulated microRNA-574-5p underlies synaptic and cognitive impairment in response to atmospheric PM2.5 aspiration[J]. Part Fibre Toxicol, 2017, 14(1): 34.
36 FROST B. Alzheimer′s disease and related tauopathies: disorders of disrupted neuronal identity[J]. Trends Neurosci, 2023, 46(10): 797-813.
37 CALDERóN-GARCIDUE?AS L, AVILA-RAMíREZ J, CALDERóN-GARCIDUE?AS A, et al. Cerebrospinal fluid biomarkers in highly exposed PM2.5 urbanites: the risk of Alzheimer′s and Parkinson′s diseases in young Mexico city residents[J]. J Alzheimers Dis, 2016, 54(2): 597-613.
38 CALDERóN-GARCIDUE?AS L, MUKHERJEE P S, WANIEK K, et al. Non-phosphorylated tau in cerebrospinal fluid is a marker of Alzheimer′s disease continuum in young urbanites exposed to air pollution[J]. J Alzheimers Dis, 2018, 66(4): 1437-1451.
39 SCHEFF S W, PRICE D A, SCHMITT F A, et al. Synaptic alterations in CA1 in mild Alzheimer disease and mild cognitive impairment[J]. Neurology, 2007, 68(18): 1501-1508.
Outlines

/