Causal association between long-term exposure to air pollution and incident Parkinson’s disease
Epidemiological evidence for long-term air pollution exposure and Parkinson’s disease (PD) is controversial, and analysis of causality is limited. We identified 293,888 participants who were free of PD at baseline in the UK Biobank (2006–2010). Time-varying air pollution [fine particulate (PM2.5) an...
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description | Epidemiological evidence for long-term air pollution exposure and Parkinson’s disease (PD) is controversial, and analysis of causality is limited. We identified 293,888 participants who were free of PD at baseline in the UK Biobank (2006–2010). Time-varying air pollution [fine particulate (PM2.5) and ozone (O3)] exposures were estimated using spatio-temporal models. Incident cases of PD were identified using validated algorithms. Four methods were used to investigate the associations between air pollution and PD, including (1) standard time-varying Cox proportional-hazard model; (2) Cox models weighted by generalized propensity score (GPS) and inverse-probability weights (IPW); (3) instrumental variable (IV) analysis; and (4) negative control outcome analysis. During a median of 11.6 years of follow-up, 1822 incident PD cases were identified. Based on standard Cox regression, the hazard ratios (95% confidence interval) for a 1 µg/m3 or ppb increase in PM2.5 and O3 were 1.23 (1.17, 1.30) and 1.02 (0.98, 1.05), respectively. Consistent results were found in models weighted by GPS and IPW, and in IV analysis. There were no significant associations between air pollution and negative control outcomes. This study provides evidence to support a causal association between PM2.5 exposure and PD. Mitigation of air pollution could be a protective measure against PD.
[Display omitted]
•We evaluated the associations between air pollution and Parkinson’s disease.•Multiple causal models were employed to strengthen causal inference.•PM2.5 was positively associated with Parkinson’s disease across different models.•PM2.5 exposure may have a causal relationship with Parkinson’s disease. |
doi_str_mv | 10.1016/j.jhazmat.2024.133944 |
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[Display omitted]
•We evaluated the associations between air pollution and Parkinson’s disease.•Multiple causal models were employed to strengthen causal inference.•PM2.5 was positively associated with Parkinson’s disease across different models.•PM2.5 exposure may have a causal relationship with Parkinson’s disease.</description><identifier>ISSN: 0304-3894</identifier><identifier>ISSN: 1873-3336</identifier><identifier>EISSN: 1873-3336</identifier><identifier>DOI: 10.1016/j.jhazmat.2024.133944</identifier><identifier>PMID: 38457975</identifier><language>eng</language><publisher>Netherlands: Elsevier B.V</publisher><subject>Air pollution ; Causal inference ; chronic exposure ; confidence interval ; ozone ; Parkinson's disease ; Prospective cohort ; regression analysis</subject><ispartof>Journal of hazardous materials, 2024-05, Vol.469, p.133944, Article 133944</ispartof><rights>2024 Elsevier B.V.</rights><rights>Copyright © 2024 Elsevier B.V. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c398t-286d3cdc68c874269ef20c8173d3ad6a577ed0978e3411a73d131a4055b6d92a3</citedby><cites>FETCH-LOGICAL-c398t-286d3cdc68c874269ef20c8173d3ad6a577ed0978e3411a73d131a4055b6d92a3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0304389424005235$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38457975$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Ai, Baozhuo</creatorcontrib><creatorcontrib>Zhang, Jiayue</creatorcontrib><creatorcontrib>Zhang, Shiyu</creatorcontrib><creatorcontrib>Chen, Ge</creatorcontrib><creatorcontrib>Tian, Fei</creatorcontrib><creatorcontrib>Chen, Lan</creatorcontrib><creatorcontrib>Li, Haitao</creatorcontrib><creatorcontrib>Guo, Yuming</creatorcontrib><creatorcontrib>Jerath, Angela</creatorcontrib><creatorcontrib>Lin, Hualiang</creatorcontrib><creatorcontrib>Zhang, Zilong</creatorcontrib><title>Causal association between long-term exposure to air pollution and incident Parkinson’s disease</title><title>Journal of hazardous materials</title><addtitle>J Hazard Mater</addtitle><description>Epidemiological evidence for long-term air pollution exposure and Parkinson’s disease (PD) is controversial, and analysis of causality is limited. We identified 293,888 participants who were free of PD at baseline in the UK Biobank (2006–2010). Time-varying air pollution [fine particulate (PM2.5) and ozone (O3)] exposures were estimated using spatio-temporal models. Incident cases of PD were identified using validated algorithms. Four methods were used to investigate the associations between air pollution and PD, including (1) standard time-varying Cox proportional-hazard model; (2) Cox models weighted by generalized propensity score (GPS) and inverse-probability weights (IPW); (3) instrumental variable (IV) analysis; and (4) negative control outcome analysis. During a median of 11.6 years of follow-up, 1822 incident PD cases were identified. Based on standard Cox regression, the hazard ratios (95% confidence interval) for a 1 µg/m3 or ppb increase in PM2.5 and O3 were 1.23 (1.17, 1.30) and 1.02 (0.98, 1.05), respectively. Consistent results were found in models weighted by GPS and IPW, and in IV analysis. There were no significant associations between air pollution and negative control outcomes. This study provides evidence to support a causal association between PM2.5 exposure and PD. Mitigation of air pollution could be a protective measure against PD.
[Display omitted]
•We evaluated the associations between air pollution and Parkinson’s disease.•Multiple causal models were employed to strengthen causal inference.•PM2.5 was positively associated with Parkinson’s disease across different models.•PM2.5 exposure may have a causal relationship with Parkinson’s disease.</description><subject>Air pollution</subject><subject>Causal inference</subject><subject>chronic exposure</subject><subject>confidence interval</subject><subject>ozone</subject><subject>Parkinson's disease</subject><subject>Prospective cohort</subject><subject>regression analysis</subject><issn>0304-3894</issn><issn>1873-3336</issn><issn>1873-3336</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNqFkctuFDEQRS0EIkPgE0BesunB7nK37RVCI15SJFgka6vGrgEP3fZgd_Na8Rv5Pb6EDjNhm1VJpXPrSnUYeyrFWgrZv9iv95_x14jTuhWtWksAq9Q9tpJGQwMA_X22EiBUA8aqM_ao1r0QQupOPWRnYFSnre5WDDc4Vxw41pp9xCnmxLc0fSdKfMjpUzNRGTn9OOQ6F-JT5hgLP-RhmP-xmAKPycdAaeIfsXyJqeb05_d15SFWwkqP2YMdDpWenOY5u3rz-nLzrrn48Pb95tVF48GaqWlNH8AH3xtvtGp7S7tWeCM1BMDQY6c1BWG1IVBS4rKWIFGJrtv2wbYI5-z58e6h5K8z1cmNsXoaBkyU5-pAdtBLq1t7J9raTmltegEL2h1RX3KthXbuUOKI5aeTwt2IcHt3EuFuRLijiCX37FQxb0cK_1O3n1-Al0eAlp98i1Rc9ZGSpxAL-cmFHO-o-Asm_p2e</recordid><startdate>20240505</startdate><enddate>20240505</enddate><creator>Ai, Baozhuo</creator><creator>Zhang, Jiayue</creator><creator>Zhang, Shiyu</creator><creator>Chen, Ge</creator><creator>Tian, Fei</creator><creator>Chen, Lan</creator><creator>Li, Haitao</creator><creator>Guo, Yuming</creator><creator>Jerath, Angela</creator><creator>Lin, Hualiang</creator><creator>Zhang, Zilong</creator><general>Elsevier B.V</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>7S9</scope><scope>L.6</scope></search><sort><creationdate>20240505</creationdate><title>Causal association between long-term exposure to air pollution and incident Parkinson’s disease</title><author>Ai, Baozhuo ; Zhang, Jiayue ; Zhang, Shiyu ; Chen, Ge ; Tian, Fei ; Chen, Lan ; Li, Haitao ; Guo, Yuming ; Jerath, Angela ; Lin, Hualiang ; Zhang, Zilong</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c398t-286d3cdc68c874269ef20c8173d3ad6a577ed0978e3411a73d131a4055b6d92a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Air pollution</topic><topic>Causal inference</topic><topic>chronic exposure</topic><topic>confidence interval</topic><topic>ozone</topic><topic>Parkinson's disease</topic><topic>Prospective cohort</topic><topic>regression analysis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ai, Baozhuo</creatorcontrib><creatorcontrib>Zhang, Jiayue</creatorcontrib><creatorcontrib>Zhang, Shiyu</creatorcontrib><creatorcontrib>Chen, Ge</creatorcontrib><creatorcontrib>Tian, Fei</creatorcontrib><creatorcontrib>Chen, Lan</creatorcontrib><creatorcontrib>Li, Haitao</creatorcontrib><creatorcontrib>Guo, Yuming</creatorcontrib><creatorcontrib>Jerath, Angela</creatorcontrib><creatorcontrib>Lin, Hualiang</creatorcontrib><creatorcontrib>Zhang, Zilong</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>AGRICOLA</collection><collection>AGRICOLA - Academic</collection><jtitle>Journal of hazardous materials</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ai, Baozhuo</au><au>Zhang, Jiayue</au><au>Zhang, Shiyu</au><au>Chen, Ge</au><au>Tian, Fei</au><au>Chen, Lan</au><au>Li, Haitao</au><au>Guo, Yuming</au><au>Jerath, Angela</au><au>Lin, Hualiang</au><au>Zhang, Zilong</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Causal association between long-term exposure to air pollution and incident Parkinson’s disease</atitle><jtitle>Journal of hazardous materials</jtitle><addtitle>J Hazard Mater</addtitle><date>2024-05-05</date><risdate>2024</risdate><volume>469</volume><spage>133944</spage><pages>133944-</pages><artnum>133944</artnum><issn>0304-3894</issn><issn>1873-3336</issn><eissn>1873-3336</eissn><abstract>Epidemiological evidence for long-term air pollution exposure and Parkinson’s disease (PD) is controversial, and analysis of causality is limited. We identified 293,888 participants who were free of PD at baseline in the UK Biobank (2006–2010). Time-varying air pollution [fine particulate (PM2.5) and ozone (O3)] exposures were estimated using spatio-temporal models. Incident cases of PD were identified using validated algorithms. Four methods were used to investigate the associations between air pollution and PD, including (1) standard time-varying Cox proportional-hazard model; (2) Cox models weighted by generalized propensity score (GPS) and inverse-probability weights (IPW); (3) instrumental variable (IV) analysis; and (4) negative control outcome analysis. During a median of 11.6 years of follow-up, 1822 incident PD cases were identified. Based on standard Cox regression, the hazard ratios (95% confidence interval) for a 1 µg/m3 or ppb increase in PM2.5 and O3 were 1.23 (1.17, 1.30) and 1.02 (0.98, 1.05), respectively. Consistent results were found in models weighted by GPS and IPW, and in IV analysis. There were no significant associations between air pollution and negative control outcomes. This study provides evidence to support a causal association between PM2.5 exposure and PD. Mitigation of air pollution could be a protective measure against PD.
[Display omitted]
•We evaluated the associations between air pollution and Parkinson’s disease.•Multiple causal models were employed to strengthen causal inference.•PM2.5 was positively associated with Parkinson’s disease across different models.•PM2.5 exposure may have a causal relationship with Parkinson’s disease.</abstract><cop>Netherlands</cop><pub>Elsevier B.V</pub><pmid>38457975</pmid><doi>10.1016/j.jhazmat.2024.133944</doi></addata></record> |
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subjects | Air pollution Causal inference chronic exposure confidence interval ozone Parkinson's disease Prospective cohort regression analysis |
title | Causal association between long-term exposure to air pollution and incident Parkinson’s disease |
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