Skip to main content
Top
Published in: BMC Medicine 1/2023

Open Access 01-12-2023 | Air Pollutants | Research article

Genetic susceptibility and lifestyle modify the association of long-term air pollution exposure on major depressive disorder: a prospective study in UK Biobank

Authors: Dankang Li, Junqing Xie, Lulin Wang, Yu Sun, Yonghua Hu, Yaohua Tian

Published in: BMC Medicine | Issue 1/2023

Login to get access

Abstract

Background

Evidence linking air pollution to major depressive disorder (MDD) remains sparse and results are heterogeneous. In addition, the evidence about the interaction and joint associations of genetic risk and lifestyle with air pollution on incident MDD risk remains unclear. We aimed to examine the association of various air pollutants with the risk of incident MDD and assessed whether genetic susceptibility and lifestyle influence the associations.

Methods

This population-based prospective cohort study analyzed data collected between March 2006 and October 2010 from 354,897 participants aged 37 to 73 years from the UK Biobank. Annual average concentrations of PM2.5, PM10, NO2, and NOx were estimated using a Land Use Regression model. A lifestyle score was determined based on a combination of smoking, alcohol drinking, physical activity, television viewing time, sleep duration, and diet. A polygenic risk score (PRS) was defined using 17 MDD-associated genetic loci.

Results

During a median follow-up of 9.7 years (3,427,084 person-years), 14,710 incident MDD events were ascertained. PM2.5 (HR: 1.16, 95% CI: 1.07–1.26; per 5 μg/m3) and NOx (HR: 1.02, 95% CI: 1.01–1.05; per 20 μg/m3) were associated with increased risk of MDD. There was a significant interaction between the genetic susceptibility and air pollution for MDD (P-interaction < 0.05). Compared with participants with low genetic risk and low air pollution, those with high genetic risk and high PM2.5 exposure had the highest risk of incident MDD (PM2.5: HR: 1.34, 95% CI: 1.23–1.46). We also observed an interaction between PM2.5 exposure and unhealthy lifestyle (P-interaction < 0.05). Participants with the least healthy lifestyle and high air pollution exposures had the highest MDD risk when compared to those with the most healthy lifestyle and low air pollution (PM2.5: HR: 2.22, 95% CI: 1.92–2.58; PM10: HR: 2.09, 95% CI: 1.78–2.45; NO2: HR: 2.11, 95% CI: 1.82–2.46; NOx: HR: 2.28, 95% CI: 1.97–2.64).

Conclusions

Long-term exposure to air pollution is associated with MDD risk. Identifying individuals with high genetic risk and developing healthy lifestyle for reducing the harm of air pollution to public mental health.
Appendix
Available only for authorised users
Literature
2.
go back to reference Bromet E, Andrade LH, Hwang I, Sampson NA, Alonso J, de Girolamo G, et al. Cross-national epidemiology of DSM-IV major depressive episode. BMC Med. 2011;9:90.PubMedPubMedCentralCrossRef Bromet E, Andrade LH, Hwang I, Sampson NA, Alonso J, de Girolamo G, et al. Cross-national epidemiology of DSM-IV major depressive episode. BMC Med. 2011;9:90.PubMedPubMedCentralCrossRef
3.
4.
go back to reference WHO: World Health Organization. The Global Burden of Disease: 2004 Update. 2008. WHO: World Health Organization. The Global Burden of Disease: 2004 Update. 2008.
5.
go back to reference Ng F, Berk M, Dean O, Bush AI. Oxidative stress in psychiatric disorders: evidence base and therapeutic implications. Int J Neuropsychopharmacol. 2008;11(6):851–76.PubMedCrossRef Ng F, Berk M, Dean O, Bush AI. Oxidative stress in psychiatric disorders: evidence base and therapeutic implications. Int J Neuropsychopharmacol. 2008;11(6):851–76.PubMedCrossRef
7.
go back to reference Borroni E, Pesatori AC, Bollati V, Buoli M, Carugno M. Air pollution exposure and depression: a comprehensive updated systematic review and meta-analysis. Environ Pollut. 2022;292(Pt A):118245.PubMedCrossRef Borroni E, Pesatori AC, Bollati V, Buoli M, Carugno M. Air pollution exposure and depression: a comprehensive updated systematic review and meta-analysis. Environ Pollut. 2022;292(Pt A):118245.PubMedCrossRef
8.
go back to reference Ye J, Wen Y, Sun X, Chu X, Li P, Cheng B, et al. Socioeconomic deprivation index is associated with psychiatric disorders: an observational and genome-wide gene-by-environment interaction analysis in the UK Biobank cohort. Biol Psychiatry. 2021;89(9):888–95.PubMedCrossRef Ye J, Wen Y, Sun X, Chu X, Li P, Cheng B, et al. Socioeconomic deprivation index is associated with psychiatric disorders: an observational and genome-wide gene-by-environment interaction analysis in the UK Biobank cohort. Biol Psychiatry. 2021;89(9):888–95.PubMedCrossRef
9.
go back to reference Otte C, Gold SM, Penninx BW, Pariante CM, Etkin A, Fava M, et al. Major depressive disorder. Nat Rev Dis Primers. 2016;2:16065.PubMedCrossRef Otte C, Gold SM, Penninx BW, Pariante CM, Etkin A, Fava M, et al. Major depressive disorder. Nat Rev Dis Primers. 2016;2:16065.PubMedCrossRef
10.
go back to reference Hyde CL, Nagle MW, Tian C, Chen X, Paciga SA, Wendland JR, et al. Identification of 15 genetic loci associated with risk of major depression in individuals of European descent. Nat Genet. 2016;48(9):1031–6.PubMedPubMedCentralCrossRef Hyde CL, Nagle MW, Tian C, Chen X, Paciga SA, Wendland JR, et al. Identification of 15 genetic loci associated with risk of major depression in individuals of European descent. Nat Genet. 2016;48(9):1031–6.PubMedPubMedCentralCrossRef
11.
go back to reference Fang Y, Scott L, Song P, Burmeister M, Sen S. Genomic prediction of depression risk and resilience under stress. Nat Hum Behav. 2020;4(1):111–8.PubMedCrossRef Fang Y, Scott L, Song P, Burmeister M, Sen S. Genomic prediction of depression risk and resilience under stress. Nat Hum Behav. 2020;4(1):111–8.PubMedCrossRef
12.
go back to reference Huang Y, Zhu M, Ji M, Fan J, Xie J, Wei X, et al. Air pollution, genetic factors, and the risk of lung cancer: a prospective study in the UK Biobank. Am J Respir Crit Care Med. 2021;204(7):817–25.PubMedCrossRef Huang Y, Zhu M, Ji M, Fan J, Xie J, Wei X, et al. Air pollution, genetic factors, and the risk of lung cancer: a prospective study in the UK Biobank. Am J Respir Crit Care Med. 2021;204(7):817–25.PubMedCrossRef
13.
go back to reference Eid A, Mhatre I, Richardson JR. Gene-environment interactions in Alzheimer’s disease: a potential path to precision medicine. Pharmacol Ther. 2019;199:173–87.PubMedPubMedCentralCrossRef Eid A, Mhatre I, Richardson JR. Gene-environment interactions in Alzheimer’s disease: a potential path to precision medicine. Pharmacol Ther. 2019;199:173–87.PubMedPubMedCentralCrossRef
14.
go back to reference Choi KW, Chen CY, Stein MB, Klimentidis YC, Wang MJ, Koenen KC, et al. Major Depressive Disorder Working Group of the Psychiatric Genomics C: Assessment of bidirectional relationships between physical activity and depression among adults: a 2-sample Mendelian randomization study. JAMA Psychiatry. 2019;76(4):399–408.PubMedPubMedCentralCrossRef Choi KW, Chen CY, Stein MB, Klimentidis YC, Wang MJ, Koenen KC, et al. Major Depressive Disorder Working Group of the Psychiatric Genomics C: Assessment of bidirectional relationships between physical activity and depression among adults: a 2-sample Mendelian randomization study. JAMA Psychiatry. 2019;76(4):399–408.PubMedPubMedCentralCrossRef
16.
go back to reference Wootton RE, Richmond RC, Stuijfzand BG, Lawn RB, Sallis HM, Taylor GMJ, et al. Evidence for causal effects of lifetime smoking on risk for depression and schizophrenia: a Mendelian randomisation study. Psychol Med. 2020;50(14):2435–43.PubMedCrossRef Wootton RE, Richmond RC, Stuijfzand BG, Lawn RB, Sallis HM, Taylor GMJ, et al. Evidence for causal effects of lifetime smoking on risk for depression and schizophrenia: a Mendelian randomisation study. Psychol Med. 2020;50(14):2435–43.PubMedCrossRef
17.
go back to reference Kim SR, Choi S, Keum N, Park SM. Combined effects of physical activity and air pollution on cardiovascular disease: a population-based study. J Am Heart Assoc. 2020;9(11):e013611.PubMedPubMedCentralCrossRef Kim SR, Choi S, Keum N, Park SM. Combined effects of physical activity and air pollution on cardiovascular disease: a population-based study. J Am Heart Assoc. 2020;9(11):e013611.PubMedPubMedCentralCrossRef
18.
go back to reference Lim CC, Hayes RB, Ahn J, Shao Y, Silverman DT, Jones RR, et al. Mediterranean diet and the association between air pollution and cardiovascular disease mortality risk. Circulation. 2019;139(15):1766–75.PubMedPubMedCentralCrossRef Lim CC, Hayes RB, Ahn J, Shao Y, Silverman DT, Jones RR, et al. Mediterranean diet and the association between air pollution and cardiovascular disease mortality risk. Circulation. 2019;139(15):1766–75.PubMedPubMedCentralCrossRef
19.
go back to reference Baccarelli A, Kaufman JD. Ambient particulate air pollution, environmental tobacco smoking, and childhood asthma: interactions and biological mechanisms. Am J Respir Crit Care Med. 2011;184(12):1325–7.PubMedPubMedCentralCrossRef Baccarelli A, Kaufman JD. Ambient particulate air pollution, environmental tobacco smoking, and childhood asthma: interactions and biological mechanisms. Am J Respir Crit Care Med. 2011;184(12):1325–7.PubMedPubMedCentralCrossRef
20.
go back to reference Sudlow C, Gallacher J, Allen N, Beral V, Burton P, Danesh J, et al. UK biobank: an open access resource for identifying the causes of a wide range of complex diseases of middle and old age. PLoS Med. 2015;12(3):e1001779.PubMedPubMedCentralCrossRef Sudlow C, Gallacher J, Allen N, Beral V, Burton P, Danesh J, et al. UK biobank: an open access resource for identifying the causes of a wide range of complex diseases of middle and old age. PLoS Med. 2015;12(3):e1001779.PubMedPubMedCentralCrossRef
22.
go back to reference Beelen R, Hoek G, Vienneau D, Eeftens M, Dimakopoulou K, Pedeli X, et al. Development of NO2 and NOx land use regression models for estimating air pollution exposure in 36 study areas in Europe - the ESCAPE project. Atmospher Environ. 2013;72:10–23.CrossRef Beelen R, Hoek G, Vienneau D, Eeftens M, Dimakopoulou K, Pedeli X, et al. Development of NO2 and NOx land use regression models for estimating air pollution exposure in 36 study areas in Europe - the ESCAPE project. Atmospher Environ. 2013;72:10–23.CrossRef
23.
go back to reference Eeftens M, Beelen R, de Hoogh K, Bellander T, Cesaroni G, Cirach M, et al. Development of land use regression models for PM2.5, PM2.5 absorbance, PM10 and PMcoarse in 20 European study areas; results of the ESCAPE project. Environ Sci Technol. 2012;46(20):11195–205.PubMedCrossRef Eeftens M, Beelen R, de Hoogh K, Bellander T, Cesaroni G, Cirach M, et al. Development of land use regression models for PM2.5, PM2.5 absorbance, PM10 and PMcoarse in 20 European study areas; results of the ESCAPE project. Environ Sci Technol. 2012;46(20):11195–205.PubMedCrossRef
24.
go back to reference Bycroft C, Freeman C, Petkova D, Band G, Elliott LT, Sharp K, et al. Genome-wide genetic data on ~500,000 UK Biobank participants; 2017. p. 166298. Bycroft C, Freeman C, Petkova D, Band G, Elliott LT, Sharp K, et al. Genome-wide genetic data on ~500,000 UK Biobank participants; 2017. p. 166298.
25.
go back to reference Foster HME, Celis-Morales CA, Nicholl BI, Petermann-Rocha F, Pell JP, Gill JMR, et al. The effect of socioeconomic deprivation on the association between an extended measurement of unhealthy lifestyle factors and health outcomes: a prospective analysis of the UK Biobank cohort. Lancet Public Health. 2018;3(12):e576–85.PubMedCrossRef Foster HME, Celis-Morales CA, Nicholl BI, Petermann-Rocha F, Pell JP, Gill JMR, et al. The effect of socioeconomic deprivation on the association between an extended measurement of unhealthy lifestyle factors and health outcomes: a prospective analysis of the UK Biobank cohort. Lancet Public Health. 2018;3(12):e576–85.PubMedCrossRef
26.
go back to reference Dregan A, Rayner L, Davis KAS, Bakolis I, de la Torre JA, Das-Munshi J, et al. Associations between depression, arterial stiffness, and metabolic syndrome among adults in the UK Biobank population study: a mediation analysis. JAMA Psychiatry. 2020;77(6):598–606.PubMedCrossRef Dregan A, Rayner L, Davis KAS, Bakolis I, de la Torre JA, Das-Munshi J, et al. Associations between depression, arterial stiffness, and metabolic syndrome among adults in the UK Biobank population study: a mediation analysis. JAMA Psychiatry. 2020;77(6):598–606.PubMedCrossRef
27.
go back to reference Sarkar C, Webster C, Gallacher J. Residential greenness and prevalence of major depressive disorders: a cross-sectional, observational, associational study of 94 879 adult UK Biobank participants. Lancet Planet Health. 2018;2(4):e162–73.PubMedCrossRef Sarkar C, Webster C, Gallacher J. Residential greenness and prevalence of major depressive disorders: a cross-sectional, observational, associational study of 94 879 adult UK Biobank participants. Lancet Planet Health. 2018;2(4):e162–73.PubMedCrossRef
28.
go back to reference Smith DJ, Nicholl BI, Cullen B, Martin D, Ul-Haq Z, Evans J, et al. Prevalence and characteristics of probable major depression and bipolar disorder within UK biobank: cross-sectional study of 172,751 participants. PLoS One. 2013;8(11):e75362.PubMedPubMedCentralCrossRef Smith DJ, Nicholl BI, Cullen B, Martin D, Ul-Haq Z, Evans J, et al. Prevalence and characteristics of probable major depression and bipolar disorder within UK biobank: cross-sectional study of 172,751 participants. PLoS One. 2013;8(11):e75362.PubMedPubMedCentralCrossRef
29.
go back to reference Nicholl BI, Mackay D, Cullen B, Martin DJ, Ul-Haq Z, Mair FS, et al. Chronic multisite pain in major depression and bipolar disorder: cross-sectional study of 149,611 participants in UK Biobank. BMC Psychiatry. 2014;14:350.PubMedPubMedCentralCrossRef Nicholl BI, Mackay D, Cullen B, Martin DJ, Ul-Haq Z, Mair FS, et al. Chronic multisite pain in major depression and bipolar disorder: cross-sectional study of 149,611 participants in UK Biobank. BMC Psychiatry. 2014;14:350.PubMedPubMedCentralCrossRef
30.
go back to reference Spitzer RL, Kroenke K, Williams JB. Validation and utility of a self-report version of PRIME-MD: the PHQ primary care study. Primary Care Evaluation of Mental Disorders. Patient Health Questionnaire. JAMA. 1999;282(18):1737–44.PubMedCrossRef Spitzer RL, Kroenke K, Williams JB. Validation and utility of a self-report version of PRIME-MD: the PHQ primary care study. Primary Care Evaluation of Mental Disorders. Patient Health Questionnaire. JAMA. 1999;282(18):1737–44.PubMedCrossRef
31.
go back to reference Greenland S, Pearl J, Robins JM. Causal diagrams for epidemiologic research. Epidemiology. 1999;10(1):37–48.PubMedCrossRef Greenland S, Pearl J, Robins JM. Causal diagrams for epidemiologic research. Epidemiology. 1999;10(1):37–48.PubMedCrossRef
32.
go back to reference Kioumourtzoglou MA, Power MC, Hart JE, Okereke OI, Coull BA, Laden F, et al. The association between air pollution and onset of depression among middle-aged and older women. Am J Epidemiol. 2017;185(9):801–9.PubMedPubMedCentralCrossRef Kioumourtzoglou MA, Power MC, Hart JE, Okereke OI, Coull BA, Laden F, et al. The association between air pollution and onset of depression among middle-aged and older women. Am J Epidemiol. 2017;185(9):801–9.PubMedPubMedCentralCrossRef
33.
go back to reference Wei F, Yu Z, Zhang X, Wu M, Wang J, Shui L, et al. Long-term exposure to ambient air pollution and incidence of depression: a population-based cohort study in China. Sci Total Environ. 2022;804:149986.PubMedCrossRef Wei F, Yu Z, Zhang X, Wu M, Wang J, Shui L, et al. Long-term exposure to ambient air pollution and incidence of depression: a population-based cohort study in China. Sci Total Environ. 2022;804:149986.PubMedCrossRef
34.
go back to reference Wu Y, Zhang S, Qian SE, Cai M, Li H, Wang C, et al. Ambient air pollution associated with incidence and dynamic progression of type 2 diabetes: a trajectory analysis of a population-based cohort. BMC Med. 2022;20(1):375.PubMedPubMedCentralCrossRef Wu Y, Zhang S, Qian SE, Cai M, Li H, Wang C, et al. Ambient air pollution associated with incidence and dynamic progression of type 2 diabetes: a trajectory analysis of a population-based cohort. BMC Med. 2022;20(1):375.PubMedPubMedCentralCrossRef
35.
go back to reference Wang Y, Wang K, Han T, Zhang P, Chen X, Wu W, et al. Exposure to multiple metals and prevalence for preeclampsia in Taiyuan, China. Environ Int. 2020;145:106098.PubMedCrossRef Wang Y, Wang K, Han T, Zhang P, Chen X, Wu W, et al. Exposure to multiple metals and prevalence for preeclampsia in Taiyuan, China. Environ Int. 2020;145:106098.PubMedCrossRef
36.
go back to reference Liu S, Jorgensen JT, Ljungman P, Pershagen G, Bellander T, Leander K, et al. Long-term exposure to low-level air pollution and incidence of asthma: the ELAPSE project. Eur Respir J. 2021;57(6):106267.CrossRef Liu S, Jorgensen JT, Ljungman P, Pershagen G, Bellander T, Leander K, et al. Long-term exposure to low-level air pollution and incidence of asthma: the ELAPSE project. Eur Respir J. 2021;57(6):106267.CrossRef
37.
go back to reference Strak M, Weinmayr G, Rodopoulou S, Chen J, de Hoogh K, Andersen ZJ, et al. Long term exposure to low level air pollution and mortality in eight European cohorts within the ELAPSE project: pooled analysis. BMJ. 2021;374:n1904.PubMedPubMedCentralCrossRef Strak M, Weinmayr G, Rodopoulou S, Chen J, de Hoogh K, Andersen ZJ, et al. Long term exposure to low level air pollution and mortality in eight European cohorts within the ELAPSE project: pooled analysis. BMJ. 2021;374:n1904.PubMedPubMedCentralCrossRef
38.
go back to reference Liu S, Lim YH, Chen J, Strak M, Wolf K, Weinmayr G, et al. Long-term air pollution exposure and pneumonia-related mortality in a large pooled European cohort. Am J Respir Crit Care Med. 2022;205(12):1429–39.PubMedCrossRef Liu S, Lim YH, Chen J, Strak M, Wolf K, Weinmayr G, et al. Long-term air pollution exposure and pneumonia-related mortality in a large pooled European cohort. Am J Respir Crit Care Med. 2022;205(12):1429–39.PubMedCrossRef
39.
go back to reference Department for Environment Food and Rural Affairs: Emissions of air pollutants in the UK, 1970 to 2017,. Emissions of Air Pollutants in the UK, 1970 to 2017, 2019. Department for Environment Food and Rural Affairs: Emissions of air pollutants in the UK, 1970 to 2017,. Emissions of Air Pollutants in the UK, 1970 to 2017, 2019.
40.
go back to reference Sheridan C, Klompmaker J, Cummins S, James P, Fecht D, Roscoe C. Associations of air pollution with COVID-19 positivity, hospitalisations, and mortality: observational evidence from UK Biobank. Environ Pollut. 2022;308:119686.PubMedPubMedCentralCrossRef Sheridan C, Klompmaker J, Cummins S, James P, Fecht D, Roscoe C. Associations of air pollution with COVID-19 positivity, hospitalisations, and mortality: observational evidence from UK Biobank. Environ Pollut. 2022;308:119686.PubMedPubMedCentralCrossRef
41.
go back to reference Li FR, Zhu B, Liao J, Cheng Z, Jin C, Mo C, et al. Ambient air pollutants and incident microvascular disease: a cohort study. Environ Sci Technol. 2022;56(12):8485–95.PubMedCrossRef Li FR, Zhu B, Liao J, Cheng Z, Jin C, Mo C, et al. Ambient air pollutants and incident microvascular disease: a cohort study. Environ Sci Technol. 2022;56(12):8485–95.PubMedCrossRef
42.
go back to reference Kim KN, Lim YH, Bae HJ, Kim M, Jung K, Hong YC. Long-term fine particulate matter exposure and major depressive disorder in a community-based urban cohort. Environ Health Perspect. 2016;124(10):1547–53.PubMedPubMedCentralCrossRef Kim KN, Lim YH, Bae HJ, Kim M, Jung K, Hong YC. Long-term fine particulate matter exposure and major depressive disorder in a community-based urban cohort. Environ Health Perspect. 2016;124(10):1547–53.PubMedPubMedCentralCrossRef
43.
go back to reference Zhang Z, Zhao D, Hong YS, Chang Y, Ryu S, Kang D, et al. Long-term particulate matter exposure and onset of depression in middle-aged men and women. Environ Health Perspect. 2019;127(7):77001.PubMedCrossRef Zhang Z, Zhao D, Hong YS, Chang Y, Ryu S, Kang D, et al. Long-term particulate matter exposure and onset of depression in middle-aged men and women. Environ Health Perspect. 2019;127(7):77001.PubMedCrossRef
44.
go back to reference Brites D, Fernandes A. Neuroinflammation and depression: microglia activation, extracellular microvesicles and microRNA dysregulation. Front Cell Neurosci. 2015;9:476.PubMedPubMedCentralCrossRef Brites D, Fernandes A. Neuroinflammation and depression: microglia activation, extracellular microvesicles and microRNA dysregulation. Front Cell Neurosci. 2015;9:476.PubMedPubMedCentralCrossRef
46.
go back to reference Thomson EM, Vladisavljevic D, Mohottalage S, Kumarathasan P, Vincent R. Mapping acute systemic effects of inhaled particulate matter and ozone: multiorgan gene expression and glucocorticoid activity. Toxicol Sci. 2013;135(1):169–81.PubMedPubMedCentralCrossRef Thomson EM, Vladisavljevic D, Mohottalage S, Kumarathasan P, Vincent R. Mapping acute systemic effects of inhaled particulate matter and ozone: multiorgan gene expression and glucocorticoid activity. Toxicol Sci. 2013;135(1):169–81.PubMedPubMedCentralCrossRef
47.
go back to reference Heusinkveld HJ, Wahle T, Campbell A, Westerink RHS, Tran L, Johnston H, et al. Neurodegenerative and neurological disorders by small inhaled particles. Neurotoxicology. 2016;56:94–106.PubMedCrossRef Heusinkveld HJ, Wahle T, Campbell A, Westerink RHS, Tran L, Johnston H, et al. Neurodegenerative and neurological disorders by small inhaled particles. Neurotoxicology. 2016;56:94–106.PubMedCrossRef
48.
go back to reference Hahad O, Lelieveld J, Birklein F, Lieb K, Daiber A, Munzel T. Ambient air pollution increases the risk of cerebrovascular and neuropsychiatric disorders through induction of inflammation and oxidative stress. Int J Mol Sci. 2020;21(12):4306.PubMedPubMedCentralCrossRef Hahad O, Lelieveld J, Birklein F, Lieb K, Daiber A, Munzel T. Ambient air pollution increases the risk of cerebrovascular and neuropsychiatric disorders through induction of inflammation and oxidative stress. Int J Mol Sci. 2020;21(12):4306.PubMedPubMedCentralCrossRef
49.
go back to reference Ziegelstein RC. Association of depression and cardiovascular disease: which comes first? JAMA Cardiol. 2017;2(6):702.PubMedCrossRef Ziegelstein RC. Association of depression and cardiovascular disease: which comes first? JAMA Cardiol. 2017;2(6):702.PubMedCrossRef
50.
go back to reference Halldorsdottir T, Piechaczek C, Soares de Matos AP, Czamara D, Pehl V, Wagenbuechler P, et al. Polygenic risk: predicting depression outcomes in clinical and epidemiological cohorts of youths. Am J Psychiatry. 2019;176(8):615–25.PubMedCrossRef Halldorsdottir T, Piechaczek C, Soares de Matos AP, Czamara D, Pehl V, Wagenbuechler P, et al. Polygenic risk: predicting depression outcomes in clinical and epidemiological cohorts of youths. Am J Psychiatry. 2019;176(8):615–25.PubMedCrossRef
51.
go back to reference Li Z, Yan H, Zhang X, Shah S, Yang G, Chen Q, et al. Air pollution interacts with genetic risk to influence cortical networks implicated in depression. Proc Natl Acad Sci U S A. 2021;118(46):e2109310118.PubMedPubMedCentralCrossRef Li Z, Yan H, Zhang X, Shah S, Yang G, Chen Q, et al. Air pollution interacts with genetic risk to influence cortical networks implicated in depression. Proc Natl Acad Sci U S A. 2021;118(46):e2109310118.PubMedPubMedCentralCrossRef
52.
go back to reference Edwards SL, Beesley J, French JD, Dunning AM. Beyond GWASs: illuminating the dark road from association to function. Am J Hum Genet. 2013;93(5):779–97.PubMedPubMedCentralCrossRef Edwards SL, Beesley J, French JD, Dunning AM. Beyond GWASs: illuminating the dark road from association to function. Am J Hum Genet. 2013;93(5):779–97.PubMedPubMedCentralCrossRef
53.
go back to reference Li M, Yue W. VRK2, a candidate gene for psychiatric and neurological disorders. Mol Neuropsychiatry. 2018;4(3):119–33.PubMedPubMedCentral Li M, Yue W. VRK2, a candidate gene for psychiatric and neurological disorders. Mol Neuropsychiatry. 2018;4(3):119–33.PubMedPubMedCentral
54.
go back to reference Chen R, Li H, Cai J, Wang C, Lin Z, Liu C, et al. Fine particulate air pollution and the expression of microRNAs and circulating cytokines relevant to inflammation, coagulation, and vasoconstriction. Environ Health Perspect. 2018;126(1):017007.PubMedPubMedCentralCrossRef Chen R, Li H, Cai J, Wang C, Lin Z, Liu C, et al. Fine particulate air pollution and the expression of microRNAs and circulating cytokines relevant to inflammation, coagulation, and vasoconstriction. Environ Health Perspect. 2018;126(1):017007.PubMedPubMedCentralCrossRef
55.
go back to reference Buoli M, Grassi S, Caldiroli A, Carnevali GS, Mucci F, Iodice S, et al. Is there a link between air pollution and mental disorders? Environ Int. 2018;118:154–68.PubMedCrossRef Buoli M, Grassi S, Caldiroli A, Carnevali GS, Mucci F, Iodice S, et al. Is there a link between air pollution and mental disorders? Environ Int. 2018;118:154–68.PubMedCrossRef
56.
go back to reference Adjibade M, Lemogne C, Julia C, Hercberg S, Galan P, Assmann KE, et al. Prospective association between combined healthy lifestyles and risk of depressive symptoms in the French NutriNet-Sante cohort. J Affect Disord. 2018;238:554–62.PubMedCrossRef Adjibade M, Lemogne C, Julia C, Hercberg S, Galan P, Assmann KE, et al. Prospective association between combined healthy lifestyles and risk of depressive symptoms in the French NutriNet-Sante cohort. J Affect Disord. 2018;238:554–62.PubMedCrossRef
57.
go back to reference Calderon-Garciduenas L, Solt AC, Henriquez-Roldan C, Torres-Jardon R, Nuse B, Herritt L, et al. Long-term air pollution exposure is associated with neuroinflammation, an altered innate immune response, disruption of the blood-brain barrier, ultrafine particulate deposition, and accumulation of amyloid beta-42 and alpha-synuclein in children and young adults. Toxicol Pathol. 2008;36(2):289–310.PubMedCrossRef Calderon-Garciduenas L, Solt AC, Henriquez-Roldan C, Torres-Jardon R, Nuse B, Herritt L, et al. Long-term air pollution exposure is associated with neuroinflammation, an altered innate immune response, disruption of the blood-brain barrier, ultrafine particulate deposition, and accumulation of amyloid beta-42 and alpha-synuclein in children and young adults. Toxicol Pathol. 2008;36(2):289–310.PubMedCrossRef
59.
go back to reference Dias JA, Wirfalt E, Drake I, Gullberg B, Hedblad B, Persson M, et al. A high quality diet is associated with reduced systemic inflammation in middle-aged individuals. Atherosclerosis. 2015;238(1):38–44.PubMedCrossRef Dias JA, Wirfalt E, Drake I, Gullberg B, Hedblad B, Persson M, et al. A high quality diet is associated with reduced systemic inflammation in middle-aged individuals. Atherosclerosis. 2015;238(1):38–44.PubMedCrossRef
60.
go back to reference Pasco JA, Nicholson GC, Williams LJ, Jacka FN, Henry MJ, Kotowicz MA, et al. Association of high-sensitivity C-reactive protein with de novo major depression. Br J Psychiatry. 2010;197(5):372–7.PubMedCrossRef Pasco JA, Nicholson GC, Williams LJ, Jacka FN, Henry MJ, Kotowicz MA, et al. Association of high-sensitivity C-reactive protein with de novo major depression. Br J Psychiatry. 2010;197(5):372–7.PubMedCrossRef
61.
go back to reference Furlong MA, Klimentidis YC. Associations of air pollution with obesity and body fat percentage, and modification by polygenic risk score for BMI in the UK Biobank. Environ Res. 2020;185:109364.PubMedPubMedCentralCrossRef Furlong MA, Klimentidis YC. Associations of air pollution with obesity and body fat percentage, and modification by polygenic risk score for BMI in the UK Biobank. Environ Res. 2020;185:109364.PubMedPubMedCentralCrossRef
62.
go back to reference Li X, Wang M, Song Y, Ma H, Zhou T, Liang Z, et al. Obesity and the relation between joint exposure to ambient air pollutants and incident type 2 diabetes: a cohort study in UK Biobank. PLoS Med. 2021;18(8):e1003767.PubMedPubMedCentralCrossRef Li X, Wang M, Song Y, Ma H, Zhou T, Liang Z, et al. Obesity and the relation between joint exposure to ambient air pollutants and incident type 2 diabetes: a cohort study in UK Biobank. PLoS Med. 2021;18(8):e1003767.PubMedPubMedCentralCrossRef
63.
go back to reference Stamatakis E, Owen KB, Shepherd L, Drayton B, Hamer M, Bauman AE. Is cohort representativeness passe? Poststratified associations of lifestyle risk factors with mortality in the UK Biobank. Epidemiology. 2021;32(2):179–88.PubMedPubMedCentralCrossRef Stamatakis E, Owen KB, Shepherd L, Drayton B, Hamer M, Bauman AE. Is cohort representativeness passe? Poststratified associations of lifestyle risk factors with mortality in the UK Biobank. Epidemiology. 2021;32(2):179–88.PubMedPubMedCentralCrossRef
Metadata
Title
Genetic susceptibility and lifestyle modify the association of long-term air pollution exposure on major depressive disorder: a prospective study in UK Biobank
Authors
Dankang Li
Junqing Xie
Lulin Wang
Yu Sun
Yonghua Hu
Yaohua Tian
Publication date
01-12-2023
Publisher
BioMed Central
Keyword
Air Pollutants
Published in
BMC Medicine / Issue 1/2023
Electronic ISSN: 1741-7015
DOI
https://doi.org/10.1186/s12916-023-02783-0

Other articles of this Issue 1/2023

BMC Medicine 1/2023 Go to the issue