Outdoor air pollution, green space, and cancer incidence in Saxony: a semi-individual cohort study
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There are a few epidemiological studies that (1) link increased ambient air pollution (AP) with an increase in lung cancer incidence rates and (2) investigate whether residing in green spaces could be protective against cancer. However, it is completely unclear whether other forms of cancer are also affected by AP and if residential green spaces could lower cancer incidence rates in general. Therefore, the objective was to estimate whether AP and green space are associated with several cancer types. The analysis was based on routine health care data from around 1.9 million people from Saxony who were free of cancer in 2008 and 2009. Incident cancer cases (2010–2014) of mouth and throat, skin (non-melanoma skin cancer - NMSC), prostate, breast, and colorectum were defined as: (1) one inpatient diagnosis, or (2) two outpatient diagnoses in two different quarters within one year and a specific treatment or death within two quarters after the diagnosis. Exposures, derived from freely available 3rd party data, included particulate matter with aerodynamic diameter of less than 10 μm (PM 10 ) and nitrogen dioxide (N0 2 ) as well as green space (Normalized Difference Vegetation Index - NDVI). Associations between air pollutants, green space, and cancer incidence were assessed by multilevel Poisson models. Age, sex, physician contacts, short- and long-term unemployment, population density, and having an alcohol-related disorder were considered as potential confounders. Three thousand one hundred seven people developed mouth and throat cancer, 33,178 NMSC, 9611 prostate cancer, 9577 breast cancer, and 11,975 colorectal cancer during the follow-up period (2010–2014). An increase in PM 10 of 10 μg/m 3 was associated with a 53% increase in relative risk (RR) of mouth and throat cancer and a 52% increase in RR of NMSC. Prostate and breast cancer were modestly associated with PM 10 with an increase in RR of 23 and 19%, respectively. The associations with N0 2 were in the same direction as PM 10 but the effect estimates were much lower (7–24%). A 10% increase in NDVI was most protective of mouth and throat cancer (− 11% RR) and of NMSC (− 16% RR). Colorectal cancer was not affected by any of the exposures. In addition to the studies carried out so far, this study was able to provide evidence that higher ambient AP levels increase the risk of mouth and throat cancer as well as of NMSC and that a higher residential green space level might have a protective effect for NMSC in areas with low to moderate UV intensity. Nevertheless, we cannot rule out residual confounding by socioeconomic or smoking status.
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Non-melanoma skin cancer was excluded from the final synthesis because only one potential article on non-melanoma skin cancer and air pollution was identified.
“As there was only one potential article on NMSC and AP [28], we decided to exclude NMSC from the final synthesis.”
From Air Pollution and Skin Diseases: A Systematic Review of Epidemiological Evidence (2026) · cites this paper as [28]
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Exploring pathways linking greenspace to health: theoretical and methodological guidance
Markevych, I., Schoierer, J., Hartig, T., Chudnovsky, A., Hystad, P., Dzhambov, A. M., de Vries, S., Triguero-Mas, M., Brauer, M., Nieuwenhuijsen, M. J., et al. (2017) · Environmental Research · doi:10.1016/j.envres.2017.06.028 · Cited by 2,543 · see citing works
Self-citationAlcohol consumption and site-specific cancer risk: a comprehensive dose–response meta-analysis
Bagnardi, V, Rota, M., Botteri, E., Tramacere, I., Islami, F., Fedirko, V, Scotti, L., Jenab, M., Turati, F., Pasquali, E., et al. (2015) · British Journal of Cancer · doi:10.1038/bjc.2014.579 · Cited by 1,342 · see citing works
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Research works printed but not linked: 50
- [1]Cohen AJ Brauer M Burnett R Anderson HR Frostad J Estep K Balakrishnan K Brunekreef B Dandona L Dandona R Estimates and 25-year trends of the global burden of disease attributable to ambient air pollution: an analysis of data from the global burden of diseases study 2015 Lancet (London, England) 2017 389 10082 1907 1918 10.1016/S0140-6736(17)30505-6 PMC5439030 28408086 · DOI · Paper page
- [2]Brook RD Newby DE Rajagopalan S The global threat of outdoor ambient air pollution to cardiovascular health: time for intervention JAMA cardiology 2017 2 4 353 354 10.1001/jamacardio.2017.0032 28241232 · DOI
- [3]Brook RD Rajagopalan S Pope CA 3rd Brook JR Bhatnagar A Diez-Roux AV Holguin F Hong Y Luepker RV Mittleman MA Particulate matter air pollution and cardiovascular disease: an update to the scientific statement from the American Heart Association Circulation 2010 121 21 2331 2378 10.1161/CIR.0b013e3181dbece1 20458016 · DOI · Paper page
- [4]Cosselman KE Navas-Acien A Kaufman JD Environmental factors in cardiovascular disease Nat Rev Cardiol 2015 12 11 627 642 10.1038/nrcardio.2015.152 26461967 · DOI · Paper page
- [5]Hoek G Krishnan RM Beelen R Peters A Ostro B Brunekreef B Kaufman JD Long-term air pollution exposure and cardio- respiratory mortality: a review Environmental health: a global access science source 2013 12 1 43 10.1186/1476-069X-12-43 23714370 PMC3679821 · DOI
- [6]Lee BJ Kim B Lee K Air pollution exposure and cardiovascular disease Toxicological research 2014 30 2 71 75 10.5487/TR.2014.30.2.071 25071915 PMC4112067 · DOI
- [7]Li J Sun S Tang R Qiu H Huang Q Mason TG Tian L Major air pollutants and risk of COPD exacerbations: a systematic review and meta-analysis International journal of chronic obstructive pulmonary disease 2016 11 3079 3091 10.2147/COPD.S122282 28003742 PMC5161337 · DOI
- [8]Faustini A Rapp R Forastiere F Nitrogen dioxide and mortality: review and meta-analysis of long-term studies Eur Respir J 2014 44 3 744 753 10.1183/09031936.00114713 24558178 · DOI
- [9]Atkinson RW Butland BK Dimitroulopoulou C Heal MR Stedman JR Carslaw N Jarvis D Heaviside C Vardoulakis S Walton H Long-term exposure to ambient ozone and mortality: a quantitative systematic review and meta-analysis of evidence from cohort studies BMJ Open 2016 6 2 e009493 10.1136/bmjopen-2015-009493 26908518 PMC4769417 · DOI
- [10]Pope CA 3rd Dockery DW Health effects of fine particulate air pollution: lines that connect Journal of the Air & Waste Management Association (1995) 2006 56 6 709 742 10.1080/10473289.2006.10464485 16805397 · DOI
- [12]Perera FP Environment and cancer: who are susceptible? Science 1997 278 5340 1068 1073 10.1126/science.278.5340.1068 9353182 · DOI
- [13]Hamra GB Laden F Cohen AJ Raaschou-Nielsen O Brauer M Loomis D Lung Cancer and exposure to nitrogen dioxide and traffic: a systematic review and meta-analysis Environ Health Perspect 2015 123 11 1107 1112 10.1289/ehp.1408882 25870974 PMC4629738 · DOI
- [14]Loomis D Grosse Y Lauby-Secretan B El Ghissassi F Bouvard V Benbrahim-Tallaa L Guha N Baan R Mattock H Straif K The carcinogenicity of outdoor air pollution The Lancet Oncology 2013 14 13 1262 1263 10.1016/S1470-2045(13)70487-X 25035875 · DOI
- [15]Clapp RW Jacobs MM Loechler EL Environmental and occupational causes of cancer: new evidence 2005-2007 Rev Environ Health 2008 23 1 1 37 10.1515/REVEH.2008.23.1.1 18557596 PMC2791455 · DOI
- [16]Blackadar CB Historical review of the causes of cancer World journal of clinical oncology 2016 7 1 54 86 10.5306/wjco.v7.i1.54 26862491 PMC4734938 · DOI
- [17]Pope CA 3rd Burnett RT Thun MJ Calle EE Krewski D Ito K Thurston GD Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution Jama 2002 287 9 1132 1141 10.1001/jama.287.9.1132 11879110 PMC4037163 · DOI · Paper page
- [18]Perez L Rapp R Kunzli N The year of the lung: outdoor air pollution and lung health Swiss Med Wkly 2010 140 w13129 21086200
- [19]Fajersztajn L Veras M Barrozo LV Saldiva P Air pollution: a potentially modifiable risk factor for lung cancer Nat Rev Cancer 2013 13 9 674 678 10.1038/nrc3572 23924644 · DOI
- [20]Farmer PB Singh R Kaur B Sram RJ Binkova B Kalina I Popov TA Garte S Taioli E Gabelova A Molecular epidemiology studies of carcinogenic environmental pollutants Effects of polycyclic aromatic hydrocarbons (PAHs) in environmental pollution on exogenous and oxidative DNA damage Mutation research 2003 544 2–3 397 402 14644342
- [21]Perera FP Hemminki K Gryzbowska E Motykiewicz G Michalska J Santella RM Young TL Dickey C Brandt-Rauf P De Vivo I Molecular and genetic damage in humans from environmental pollution in Poland Nature 1992 360 6401 256 258 10.1038/360256a0 1436106 · DOI
- [22]Perera FP Jedrychowski W Rauh V Whyatt RM Molecular epidemiologic research on the effects of environmental pollutants on the fetus Environ Health Perspect 1999 107 Suppl 3 451 460 10.1289/ehp.99107s3451 10346993 PMC1566212 · DOI
- [23]Council NR Global sources of local pollution: an assessment of long-range transport of key air pollutants to and from the United States 2010 Washington, DC the National Academies Press
- [24]Weichenthal S Farrell W Goldberg M Joseph L Hatzopoulou M Characterizing the impact of traffic and the built environment on near-road ultrafine particle and black carbon concentrations Environ Res 2014 132 305 310 10.1016/j.envres.2014.04.007 24834826 · DOI
- [25]Parent ME Goldberg MS Crouse DL Ross NA Chen H Valois MF Liautaud A Traffic-related air pollution and prostate cancer risk: a case-control study in Montreal, Canada Occup Environ Med 2013 70 7 511 518 10.1136/oemed-2012-101211 23531743 · DOI
- [26]Al-Ahmadi K Al-Zahrani A NO(2) and cancer incidence in Saudi Arabia Int J Environ Res Public Health 2013 10 11 5844 5862 10.3390/ijerph10115844 24192792 PMC3863874 · DOI
- [27]Astell-Burt T Feng X Kolt GS Neighbourhood green space and the odds of having skin cancer: multilevel evidence of survey data from 267072 Australians J Epidemiol Community Health 2014 68 4 370 374 10.1136/jech-2013-203043 24376218 · DOI
- [28]Gascon M Triguero-Mas M Martinez D Dadvand P Rojas-Rueda D Plasencia A Nieuwenhuijsen MJ Residential green spaces and mortality: a systematic review Environ Int 2016 86 60 67 10.1016/j.envint.2015.10.013 26540085 · DOI
- [29]Richardson EA Mitchell R Gender differences in relationships between urban green space and health in the United Kingdom Soc Sci Med 2010 71 3 568 575 10.1016/j.socscimed.2010.04.015 20621750 · DOI
- [30]Mitchell R, Popham F. Effect of exposure to natural environment on health inequalities: an observational population study. Lancet. 372(9650):1655–60. 18994663
- [32]Kerr J Anderson C Lippman SM Physical activity, sedentary behaviour, diet, and cancer: an update and emerging new evidence The Lancet Oncology 2017 18 8 e457 e471 10.1016/S1470-2045(17)30411-4 28759385 PMC10441558 · DOI
- [33]Friedenreich CM, Shaw E, Neilson HK, Brenner DR. Epidemiology and biology of physical activity and cancer recurrence. Journal of molecular medicine (Berlin, Germany). 2017; PMC5613065 28620703
- [34]McTiernan A Mechanisms linking physical activity with cancer Nat Rev Cancer 2008 8 3 205 211 10.1038/nrc2325 18235448 · DOI
- [35]James P, Hart JE, Banay RF, Laden F. Exposure to greenness and mortality in a Nationwide prospective cohort study of women. Environ Health Perspect. 2016; PMC5010419 27074702
- [36]Toftager M Ekholm O Schipperijn J Stigsdotter U Bentsen P Gronbaek M Randrup TB Kamper-Jorgensen F Distance to green space and physical activity: a Danish national representative survey J Phys Act Health 2011 8 6 741 749 10.1123/jpah.8.6.741 21832288 · DOI
- [37]van den Berg M Wendel-Vos W van Poppel M Kemper H van Mechelen W Maas J Health benefits of green spaces in the living environment: a systematic review of epidemiological studies Urban For Urban Green 2015 14 4 806 816 10.1016/j.ufug.2015.07.008 · DOI
- [38]Trautmann F Schuler M Schmitt J Burden of soft-tissue and bone sarcoma in routine care: estimation of incidence, prevalence and survival for health services research Cancer Epidemiol 2015 39 3 440 446 10.1016/j.canep.2015.03.002 25801944 · DOI
- [39]Swart E Gothe H Geyer S Jaunzeme J Maier B Grobe TG Ihle P German Society for Social M, prevention, German Society for E: [good practice of secondary data analysis (GPS): guidelines and recommendations] Gesundheitswesen 2015 77 2 120 126 10.1055/s-0034-1396815 25622207 · DOI · Paper page
- [41]Swart E Gothe H Geyer S Jaunzeme J Maier B Grobe TG Ihle P Good practice of secondary data analysis (GPS): guidelines and recommendations Gesundheitswesen 2015 77 2 120 126 10.1055/s-0034-1396815 25622207 · DOI · Paper page
- [42]Small Area Health Statistics Unit [ http://www.sahsu.org/content/data-download]. 10123241
- [43]Vienneau D de Hoogh K Bechle MJ Beelen R van Donkelaar A Martin RV Millet DB Hoek G Marshall JD Western European land use regression incorporating satellite- and ground-based measurements of NO2 and PM10 Environmental science & technology 2013 47 23 13555 13564 10.1021/es403089q 24156783 · DOI
- [45]Tucker CJ Red and photographic infrared linear combinations for monitoring vegetation Remote Sens Environ 1979 8 2 127 150 10.1016/0034-4257(79)90013-0 · DOI
- [47]IARC_Working_Group Personal habits and indoor combustions. Volume 100 E A review of human carcinogens IARC Monographs on the Evaluation of Carcinogenic Risks in Humans 2012 100 Pt E 373 472 PMC4781577 23193840
- [48]IARC_Working_Group Alcohol consumption and ethyl carbamate IARC Monographs on the Evaluation of Carcinogenic Risks in Humans 2010 96 3 1383 PMC4781168 21735939
- [53]Calcagno V de Mazancourt C Glmulti: an R package for easy automated model selection with (generalized) linear models J Stat Softw 2010 34 12 1 29 10.18637/jss.v034.i12 · DOI
- [54]Raaschou-Nielsen O Andersen ZJ Beelen R Samoli E Stafoggia M Weinmayr G Hoffmann B Fischer P Nieuwenhuijsen MJ Brunekreef B Air pollution and lung cancer incidence in 17 European cohorts: prospective analyses from the European study of cohorts for air pollution effects (ESCAPE) The Lancet Oncology 2013 14 9 813 822 10.1016/S1470-2045(13)70279-1 23849838 · DOI
- [55]Raaschou-Nielsen O Beelen R Wang M Hoek G Andersen ZJ Hoffmann B Stafoggia M Samoli E Weinmayr G Dimakopoulou K Particulate matter air pollution components and risk for lung cancer Environ Int 2016 87 66 73 10.1016/j.envint.2015.11.007 26641521 · DOI
- [56]Vineis P Husgafvel-Pursiainen K Air pollution and cancer: biomarker studies in human populations Carcinogenesis 2005 26 11 1846 1855 10.1093/carcin/bgi216 16123121 · DOI
- [57]Kraus L Pabst A Piontek D EGd M Substanzkonsum und substanzbezogene Störungen: Trends in Deutschland 1980 – 2012 Sucht 2013 59 6 333 345 10.1024/0939-5911.a000276 · DOI
- [59]Purdue MP Hashibe M Berthiller J La Vecchia C Dal Maso L Herrero R Franceschi S Castellsague X Wei Q Sturgis EM Type of alcoholic beverage and risk of head and neck cancer--a pooled analysis within the INHANCE consortium Am J Epidemiol 2009 169 2 132 142 10.1093/aje/kwn306 19064644 PMC2727255 · DOI
- [60]Eronen J von Bonsdorff M Rantakokko M Portegijs E Viljanen A Rantanen T Socioeconomic status and life-space mobility in old age J Aging Phys Act 2016 24 4 617 623 10.1123/japa.2015-0196 27051074 · DOI
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- Authors
- Datzmann, T., Markevych, I., Trautmann, F., Heinrich, J., Schmitt, J., & Tesch, F.
- Affiliations
- Nationales Centrum für Tumorerkrankungen Dresden (DE)
- Helmholtz Munich (DE)
- Zentrum für Evidenzbasierte Gesundheitsversorgung (DE)
- Corresponding author
- Datzmann, Thomas
- Venue
- BMC Public Health
- Published
- 2018-06-08
- Volume
- 18
- Issue
- 1
- Pages
- 715-715
- ISSN
- 1471-2458 (ISSN-L)
- PMC
- PMC5994126
- OpenAlex
- W2806004084
- Cited by
- 141
- References
- 3
- Citations by year
- 2026: 5 · 2025: 21 · 2024: 29 · 2023: 22 · 2022: 23 · 2021: 17 · 2020: 15 · 2019: 8 · 2018: 1
- FWCI
- 5.06
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- BMC Public Health (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Open access LMU (Ludwid Maxmilian's Universitat Munchen) (submittedVersion, cc-by)
- Site cant be reached (submittedVersion, cc-by)
- PuSH - Publication Server of Helmholtz Zentrum München (submittedVersion)
- Qucosa (Saxon State and University Library Dresden) (submittedVersion, cc-by)
- Funders
- Deutsche Forschungsgemeinschaft
- Technische Universität Dresden
- Topics
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Air Quality and Health Impacts
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Urban Green Space and Health
- Social Sciences › Sociology and Political Science › Environmental Justice and Health Disparities
- Keywords
- ambient air pollution, green spaces, cancer incidence, PM10, nitrogen dioxide, NDVI, non-melanoma skin cancer, prostate cancer, breast cancer, colorectal cancer, Saxony, residential exposure, cancer risk factors, unemployment, population density, physician contact
- MeSH terms
- Adolescent, Adult, Aged, Aged, 80 and over, Air Pollution, Child, Child, Preschool, Female, Germany, Poaceae, Humans, Infant, Infant, Newborn, Male, Middle Aged, Neoplasms, Residence Characteristics, Trees, Cohort Studies, Incidence, Young Adult
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