{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,11]],"date-time":"2026-07-11T01:31:12Z","timestamp":1783733472783,"version":"3.55.0"},"reference-count":52,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2025,9,30]],"date-time":"2025-09-30T00:00:00Z","timestamp":1759190400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["NRF-2020R1A5A2019210"],"award-info":[{"award-number":["NRF-2020R1A5A2019210"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["NRF-2022R1I1A1A01068568"],"award-info":[{"award-number":["NRF-2022R1I1A1A01068568"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Public Health"],"abstract":"<jats:sec><jats:title>Background and objective<\/jats:title><jats:p>Given the rising incidence of lung cancer among never smokers and growing concerns about environmental risk factors, this study investigated the association between long-term exposure to air pollution and greenness and the risk of lung cancer.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>We conducted a retrospective cohort analysis using data from the Korean National Sample Cohort (2002\u20132019), including 7,155 lung cancer patients and 28,620 propensity score-matched controls (matched by age, sex, and enrollment year). Long-term exposure to air pollution (quantified by PM<jats:sub>2.5<\/jats:sub> and O\u2083 concentrations) and greenness (quantified by the normalized difference vegetation index, NDVI) was estimated based on residential area. Cox proportional hazards models were used to assess associations between exposure and lung cancer risk.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>Among 35,775 participants, lung cancer patients had lower BMI, higher smoking exposure, lower household income, and higher comorbidity scores than controls. PM<jats:sub>2.5<\/jats:sub> exposure showed a modest association with increased lung cancer risk in the highest tertile (aHR\u202f=\u202f1.06; 95% CI\u202f=\u202f1.01\u20131.13). O\u2083 exposure was consistently associated with elevated risk across all tertiles (aHR\u202f=\u202f1.42; 95% CI\u202f=\u202f1.34\u20131.50). Greenness exposure demonstrated a protective effect (aHR\u202f=\u202f0.89; 95% CI\u202f=\u202f0.86\u20130.91). Subgroup analyses indicated that PM<jats:sub>2.5<\/jats:sub> effects were more pronounced among male never smokers, O\u2083 exposure was associated with higher risk in female never smokers and males overall, and NDVI showed protective associations across all subgroups.<\/jats:p><\/jats:sec><jats:sec><jats:title>Conclusion<\/jats:title><jats:p>Long-term exposure to air pollution, particularly O\u2083, was significantly associated with an increased risk of lung cancer, independent of other confounders. In contrast, PM<jats:sub>2.5<\/jats:sub> showed only a modest and inconsistent association, while high greenness exposure demonstrated a protective effect. These findings emphasize the need for region-specific environmental policies aimed at improving air quality and enhancing access to green spaces to reduce lung cancer risk.<\/jats:p><\/jats:sec>","DOI":"10.3389\/fpubh.2025.1661937","type":"journal-article","created":{"date-parts":[[2025,9,30]],"date-time":"2025-09-30T05:31:04Z","timestamp":1759210264000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["Long-term exposure to fine particulate matter, ozone, and greenness and the risk of lung cancer: a retrospective cohort analysis within a national sample cohort"],"prefix":"10.3389","volume":"13","author":[{"given":"Nam Eun","family":"Kim","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ji-Young","family":"Lee","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ga 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