{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,28]],"date-time":"2026-06-28T03:51:41Z","timestamp":1782618701904,"version":"3.54.5"},"reference-count":30,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T00:00:00Z","timestamp":1773187200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100002842","name":"Chiang Mai University","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100002842","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Public Health"],"abstract":"<jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>\n                      Northern Thailand experiences severe annual air pollution (PM\n                      <jats:sub>2.5<\/jats:sub>\n                      \u202f&amp;gt;\u202f35\u202f\u03bcg\/m\n                      <jats:sup>3<\/jats:sup>\n                      ), primarily due to agricultural burning. While ambient PM\n                      <jats:sub>2.5<\/jats:sub>\n                      has been linked to gastrointestinal cancer deaths, its effect on colon cancer survival in high-exposure areas remains understudied.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>\n                      In this 15-year retrospective cohort study, we used data on 5,018 patients with colon cancer (2003\u20132018) obtained from the Chiang Mai Cancer Registry. Time-varying exposure to PM\n                      <jats:sub>2.5<\/jats:sub>\n                      , PM\n                      <jats:sub>10<\/jats:sub>\n                      , NO\u2082, SO\u2082, CO, and O\u2083 was evaluated by exploiting annually updated Copernicus Atmosphere Monitoring Service data and linking them to residential districts. Multivariable time-dependent Cox models adjusted for demographics, tumor characteristics, and treatment were used in the analysis.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Over 18,650 person-years of follow-up (PYFU), 72% of patients died (mortality rate: 19.4 per 100 PYFU). Exposure to PM\n                      <jats:sub>2.5<\/jats:sub>\n                      \u202f\u2265\u202f37.5\u202f\u03bcg\/m\n                      <jats:sup>3<\/jats:sup>\n                      (a regionally relevant threshold) was independently linked to double the risk of all-cause mortality (adjusted hazard ratio (aHR)\u202f=\u202f1.96, 95% confidence interval: 1.49\u20132.58,\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.001), as was having a low body mass index (aHR\u202f=\u202f1.54) and being male (aHR\u202f=\u202f1.23). Patients who died had significantly higher mean time-updated PM\n                      <jats:sub>2.5<\/jats:sub>\n                      exposure (with consistent annual exposure differences) compared to the survivors (37.7 vs. 35.5\u202f\u03bcg\/m\n                      <jats:sup>3<\/jats:sup>\n                      ;\n                      <jats:italic>p<\/jats:italic>\n                      \u202f&amp;lt;\u202f0.001). No significant associations were found between colon cancer and PM\n                      <jats:sub>10<\/jats:sub>\n                      , O\u2083, NO\u2082, SO\u2082, or CO exposure. The PM\n                      <jats:sub>2.5<\/jats:sub>\n                      effect size was larger than estimates from regions with lower exposure levels.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>\n                      Long-term exposure to ambient PM\n                      <jats:sub>2.5<\/jats:sub>\n                      markedly increases the risk of death among colon cancer patients in northern Thailand. As a modifiable risk factor, PM\n                      <jats:sub>2.5<\/jats:sub>\n                      mitigation urgently needs to be incorporated into environmental and survivorship care strategies in high-exposure areas.\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/fpubh.2026.1684020","type":"journal-article","created":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T06:52:50Z","timestamp":1773211970000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["Time-varying exposure to ambient air pollution and mortality among colon cancer patients in northern Thailand: a 15-year retrospective cohort study"],"prefix":"10.3389","volume":"14","author":[{"given":"Taned","family":"Chitapanarux","sequence":"first","affiliation":[{"name":"Division of Gastroenterology, Department of Internal Medicine, Faculty of Medicine, Chiang Mai University","place":["Chiang Mai, Thailand"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Patrinee","family":"Traisathit","sequence":"additional","affiliation":[{"name":"Department of Statistics, Faculty of Science, Chiang Mai University","place":["Chiang Mai, Thailand"]},{"name":"Data Science Research Center, Department of Statistics, Faculty of Science, Chiang Mai University","place":["Chiang Mai, Thailand"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Pimwarat","family":"Srikummoon","sequence":"additional","affiliation":[{"name":"Department of Statistics, Faculty of Science, Chiang Mai University","place":["Chiang Mai, Thailand"]},{"name":"Data Science Research Center, Department of Statistics, Faculty of Science, Chiang Mai University","place":["Chiang Mai, Thailand"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Natthapat","family":"Thongsak","sequence":"additional","affiliation":[{"name":"Department of Statistics, Faculty of Science, Chiang Mai University","place":["Chiang Mai, Thailand"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nawapon","family":"Nakharutai","sequence":"additional","affiliation":[{"name":"Department of Statistics, Faculty of Science, Chiang Mai University","place":["Chiang Mai, Thailand"]},{"name":"Data Science Research Center, Department of Statistics, Faculty of Science, Chiang Mai University","place":["Chiang Mai, Thailand"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Salinee","family":"Thumronglaohapun","sequence":"additional","affiliation":[{"name":"Department of Statistics, Faculty of Science, Chiang Mai University","place":["Chiang Mai, Thailand"]},{"name":"Data Science Research Center, Department of Statistics, Faculty of Science, Chiang Mai University","place":["Chiang Mai, Thailand"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Titaporn","family":"Supasri","sequence":"additional","affiliation":[{"name":"Atmospheric Research Unit of National Astronomical Research Institute of Thailand","place":["Chiang Mai, Thailand"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Phonpat","family":"Hemwan","sequence":"additional","affiliation":[{"name":"Department of Geography, Faculty of Social Sciences, Chiang Mai University","place":["Chiang Mai, Thailand"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Imjai","family":"Chitapanarux","sequence":"additional","affiliation":[{"name":"Northern Thai Research Group of Therapeutic Radiology and Oncology (NTRG-TRO), Division of Radiation Oncology, Faculty of Medicine, Chiang Mai University","place":["Chiang Mai, Thailand"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,3,11]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"210318","DOI":"10.4209\/aaqr.210318","article-title":"Seasonal patterns and trends of air pollution in the upper northern Thailand from 2004 to 2018","volume":"22","author":"Sukkhum","year":"2022","journal-title":"Aerosol Air Qual Res"},{"key":"ref2","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1021\/acs.est.5b03709","article-title":"Ambient air pollution exposure estimation for the global burden of disease 2013","volume":"50","author":"Brauer","year":"2016","journal-title":"Environ Sci Technol"},{"key":"ref3","doi-asserted-by":"publisher","first-page":"2331","DOI":"10.1161\/CIR.0b013e3181dbece1","article-title":"Particulate matter air pollution and cardiovascular disease: an update to the scientific statement from the American Heart Association","volume":"121","author":"Brook","year":"2010","journal-title":"Circulation"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"462","DOI":"10.1016\/S0140-6736(17)32345-0","article-title":"The lancet commission on pollution and 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Royal Gazette","year":"2023"},{"key":"ref22","doi-asserted-by":"publisher","first-page":"e0303182","DOI":"10.1371\/journal.pone.0303182","article-title":"Ambient air pollution as a time-varying covariate in the survival probability of childhood cancer patients in the upper northern Thailand","volume":"19","author":"Sathitsamitphong","year":"2024","journal-title":"PLoS One"},{"key":"ref23","doi-asserted-by":"publisher","first-page":"1389760","DOI":"10.3389\/fpubh.2024.1389760","article-title":"Air pollutants and primary liver cancer mortality: a cohort study in crop-burning activities and forest fires area","volume":"12","author":"Thongsak","year":"2024","journal-title":"Front Public Health"},{"key":"ref24","doi-asserted-by":"publisher","first-page":"2465","DOI":"10.2147\/COPD.S141295","article-title":"Comparison of World Health Organization and Asia-Pacific body mass index classifications in COPD patients","volume":"12","author":"Lim","year":"2017","journal-title":"Int J Chron Obstruct Pulmon Dis"},{"key":"ref25","doi-asserted-by":"publisher","first-page":"767","DOI":"10.1007\/s10552-020-01317-w","article-title":"Cancer mortality risk, fine particulate air pollution, and smoking in a large, representative cohort of US adults","volume":"31","author":"Coleman","year":"2020","journal-title":"Cancer Causes Control"},{"key":"ref26","doi-asserted-by":"publisher","first-page":"447","DOI":"10.1515\/reveh-2022-0222","article-title":"Associations between fine particulate matter and colorectal cancer: a systematic review and meta-analysis","volume":"39","author":"Fu","year":"2024","journal-title":"Rev Environ Health"},{"key":"ref27","doi-asserted-by":"publisher","first-page":"2505","DOI":"10.3390\/cancers12092505","article-title":"The inducible role of ambient particulate matter in cancer progression via oxidative stress-mediated reactive oxygen species pathways: a recent perception","volume":"12","author":"Lee","year":"2020","journal-title":"Cancers (Basel)"},{"key":"ref28","doi-asserted-by":"publisher","first-page":"1365","DOI":"10.21873\/anticanres.16932","article-title":"Breath of danger: unveiling PM2.5's stealthy impact on cancer risks","volume":"44","author":"Mokbel","year":"2024","journal-title":"Anticancer Res"},{"key":"ref29","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1038\/s44321-024-00175-2","article-title":"The role of PM2.5 exposure in lung Cancer: mechanisms, genetic factors, and clinical implications","volume":"17","author":"Chen","year":"2025","journal-title":"EMBO Mol Med"},{"key":"ref30","doi-asserted-by":"publisher","first-page":"229","DOI":"10.1186\/s13046-022-02437-8","article-title":"PM2.5 promotes Nsclc carcinogenesis through translationally and transcriptionally activating DLAT-mediated glycolysis reprograming","volume":"41","author":"Chen","year":"2022","journal-title":"J Exp Clin Cancer Res"}],"container-title":["Frontiers in Public Health"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fpubh.2026.1684020\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T06:52:51Z","timestamp":1773211971000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fpubh.2026.1684020\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3,11]]},"references-count":30,"alternative-id":["10.3389\/fpubh.2026.1684020"],"URL":"https:\/\/doi.org\/10.3389\/fpubh.2026.1684020","relation":{},"ISSN":["2296-2565"],"issn-type":[{"value":"2296-2565","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,3,11]]},"article-number":"1684020"}}