Associations of Adolescence Exposure to Industrial Air Pollution with Cancer in Young Adults
Open accessAbstract
High Resolution Image Download MS PowerPoint Slide There is substantial public concern about the health risks of proximity to petrochemical industries. In the Haifa Bay Area (HBA), which contains Israel’s densest industrial area, these concerns have been strengthened by elevated cancer mortality rates since the late 1960s. We studied the association between adolescent exposure to industrial air pollution in the HBA and adult-onset cancer. This is a historical cohort study. The study population comprised 2,187,317 subjects, using the Israeli medical corps data linked to the Israel National Cancer Registry with follow-up of up to 45 years. Exposure assessments were estimated by a spatial kriging interpolation model of SO 2, serving as a marker for the dispersion of air pollution emitted from the complex during the study period. We found increased crude (HR = 1.23, 95%CI= 1.17 to 1.29) and adjusted (HR = 1.16, 95%CI = 1.10 to 1.21) risk of cancer with increased exposure to air pollution in HBA. The associations remained robust in analyses stratified by decade and socio-economic status. We found evidence of monotonically increased risk in five of 13 cancer categories (leukemia, melanoma, female breast, central nervous system, and thyroid tumors). Our findings strengthen the hypothesis that this exposure posed a carcinogenic risk during the study period.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Lev Bar-Or et al. showed an increase in the risk of MSC in adolescents across Israel with exposure to industrial air pollution in the Haifa Bay Area (28% increase).
“The study by Lev Bar-Or et al. [35] shows an increase in the risk of MSC in adolescents across Israel with exposure to industrial AP in the Haifa Bay Area (28% increase).”
From Air Pollution and Skin Diseases: A Systematic Review of Epidemiological Evidence (2026) · cites this paper as [35]
The Results (Table 4; page not available in our copy) report a 28% higher adjusted melanoma risk in the highest Haifa Bay industrial-air-pollution exposure category than in non-Haifa Bay residents. The study assessed exposure during adolescence but followed participants for cancer diagnosed later; it does not establish a 28% increase in MSC diagnosed in adolescents or in all types of skin cancer. (LLM, conf=0.88)
Experimental — accuracy not yet measuredOnly eight included studies used other exposures such as air pollution mixture, industrial air pollution, solid fuel pollution, and hydrocarbons.
“Only eight studies have used other exposures, such as AP mixture, industrial AP, solid fuel pollution, and hydrocarbons [32–36].”
From Air Pollution and Skin Diseases: A Systematic Review of Epidemiological Evidence (2026) · cites this paper as [35]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Lev Bar-Or, R., Levy, I., Twig, G., Broday, D. M., Lyubarsky, A., Derazne, E., Tzur, D., Simon, B., Levin, N., Gileles-Hillel, A., et al. (2021) · Environments · doi:10.3390/environments8100110 · Cited by 2 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 45
- Ginsberg G. M. Standardized Mortality Ratios for Israel, 1969–78. Isr J. Med. Sci. 1983, 19 (7), 638– 643. 6885348
- Ginsberg G. M. Standardized Mortality Ratios for Israel, 1983–86. Isr J. Med. Sci. 1992, 28 (12), 868– 877. 1286958
- Domingo J. L.; Marquès M.; Nadal M.; Schuhmacher M. Health Risks for the Population Living near Petrochemical Industrial Complexes. 1. Cancer Risks: A Review of the Scientific Literature. Environ. Res. 2020, 186, 109495 10.1016/j.envres.2020.109495. 32283337 · DOI
- Marquès M.; Domingo J. L.; Nadal M.; Schuhmacher M. Health Risks for the Population Living near Petrochemical Industrial Complexes. 2. Adverse Health Outcomes Other than Cancer. Sci. Total Environ. 2020, 730, 139122 10.1016/j.scitotenv.2020.139122. 32388111 · DOI
- Weng H.-H.; Tsai S.-S.; Chiu H.-F.; Wu T.-N.; Yang C.-Y. Association of Childhood Leukemia with Residential Exposure to Petrochemical Air Pollution in Taiwan. Inhal Toxicol 2008, 20 (1), 31– 36. 10.1080/08958370701758734. 18236219 · DOI
- García-Pérez J.; López-Abente G.; Gómez-Barroso D.; Morales-Piga A.; Pardo Romaguera E.; Tamayo I.; Fernández-Navarro P.; Ramis R. Childhood Leukemia and Residential Proximity to Industrial and Urban Sites. Environ. Res. 2015, 140, 542– 553. 10.1016/j.envres.2015.05.014. 26025512 · DOI
- Yang C. Y.; Cheng M. F.; Chiu J. F.; Tsai S. S. Female Lung Cancer and Petrochemical Air Pollution in Taiwan. Arch. Environ. Health 1999, 54 (3), 180 10.1080/00039899909602257. 10444039 · DOI
- Gottlieb M. S.; Shear C. L.; Seale D. B. Lung Cancer Mortality and Residential Proximity to Industry. Environ. Health Perspect 1982, 45, 157– 164. 10.1289/ehp.8245157. 7140691 PMC1569013 · DOI
- López-Abente G.; Fernández-Navarro P.; Boldo E.; Ramis R.; García-Pérez J. Industrial Pollution and Pleural Cancer Mortality in Spain. Sci. Total Environ. 2012, 424, 57– 62. 10.1016/j.scitotenv.2012.02.047. 22444064 · DOI
- Belli S.; Benedetti M.; Comba P.; Lagravinese D.; Martucci V.; Martuzzi M.; Morleo D.; Trinca S.; Viviano G. Case-Control Study on Cancer Risk Associated to Residence in the Neighbourhood of a Petrochemical Plant. Eur. J. Epidemiol 2003, 19 (1), 49– 54. 10.1023/B:EJEP.0000013395.38701.c2. 15012022 · DOI
- Yang C. Y.; Chiu H. F.; Chiu J. F.; Kao W. Y.; Tsai S. S.; Lan S. J. Cancer Mortality and Residence near Petrochemical Industries in Taiwan. J. Toxicol Environ. Health 1997, 50 (3), 265– 274. 10.1080/009841097160474. 9055875 · DOI
- Pickle L. W.; Gottlieb M. S. Pancreatic Cancer Mortality in Louisiana. Am. J. Public Health 1980, 70 (3), 256– 259. 10.2105/AJPH.70.3.256. 7356088 PMC1619374 · DOI
- Liu C.-C.; Chen C.-C.; Wu T.-N.; Yang C.-Y. Association of Brain Cancer with Residential Exposure to Petrochemical Air Pollution in Taiwan. J. Toxicol Environ. Health A 2008, 71 (5), 310– 314. 10.1080/15287390701738491. 18214804 · DOI
- Pan B. J.; Hong Y. J.; Chang G. C.; Wang M. T.; Cinkotai F. F.; Ko Y. C. Excess Cancer Mortality among Children and Adolescents in Residential Districts Polluted by Petrochemical Manufacturing Plants in Taiwan. J. Toxicol Environ. Health 1994, 43 (1), 117– 129. 10.1080/15287399409531908. 8078088 · DOI
- Tsai S. S.; Tiao M. M.; Kuo H. W.; Wu T. N.; Yang C. Y. Association of Bladder Cancer with Residential Exposure to Petrochemical Air Pollutant Emissions in Taiwan. J. Toxicol Environ. Health A 2008, 72 (2), 53– 59. 10.1080/15287390802476934. 19034794 · DOI
- Ramis R.; Diggle P.; Boldo E.; Garcia-Perez J.; Fernandez-Navarro P.; Lopez-Abente G. Analysis of Matched Geographical Areas to Study Potential Links between Environmental Exposure to Oil Refineries and Non-Hodgkin Lymphoma Mortality in Spain. Int. J. Health Geogr 2012, 11, 4 10.1186/1476-072X-11-4. 22309602 PMC3297511 · DOI
- Wilkinson P.; Thakrar B.; Walls P.; Landon M.; Falconer S.; Grundy C.; Elliott P. Lymphohaematopoietic Malignancy around All Industrial Complexes That Include Major Oil Refineries in Great Britain. Occup Environ. Med. 1999, 56, 577– 580. 10.1136/oem.56.9.577. 10615289 PMC1757785 · DOI
- Di Salvo F.; Meneghini E.; Vieira V.; Baili P.; Mariottini M.; Baldini M.; Micheli A.; Sant M. Spatial Variation in Mortality Risk for Hematological Malignancies near a Petrochemical Refinery: A Population-Based Case-Control Study. Environ. Res. 2015, 140, 641– 648. 10.1016/j.envres.2015.05.022. 26073202 PMC4492869 · DOI
- Yuan T.-H.; Shen Y.-C.; Shie R.-H.; Hung S.-H.; Chen C.-F.; Chan C.-C. Increased Cancers among Residents Living in the Neighborhood of a Petrochemical Complex: A 12-Year Retrospective Cohort Study. Int. J. Hyg Environ. Health 2018, 221 (2), 308– 314. 10.1016/j.ijheh.2017.12.004. 29287935 · DOI
- Sans S.; Elliott P.; Kleinschmidt I.; Shaddick G.; Pattenden S.; Walls P.; Grundy C.; Dolk H.; Elliott P.; Area S. Cancer Incidence and Mortality near the Baglan Bay Petrochemical Works, South Wales. Occup Environ. Med. 1995, 52, 217– 224. 10.1136/oem.52.4.217. 7795735 PMC1128198 · DOI
- Salerno C.; Berchialla P.; Palin L. A.; Vanhaecht K.; Panella M. Cancer Morbidity of Residents Living near an Oil Refinery Plant in North-West Italy. Int. J. Environ. Health Res. 2013, 23 (4), 342– 351. 10.1080/09603123.2012.733938. 23067277 · DOI
- Paz S.; Linn S.; Portnov B. A.; Lazimi A.; Futerman B.; Barchana M. Non-Hodgkin Lymphoma (NHL) Linkage with Residence near Heavy Roads-A Case Study from Haifa Bay, Israel. Health Place 2009, 15 (2), 636– 641. 10.1016/j.healthplace.2008.10.004. 19081284 · DOI
- Zusman M.; Dubnov J.; Barchana M.; Portnov B. A. Residential Proximity to Petroleum Storage Tanks and Associated Cancer Risks: Double Kernel Density Approach vs. Zonal Estimates. Sci. Total Environ. 2012, 441, 265– 276. 10.1016/j.scitotenv.2012.09.054. 23147397 · DOI
- Eitan O.; Yuval; Barchana M.; Dubnov J.; Linn S.; Carmel Y.; Broday D. M. Spatial Analysis of Air Pollution and Cancer Incidence Rates in Haifa Bay, Israel. Sci. Total Environ. 2010, 408 (20), 4429– 4439. 10.1016/j.scitotenv.2010.06.031. 20630566 · DOI
- Portnov B. A.; Dubnov J.; Barchana M. Studying the Association between Air Pollution and Lung Cancer Incidence in a Large Metropolitan Area Using a Kernel Density Function. Socioecon Plann Sci. 2009, 43 (3), 141– 150. 10.1016/j.seps.2008.09.001. · DOI
- Rottenberg Y.; Zick A.; Barchana M.; Peretz T. Organ Specific Cancer Incidence in an Industrial Sub-District: A Population-Based Study with 12 Years Follow Up. Am. J. Cancer Epidemiol. Prevention 2013, 1 (1), 1– 10.
- Kayyal-Tarabeia I.; Blank M.; Zick A.; Agay-Shay K. Residence near Industrial Complex and Cancer Incidence: A Registry-Based Cohort of 1,022,637 Participants with a Follow-up of 21 Years, Israel. Environ. Res. 2023, 216, 114471 10.1016/j.envres.2022.114471. 36208787 · DOI
- Moore E.; Silverman B. G.; Fishier Y.; Ben-Adiva E.; Davidov O.; Dichtiar R.; Edri H.; Zatlawi M.; Keinan-Boker L. An Assessment of the Completeness and Timeliness of the Israel National Cancer Registry. Isr. Med. Assoc J. 2021, 23 (1), 23– 27. 33443338
- Raz R.; Yuval; Lev Bar-Or R.; Kark J. D.; Sinnreich R.; Broday D. M.; Harari-Kremer R.; Bentur L.; Gileles-Hillel A.; Keinan-Boker L.; Lyubarsky A.; Tsur D.; Afek A.; Levin N.; Derazne E.; Twig G. Associations between Exposure to Industrial Air Pollution and Prevalence of Asthma and Atopic Diseases in Haifa Bay Area. Atmosphere (Basel) 2021, 12 (4), 516 10.3390/atmos12040516. · DOI
- Levy I.; Levin N.; Yuval; Schwartz J. D.; Kark J. D. Back-Extrapolating a Land Use Regression Model for Estimating Past Exposures to Traffic-Related Air Pollution. Environ. Sci. Technol. 2015, 49, 3603 10.1021/es505707e. 25692663 PMC4763339 · DOI
- Cohen G.; Levy I.; Yuval; Kark J. D.; Levin N.; Broday D. M.; Steinberg D. M.; Gerber Y. Long-Term Exposure to Traffic-Related Air Pollution and Cancer among Survivors of Myocardial Infarction: A 20-Year Follow-up Study. Eur. J. Prev Cardiol 2017, 24 (1), 92– 102. 10.1177/2047487316669415. 27625155 · DOI
- Twig G.; Tirosh A.; Derazne E.; Haklai Z.; Goldberger N.; Afek A.; Gerstein H. C.; Kark J. D.; Cukierman-Yaffe T. Cognitive Function in Adolescence and the Risk for Premature Diabetes and Cardiovascular Mortality in Adulthood. Cardiovasc Diabetol 2018, 17 (1), 154 10.1186/s12933-018-0798-5. 30518353 PMC6280532 · DOI · Paper page
- Lutski M.; Zucker I.; Bardugo A.; Bendor C. D.; Derazne E.; Tzur D.; Novick D.; Raz I.; Pinhas-Hamiel O.; Mosenzon O.; Afek A.; Gerstein H. C.; Twig G.; Cukierman-Yaffe T. Adolescent Cognitive Function and Incident Early-Onset Type 2 Diabetes. EClinicalMedicine 2021, 41, 101138 10.1016/j.eclinm.2021.101138. 34622185 PMC8479622 · DOI
- Keinan-Boker L.; Levine H.; Leiba A.; Derazne E.; Kark J. D. Adolescent Obesity and Adult Male Breast Cancer in a Cohort of 1,382,093 Men. Int. J. Cancer 2018, 142 (5), 910– 918. 10.1002/ijc.31121. 29055048 · DOI
- Twig G.; Yaniv G.; Levine H.; Leiba A.; Goldberger N.; Derazne E.; Shor D. B. A.; Tzur D.; Afek A.; Shamiss A.; Haklai Z.; Kark J. D. Body-Mass Index in 2.3 Million Adolescents and Cardiovascular Death in Adulthood. N Engl J. Med. 2016, 374 (25), 2430– 2440. 10.1056/NEJMoa1503840. 27074389 · DOI · Paper page
- Onyije F. M.; Hosseini B.; Togawa K.; Schüz J.; Olsson A. Cancer Incidence and Mortality among Petroleum Industry Workers and Residents Living in Oil Producing Communities: A Systematic Review and Meta-Analysis. Int. J. Environ. Res. Public Health 2021, 18 (8), 4343 10.3390/ijerph18084343. 33923944 PMC8073871 · DOI
- Ugai T.; Sasamoto N.; Lee H. Y.; Ando M.; Song M.; Tamimi R. M.; Kawachi I.; Campbell P. T.; Giovannucci E. L.; Weiderpass E.; Rebbeck T. R.; Ogino S. Is Early-Onset Cancer an Emerging Global Epidemic? Current Evidence and Future Implications. Nat. Rev. Clin Oncol 2022, 19 (10), 656– 673. 10.1038/s41571-022-00672-8. 36068272 PMC9509459 · DOI
- Fracasso M. E.; Doria D.; Bartolucci G. B.; Carrieri M.; Lovreglio P.; Ballini A.; Soleo L.; Tranfo G.; Manno M. Low Air Levels of Benzene: Correlation between Biomarkers of Exposure and Genotoxic Effects. Toxicol. Lett. 2010, 192 (1), 22– 28. 10.1016/j.toxlet.2009.04.028. 19427373 · DOI
- Onyije F. M.; Hosseini B.; Togawa K.; Schüz J.; Olsson A. Cancer Incidence and Mortality among Petroleum Industry Workers and Residents Living in Oil Producing Communities: A Systematic Review and Meta-Analysis. Int. J. Environ. Res. Public Health 2021, 18 (8), 4343 10.3390/ijerph18084343. 33923944 PMC8073871 · DOI
- Huang Z.; Chan E. Y. Y.; Wong C. S.; Zee B. C. Y. Spatiotemporal Relationship between Temperature and Non-Accidental Mortality: Assessing Effect Modification by Socioeconomic Status. Sci. Total Environ. 2022, 836, 155497 10.1016/j.scitotenv.2022.155497. 35483463 · DOI
- O’ Lenick C. R.; Chang H. H.; Kramer M. R.; Winquist A.; Mulholland J. A.; Friberg M. D.; Sarnat S. E. Ozone and Childhood Respiratory Disease in Three US Cities: Evaluation of Effect Measure Modification by Neighborhood Socioeconomic Status Using a Bayesian Hierarchical Approach. Environ. Health 2017, 16 (1), 36 10.1186/s12940-017-0244-2. 28381221 PMC5382444 · DOI
- Deguen S.; Amuzu M.; Simoncic V.; Kihal-Talantikite W. Exposome and Social Vulnerability: An Overview of the Literature Review. Int. J. Environ. Res. Public Health 2022, 19, 3534 10.3390/ijerph19063534. 35329217 PMC8955941 · DOI
- Furer A.; Afek A.; Sommer A.; Keinan-Boker L.; Derazne E.; Levi Z.; Tzur D.; Tiosano S.; Shina A.; Glick Y.; Kark J. D.; Tirosh A.; Twig G. Adolescent Obesity and Midlife Cancer Risk: A Population-Based Cohort Study of 2·3 Million Adolescents in Israel. Lancet Diabetes Endocrinol 2020, 8, 216 10.1016/S2213-8587(20)30019-X. 32027851 · DOI
- Zarka S.; Levine H.; Rozhavski V.; Sela T.; Bar-Ze’ev Y.; Molina-Hazan V.; Rosen L. J. Smoking Behavior Change During Compulsory Military Service in Israel, 1987–2011. Nicotine Tob Res. 2017, 19 (11), 1322– 1329. 10.1093/ntr/ntw285. 28115500 · DOI
- Kipnis B. A. Graph Analysis of Metropolitan Residential Mobility: Methodology and Theoretical Implications. http://dx.doi.org/10.1080/00420988520080251 1985, 22 (2), 179– 187. 10.1080/00420988520080251. · DOI
Cited by
Sorted by citations
Air Pollution and Skin Diseases: A Systematic Review of Epidemiological Evidence
Singh, N., Schikowski, T., & Krutmann, J. (2026) · American Journal of Clinical Dermatology · doi:10.1007/s40257-026-01006-5 · Cited by 4 · see citing works
“The study by Lev Bar-Or et al. [35] shows an increase in the risk of MSC in adolescents across Israel with exposure to industrial AP in the Haifa Bay Area (28% increase).”
- Authors
- Lev Bar-Or, R., Yuval, Twig, G., Broday, D. M., Keinan-Boker, L., Paltiel, O., Sinnreich, R., Tzur, D., Derazne, E., & Raz, R.
- Affiliations
- Braun School of Public Health and Community Medicine, The Hebrew University of Jerusalem─Hadassah, Jerusalem 9112102, Israel
- Technion – Israel Institute of Technology (IL)
- Tel Aviv University (IL)
- Israel Center for Disease Control, Israel Ministry of Health, Sheba Medical Center, Ramat Gan 5262000, Israel
- Hebrew University of Jerusalem (IL)
- Israel Defense Forces Medical Corps (IL)
- Corresponding author
- Raz, Raanan
- Venue
- Environment & Health
- Publisher
- American Chemical Society (ACS)
- Published
- 2023-06-21
- Volume
- 1
- Issue
- 1
- Pages
- 53-62
- ISSN
- 2833-8278 (ISSN-L)
- PMC
- PMC11504549
- OpenAlex
- W4381486319
- Cited by
- 13
- References
- 1
- Citations by year
- 2026: 4 · 2025: 4 · 2024: 3 · 2023: 2
- FWCI
- 1.49
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Environment & Health (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Funders
- Ministry of Environmental Protection (161-2-9)
- Topics
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Air Quality and Health Impacts
- Social Sciences › Sociology and Political Science › Environmental Justice and Health Disparities
- Health Sciences › Medicine › Oncology › Global Cancer Incidence and Screening
- Keywords
- industrial air pollution, adolescent exposure, adult-onset cancer, petrochemical industry, sulfur dioxide, cancer risk, leukemia, melanoma, breast cancer, central nervous system tumors, thyroid tumors, socioeconomic status
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review