The DOI matches its Crossref record; 1 of the 1 references it cites were found in a registry or an index.
PM2.5, vegetation density, and childhood cancer: a case-control registry-based study from Texas 1995-2011
Open accessAbstract
Background: Air pollution is positively associated with some childhood cancers, whereas greenness is inversely associated with some adult cancers. The interplay between air pollution and greenness in childhood cancer etiology is unclear. We estimated the association between early-life air pollution and greenness exposure and childhood cancer in Texas (1995 to 2011). Methods: We included 6101 cancer cases and 109 762 controls (aged 0 to 16 years). We linked residential birth address to census tract annual average fine particulate matter <2.5 µg/m³ (PM2.5) and Normalized Difference Vegetation Index (NDVI). We estimated odds ratios (ORs) and 95% confidence intervals (CIs) between PM2.5/NDVI interquartile range increases and cancer. We assessed statistical interaction between PM2.5 and NDVI (likelihood ratio tests). Results: Increasing residential early-life PM2.5 exposure was associated with all childhood cancers (OR = 1.10, 95% CI = 1.06 to 1.15), lymphoid leukemias (OR = 1.15, 95% CI = 1.07 to 1.23), Hodgkin lymphomas (OR = 1.27, 95% CI = 1.02 to 1.58), non-Hodgkin lymphomas (OR = 1.24, 95% CI = 1.02 to 1.51), ependymoma (OR = 1.27, 95% CI = 1.01 to 1.60), and others. Increasing NDVI exposure was inversely associated with ependymoma (0- to 4-year-old OR = 0.75, 95% CI = 0.58 to 0.97) and medulloblastoma (OR = 0.75, 95% CI = 0.62 to 0.91) but positively associated with malignant melanoma (OR = 1.75, 95% CI = 1.23 to 2.47) and Langerhans cell histiocytosis (OR = 1.56, 95% CI = 1.07 to 2.28). There was evidence of statistical interaction between NDVI and PM2.5 (P < .04) for all cancers. Conclusion: Increasing early-life exposure to PM2.5 increased the risk of childhood cancers. NDVI decreased the risk of 2 cancers yet increased the risk of others. These findings highlight the complexity between PM2.5 and NDVI in cancer etiology.
Overview
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
Verification
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?
PM2.5 interacts synergistically with the availability of green spaces to increase childhood melanoma development at higher levels.
“Another study shows that PM2.5 interacts synergistically with the availability of green spaces to increase childhood melanoma development at higher levels [88].”
From Air Pollution and Skin Diseases: A Systematic Review of Epidemiological Evidence (2026) · cites this paper as [88]
The Results and Discussion (page not provided) report a possible synergistic interaction between PM2.5 and vegetation density for childhood cancers combined, while separately reporting an association between greater vegetation density and malignant melanoma. They do not establish that the interaction increases melanoma risk specifically, and they caution that the interaction analysis may be underpowered. (LLM, conf=0.90)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Twohig-Bennett, C., & Jones, A. (2018) · Environmental Research · doi:10.1016/j.envres.2018.06.030 · Cited by 1,766
Flagged first, then by citations
Research works printed but not linked: 64
- Spector, 2015, Genetic and nongenetic risk factors for childhood cancer, Pediatr Clin North Am, 62, 11, 10.1016/j.pcl.2014.09.013.Genetic · DOI
- Hoang, 2022, Environmental risk factors for childhood central nervous system tumors: an umbrella review, Curr Epidemiol Rep, 9, 338, 10.1007/s40471-022-00309-5 · DOI
- Heck, 2013, Childhood cancer and traffic-related air pollution exposure in pregnancy and early life, Environ Health Perspect, 121, 1385, 10.1289/ehp.1306761 · DOI
- Reynolds, 2003, Childhood cancer incidence rates and hazardous air pollutants in California: an exploratory analysis, Environ Health Perspect, 111, 663, 10.1289/ehp.5986 · DOI
- Lavigne, 2017, Maternal exposure to ambient air pollution and risk of early childhood cancers: a population-based study in Ontario, Canada, Environ Int, 100, 139, 10.1016/j.envint.2017.01.004 · DOI
- Kreis, 2022, Childhood cancer and traffic-related air pollution in Switzerland: a nationwide census-based cohort study, Environ Int, 166, 107380, 10.1016/j.envint.2022.107380 · DOI
- Houot, 2014, Residential proximity to heavy-traffic roads, benzene exposure, and childhood leukemia-the GEOCAP study, 2002-2007, Am J Epidemiol, 182, 685, 10.1093/aje/kwv111 · DOI
- Magnani, 2016, Road traffic pollution and childhood leukemia: a nationwide case-control study in Italy, Arch Med Res, 47, 694, 10.1016/j.arcmed.2017.02.001 · DOI
- Janitz, 2016, Traffic-related air pollution and childhood acute leukemia in Oklahoma, Environ Res, 148, 102, 10.1016/j.envres.2016.03.036.Traffic-Related · DOI
- Vinceti, 2012, Leukemia risk in children exposed to benzene and PM10 from vehicular traffic: a case-control study in an Italian population, Eur J Epidemiol, 27, 781, 10.1007/s10654-012-9727-1 · DOI
- Hvidtfeldt, 2020, Air pollution exposure at the residence and risk of childhood cancers in Denmark: a nationwide register-based case-control study, EClinicalMedicine, 28, 100569, 10.1016/j.eclinm.2020.100569 · DOI
- Hvidtfeldt, 2020, Residential exposure to PM2.5 components and risk of childhood non-Hodgkin lymphoma in Denmark: a nationwide register-based case-control study, Int J Environ Res Public Health, 17, 1, 10.3390/ijerph17238949 · DOI
- Danysh, 2016, Maternal residential proximity to major roadways at delivery and childhood central nervous system tumors, Environ Res, 146, 315, 10.1016/j.envres.2016.01.012 · DOI
- Danysh, 2015, Traffic-related air pollution and the incidence of childhood central nervous system tumors: Texas, 2001–2009, Pediatr Blood Cancer, 62, 1572, 10.1002/pbc · DOI
- Raaschou-Nielsen, 2018, Ambient benzene at the residence and risk for subtypes of childhood leukemia, lymphoma and CNS tumor, Int J Cancer, 143, 1367, 10.1002/ijc.31421 · DOI
- Lavigne, 2020, Ambient ultrafine particle concentrations and incidence of childhood cancers, Environ Int, 145, 106135, 10.1016/j.envint.2020.106135 · DOI
- Greaves, 2018, A causal mechanism for childhood acute lymphoblastic leukaemia, Nat Rev Cancer, 18, 471, 10.1038/s41568-018-0015-6 · DOI
- Wiemels, 2002, In utero origin of t(8;21) AML1-ETO translocations in childhood acute myeloid leukemia, Blood, 99, 3801, 10.1182/blood.V99.10.3801 · DOI
- Hendrikse, 2022, Failure of human rhombic lip differentiation underlies medulloblastoma formation, Nature, 609, 1021, 10.1038/s41586-022-05215-w · DOI
- Vladoiu, 2019, Childhood cerebellar tumours mirror conserved fetal transcriptional programs, Nature., 572, 67, 10.1038/s41586-019-1158-7 · DOI
- Marshall, 2014, The prenatal origins of cancer, Nat Rev Cancer, 14, 277, 10.1038/nrc3679 · DOI · Paper page
- Frazier, 2012, Fetal and neonatal germ cell tumors, Semin Fetal Neonatal Med, 17, 222, 10.1016/j.siny.2012.05.004 · DOI
- Elad, 2021, In utero programming of testicular cancer, J Dev Biol, 9, 10.3390/jdb9030035 · DOI
- Siegel, 2018, Geographic variation in pediatric cancer incidence – United States, 2003–2014, MMWR Morb Mortal Wkly Rep, 67, 707, 10.15585/mmwr.mm6725a2 · DOI
- Diener, 2021, How can vegetation protect us from air pollution? A critical review on green spaces’ mitigation abilities for air-borne particles from a public health perspective—with implications for urban planning, Sci Total Environ, 796, 148605, 10.1016/j.scitotenv.2021.148605 · DOI
- Nowak, 2006, Air pollution removal by urban trees and shrubs in the United States, Urban for Urban Green, 4, 115, 10.1016/j.ufug.2006.01.007 · DOI
- EnviroAtlas, 2020, Percent Particulate Matter (PM 2. 5) removed annually by tree cover, Environ Prot Agency., 2
- Nowak, 2013, Modeled PM2.5 removal by trees in ten U.S. cities and associated health effects, Environ Pollut, 178, 395, 10.1016/j.envpol.2013.03.050 · DOI
- Ji, 2018, A wind tunnel study on the effect of trees on PM2.5 distribution around buildings, J Hazard Mater, 346, 36, 10.1016/j.jhazmat.2017.11.043 · DOI
- Kayyal-Tarabeia, 2022, Residential greenness and site-specific cancer: a registry based cohort of 144,427 participants with a 21-years of follow-up, Tel-Aviv district, Israel, Environ Res, 212, 113460, 10.1016/j.envres.2022.113460 · DOI
- Zare Sakhvidi, 2021, Greenspace exposure and cancer incidence: a 27-year follow-up of the French GAZEL cohort, Sci Total Environ, 787, 147553, 10.1016/j.scitotenv.2021.147553 · DOI
- O'Callaghan-Gordo, 2018, Residential proximity to green spaces and breast cancer risk: the multicase-control study in Spain (MCC-Spain), Int J Hyg Environ Heal, 221, 1097, 10.1016/j.ijheh.2018.07.014 · DOI · Paper page
- Steliarova-Foucher, 2005, International classification of childhood cancer, third edition, Cancer, 103, 1457, 10.1002/cncr.20910 · DOI
- Van Donkelaar, 2021, Monthly global estimates of fine particulate matter and their uncertainty, Environ Sci Technol, 55, 15287, 10.1021/acs.est.1c05309 · DOI
- Defries, 1994, NDVI-derived land cover classifications at a global scale, Int J Remote Sens, 15, 3567, 10.1080/01431169408954345 · DOI
- Yost, 2001, Socioeconomic status and breast cancer incidence in California for different race/ethnic groups, Cancer Causes Control, 12, 703, 10.1023/A:1011240019516 · DOI
- Kish, 2014, Racial and ethnic disparities in cancer survival by neighborhood socioeconomic status in Surveillance, Epidemiology, and End Results (SEER) registries, J Natl Cancer Inst Monogr, 2014, 236, 10.1093/jncimonographs/lgu020 · DOI
- Schraw, 2021, Residence in a Hispanic enclave is associated with inferior overall survival among children with acute lymphoblastic leukemia, Int J Environ Res Public Health, 18, 10.3390/ijerph18179273 · DOI
- Shariff-Marco, 2021, Developing Asian and Hispanic Ethnic Enclave Measures for Five States Using U.S. Census and American Community Survey Data
- Gomez, 2015, The impact of neighborhood social and built environment factors across the cancer continuum: current research, methodological considerations, and future directions, Cancer, 121, 2314, 10.1002/cncr.29345 · DOI
- Pettitt, 1979, A non-parametric approach to the change-point problem published by: Wiley for the Royal Statistical Society a non-parametric approach to the change-point problem, J R Stat Soc Ser C (Appl Stat), 28, 126
- Rothman, 1990, No adjustments are needed for multiple comparisons, Epidemiology, 1, 43, 10.1097/00001648-199001000-00010 · DOI · Paper page
- Astell-Burt, 2014, Neighbourhood green space and the odds of having skin cancer: multilevel evidence of survey data from 267 072 Australians, J Epidemiol Community Health, 68, 370, 10.1136/jech-2013-203043 · DOI
- Khan, 2022, Pre-conceptional and prenatal exposure to pesticides and pediatric neuroblastoma: a meta-analysis of nine studies, Environ Toxicol Pharmacol, 90, 103790, 10.1016/j.etap.2021.103790 · DOI
- Ojeda Sánchez, 2021, Urban green spaces and childhood leukemia incidence: a population-based case-control study in Madrid, Environ Res, 202, 111723, 10.1016/j.envres.2021.111723 · DOI
- Kelly, 2003, Oxidative stress: its role in air pollution and adverse health effects, Occup Environ Med, 60, 612, 10.1136/oem.60.8.612 · DOI · Paper page
- Møller, 2014, Oxidative stress and inflammation generated DNA damage by exposure to air pollution particles, Mutat Res Rev Mutat Res, 762, 133, 10.1016/j.mrrev.2014.09.001 · DOI
- Vadillo-Ortega, 2014, Air pollution, inflammation and preterm birth: a potential mechanistic link, Med Hypotheses, 82, 219, 10.1016/j.mehy.2013.11.042 · DOI · Paper page
- Slama, 2008, Meeting report: atmospheric pollution and human reproduction, Environ Health Perspect, 116, 791, 10.1289/ehp.11074 · DOI
- Chang, 2011, Profound deficit of IL10 at birth in children who develop childhood acute lymphoblastic leukemia, Cancer Epidemiol Biomarkers Prev, 20, 1736, 10.1158/1055-9965.EPI-11-0162 · DOI
- Søegaard, 2018, Neonatal inflammatory markers are associated with childhood B-cell precursor acute lymphoblastic leukemia, Cancer Res, 78, 5458, 10.1158/0008-5472.CAN-18-0831 · DOI
- Buka, 2006, The effects of air pollution on the health of children, Paediatr Child Health (Oxford), 11, 513, 10.1093/pch/11.8.513 · DOI
- Greaves, 2005, In utero origins of childhood leukaemia, Early Hum Dev, 81, 123, 10.1016/j.earlhumdev.2004.10.004 · DOI
- Knudson, 1996, Hereditary cancer: two hits revisited, J Cancer Res Clin Oncol, 122, 135, 10.1007/BF01366952 · DOI
- Coussens, 2002, Inflammation and cancer, Nature, 420, 860, 10.1038/nature01322 · DOI · Paper page
- Williams, 2019, Is there etiologic heterogeneity between subtypes of childhood acute lymphoblastic leukemia? A review of variation in risk by subtype, Cancer Epidemiol Biomarkers Prev, 28, 846, 10.1158/1055-9965.EPI-18-0801 · DOI
- Hood, 2021, The influence of fine particulate matter on the association between residential greenness and ovarian reserve, Environ Res, 197, 111162, 10.1016/j.envres.2021.111162 · DOI
- Crouse, 2019, Complex relationships between greenness, air pollution, and mortality in a population-based Canadian cohort, Environ Int, 128, 292, 10.1016/j.envint.2019.04.047 · DOI
- Riggs, 2021, Residential proximity to greenness mitigates the hemodynamic effects of ambient air pollution, Am J Physiol Heart Circ Physiol, 320, H1102, 10.1152/AJPHEART.00689.2020 · DOI
- Son, 2021, Long-term exposure to PM2.5and mortality for the older population: effect modification by residential greenness, Epidemiology, 32, 477, 10.1097/EDE.0000000000001348 · DOI
- Liao, 2022, Joint associations between neighborhood walkability, greenness, and particulate air pollution on cardiovascular mortality among adults with a history of stroke or acute myocardial infarction, Environ Epidemiol, 6, E200, 10.1097/EE9.0000000000000200 · DOI
- Danysh, 2017, Differences in environmental exposure assignment due to residential mobility among children with a central nervous system tumor: Texas, 1995-2009, J Expo Sci Environ Epidemiol, 27, 41, 10.1038/jes.2015.63 · DOI
- Fong, 2019, Relative toxicities of major particulate matter constituents on birthweight in Massachusetts, Environ Epidemiol, 3, e047, 10.1097/ee9.0000000000000047 · DOI
- Adams, 2015, Particulate matter components, sources, and health: systematic approaches to testing effects, J Air Waste Manag Assoc, 65, 544, 10.1080/10962247.2014.1001884 · 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
“Another study shows that PM 2.5 interacts synergistically with the availability of green spaces to increase childhood melanoma development at higher levels [88].”
Influential
Metadata
- Authors
- Williams, L. A., Haynes, D., Sample, J. M., Lu, Z., Hossaini, A., McGuinn, L. A., Hoang, T. T., Lupo, P. J., & Scheurer, M. E.
- Affiliations
- University of Minnesota (US)
- University of Chicago (US)
- Baylor College of Medicine (US)
- Corresponding author
- Williams, Lindsay A
- ORCID
- Venue
- JNCI: Journal of the National Cancer Institute
- Publisher
- Oxford University Press (OUP)
- Published
- 2024-02-15
- Volume
- 116
- Issue
- 6
- Pages
- 876-884
- ISSN
- 0027-8874 (ISSN-L)
- 1460-2105
- PMC
- PMC12116292
- OpenAlex
- W4391915540
- Cited by
- 22
- References
- 1
- Citations by year
- 2026: 6 · 2025: 14 · 2024: 2
- FWCI
- 3.89
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- JNCI Journal of the National Cancer Institute (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Digital Commons-TMC (Texas Medical Center) (submittedVersion)
- Funders
- National Institutes of Environmental Health Sciences (R00ES032480)
- NIH
- Topics
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Air Quality and Health Impacts
- Social Sciences › Urban Studies › Urban Green Space and Health
- Social Sciences › Sociology and Political Science › Environmental Justice and Health Disparities
- Keywords
- PM2.5, childhood cancer, vegetation greenness, NDVI, residential exposure, lymphoid leukemia, Hodgkin's disease, non-Hodgkin lymphoma, ependymoma, medulloblastoma, melanoma, Langerhans cell histiocytosis, cancer etiology, Texas
- MeSH terms
- Adolescent, Air Pollution, Child, Child, Preschool, Environmental Exposure, Female, Humans, Infant, Infant, Newborn, Male, Neoplasms, Registries, Risk Factors, Texas, Odds Ratio, Case-Control Studies, Particulate Matter
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