Evidence map›Paper›PMID 26451881›Full record

ArticleEnvironmental research2015

Pesticide exposure and hepatocellular carcinoma risk: A case-control study using a geographic information system (GIS) to link SEER-Medicare and California pesticide data.

Trang VoPham, Maria M Brooks, Jian-Min Yuan, Evelyn O Talbott, Darren Ruddell, Jaime E Hart, Chung-Chou H Chang, Joel L Weissfeld

Open access · hybridAbstract read
In one paragraph

Article in Environmental research, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.

0numbers the graph read from it
0cells of the map it votes in
25citing papers in PubMed
5.3field-weighted citation impact, top 4% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

25 citing papers in PubMed, 76 citations in OpenAlex.

  1. Review
  2. Modern sources of controls in case-control studies.American journal of epidemiology · 2025
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  5. Environmental risk factors for liver cancer.Hepatology (Baltimore, Md.) · 2025
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  8. Geospatial Science for the Environmental Epidemiology of Cancer in the Exposome Era.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2024
    Article
  9. Article
  10. Article
  11. PMEnvironmental research · 2022
    Article
  12. Article
  13. Article
  14. Article
  15. Food Environments and Hepatocellular Carcinoma Incidence.International journal of environmental research and public health · 2021
    Article
  16. Review
  17. Article
  18. Article
  19. Article
  20. Circadian Misalignment and Hepatocellular Carcinoma Incidence in the United States.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2018
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors at 4 institutions in 1 country.

Trang VoPhamDepartment of Epidemiology, Graduate School of Public Health, University of Pittsburgh, 130 De Soto Street, Pittsburgh, PA 15261, United States; Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Avenue, Boston, MA 02115, United States; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 181 Longwood Avenue, Boston, MA 02115, United States. Electronic address: tvopham@hsph.harvard.edu.
Maria M BrooksDepartment of Epidemiology, Graduate School of Public Health, University of Pittsburgh, 130 De Soto Street, Pittsburgh, PA 15261, United States. Electronic address: brooks@edc.pitt.edu.
Jian-Min YuanDepartment of Epidemiology, Graduate School of Public Health, University of Pittsburgh, 130 De Soto Street, Pittsburgh, PA 15261, United States; Division of Cancer Control and Population Sciences, University of Pittsburgh Cancer Institute, 5150 Centre Avenue, Pittsburgh, PA 15232, United States. Electronic address: yuanj@upmc.edu.
Evelyn O TalbottDepartment of Epidemiology, Graduate School of Public Health, University of Pittsburgh, 130 De Soto Street, Pittsburgh, PA 15261, United States. Electronic address: eot1@pitt.edu.
Darren RuddellSpatial Sciences Institute, University of Southern California, 3616 Trousdale Parkway AHF B55, Los Angeles, CA 90089, United States. Electronic address: druddell@usc.edu.
Jaime E HartChanning Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 181 Longwood Avenue, Boston, MA 02115, United States; Department of Environmental Health, Harvard T.H. Chan School of Public Health, 677 Huntington Avenue, Boston, MA 02115, United States. Electronic address: rejch@channing.harvard.edu.
Chung-Chou H ChangDivision of General Internal Medicine, University of Pittsburgh School of Medicine, 200 Meyran Avenue Suite 200, Pittsburgh, PA 15213, United States. Electronic address: changj@pitt.edu.
Joel L WeissfeldDepartment of Epidemiology, Graduate School of Public Health, University of Pittsburgh, 130 De Soto Street, Pittsburgh, PA 15261, United States; Division of Cancer Control and Population Sciences, University of Pittsburgh Cancer Institute, 5150 Centre Avenue, Pittsburgh, PA 15232, United States. Electronic address: jwepid@comcast.net.
University of Pittsburgh · USBrigham and Women's Hospital · USUPMC Hillman Cancer Center · USUniversity of Southern California · US

Funding

University of Pittsburgh Clinical and Translational Science InstituteUL1TR000005 · NCATS · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI REIS, STEVEN E · 2012 to 2015
$50.8M
CALIFORNIA COORDINATED CANCER PREVENTION & CONTROL PROGRAMU58DP003862 · DP · CALIFORNIA STATE DEPT OF PUBLIC HEALTH · PI SNIPES, KURT P · 2012 to 2014
$31.5M
Training Program in Cancer EpidemiologyT32CA009001 · NCI · HARVARD UNIVERSITY (SCH OF PUBLIC HLTH) · PI A. Heather Eliassen, Meir Stampfer · 1985 to 2026
$17.3M
NCATS NIH HHS UL1 TR000005NCCDPHP CDC HHS U58 DP003862NCI NIH HHS HHSN261201000034CNCI NIH HHS HHSN261201000035CNCI NIH HHS HHSN261201000035INCI NIH HHS HHSN261201000140CNCI NIH HHS T32 CA009001
6 · The paper itself

Abstract

backgroundHepatocellular carcinoma (HCC), the most common type of primary liver cancer, is associated with low survival. U.S. studies examining self-reported pesticide exposure in relation to HCC have demonstrated inconclusive results. We aimed to clarify the association between pesticide exposure and HCC by implementing a novel data linkage between Surveillance, Epidemiology, and End Results (SEER)-Medicare and California Pesticide Use Report (PUR) data using a geographic information system (GIS).

methodsControls were frequency-matched to HCC cases diagnosed between 2000 and 2009 in California by year, age, race, sex, and duration of residence in California. Potential confounders were extracted from Medicare claims. From 1974 to 2008, pounds (1 pound represents 0.45 kg) of applied organophosphate, organochlorine, and carbamate pesticides provided in PURs were aggregated to the ZIP Code level using area weighting in a GIS. ZIP Code exposure estimates were linked to subjects using Medicare-provided ZIP Codes to calculate pesticide exposure. Agricultural residents were defined as living in ZIP Codes with a majority area intersecting agricultural land cover according to the 1992, 2001, and 2006 National Land Cover Database (NLCD) rasters. Multivariable conditional logistic regression was used to estimate the association between pesticide exposure and HCC.

resultsAmong California residents of agriculturally intensive areas, previous annual ZIP Code-level exposure to over 14.53 kg/km(2) of organochlorine pesticides (75(th) percentile among controls) was associated with an increased risk of HCC after adjusting for liver disease and diabetes (adjusted odds ratio [OR] 1.87, 95% confidence interval [CI] 1.17, 2.99; p=0.0085). ZIP Code-level organochlorines were significantly associated with an increased risk of HCC among males (adjusted OR 2.76, 95% CI 1.58, 4.82; p=0.0004), but not associated with HCC among females (adjusted OR 0.83, 95% CI 0.35, 1.93; p=0.6600) (interaction p=0.0075).

conclusionsThis is the first epidemiologic study to use GIS-based exposure estimates to study pesticide exposure and HCC. Our results suggest that organochlorine pesticides are associated with an increase in HCC risk among males but not females.

Indexed as

AgedAnalysis of VarianceCaliforniaCarcinoma, HepatocellularCase-Control StudiesEnvironmental ExposureFemaleGeographic Information SystemsHumansLiver NeoplasmsMaleMedicarePesticidesSEER ProgramUnited StatesPesticidesCase-control studyEpidemiologyGeographic information systemLiver cancerPesticide

Identifiers

PMID26451881
PMCPMC4641787
OpenAlexW1948068236

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.