ArticleCancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology2024
Disparities in Cancer Stage of Diagnosis by Rurality in California, 2015 to 2019.
Article in Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
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Who cites it
4 citing papers in PubMed.
- Worse Function and Symptoms Among the Most Rural Patients With Advanced Cancer: A Cross-Sectional Analysis.Cancer medicine · 2026Trial
- Assessment of Rebound in Cancer Diagnoses in California in 2022, by Stage, Sociodemographic Factors, and Rurality.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2026Article
- Persistent poverty and late-stage breast cancer diagnosis in the USA: impacts of rural residence, race, and time within Surveillance, Epidemiology, and End Results registries, 2004 to 2021.Cancer causes & control : CCC · 2025Article
- Effect of Social Determinants of Health and Geography on Uveal Melanoma.Clinical ophthalmology (Auckland, N.Z.) · 2025Article
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Authors and funding
8 authors.
Funding
Abstract
backgroundCancer rates in rural areas vary by insurance status, socioeconomic status, region, race, and ethnicity.
methodsCalifornia Cancer Registry data (2015-2019) were used to investigate the stage of diagnosis by levels of rurality for the five most common cancers. The percentage of residents in rural blocks within census tract aggregation zones was categorized into deciles up to 50%. Multivariable logistic regression was used to estimate associations with rurality, with separate models by cancer site, sex, race, and ethnicity (non-Hispanic White and Hispanic). Covariates included individual-level and zone-level factors.
resultsThe percentage of late-stage cancer diagnosis was 28% for female breast, 27% for male prostate, 77% for male lung, 71% for female lung, 60% for male colorectal, 59% for female colorectal, 7.8% for male melanoma, and 5.9% for female melanoma. Increasing rurality was significantly associated with increased odds of late-stage cancer diagnosis for female breast cancer (Ptrend < 0.001), male lung cancer (Ptrend < 0.001), female lung cancer (Ptrend < 0.001), and male melanoma (Ptrend = 0.01), after adjusting for individual-level and zone-level factors. The strength of associations varied by sex and ethnicity. For males with lung cancer, odds of late-stage diagnosis in areas with >50% rural population was 1.24 (95% confidence interval, 1.06-1.45) for non-Hispanic White patients and 2.14 (95% confidence interval, 0.86-5.31) for Hispanic patients, compared with areas with 0% rural residents.
conclusionsIncreasing rurality was associated with increased odds for late-stage diagnosis for breast cancer, lung cancer, and melanoma, with the strength of associations varying across sex and ethnicity. IMPACT: Our findings will inform cancer outreach to these rural subpopulations.
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