ArticleJournal of general internal medicine2010
Higher physician density is associated with lower incidence of late-stage colorectal cancer.
Article in Journal of general internal medicine, 2010. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers.
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Who cites it
48 citing papers in PubMed.
- Association of Primary Care Physician Density With Metastatic Cancer at Initial Diagnosis: A Population-Based Study of 7 Cancers.Cancer medicine · 2026Article
- Geographic Distribution of Gastroenterologists and Patients With Inflammatory Bowel Disease in the United States.Clinical and translational gastroenterology · 2026Article
- Beyond the physician shortage: infrastructure as a rate-limiting step in breast cancer care.Frontiers in oncology · 2026Article
- Leveraging the Rural-Urban Commuting Area Tool to Address Geographic Disparities in Cancer Care: A Dual-Application Framework for Institutional and National Initiatives.JCO clinical cancer informatics · 2025Article
- Spatial analysis of colorectal cancer outcomes: investigating the impact of place-specific factors using causal inference methods for spatial data.Journal of public health (Oxford, England) · 2025Article
- Article
- Persistent Poverty, Rural Location, and Racial Segregation Are Factors in Colorectal Cancer Screening in Low-Income and Uninsured Populations.Journal of the advanced practitioner in oncology · 2025Article
- Geographic Access to Cancer Care and Treatment and Outcomes of Early-Stage Non-Small Cell Lung Cancer.JAMA network open · 2025Article
- Economic and healthcare influences on circulatory diseases in Kazakhstan: a retrospective ecological study.Journal of health, population, and nutrition · 2024Article
- Individual and geospatial factors associated with receipt of colorectal cancer screening: a state-wide mixed-level analysis.Family medicine and community health · 2024Article
- Multilevel analysis of social determinants of advanced stage colorectal cancer diagnosis.Scientific reports · 2024Observational
- Advancing health equity through implementation science: Identifying and examining measures of the outer setting.Social science & medicine (1982) · 2023Article
- The effect of physician density on colorectal cancer stage at diagnosis: causal inference methods for spatial data applied on regional-level data.International journal of health geographics · 2023Article
- Gastroenterology Specialist Supply and Early-Onset Colorectal Cancer Incidence and Mortality in the U.S., 2014-2018.Gastro hep advances · 2023Article
- Regional variations and associations between colonoscopy resource availability and colonoscopy utilisation: a population-based descriptive study in Ontario, Canada.BMJ open gastroenterology · 2022Article
- Colorectal cancer screening by fecal immunochemical test or colonoscopy in France: how many people are actually covered? Focus on the Provence-Alpes-Côte d'Azur region.European journal of gastroenterology & hepatology · 2022Article
- Disparities in Cancer Screening: The Role of County-Level Metropolitan Status and Racial Residential Segregation.Journal of community health · 2022Article
- Article
- International Socioeconomic Predictors of Colon and Rectal Cancer Mortality: Is Colorectal Cancer a First World Problem?JCO global oncology · 2021Article
- Investigating the inequalities in route to diagnosis amongst patients with diffuse large B-cell or follicular lymphoma in England.British journal of cancer · 2021Article
Corrections and comments
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionColorectal cancer (CRC) is the third most common cancer in the United States and a leading cause of cancer related mortality. Routine screening decreases incidence and mortality; however rates of screening remain low. Physician recommendation is a key determinant of screening rates; thus, physician availability may also influence CRC incidence and mortality.
methodsData on CRC incidence and stage at diagnosis was obtained for each county in Pennsylvania from the Pennsylvania cancer registry. Physician density (per 100,000 population) was calculated for each county using physician counts from the American Medical Association. Pearson correlation coefficients and linear regression models were used to examine the association between physician density and CRC incidence and outcomes.
resultsPrimary care physician density (Pearson's correlation coefficient: -0.25, p=0.05) and gastroenterologist density (correlation coefficient -0.25, p=0.04) inversely correlated with county-level incidence of late-stage CRC. However, this association was seen only in non-metropolitan counties or those with low population density. On linear regression, non-metropolitan counties which had a high density of gastroenterologists had an incidence of late-stage CRC that was lower by 4/100,000 (reduction of 14%). Low population density counties had lower incidence of late-stage CRC by 5/100,000 (reduction of 17%) when they had at least 3.3 gastroenterologists/100,000 population compared to counties with a lower gastroenterologist-per-population ratio. Gastroenterologist density did not correlate with reduced late-stage CRC incidence prior to institution of Medicare coverage for colonoscopy for routine CRC screening.
conclusionHigher gastroenterologist or PCP density is associated with 14-17% lower incidence of late-stage CRC in non-metropolitan counties or those with low population density. Efforts at increasing physician supply should target these underserved areas.
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