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The effect of neighborhood social environment on prostate cancer development in black and white men at high risk for prostate cancer
- Source :
- PLoS ONE, Vol 15, Iss 8, p e0237332 (2020), PLoS ONE
- Publication Year :
- 2020
- Publisher :
- Public Library of Science (PLoS), 2020.
-
Abstract
- IntroductionNeighborhood socioeconomic (nSES) factors have been implicated in prostate cancer (PCa) disparities. In line with the Precision Medicine Initiative that suggests clinical and socioenvironmental factors can impact PCa outcomes, we determined whether nSES variables are associated with time to PCa diagnosis and could inform PCa clinical risk assessment.Materials and methodsThe study sample included 358 high risk men (PCa family history and/or Black race), aged 35-69 years, enrolled in an early detection program. Patient variables were linked to 78 nSES variables (employment, income, etc.) from previous literature via geocoding. Patient-level models, including baseline age, prostate specific antigen (PSA), digital rectal exam, as well as combined models (patient plus nSES variables) by race/PCa family history subgroups were built after variable reduction methods using Cox regression and LASSO machine-learning. Model fit of patient and combined models (AIC) were compared; p-valuesResultsIn combined models, nSES variables were significantly associated with time to PCa diagnosis. Workers mode of transportation and low income were significant in White men with a PCa family history. Homeownership (%owner-occupied houses with >3 bedrooms) and unemployment were significant in Black men with and without a PCa family history, respectively. The 5-year predicted probability of PCa was higher in men with a high neighborhood score (weighted combination of significant nSES variables) compared to a low score (e.g., Baseline PSA level of 4ng/mL for men with PCa family history: White-26.7% vs 7.7%; Black-56.2% vs 29.7%).DiscussionUtilizing neighborhood data during patient risk assessment may be useful for high risk men affected by disparities. However, future studies with larger samples and validation/replication steps are needed.
- Subjects :
- Male
Epidemiology
Social Sciences
Social Environment
urologic and male genital diseases
Social Geography
Prostate cancer
0302 clinical medicine
Residence Characteristics
Risk Factors
Medicine and Health Sciences
Medicine
Public and Occupational Health
030212 general & internal medicine
Family history
Early Detection of Cancer
Multidisciplinary
Geography
Prostate Cancer
Cancer Risk Factors
Prostate Diseases
Middle Aged
Socioeconomic Aspects of Health
Prostate-specific antigen
Oncology
Research Design
030220 oncology & carcinogenesis
Neighborhoods
Anatomy
Risk assessment
Research Article
Adult
Census
Urology
Science
Early detection
Human Geography
Research and Analysis Methods
Risk Assessment
White People
03 medical and health sciences
Exocrine Glands
Diagnostic Medicine
Cancer Detection and Diagnosis
Humans
Socioeconomic status
Aged
Survey Research
business.industry
Proportional hazards model
Cancers and Neoplasms
Biology and Life Sciences
Prostatic Neoplasms
Social environment
medicine.disease
Health Care
Black or African American
Genitourinary Tract Tumors
Socioeconomic Factors
Medical Risk Factors
Earth Sciences
Prostate Gland
business
Demography
Subjects
Details
- ISSN :
- 19326203
- Volume :
- 15
- Database :
- OpenAIRE
- Journal :
- PLOS ONE
- Accession number :
- edsair.doi.dedup.....722f2bb90b0466c561505791ec0958a9
- Full Text :
- https://doi.org/10.1371/journal.pone.0237332