From Housing to Hotspots: Integrating a Housing-Based Measure of Individual Socioeconomic Status with Geospatial Analysis to Target Colorectal Cancer Screening in Rural Communities
Yao, R.; Wi, C.-I.; Beenken, M. J.; Watson, D.; Wheeler, P. H.; Finch, M.; Kelleher, D. P.; Anil, G.; Anderson, T.; Madden, K.; Okuno, S. H.; Odedina, F. T.; Westfall, E. C.; Park, E. Y.; Sharma, P.; Dugani, S.; Foss, R. M.; Hidaka, B. H.; Sosso, J. L.; Sabarish, S.; Singh, G.; Lugo-Fagundo, N.; Howick, J.; Kim, W. R.; Calvin, A. D.; Walker-Mcgill, C. L.; Rennert, L.; Juhn, Y. J.; Cerhan, J. R.; Lynch, B. A.
Show abstract
Purpose: This study assesses the association between colorectal cancer (CRC) screening and a validated, housing-based measure of individual-level socioeconomic status (SES, called HOUSES hereafter) within rural communities and determines whether HOUSES-integrated geospatial analysis can be used to tailor interventions. Methods: We used CRC screening data from a subset of Mayo Clinic Midwest patients living in cities without ready access to routine care in the Mayo Clinic Health System in 2019 to represent rural communities. At the individual level, we assessed the association between CRC screening rates and the HOUSES index, adjusting for age, sex, race/ethnicity, comorbidity, distance from home address to clinic, and area deprivation index, using a multilevel mixed-effects logistic regression model. Additionally, we conducted geospatial analysis to examine the correlation between hotspots of 1) lower CRC screening rates and 2) lower SES of the subject population (HOUSES quartile 1). Findings: Among 34,489 individuals (median age 64.0 years, 52.4% female), those with the lowest SES (HOUSES Q1) had 37% lower odds of being CRC screening adherent than those with the highest SES (HOUSES Q4) (adj. OR [95% CI]: 0.63 [0.58-0.69]). In the 14 identified HOUSES Q1 hotspots, there was a significant correlation in counts of HOUSES Q1 and low CRC screening (correlation coefficient=0.81). Conclusion: Lower SES was significantly associated with lower CRC screening among rural populations. HOUSES-enabled geospatial analysis identified geographic hotspots with lower CRC screening rates for targeted interventions to address disparities in CRC screening in rural communities. HOUSES may be a useful digital tool for cancer preventive care and research.
Matching journals
The top 9 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Geographic Disparities and Determinants of COVID-19 Incidence Risk in the Greater St. Louis Area, Missouri 92%
- Socioeconomic inequalities of 3-year survival in formal employees with colorectal cancer between 2012 and 2019 in Colombia 92%
- Health Disparities and COVID-19: A Retrospective Study Examining Individual and Community Factors Causing Disproportionate COVID-19 Outcomes in Cook County, Illinois, March 16-May 31, 2020 91%
Similar papers in this journal
- The impact of the COVID-19 pandemic and related control measures on cancer diagnosis in Catalonia:A time-series analysis of primary care electronic health records covering about 5 million people. 92%
- Ecological Analysis of the Temporal Trends in the Association of Social Vulnerability and Race/Ethnicity with County-Level COVID-19 Incidence and Outcomes in the United States 91%
- Opportunities to catalyze improved healthcare access in pluralistic systems: a cross-sectional study in Haiti 91%
Similar papers in this journal
- How is the COVID-19 pandemic impacting our life, mental health, and well-being? Design and preliminary findings of the pan-Canadian longitudinal COHESION Study 91%
- Home Food Procurement Impacts Food Security and Diet Quality during COVID-19 90%
- Household Hardships during the COVID-19 Pandemic: Examining Household Vulnerability and Responses to Pandemic Related Shocks in Eastern Ethiopia 89%
Similar papers in this journal
- Disparities in outcomes among patients diagnosed with cancer associated with emergency department visits 90%
- Impact of a natural disaster on access to care and biopsychosocial outcomes among Hispanic/Latino cancer survivors 90%
- Genetic Risk Factors for Colorectal Cancer in Multiethnic Indonesians 90%
Similar papers in this journal
- Uptake and factors associated with cervical cancer screening among women aged 18-49 years at a public hospital in Coastal Kenya 91%
- Evolving Patterns of COVID-19 Mortality in US Counties: A Longitudinal Study of Healthcare, Socioeconomic, and Vaccination Associations 91%
- Listening to older voices: Results of a cross-sectional survey of older patient-reported experiences of facility-based healthcare in Nouna, Burkina Faso 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.