Determinants of disparities of diabetes-related hospitalization rates in Florida: a retrospective ecological study using a multiscale geographically weighted regression approach

Lin J, Thompson TJ, Cheng YJ, Zhuo X, Zhang P, Gregg E, Rolka DB. Projection of the future diabetes burden in the United States through 2060. Popul Heal Metrics. 2018;16(1):1–9. https://doi.org/10.1186/s12963-018-0166-4.

Article  Google Scholar 

Centers for Disease Control and Prevention. National Diabetes Statistics Report website. 2022. https://www.cdc.gov/diabetes/data/statistics-report/index.html

American Diabetes Association Professional Practice Committee. Prevention or delay of type 2 diabetes and associated comorbidities: standards of medical care in diabetes—2022. Diabetes Care. 2022;45(Supplement 1):S39-45.

Article  Google Scholar 

American Diabetes Association Professional Practice Committee. Glycemic targets: standards of medical care in diabetes—2022. Diabetes Care. 2022;45(Supplement_1):S83-96.

Article  Google Scholar 

American Diabetes Association Professional Practice Committee. Cardiovascular disease and risk management: standards of medical care in diabetes—2022. Diabetes Care. 2022;45(S1):S144–74.

Article  Google Scholar 

Konig M, Mary Lamos E, Aleskow Stein S, Davis NS. An insight into the recent diabetes trials: what is the best approach to prevent macrovascular and microvascular complications? Curr Diabetes Rev. 2013;9:371–81.

Article  PubMed  CAS  Google Scholar 

Fang M, Wang D, Coresh J, Selvin E. Trends in diabetes treatment and control in U.S. adults, 1999–2018. N Engl J Med. 2021;384(23):2219–28. https://doi.org/10.1056/NEJMsa2032271.

Article  PubMed  PubMed Central  Google Scholar 

Ali MK, Bullard KM, Saaddine JB, Cowie CC, Imperatore G, Gregg EW. Achievement of goals in U.S. diabetes care, 1999–2010. N Engl J Med. 2013;368(17):1613–24. https://doi.org/10.1056/NEJMsa1213829.

Article  PubMed  CAS  Google Scholar 

Kazemian P, Shebl FM, McCann N, Walensky RP, Wexler DJ. Evaluation of the cascade of diabetes care in the United States, 2005–2016. JAMA Intern Med. 2019;179(10):1376–85.

Article  PubMed  PubMed Central  Google Scholar 

Geiss LS, Li Y, Hora I, Albright A, Rolka D, Gregg EW. Resurgence of diabetes-related nontraumatic lower-extremity amputation in the young and middle-aged adult US Population. Diabetes Care. 2019;42(1):50–4. https://doi.org/10.2337/dc18-1380.

Article  PubMed  Google Scholar 

Rubens M, Ramamoorthy V, Saxena A, McGranaghan P, McCormack-Granja E. Recent trends in diabetes-associated hospitalizations in the United States. J Clin Med. 2022;11(22):6636.

Article  PubMed  PubMed Central  Google Scholar 

American Diabetes Association. Economic costs of diabetes in the U.S. in 2017. Diabetes Care. 2018;41(5):917–28.

Article  PubMed Central  Google Scholar 

Barker LE, Kirtland KA, Gregg EW, Geiss LS, Thompson TJ. Geographic distribution of diagnosed diabetes in the US: a diabetes belt. Am J Prev Med. 2011;40(4):434–9.

Article  PubMed  Google Scholar 

Shrestha SS, Kirtland KA, Thompson TJ, Barker L, Gregg EW, Geiss L. Spatial clusters of county-level diagnosed diabetes and associated risk factors in the United States. Open Diabetes J. 2012;5:29–37.

Article  Google Scholar 

Tan X, Lee LK, Huynh S, Pawaskar M, Rajpathak S. Sociodemographic disparities in the management of type 2 diabetes in the United States. Curr Med Res Opin. 2020;36(6):967–76. https://doi.org/10.1080/03007995.2020.1756764.

Article  PubMed  CAS  Google Scholar 

Towne SD, Bolin J, Ferdinand A, Nicklett EJ, Smith ML, Ory MG. Assessing diabetes and factors associated with foregoing medical care among persons with diabetes: disparities facing American Indian/Alaska Native, Black, Hispanic, Low Income, and Southern Adults in the US (2011–2015). Int J Environ Res Public Heal. 2017;14(5):464.

Article  Google Scholar 

Ferdinand AO, Akinlotan MA, Callaghan T, Towne SD, Bolin J. Diabetes-related hospital mortality in the U.S.: A pooled cross-sectional study of the National Inpatient Sample. J Diabetes Complicat. 2019;33(5):350–5.

Article  Google Scholar 

Centers for Disease Control and Prevention Division of Diabetes Translation. U.S. Diabetes Surveillance System. 2022. https://gis.cdc.gov/grasp/diabetes/diabetesatlas-surveillance.html#

Dall TM, Yang W, Gillespie K, Mocarski M, Byrne E, Cintina I, Beronja K, Semilla AP, Iacobucci W, Hogan PF. The economic burden of elevated blood glucose levels in 2017: diagnosed and undiagnosed diabetes, gestational diabetes mellitus, and prediabetes. Diabetes Care. 2019;42(9):1661–8.

Article  PubMed  PubMed Central  CAS  Google Scholar 

Lord J, Roberson S, Odoi A. Investigation of geographic disparities of pre-diabetes anddiabetes in Florida. BMC Public Health. 2020;20(1):1226. https://doi.org/10.1186/s12889-020-09311-2.

Article  PubMed  PubMed Central  Google Scholar 

Khan MM, Roberson S, Reid K, Jordan M, Odoi A. Geographic disparities and temporal changes of diabetes prevalence and diabetes self-management education program participation in Florida. PLoS ONE. 2021;16(7): e0254579. https://doi.org/10.1371/journal.pone.0254579.

Article  PubMed  PubMed Central  CAS  Google Scholar 

Lord J, Roberson S, Odoi A. A retrospective investigation of spatial clusters and determinants of diabetes prevalence: scan statistics and geographically weighted regression modeling approaches. PeerJ. 2023;11: e15107.

Article  PubMed  PubMed Central  Google Scholar 

Lord J, Odoi A. Investigation of geographic disparities of diabetes-related hospitalizations in Florida using flexible spatial scan statistics: an ecological study. Unpublished.

Florida Diabetes Advisory Council. 2021 Florida Diabetes Report. 2021.

U.S. Census Bureau. American Community Survey 5-year Estimates, 2015–2019: Demographic and Housing Estimates. 2019. https://data.census.gov/table?q=dp05&tid=ACSDP5Y2019.DP05

U.S. Census Bureau. Florida: Guide to 2010 State and Local Census Geography. 2021. https://www.census.gov/geographies/reference-files/2010/geo/state-local-geo-guides-2010/florida.html

Centers for Disease Control and Prevention Division of Diabetes Translation. US Diabetes Surveillance System. 2022. https://gis.cdc.gov/grasp/diabetes/diabetesatlas-surveillance.html#

Centers for Disease Control and Prevention. PLACES: Local Data for Better Health, ZCTA data 2021 release. 2022. https://chronicdata.cdc.gov/500-Cities-Places/PLACES-Local-Data-for-Better-Health-ZCTA-Data-2021/s85h-9xpy

Centers for Disease Control and Prevention. PLACES: Local Data for Better Health, ZCTA Data 2020 release. 2021. https://chronicdata.cdc.gov/500-Cities-Places/PLACES-Local-Data-for-Better-Health-ZCTA-Data-2020/qnzd-25i4

U.S. Census Bureau. American Community Survey 5-year Estimates, 2015–2019: Demographic and Housing Estimates. 2019.

U.S. Census Bureau. American Community Survey 5-year estimates, 2015–2019: Selected Housing Characteristics. 2019.

U.S. Census Bureau. American Community Survey 5-year estimates, 2015–2019: Educational Attainment. 2019.

U.S. Census Bureau. American Community Survey 5-year estimates, 2015–2019: Employment Status. 2019.

U.S. Census Bureau. American Community Survey 5-year estimates, 2015–2019: Poverty Status in the Past 12 Months of Families. 2019.

U.S. Census Bureau. American Community Survey 5-year estimates, 2015–2019: Selected Characteristics of Health Insurance Coverage in the United States. 2019.

U.S. Census Bureau. Annual Economic Surveys ZIP Code Business Statistics: Zip Code Business Patterns by Employment Size Class, 2016. 2016. https://data.census.gov/cedsci/table?g=0100000US.861000&y=2016&n=445110&tid=ZBP2016.CB1600ZBP&hidePreview=false

Florida Department of Health. Health Care Practitioner Data Portal [Internet]. 2021. Available from: https://mqa-internet.doh.state.fl.us/downloadnet/GeneralInformation.aspx

National Center for Education Statistics. Education Demographic and Geographic Estimates: ZCTA Locale Assignments. 2019. https://nces.ed.gov/programs/edge/Geographic/ZCTAAssignments

U.S. Census Bureau. MAF/TIGER Geodatabase Census Mapping files - Cartographic Boundary Files. 2018; Available from: https://www.census.gov/geographies/mapping-files/time-series/geo/carto-boundary-file.html

University of Florida GeoPlan Center. Florida Geographic Data Library. 2022. https://fgdl.org/zips/geospatial_data/current/

Agency for Healthcare Research and Quality. Prevention Quality Indicator 01 (PQI 01) Diabetes Short Term Complications Admission Rate. 2022. https://qualityindicators.ahrq.gov/Downloads/Modules/PQI/V2022/TechSpecs/PQI_01_Diabetes_Short-term_Complications_Admission_Rate.pdf

Agency for Healthcare Research and Quality. Prevention Quality Indicator 03 (PQI 03) Diabetes Long Term Complications Admission Rate. 2022. https://qualityindicators.ahrq.gov/Downloads/Modules/PQI/V2022/TechSpecs/PQI_03_Diabetes_Long-term_Complications_Admission_Rate.pdf

Agency for Healthcare Research and Quality. Prevention Quality Indicator 14 (PQI 14) Uncontrolled Diabetes Admission Rate. 2022. https://qualityindicators.ahrq.gov/Downloads/Modules/PQI/V2022/TechSpecs/PQI_14_Uncontrolled_Diabetes_Admission_Rate.pdf

Agency for Healthcare Research and Quality. Prevention Quality Indicator 16 (PQI 16) Lower Extremity Amputation Among Patients with Diabetes Rate. 2022. https://qualityindicators.ahrq.gov/Downloads/Modules/PQI/V2022/TechSpecs/PQI_16_Lower_Extremity_Amputation_among_Patients_with_Diabetes_Rate.pdf

Young BA, Lin E, Von Korff M, Simon G, Ciechanowski P, Ludman EJ, Everson-Stewart S, Kinder L, Oliver M, Boyko EJ, Katon WJ. Diabetes Complications Severity Index and risk of mortality, hospitalization, and healthcare utilization. Am J Manag Care. 2008;14(1):15–24.

PubMed  PubMed Central  Google Scholar 

Glasheen WP, Renda A, Dong Y. Diabetes complications Severity Index (DCSI)—update and ICD-10 translation. J Diabetes Complications. 2017;31(6):1007–13.

Article  PubMed  Google Scholar 

John Snow Inc. ZIP Code to ZCTA Crosswalk. 2017. https://maps.udsmapper.org/zcta-crosswalk.cfm

Centers for Disease Control and Prevention. Census Tract Level State Maps of the Modified Retail Food Environment Index (mRFEI). 2011.

SAS Institute Inc. SAS version 9.4. Cary, NC, USA: SAS Institute; 2017.

Anselin L, Syabri I, Kho Y. GeoDa: an introduction to spatial data analysis. Geogr Anal. 2006;38(1):5–22.

Article  Google Scholar 

Dohoo I, Martin W, Stryhn H. Methods in epidemiologic research. Charlottetown: VER, inc.; 2012. p. 645–74.

Google Scholar 

Brunsdon C, Fotheringham S, Charlton M. Geographically weighted regression. J R Stat Soc Ser D. 1998;47(3):431–43. https://doi.org/10.1111/1467-9884.00145.

Article  Google Scholar 

Fotheringham AS, Yang W, Kang W. Multiscale geographically weighted regression (MGWR). Ann Am Assoc Geogr. 2017;107(6):1247–65. https://doi.org/10.1080/24694452.2017.1352480.

Article  Google Scholar 

Oshan TM, Smith JP, Fotheringham AS. Targeting the spatial context of obesity determinants via multiscale geographically weighted regression. Int J Heal Geogr. 2020;19(1):1–17. https://doi.org/10.1186/s12942-020-00204-6.

Article  Google Scholar 

Comber A, Brunsdon C, Charlton M, Dong G, Harris R, Lu B, Lü Y, Murakami D, Nakaya T, Wang Y, Harris P. The GWR route map: a guide to the informed application of Geographically Weighted Regression. 2020 https://arxiv.org/abs/2004.06070v2

Comber A, Brunsdon C, Charlton M, Dong G, Harris R, Lu B, Lü Y, Murakami D, Nakaya T, Wang Y, Harris P. A route map for successful applications of geographically weighted regression. Geogr Anal. 2023;55(1):155–78. https://doi.org/10.1111/gean.12316.

Article  Google Scholar 

Oshan TM, Li Z, Kang W, Wolf LJ, Fotheringham AS. mgwr: a Python implementation of multiscale geographically weighted regression for investigating process spatial heterogeneity and scale. ISPRS Int J Geo-Information. 2019;8(6):269.

Article  Google Scholar 

Fotheringham AS, Brunsdon C, Charlton M. Geographically weighted regression : the analysis of spatially varying relationships. Chichester: John Wiley & Sons; 2002.

Google Scholar 

ESRI. ArcGIS Desktop 10.6.1. Redlands, CA; 2017.

Jenks G. The data model concept in statistical mapping. Int Yearb Cartogr. 1967;7:186–90.

Google Scholar 

Lee DC, Yi SS, Athens JK, Vinson AJ, Wall SP, Ravenell JE. Using geospatial analysis and emergency claims data to improve minority health surveillance. J Racial Ethn Heal Disparities. 2018;5(4):712–20. https://doi.org/10.1007/s40615-017-0415-4.

Article  Google Scholar 

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