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Comorbidities, Utilization, and Quality of Care as Predictors of Diabetes Complications

Winston Liaw, Omolola E. Adepoju, Carlos G. Fuentes, Jiangtao Luo, Bill Glasheen, Ben King, Ioannis Kakadiaris, Todd Prewitt, Pete Womack, Jess Dobbins, Le Chauncy Woodard

Research output: Contribution to journalArticlepeer-review

Abstract

Objective: To determine factors associated with diabetes complications, measured by the Diabetes Complications Severity Index (DCSI). Research Design and Methods: This longitudinal analysis used insurer data (2016 - 2020) and included Medicare Advantage beneficiaries aged 65 and older with type 2 diabetes. The dependent variable was DCSI. Independent variables included year, demographics (age, sex, race/ethnicity, language, dual eligibility, rurality), comorbidities (Charlson (CCI) and Functional Comorbidity Indexes (FCI)), utilization (risk adjustment scores, emergency department, urgent care, outpatient, physician, inpatient, and pharmacy claims), and quality measures (hemoglobin A1c and blood pressure control). Four multilevel mixed-effects models were developed: demographics (model 1), comorbidities (model 2), utilization (model 3), and quality measures (model 4). Results: We included 49,843 individuals. Model 1 showed a relationship between year (IRR=1.32, p<0.001, 2020 vs. 2016), sex (IRR=0.86, p<0.001, female vs. male), race/ ethnicity (IRR=1.06, p<0.001, Black vs. white), dual eligibility (IRR=1.26, p<0.001 yes vs. no), and rurality (IRR=0.90, p<0.001, yes vs. no). CCI (IRR=1.18, p<0.001) and FCI (IRR=1.08, p<0.001), which share overlapping and distinct comorbidities with DCSI, were associated with higher DCSI. Emergency department visits (IRR=1.01, p<0.05) and physician visits (IRR=1.003, p< 0.05) were associated with higher DCSI. Not meeting the blood pressure quality measure was linked to higher DCSI (IRR=1.10, p<0.05), while hemoglobin A1c control was not. Conclusions: Year, male sex, race/ethnicity, non-rural status, comorbidities, emergency department visits, and not meeting the blood pressure measure were linked to higher DCSI. Future research should develop strategies for high-risk groups in primary care settings.

Original languageEnglish (US)
Article number157922
JournalJournal of the American Board of Family Medicine
Volume39
Issue number1
DOIs
StatePublished - Jan 1 2026

Keywords

  • Diabetes
  • Diabetes Complications
  • Health Insurance
  • Medicare Advantage
  • Primary Health Care
  • Quality of Care
  • Services Utilization

ASJC Scopus subject areas

  • Public Health, Environmental and Occupational Health
  • Family Practice

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