Last data update: Aug 15, 2025. (Total: 49733 publications since 2009)
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| Query Trace: Bigman E[original query] |
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| Medical Expenditure Differences Between Income Levels Among US Adults With Diabetes
Wang Y , Shao H , Bigman E , Holliday C , Zhang P . Prev Chronic Dis 2025 22 E50
INTRODUCTION: Significant differences exist in the risk of diabetes and diabetes-related complications by income level in the United States. We assessed 1) to what extent medical expenditures in total and by health service type differ by income levels, and 2) how demographic and socioeconomic factors and health status are associated with these differences. METHODS: Data from the 2017 through 2021 Medical Expenditure Panel Survey were analyzed to estimate annual per-person medical expenditures for adults with diabetes. These expenditures were categorized by service type (inpatient, outpatient, prescription, home health care services, emergency department, or other) and compared across income groups based on the federal poverty level (FPL): poor (<125% FPL), low (125% to <200% FPL), middle (200% to <400% FPL), and high (>/=400% FPL). One-way analysis of variance was used to test group differences, and a regression-based decomposition identified factors driving expenditure disparities. All expenditures were adjusted to 2021 US dollars. RESULTS: Mean total medical expenditures were significantly higher for the poor-income group compared with the low-income, middle-income, and high-income groups, though no significant differences were observed among the latter 3 groups. Prescription drugs and home health care services in the poor-income group accounted for most of this difference. Key factors associated with the higher expenditures in this group included elevated disability rates, poorer physical health status, and dual Medicaid-Medicare coverage. CONCLUSION: Adults with diabetes from the poorest households incurred the highest medical expenditures, largely driven by poor physical health and higher rates of disability. Reducing disability and improving health outcomes for this group may help lower their medical expenses. |
| Lifetime medical spending attributed to incident type 2 diabetes in Medicare beneficiaries: A longitudinal study using 1999-2019 national Medicare claims
Shao Y , Wang Y , Bigman E , Imperatore G , Holliday C , Zhang P . Diabetes Care 2024 OBJECTIVE: To estimate lifetime incremental medical spending attributed to incident type 2 diabetes (T2D) among Medicare beneficiaries by age at diagnosis, sex, and race/ethnicity. RESEARCH DESIGN AND METHODS: We used the 1999-2019 100% Medicare fee-for-service claims database to identify a cohort of beneficiaries with newly diagnosed T2D in 2001-2003 using ICD codes. We matched this cohort with a nondiabetes cohort using a propensity score method and then followed the two cohorts until death, disenrollment, or the end of 2019. Lifetime medical spending for each cohort was the sum of expected annual spending, a product of actual annual spending multiplied by the annual survival rate, from the age at T2D diagnosis to death. Lifetime incremental medical spending was calculated as the difference in lifetime medical spending between the two cohorts. All spending was standardized to 2019 U.S. dollars. RESULTS: Medicare beneficiaries with newly diagnosed T2D, despite having a shorter life expectancy, had 36-40% higher lifetime medical spending compared with a comparable group without diabetes. Lifetime incremental medical spending ranged from $16,115 to $122,146, depending on age at diagnosis, sex, and race/ethnicity, declining with age at diagnosis, and being highest for Asian/Pacific Islander and non-Hispanic Black beneficiaries. CONCLUSIONS: The large lifetime incremental medical spending associated with incident T2D underscores the need for preventing T2D among Medicare beneficiaries. Our results could be used to estimate the potential financial benefit of T2D prevention programs both overall and among subgroups of beneficiaries. |
| Productivity loss and medical costs associated with type 2 diabetes among employees aged 18-64 years with large employer-sponsored insurance
Park J , Bigman E , Zhang P . Diabetes Care 2022 45 (11) 2553-2560 OBJECTIVE: To estimate productivity losses and costs and medical costs due to type 2 diabetes (T2D) among employees aged 18-64 years. RESEARCH DESIGN AND METHODS: Using 2018-2019 MarketScan databases, we identified employees with T2D or no diabetes among those with records on workplace absences, short-term disability (STD), and long-term disability (LTD). We estimated per capita mean annual time loss attributable to T2D and its associated costs, calculated by multiplying time loss by average hourly wage. We estimated direct medical costs of T2D in total and by service type (inpatient, outpatient, and prescription drugs). We used two-part models (productivity losses and costs and inpatient and drug costs) and generalized linear models (total and outpatient costs) for overall and subgroup analyses by age and sex. All costs were in 2019 U.S. dollars. RESULTS: Employees with T2D had 4.2 excess days lost (20.8 vs. 20.3 absences, 6.4 vs. 3.3 STD days, and 1.0 vs. 0.4 LTD days) than those without diabetes. Productivity costs were 13.3% ($680) higher and medical costs were double (total $11,354 vs. $5,101; outpatient $4,558 vs. $2,687, inpatient $3,085 vs. $1,349, prescription drugs $4,182 vs. $1,189) for employees with T2D. Employees aged 18-34 years had higher STD days and outpatient costs. Women had more absences and STD days and higher outpatient costs than men. CONCLUSIONS: T2D contributes nearly $7,000 higher annual per capita costs, mostly due to excess medical costs. Our estimates may assist employers to assess potential financial gains from efforts to help workers prevent or better manage T2D. |
| Impacts of the COVID-19 Pandemic on Nationwide Chronic Disease Prevention and Health Promotion Activities.
Balasuriya L , Briss PA , Twentyman E , Wiltz JL , Richardson LC , Bigman ET , Wright JS , Petersen R , Hannan CJ , Thomas CW , Barfield WD , Kittner DL , Hacker KA . Am J Prev Med 2022 64 (3) 452-458 The coronavirus disease 2019 (COVID-19) pandemic has underscored the need to prevent chronic disease and promote health.1 , 2 More than a million American lives have been lost to COVID-19, and life expectancy decreased between 2018 and 2020.3 , 4 Chronic diseases are major risk factors for COVID-19 morbidity and mortality.5 In addition, COVID-19 morbidity and mortality have been higher among persons from racial and ethnic groups such as those who are African American, Hispanic or Latino, and American Indian or Alaska Native as well as those living at lower SES.6 This has magnified pre-existing health inequities in chronic disease.1 , 2 , 7 |
| High Out-of-pocket Health Care Cost Burden Among Medicare Beneficiaries With Diabetes, 1999-2017
Park J , Zhang P , Wang Y , Zhou X , Look KA , Bigman ET . Diabetes Care 2021 44 (8) 1797-1804 OBJECTIVE: We examined the magnitude of and trends in the burden of out-of-pocket (OOP) costs among Medicare beneficiaries age 65 years or older with diabetes overall, by income level, by race/ethnicity, and compared with beneficiaries without diabetes. RESEARCH DESIGN AND METHODS: Using data from the 1999-2017 Medicare Current Beneficiary Survey, we estimated average annual per capita OOP costs and percentage of beneficiaries experiencing high OOP burden, defined as OOP costs >10% or >20% of household income. We used joinpoint regression to examine the trends and generalized linear model and logistic regression for comparisons between beneficiaries with and without diabetes. Cost and income estimates were adjusted to 2017 USD. RESULTS: Total OOP costs were $3,609-$5,283, with significant increases until 2005 followed by a leveling off. The prevalence of high OOP burden was 57%-72% at the 10% income threshold and 29%-41% at the 20% threshold, with significant increasing trends until 2003 followed by decreases. Total OOP costs were the highest in the ≥75% income quartile, whereas prevalence of high OOP burden was highest in the <25% and 25-50% income quartiles. Non-Hispanic Whites had the highest OOP costs and prevalence of high OOP burden. Beneficiaries with diabetes had significantly higher OOP costs ($498, P < 0.01) and were more likely to have high OOP burden than those without diabetes (odds ratios 1.32 and 1.25 at >10% and >20% thresholds, respectively, P < 0.01). CONCLUSIONS: Over the past two decades, Medicare beneficiaries age 65 years or older with diabetes have faced substantial OOP burden, with large income-related disparities. |
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