| Literature DB >> 20843971 |
Sundar S Shrestha1, Ping Zhang, Lawrence Barker, Giuseppina Imperatore.
Abstract
OBJECTIVE: To estimate medical expenditures attributable to diabetes ketoacidosis (DKA) and severe hypoglycemia among privately insured insulin-treated U.S. youth with diabetes. RESEARCH DESIGN AND METHODS: We analyzed the insurance claims of 7,556 youth, age ≤ 19 years, with insulin-treated diabetes. The youth were continuously enrolled in fee-for-service health plans, and claims were obtained from the 2007 U.S. MarketScan Commercial Claims and Encounter database. We used regression models to estimate total medical expenditures and their subcomponents: outpatient, inpatient, and drug expenditures. The excess expenditures associated with DKA and severe hypoglycemia were estimated as the difference between predicted medical expenditures for youth who did/did not experience either DKA or severe hypoglycemia.Entities:
Mesh:
Substances:
Year: 2010 PMID: 20843971 PMCID: PMC2992200 DOI: 10.2337/dc10-1406
Source DB: PubMed Journal: Diabetes Care ISSN: 0149-5992 Impact factor: 19.112
Characteristics of the study sample by DKA and severe hypoglycemia status (n = 7,556)
| Characteristics | DKA ( | No DKA ( | Severe hypoglycemia ( | No severe hypoglycemia ( |
|---|---|---|---|---|
| Mean age (years) | 12.92 ± 0.19 | 12.68 ± 0.05 | ||
| Sex (% female) | ||||
| Census regions | ||||
| Midwest (%) | 31.76 ± 1.91 | 30.63 ± 0.55 | ||
| South (%) | 44.20 ± 2.04 | 42.67 ± 0.59 | ||
| West (%) | ||||
| Urbanity of residence | ||||
| (% urban) | 81.17 ± 1.17 | 80.26 ± 0.50 | ||
| Type of health plan | ||||
| (% non-PPO) | 23.53 ± 1.26 | 24.79 ± 0.54 | 23.19 ± 1.73 | 24.72 ± 0.52 |
| Asthma (%) |
Data are means ± SE. Differences significant at α = 0.05 by DKA or severe hypoglycemia status are shown in bold.
Per capita unadjusted mean annual medical expenditures (U.S. $) in 2007 for U.S. youth with ITDM, by DKA and severe hypoglycemia status
| Complication status | Expenditures (in U.S. $) | |||
|---|---|---|---|---|
| Total | Outpatient | Inpatient | Drug | |
| DKA | ||||
| DKA | 14,562 ± 328 | 5,021 ± 153 | 6,387 ± 250 | 3,154 ± 57 |
| No DKA | 8,370 ± 153 | 3,797 ± 63 | 871 ± 105 | 3,703 ± 50 |
| Excess DKA | 6,191 ± 391 | 1,224 ± 164 | 5,515 ± 272 | −548 ± 123 |
| Severe hypoglycemia | ||||
| Severe hypoglycemia | 14,040 ± 833 | 5,894 ± 269 | 4,295 ± 638 | 3,851 ± 163 |
| No severe hypoglycemia | 8,887 ± 135 | 3,815 ± 59 | 1,471 ± 93 | 3,601 ± 45 |
| Excess severe hypoglycemia | 5,153 ± 523 | 2,079 ± 217 | 2,824 ± 368 | 250 ± 163 |
| Youth with zero expenses (%) | 0.0 | 0.0 | 83.2 | 0.0 |
Data are means ± SE.
*P < 0.05.
Parameter estimates for medical expenditure models for youth in the U.S., 2007
| Parameters | Total | Outpatient | Inpatient | Inpatient (second part) | Drug |
|---|---|---|---|---|---|
| Constant | 9.04 ± 0.07 | 8.26 ± 0.07 | −1.52 ± 0.18 | 8.66 ± 0.16 | 8.34 ± 0.04 |
| Mean age (years) | −0.003 ± 0.003 | −0.01 ± 0.004 | −0.06 ± 0.01 | 0.03 ± 0.01 | −0.005 ± 0.002 |
| Sex: Girl (= 1) | 0.04 ± 0.03 | 0.10 ± 0.03 | −0.04 ± 0.08 | 0.14 ± 0.08 | −0.05 ± 0.02 |
| Census regions | |||||
| Midwest (= 1) | −0.09 ± 0.04 | 0.02 ± 0.05 | −0.26 ± 0.14 | −0.03 ± 0.10 | −0.16 ± 0.03 |
| South (= 1) | −0.14 ± 0.05 | −0.13 ± 0.05 | −0.28 ± 0.13 | 0.04 ± 0.12 | −0.16 ± 0.03 |
| West (= 1) | −0.08 ± 0.06 | −0.12 ± 0.06 | −0.06 ± 0.15 | 0.06 ± 0.15 | −0.09 ± 0.04 |
| Health plan | |||||
| Non-PPO (= 1) | 0.06 ± 0.04 | 0.03 ± 0.03 | 0.13 ± 0.09 | 0.13 ± 0.13 | 0.01 ± 0.02 |
| Urbanity of residence | |||||
| Urban (= 1) | 0.05 ± 0.03 | −0.01 ± 0.03 | −0.08 ± 0.09 | −0.003 ± 0.08 | 0.09 ± 0.02 |
| Asthma (= 1) | 0.49 ± 0.09 | 0.43 ± 0.10 | 0.55 ± 0.17 | 0.39 ± 0.15 | 0.30 ± 0.07 |
| DKA (= 1) | 0.53 ± 0.03 | 0.25 ± 0.03 | 3.17 ± 0.08 | −0.10 ± 0.10 | −0.17 ± 0.02 |
| Severe hypoglycemia (= 1) | 0.36 ± 0.05 | 0.39 ± 0.05 | 0.72 ± 0.12 | 0.33 ± 0.10 | 0.08 ± 0.04 |
| −Log likelihood | 76,328 | 70,036 | 2,443 | 12,939 | 69,426 |
| Likelihood ratio χ2 | 1,960 |
Data are coefficients ± SE.
*P < 0.05. Boys, northeast region, rural residence, PPO health plan, and without asthma are treated as references.
#Estimated using generalized linear model with log link and gamma distribution.
†Estimated using logistic regression model.
Predicted mean annual medical expenditures (U.S. $) in 2007 for U.S. youth with ITDM, by DKA and severe hypoglycemia status
| Complication status | Total | Components | ||
|---|---|---|---|---|
| Outpatient | Inpatient | Drug | ||
| DKA | ||||
| DKA | 14,236 ± 322 | 4,886 ± 148 | 6,228 ± 214 | 3,135 ± 56 |
| No DKA | 8,398 ± 139 | 3,815 ± 62 | 852 ± 90 | 3,707 ± 53 |
| Excess DKA | 5,837 ± 353 | 1,071 ± 161 | 5,376 ± 233 | −572 ± 75 |
| Excess DKA (by number of episodes) | ||||
| 1 episode | 3,554 ± 360 | 793 ± 211 | 3,354 ± 255 | −504 ± 92 |
| >1 episode | 8,455 ± 529 | 1,388 ± 228 | 7,694 ± 390 | −650 ± 87 |
| Severe hypoglycemia | ||||
| Severe hypoglycemia | 12,850 ± 127 | 5,644 ± 266 | 3,166 ± 452 | 3,896 ± 151 |
| No severe hypoglycemia | 8,970 ± 642 | 3,831 ± 59 | 1,522 ± 96 | 3,598 ± 38 |
| Excess severe hypoglycemia | 3,880 ± 649 | 1,813 ± 264 | 1,644 ± 421 | 298 ± 157 |
| Excess severe hypoglycemia (by number of episodes) | ||||
| 1 episode | 2,888 ± 707 | 1,488 ± 265 | 1,067 ± 372 | 220 ± 194 |
| >1 episode | 5,929 ± 1,369 | 2,478 ± 522 | 3,035 ± 963 | 458 ± 243 |
Data are means ± bootstrap SEs with 100 replications. Excess = the difference between mean medical expenditures for youth with complications and those for youth with no complications. Covariates included in the model are age, sex, census regions, urbanity of residence, health plan, and asthma. The amount of all the excess expenditures was statistically significant (P < 0.05).