| Literature DB >> 23967077 |
Christina Bächle1, Andrea Icks, Klaus Straßburger, Marion Flechtner-Mors, Andreas Hungele, Peter Beyer, Kerstin Placzek, Ulrich Hermann, Andrea Schumacher, Markus Freff, Anna Stahl-Pehe, Reinhard W Holl, Joachim Rosenbauer.
Abstract
OBJECTIVE: To estimate diabetes-related direct health care costs in pediatric patients with early-onset type 1 diabetes of long duration in Germany. RESEARCH DESIGN AND METHODS: Data of a population-based cohort of 1,473 subjects with type 1 diabetes onset at 0-4 years of age within the years 1993-1999 were included (mean age 13.9 (SD 2.2) years, mean diabetes duration 10.9 (SD 1.9) years, as of 31.12.2007). Diabetes-related health care services utilized in 2007 were derived from a nationwide prospective documentation system (DPV). Health care utilization was valued in monetary terms based on inpatient and outpatient medical fees and retail prices (perspective of statutory health insurance). Multiple regression models were applied to assess associations between direct diabetes-related health care costs per patient-year and demographic and clinical predictors.Entities:
Mesh:
Substances:
Year: 2013 PMID: 23967077 PMCID: PMC3742743 DOI: 10.1371/journal.pone.0070567
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Health care utilization included in cost analysis, and unit costs [€, 2007].
| Units | Mean units in study population | Unit costs [€] | Assumptions |
| Hospital admission | 0.35 | 2,393 per hospital admission | |
| Outpatient care | 4.2 | 30.91 quarter-year rate for patients >5 years (additionally 1.28 for younger children); | routine diabetes-related medical services including laboratory testing |
| In case of Disease Management Program participation 24.91 for the first quarter-year with DMP documentation, afterwards 15.66 for each quarter-year with documentation plus quarter-year rate 39.27 for outpatient care | |||
| additional fees for laboratory tests (0.25 per blood glucose measurement, 4.0 per HbA1c measurement, 0.25 per annual cholesterol measurement) | |||
| Mean (SD) insulin dose (IU) | 49.7 (19.2) | 0.03 per IU of regular insulin0.04 per IU of short-acting insulin analogues0.05 per IU of long-acting insulin analogues | |
| Injection needles/syringes per patient per day | 0.674 | 0.26 per needle/syringe§ | use of one syringe/injection needle per day, free provision of pens by the pharmaceutical industry |
| Insulin pumps per patient | 0.362 | 3490.41 per insulin pump | projected durability of an insulin pump was four years |
| Pump catheter per patient per day | 0.163 | 10.43 per syringe | one pump infusion set every two days |
| Mean (SD) number of blood glucose measurements per patient per day | 5.1 (1.5) | 0.55 per strip | one blood glucose self-testing strip per measurement, free provision of glucometers by the pharmaceutical industry |
| Lancets per patient per day | 1 | 0.11 per lancet | one lancet per day |
| Urine ketone self-measurement package per patient | 1 | 12.22 per package | one package of urine ketone strips per patient per year |
| Glucagon sets per patient | 1 | 29.25 per set | one glucagon set per patient per year |
| Daily dose of ACE inhibitors | 0.017 | 0.20 per daily dose | daily dose of 10 mg in case of antihypertensive treatment |
| Daily dose of lipid-lowering agents | 0.002 | 0.46 per daily dose | daily dose of 20 mg |
| Daily dose of biguanides | 0.003 | 0.13 per daily dose | daily dose of 850 mg |
Reference: patient-specific, German diagnosis-related groups (website of the Institute for the Hospital Remuneration System. Available: http://www.g-drg.de. Accessed 2011Jun 8).
Reference: uniform value scale of the German health insurance system (EBM); DMP: mean value from German DMPs.
Reference: Rote Liste 2007, i. e. the German equivalent of the Physicians' Desk Reference.
Mean price of the year 2010, deflated to 2007 using the Consumer Price Index (website of the Federal Statistical Office. Available: http://www.destatis.de. Accessed 2011 Dec 5).
Description of the study population 2007.
| Study population | |
| N | 1,473 |
| Boys | 780 (53.0%) |
| Age as of 31 December 2007 [years]; mean ± SD (range) | 13.92±2.21 (8–19) |
| Diabetes duration as of December 31, 2007 [years]; mean ± SD (range) | 10.94±1.93 (8–14) |
| Patients with migration background | 202 (13.7%) |
| HbA1c [mmol/mol] ([%]), mean ± SD | 64.6±15.6 (8.06±1.43) |
| <58 mmol/mol (<7.5%) | 607 (41.4%) |
| 58-<75 mmol/mol (7.5-<9%) | 560 (38.1%) |
| ≥75 mmol/mol (≥9%) | 301 (20.5%) |
| Patients using insulin pumps | 533 (36.2%) |
| continuously in 2007 | 388 (26.3%) |
| starting CSII in 2007 | 145 (9.8%) |
| Patients prescribed ACE-inhibitors | 25 (1.7%) |
| Patients prescribed lipid-lowering agents (statins) | 4 (0.3%) |
| Patients prescribed biguanides (Metformin) | 3 (0.2%) |
| Number of outpatient consultations | 6,169 |
| Patients with ≥1 consultation each quarter-year | 731 (49.6%) |
| Patients with no consultation | 36 (2.4%) |
| Patients enrolled in a Disease Management Program (DMP) | 397 (36.9%) |
| Number of diabetes-associated hospital admissions (hospital days) in # patients | 509 (4194) (422) |
| Patients with 1 admission | 362 (24.6%) |
| Patients with 2 admissions | 41 (2.8%) |
| Patients with >2 admissions | 19 (1.3%) |
| Diabetes-related hospital inpatient days per patient in patients with hospital admission, mean ± SD | 8.81±11.86 |
| Patients with hospital stays by length | |
| No hospital stay | 1,051 (71.4%) |
| 1–7 days | 263 (17.9%) |
| 8–14 days | 93 (6.3%) |
| 15–21 days | 17 (1.2%) |
| >21 days | 49 (3.3%) |
| Reasons for hospitalization [% of stays (days)] | |
| diabetes manifestation | - |
| metabolic adjustment/diabetes education | 72.5% (78.5%) |
| acute hyperglycaemia | 15.9% (14.1%) |
| routine care | 4.3% (1.0%) |
| acute hypoglycemia | 4.3% (2.2%) |
| late complications | 2.8% (4.0%) |
Factors associated with inpatient care and CSII therapy.
| Relative risk for hospitalization | Relative risk for CSII therapy | |
| (95%-CI) | (95%-CI) | |
| Gender | ||
| Male vs. female | 1.07 (0.92,1.26) | 0.76 (0.67,0.87) |
| Age (ref. 8–11 years) | ||
| 12–15 years | 1.03 (0.83,1.29) | 1.20 (0.98,1.47) |
| 16–19 years | 0.67 (0.48,0.94) | 1.10 (0.83,1.45) |
| Migration background | ||
| yes vs. no | 1.03 (0.83,1.27) | 0.72 (0.57,0.92) |
| Diabetes duration | ||
| 11–14 vs. 8–10 years | 0.99 (0.82,1.20) | 1.13 (0.95,1.34) |
| HbA1c (ref. <58 mmol/mol (<7.5%)) | ||
| 58- <75 mmol/mol (7.5-<9.0%) | 1.60 (1.30,1.96) | 1.01 (0.88,1.17) |
| ≥75 mmol/mol (≥9%) | 2.31 (1.87,2.86) | 0.85 (0.70,1.03) |
Estimates of relative risks are derived from multiple log-binomial regression models including all factors.
p<0.05.
Diabetes-related costs per patient in the study population (age group 8–18 years, onset 1993–1999 at 0–4 years) in 2007.
| Costs per patient in the study population 2007 [€]: mean (inter-quartile range) | Proportion of annual costs [%] | |
| Diabetes-related hospitalization (n = 422) | 827 (0–1,862) | 22.1 |
| Diabetes-related outpatient care (n = 1,437) | 134 (106–142) | 3.6 |
| Insulin | 689 (473–859) | 18.4 |
| Self-control (blood/urine glucose self-measurement strips, lancets) | 1,066 (855–1,212) | 28.5 |
| Injection needles/syringes | 64 (0–95) | 1.7 |
| CSII pump and pump infusion sets (n = 533) | 936 (0–2,776) | 25.0 |
| Glucagon sets | 29 | 0.781 |
| Antihypertensive drugs (n = 25) | 0.81 | 0.022 |
| Lipid-lowering drugs (n = 4) | 0.09 | 0.002 |
| Biguanides (n = 3) | 0.14 | 0.004 |
| Total annual costs | 3,745 (1,943–4,881) | 100 |
no IQR because of fixed estimation (one needle per patient per day and one set per patient per year).
no IQR because of small user number.
Factors associated with total direct medical costs and different cost categories per patient: Estimates of cost ratiosa.
| Total direct medical costs | Costs for hospitalization | Costs for insulin | Costs for self-monitoring of blood and urine glucose | Costs for CSII therapy | |
| Cost ratio (95%-CI) | Cost ratio (95%-CI) | Cost ratio (95%-CI) | Cost ratio (95%-CI) | Cost ratio (95%-CI) | |
| Gender | |||||
| Male vs. female | 0.94 (0.89,0.99) | 1.08 (0.89,1.31) | 0.98 (0.94,1.01) | 1.01 (0.98,1.03) | 0.74 (0.64,0.85) |
| Age (ref. 8–11 years) | |||||
| 12–15 years | 1.10 (1.02,1.19) | 1.02 (0.78,1.34) | 1.54 (1.47,1.62) | 0.93 (0.90,0.96) | 1.22 (0.98,1.52) |
| 16–19 years | 1.00 (0.89,1.12) | 0.55 (0.37,0.83) | 1.78 (1.65,1.91) | 0.84 (0.80,0.89) | 1.14 (0.85,1.54) |
| Migration background | |||||
| Yes vs. no | 0.92 (0.84,0.99) | 1.12 (0.86,1.46) | 0.97 (0.92,1.02) | 0.94 (0.90,0.98) | 0.65 (0.50,0.84) |
| Diabetes duration | |||||
| 11–14 vs. 8–10 years | 1.05 (0.97,1.13) | 0.95 (0.75,1.2) | 1.15 (1.10,1.20) | 0.96 (0..93,0.99) | 1.16 (0.97,1.39) |
| HbA1c | |||||
| (ref. <58 mmol/mol (<7.5%)) | |||||
| 58-<75 mmol/mol (7.5-<9.0%) | 1.08 (1.02,1.15) | 1.91 (1.50,2.44) | 1.08 (1.04,1.12) | 0.92 (0.90,0.95) | 0.99 (0.85,1.16) |
| ≥75 mmol/mol (≥9%) | 1.14 (1.05,1.23) | 2.99 (2.31,3.87) | 1.12 (1.07,1.17) | 0.82 (0.79,0.85) | 0.88 (0.71,1.08) |
Estimates of cost ratios are derived by retransformation of estimates from multiple log-linear regression models or two-part models (hospitalization, CSII) including all factors.
p<0.05.
Factors associated with total direct medical costs and different cost categories per patient: Estimates of cost and cost differencesa.
| Total direct medical costs [€] | Costs for hospitalization [€] | Costs for insulin [€] | Costs for self-monitoring of blood and urine glucose [€] | Costs for CSII therapy [€] | |
| (95%-CI) | (95%-CI) | (95%-CI) | (95%-CI) | (95%-CI) | |
| Gender | |||||
| Female | 3878 (3719,4036) | 796 (676,917) | 699 (681,717) | 1062 (1042,1082) | 1084 (979,1190) |
| Male | 3638 (3497,3779) | 860 (741,979) | 683 (666,699) | 1070 (1051,1089) | 810 (719,901) |
| Diff. Male - Female | −240 (−453,−27) | 64 (−106,234) | −16 (−40,8) | 8 (−20,35) | −274 (−414, −135) |
| Age | |||||
| 8–11 years | 3545 (3297,3794) | 903 (668,1137) | 466 (445,486) | 1149 (1112,1185) | 817 (652,983) |
| 12–15 years | 3902 (3758,4047) | 924 (808,1040) | 716 (700,733) | 1067 (1049,1085) | 988 (986,1080) |
| 16–19 years | 3532 (3272,3792) | 499 (347,651) | 827 (790,864) | 969 (935,1002) | 918 (747,1090) |
| Diff. ‘12–15’ - ‘8–11’ | 357 (74,640) | 22 (−239,282) | 251 (225,276) | −82 (−122, −41) | 171 (−18,360) |
| Diff. ‘16–19’ - ‘8–11’ | −13 (−418,391) | −404 (−708, −99) | 361 (314,408) | −180 (−235, −125) | 101 (−163,365) |
| Migration background | |||||
| No | 3795 (3680,3911) | 814 (723,906) | 693 (680,706) | 1075 (1060,1090) | 981 (905,10560) |
| Yes | 3474 (3208,3740) | 913 (678,1149) | 673 (641,705) | 1010 (974,1045) | 662 (494,830) |
| Diff. yes – no | −321 (−612, −30) | 99 (−155,353) | −20 (−55,14) | −66 (−104, −27) | −319 (−503, −134) |
| Diabetes duration | |||||
| 8–10 years | 3672 (3509,3835) | 847 (720,974) | 640 (622,659) | 1085 (1063,1106) | 879 (775,984) |
| 11–14 years | 3841 (3655,4027) | 808 (666,949) | 736 (716,757) | 1043 (1019,1067) | 1004 (885,1124) |
| Diff. ‘11–14’ - ‘8–10’ | 169 (−109, 447) | −40 (247,168) | 96 (64,127) | −42 (−78, −5) | 125(−51,301) |
| HbA1c | |||||
| <58 mmol/mol (<7.5%) | 3538 (3382,3695) | 477 (378,575) | 653 (635,671) | 1140 (1117,1163) | 965 (856,1075) |
| 58-7<5 mmol/mol (7.5-<9.0%) | 3830 (3656,4005) | 912 (765,1058) | 705 (685,726) | 1052 (1030,1074) | 966 (855,1077) |
| ≥75 mmol/mol (≥9%) | 4028 (3772,4283) | 1426 (1169,1682) | 731 (703,759) | 938 (911,966) | 832 (681,983) |
| Diff. ‘58-<75 mmol/mol - <58 mmol/mol’ ‘ (7.5-<9.0%’ – ‘<7.5%’) | 292 (58,525)* | 435 (259.612)* | 52 (26,79)* | −88 (−120, −56)* | 0 (−155,156) |
| Diff. ‘≥75 mmol/mol/- <58 mmol/mol’ (‘≥9%’ – ‘<7.5%’) | 489 (187,791)* | 949 (672,1226)* | 78 (44,112)* | −202 (−238, −166)* | −133 (−321,55) |
Estimates of cost and cost differences are derived by applying the Smearing retransformation to estimates from multiple log-linear regression models or two-part models (hospitalization, CSII) including all factors.
p<0.05.