| Literature DB >> 27648831 |
Mathieu Boulin1, Vakaramoko Diaby2, Cara Tannenbaum1,3.
Abstract
BACKGROUND: The costs of drug-induced hypoglycemia are a critical but often neglected component of value-based arguments to reduce tight glycemic control in older adults with type 2 diabetes.Entities:
Mesh:
Substances:
Year: 2016 PMID: 27648831 PMCID: PMC5029920 DOI: 10.1371/journal.pone.0162951
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Decision-tree model for drug-induced hypoglycemia in older type 2 diabetic adults.
Square indicates the decision node (choice of glucose-lowering therapy between metformin, sulfonylurea, dipeptidyl peptidase4 inhibitor, thiazolidinedione, glucagon-like peptide1 receptor agonist, and basal insulin); circles indicate chance nodes; triangles indicate terminal nodes.
Average parameter values for calculation of incidence rates of mild hypoglycemia.
| Age group | Reference | ||
|---|---|---|---|
| 65–79 years | ≥80 years | ||
| • Metformin | 1.0 | 1.0 | [ |
| • Sulfonylurea | 3.0 | 3.0 | [ |
| • Dipeptidyl peptidase4 inhibitor | 1.0 | 1.0 | [ |
| • Thiazolidinedione | 1.0 | 1.0 | [ |
| • Glucagon-like peptide1 receptor agonist | 1.3 | 1.3 | [ |
| • Basal insulin (glargine) | 6.3 | 6.3 | [ |
| 15.6 | 17.8 | [ | |
| 7.1, 54.0 | 7.0, 53.0 | [ | |
| 31.1 | 28.2 | [ | |
| 61.0 | 45.0 | [ | |
Incidence rates for mild hypoglycemic events were calculated from the following equation [19]:
Rate of mild hypoglycemia = Base rate by medication class x RiskDuration x RiskHemoglobin A1c x RiskBody mass index x RiskGlomerular function rate
RiskDuration = 1.037Min[duration,20.0]-9.0years
RiskHemoglobin A1c = 0.82(Hemoglobin A1c-7.0%)
RiskBody mass index = 0.95Min[Max[body mass index,21.0]35.0]-33.0
RiskGlomerular function rate = 22700(Min[60.0,Max[glomerular renal function,15.0]]-0.86655–60.0–0.86655)/1.2
Input parameters for the base-case model.
| Probabilities or numbers | Values | Assumptions | Reference |
|---|---|---|---|
| Mild event | 0.95 | Data from the United Kingdom Hypoglycemia Study Group in 102 sulfonylurea users | [ |
| Moderate event | 0.04 | Data from the United Kingdom Hypoglycemia Study Group in 102 sulfonylurea users | [ |
| Severe event | 0.01 | Data from the Archimedes model simulation with 10,000 U.S. Type 2 diabetic adults over a period of 3 years | [ |
| Mild or moderate hypoglycemic event | 0.00 | Assumes 100% of older adults not seeking medical assistance will live | - |
| Severe hypoglycemic event without hospitalization | 0.00 | Assumes 100% of older adults not requiring hospitalization will live (including those managed in and released from an emergency room) | - |
| Severe hypoglycemic event with hospitalization | 0.20 | 1-year mortality rate among 376,617 Medicare beneficiaries hospitalized for hypoglycemia | [ |
| Healthcare professional contact | 0.14 | U.S. data from 691 diabetic patients after a mild hypoglycemic event; assumes the same frequency after a moderate or severe hypoglycemic event; assumes healthcare professional contact corresponds to a general practitioner visit for a medium, established patient | [ |
| Blood glucose, quantitative assay | 0.14 | Assumes 1 assay per healthcare professional contact for any hypoglycemic event | [ |
| Self-monitoring blood glucose test, average additional number | 3.90 | U.S. data from 691 diabetic patients after a mild hypoglycemic event; assuming one strip and one lancet use per test; assumes the same frequency after a moderate or severe hypoglycemic event | [ |
| Glucagon injection | 0.02 | Canadian data from 255 diabetic patients requiring third-party help for hypoglycemia | [ |
| General practitioner visit | 0.26 | U.S. administrative claims database of a southeastern managed care plan; data derived from 2,315 Type 2 diabetic patients | [ |
| Nurse practitioner visit | 0.13 | “ | [ |
| Outpatient | 0.20 | “ | [ |
| Emergency room visit only | 0.17 | “ | [ |
| Hospitalization | 0.24 | “ | [ |
| Glucagon injection | 0.25 | Data from 546 diabetic patients with a hypoglycemic event requiring attendance by the emergency medical services in South Central England | [ |
| Ambulance use | 1.00 | “ | [ |
| Home blood glucose monitor | 1.00 | Assume 100% of older adults using a home blood glucose monitor regardless the drug | - |
| Needles | 1.00 | One per injection of basal insulin or glucagon-like peptide1 receptor agonists | - |
| Self-monitoring blood glucose test, average number per day with | |||
| • Metformin, dipeptidyl peptidase4 inhibitors, thiazolidinediones, and glucagon-like peptide1 receptor agonists | 0.94 | Utilization study of blood glucose test strips in type 2 diabetic adults in Ontario | [ |
| • Sulfonylureas | 1.16 | “ | [ |
| • Basal insulin (glargine) | 2.08 | “ | [ |
*Numbers
Incidence rates, costs and quality-adjusted life-years associated with drug-induced hypoglycemia by medication class.
| Incidence rate of hypoglycemia(events per person-year) | Annual cost per person | Quality-adjusted life-years | |||
|---|---|---|---|---|---|
| Mild hypoglycemia | Moderate/severe hypoglycemia | U.S.(2015 U.S.$) | Canada(2015 CAN$) | ||
| Metformin | 1.37 | 0.07 | 433 | 309 | 0.831 |
| Sulfonylureas | 4.10 | 0.21 | 709 | 750 | 0.805 |
| Dipeptidyl peptidase4 inhibitors | 1.37 | 0.07 | 2,307 | 1,228 | 0.831 |
| Thiazolidinediones | 1.37 | 0.07 | 996 | 835 | 0.831 |
| Glucagon-like peptide1 receptor agonists | 1.71 | 0.09 | 2,332 | 2,942 | 0.828 |
| Basal insulin (glargine) | 8.21 | 0.43 | 1,522 | 2,206 | 0.770 |
| Metformin | 1.91 | 0.10 | 472 | 356 | 0.826 |
| Sulfonylureas | 5.73 | 0.30 | 827 | 892 | 0.789 |
| Dipeptidyl peptidase4 inhibitors | 1.91 | 0.10 | 2,347 | 1,276 | 0.826 |
| Thiazolidinediones | 1.91 | 0.10 | 1,035 | 883 | 0.826 |
| Glucagon-like peptide1 receptor agonists | 2.39 | 0.12 | 2,381 | 3,002 | 0.821 |
| Basal insulin (glargine) | 11.47 | 0.60 | 1,788 | 2,528 | 0.735 |
* Incidence rates of hypoglycemia and quality-adjusted life-years were the same in the U.S. and Canada
†Annual cost per person includes cost of healthcare resources due to hypoglycemic events and cost of glucose-lowering therapy (medications including dispensing fees, testing supplies, and needles for insulin and glucagon-like peptide1 receptor agonists)
Results of the cost-effectiveness analyses.
| Incremental cost per quality-adjusted life-year gained | ||||
|---|---|---|---|---|
| U.S. (2015 U.S.$) | Canada (2015 CAN$) | |||
| 65–79 years | ≥80 years | 65–79 years | ≥80 years | |
| Thiazolidinediones | Dominated | Dominated | Dominated | Dominated |
| Dipeptidyl peptidase4 inhibitors | Dominated | Dominated | Dominated | Dominated |
| Sulfonylureas | Dominated | Dominated | Dominated | Dominated |
| Glucagon-like peptide1 receptor agonists | Dominated | Dominated | Dominated | Dominated |
| Basal insulin (glargine) | Dominated | Dominated | Dominated | Dominated |
| - | - | - | - | |
| Metformin | Dominant | Dominant | Dominant | Dominant |
| Thiazolidinediones | 10,988 | 5,703 | 3,294 | Dominant |
| Dipeptidyl peptidase4 inhibitors | 61,342 | 41,746 | 18,378 | 10,539 |
| Glucagon-like peptide1 receptor agonists | 71,193 | 48,796 | 96,201 | 66,244 |
| Basal insulin (glargine) | Dominated | Dominated | Dominated | Dominated |
The cost-effectiveness of different classes of glucose-lowering medications are ranked in decreasing order relative to the comparator. Dominated means that the corresponding alternative is more expensive and less effective* than the comparator (either metformin or sulfonylureas); Dominant means that the corresponding alternative is less expensive and more effective than the comparator (sulfonylureas)
*Relative to metformin, thiazolidinediones and dipeptidyl peptidase4 inhibitors are more expensive (same QALYs for the three classes of glucose-lowering medications).