| Literature DB >> 27913984 |
Irene Hadjiyianni1, Urvi Desai2, Shuichi Suzuki3, Jasmina I Ivanova4, Dachuang Cao5, Noam Y Kirson6, Dai Chida3, Caroline Enloe6, Howard G Birnbaum6, Magaly Perez-Nieves5.
Abstract
INTRODUCTION: The objective of this study was to assess basal insulin persistence, associated factors, and economic outcomes for insulin-naïve people with type 2 diabetes mellitus (T2DM) in Japan.Entities:
Keywords: Basal insulin; Costs; Factors; Persistence; Resource use; Type 2 diabetes
Year: 2016 PMID: 27913984 PMCID: PMC5306114 DOI: 10.1007/s13300-016-0215-6
Source DB: PubMed Journal: Diabetes Ther Impact factor: 2.945
Fig. 1Sample selection and resulting patient counts. Non-mixed basal insulins are insulin detemir, insulin glargine, NPH (neutral protamine Hagedorn) insulin, and insulin degludec; T2DM was identified using ICD-10 codes E11.x and E14.x; T1DM was identified using ICD-10 codes E10.x, secondary diabetes as ICD-10 codes E08.x–E09.x, E13.x, and pregnancy as ICD–10 codes O00.x–O08.x, O10.x–O16.x, O20.x–O29.x, O30.x–O48.x, O60.x–O75.x, O80.x–O92.x, O94.x–O99.x, Z32.1, Z33.x–Z35.x, Z37.x, Z39.x
Fig. 2Basal insulin persistence patterns in the year after treatment initiation. Early interruption and early discontinuation defined as having the first gap in insulin therapy within the first 90 days of treatment initiation
Fig. 3Kaplan–Meier estimates of time to treatment interruption (top) and discontinuation (bottom). When assessing time to interruption, discontinuers were censored at the time of discontinuation. Similarly, when assessing time to discontinuation, interrupters were censored at the time of first interruption
Baseline patient characteristics
| Continuers ( | Interrupters ( |
| Discontinuers ( |
| |
|---|---|---|---|---|---|
| [A] | [B] | [A vs. B] | [C] | [A vs. C] | |
| Demographics | |||||
| Age on index date, mean (SD) | 50.8 (9.5) | 49.5 (9.9) | 0.086 | 48.7 (10.4) | 0.019* |
| Gender (male), % | 69.6 | 70.8 | 0.737 | 73.2 | 0.399 |
| Mode of delivery of index basal insulin, % | |||||
| Pen | 92.0 | 95.1 | 0.100 | 95.5 | 0.132 |
| Cartridge | 8.0 | 4.9 | 0.100 | 4.5 | 0.132 |
| Index basal insulin, % | |||||
| Insulin glargine | 76.9 | 75.4 | 0.642 | 76.5 | 0.923 |
| Insulin detemir | 14.0 | 18.1 | 0.168 | 14.5 | 0.885 |
| NPH | 7.7 | 5.7 | 0.317 | 8.9 | 0.630 |
| Insulin degludec | 1.3 | 0.9 | 0.709 | 0.0 | 0.302 |
| Index year, % | |||||
| 2006 (May–December) | 2.3 | 1.4 | 0.392 | 0.6 | 0.268 |
| 2007 | 1.7 | 1.1 | 0.739 | 0.6 | 0.418 |
| 2008 | 7.0 | 5.2 | 0.319 | 3.9 | 0.161 |
| 2009 | 14.7 | 17.8 | 0.295 | 8.9 | 0.065 |
| 2010 | 17.7 | 19.5 | 0.567 | 17.3 | 0.910 |
| 2011 | 19.1 | 18.6 | 0.887 | 29.6 | 0.008* |
| 2012 | 27.8 | 25.8 | 0.572 | 29.1 | 0.762 |
| 2013 (January–April) | 9.7 | 10.6 | 0.705 | 10.1 | 0.899 |
| Select comorbidities, % | |||||
| Retinopathy | 0.3 | 1.1 | 0.381 | 2.2 | 0.068 |
| Diabetic foot | 0.3 | 0.3 | 1.000 | 0.0 | 1.000 |
| Nephropathy | 8.0 | 8.3 | 0.896 | 8.9 | 0.728 |
| Hypertension | 50.8 | 44.4 | 0.103 | 34.1 | <0.001* |
| Dyslipidemia | 69.6 | 60.2 | 0.013* | 53.1 | <0.001* |
| Cardiovascular disease | 19.1 | 21.5 | 0.445 | 16.2 | 0.430 |
| Congestive heart failure | 9.0 | 15.5 | 0.013* | 10.6 | 0.570 |
| Peripheral vascular disease | 15.1 | 16.3 | 0.655 | 15.1 | 0.992 |
| Stroke | 11.0 | 12.6 | 0.538 | 10.6 | 0.886 |
| Depression | 8.4 | 4.6 | 0.049* | 4.5 | 0.104 |
| Obesity | 3.0 | 1.7 | 0.276 | 1.1 | 0.223 |
| Other neurological disorders | 6.7 | 4.6 | 0.244 | 3.9 | 0.203 |
| Hypoglycemic event | 3.0 | 2.6 | 0.739 | 3.4 | 0.836 |
| Dementia | 0.7 | 0.6 | 1.000 | 0.0 | 0.531 |
| CCI, mean (SD) | 2.8 (2.1) | 3.2 (2.6) | 0.151 | 2.9 (2.4) | 0.950 |
| Medical resource use (% with ≥1 visit) | |||||
| Inpatient | 20.4 | 30.4 | 0.004* | 36.3 | <0.001* |
| Outpatient | 98.3 | 97.7 | 0.575 | 95.0 | 0.035* |
| Primary care visits, mean (SD) | 4.7 (2.4) | 3.8 (2.4) | <0.001* | 3.3 (2.5) | <0.001* |
| Non-insulin antihyperglycemic prescription use | |||||
| Number of unique classes, mean (SD) | 2.5 (1.4) | 2.1 (1.5) | <0.001* | 1.3 (1.5) | <0.001* |
| At least one prescription fill, % | 87.0 | 79.7 | 0.014* | 52.0 | <0.001* |
| Any oral antihyperglycemic drug | 87.0 | 79.7 | 0.014* | 52.0 | <0.001* |
| Any injectable | 6.7 | 2.6 | 0.012* | 2.8 | 0.064 |
CCI Charlson comorbidity index, NPH neutral protamine Hagedorn, SD standard deviation
* Statistically significant at p < 0.05; P values estimated relative to continuers cohort using Chi-squared tests for categorical variables and Wilcoxon rank-sum tests for continuous variables
Factors associated with treatment interruption and discontinuation relative to continuation in the year after initiation
| Parameter | Interruption | Discontinuation |
|---|---|---|
| OR (95% CI) | OR (95% CI) | |
| Demographics | ||
| Age on index date | 0.99 (0.97, 1.01) | 1.00 (0.98, 1.03) |
| Gender (male) | 1.11 (0.77, 1.59) | 1.19 (0.75, 1.89) |
| Analogue basal insulin at index | 1.44 (0.69, 3.00) | 0.74 (0.32, 1.75) |
| Using cartridges for initiating basal insulin | 0.56 (0.28, 1.11) | 0.45 (0.18, 1.13) |
| Select comorbidities | ||
| Nephropathy | 1.19 (0.64, 2.18) | 1.07 (0.50, 2.30) |
| Hypertension | 0.83 (0.59, 1.17) | 0.68 (0.44, 1.07) |
| Dyslipidemia | 0.75 (0.52, 1.07) | 0.79 (0.50, 1.23) |
| Cardiovascular disease | 0.85 (0.53, 1.35) | 0.49 (0.26, 0.91)* |
| Congestive heart failure | 1.87 (1.08, 3.23)* | 1.34 (0.65, 2.74) |
| Peripheral vascular disease | 1.06 (0.65, 1.73) | 1.00 (0.53, 1.88) |
| Stroke | 0.96 (0.55, 1.68) | 0.85 (0.41, 1.75) |
| Depression | 0.73 (0.35, 1.55) | 0.84 (0.31, 2.22) |
| Obesity | 0.68 (0.22, 2.07) | 0.33 (0.06, 1.81) |
| Other neurological disorders | 0.63 (0.29, 1.39) | 0.33 (0.11, 0.95)* |
| Hypoglycemic event | 0.56 (0.20, 1.53) | 0.72 (0.22, 2.31) |
| Medical resource use, at least 1 visit | ||
| Inpatient | 1.74 (1.12, 2.70)* | 2.54 (1.49, 4.33)* |
| Outpatient | 1.53 (0.45, 5.26) | 1.76 (0.50, 6.17) |
| Number of primary care visits | 0.88 (0.82, 0.96)* | 0.94 (0.85, 1.05) |
| Non-insulin antihyperglycemic prescription drug use | ||
| Number of unique classes used | 0.82 (0.69, 0.98)* | 0.74 (0.58, 0.95)* |
| Any non-injectable drug | 1.66 (0.84, 3.31) | 0.44 (0.19, 1.02) |
| Any injectable drug | 0.47 (0.20, 1.12) | 0.67 (0.23, 1.98) |
Any injectable drug includes amylin analogues and GLP-1 receptor agonists. Comorbidities with ≥3% prevalence in at least one cohort during the baseline period were considered as potential predictors. The year of index date was also included
OR odds ratio, 95% CI 95% confidence interval
* Statistically significant at p < 0.05
Adjusted healthcare resource use and costs in the year after treatment initiation
| Continuers ( | Interrupters ( |
| Discontinuers ( |
| |
|---|---|---|---|---|---|
| [A] | [B] | [A vs. B] | [C] | [A vs. C] | |
| Medical resource use, mean (SD) days | |||||
| All-cause | |||||
| Inpatient | 2.2 (7.8) | 4.9 (15.6) | 0.004* | 6.5 (17.6) | 0.002* |
| Outpatient | 23.9 (17.9) | 23.4 (20.8) | 0.755 | 23.0 (23.8) | 0.657 |
| T2DM-related | |||||
| Inpatient | 2.0 (7.3) | 4.8 (15.2) | 0.003* | 6.3 (17.3) | 0.002* |
| Outpatient | 19.7 (15.1) | 18.0 (17.2) | 0.181 | 17.6 (18.1) | 0.197 |
| Hypoglycemia-related | |||||
| Inpatient | 0.0 (0.1) | 0.1 (0.9) | 0.125 | 0.1 (1.5) | 0.321 |
| Outpatient | 0.1 (1.4) | 0.2 (1.2) | 0.553 | 0.2 (1.3) | 0.843 |
| Prescription drug use | |||||
| Premixed and non-basal insulin use | |||||
| At least one prescription fill, % | 35.5 | 31.0 | 0.229 | 14.9 | <0.001* |
| Premixed | 14.2 | 7.1 | 0.003* | 3.1 | <0.001* |
| Non-basal | 23.6 | 27.7 | 0.239 | 12.1 | 0.002* |
| Non-insulin antihyperglycemic prescription drug use | |||||
| Number of unique classes, mean (SD) | 2.4 (1.3) | 2.3 (1.4) | 0.401 | 2.6 (1.2) | 0.075 |
| ≥1 prescription fill, % | 94.4 | 85.0 | <0.001* | 95.4 | 0.643 |
| Any oral antihyperglycemic drug | 94.4 | 84.7 | <0.001* | 94.5 | 0.943 |
| Any injectable | 0.8 | 3.4 | 0.024* | 12.4 | <0.001* |
| Healthcare costs, mean (SD) | |||||
| All-cause | |||||
| Total | ¥707,463 (¥851,757) | ¥766,740 (¥994,452) | 0.414 | ¥757,173 (¥1,299,368) | 0.648 |
| Medical costs | ¥549,060 (¥837,214) | ¥632,439 (¥939,071) | 0.233 | ¥635,580 (¥1,291,171) | 0.424 |
| Hospital costs | ¥132,013 (¥566,539) | ¥225,745 (¥667,162) | 0.054 | ¥320,582 (¥1,112,533) | 0.036* |
| Outpatient costs | ¥417,046 (¥470,183) | ¥406,693 (¥497,763) | 0.787 | ¥314,998 (¥470,169) | 0.022* |
| Pharmacy costs | ¥158,403 (¥138,742) | ¥134,301 (¥154,619) | 0.039* | ¥121,593 (¥114,203) | 0.002* |
| T2DM-related | |||||
| Total | ¥577,553 (¥762,676) | ¥649,314 (¥895,614) | 0.271 | ¥644,783 (¥1,254,836) | 0.517 |
| Medical costs | ¥490,373 (¥768,449) | ¥584,741 (¥900,552) | 0.151 | ¥577,230 (¥1,261,781) | 0.406 |
| Hospital costs | ¥112,697 (¥486,140) | ¥213,618 (¥631,798) | 0.022* | ¥304,159 (¥1,102,136) | 0.029* |
| Outpatient costs | ¥377,677 (¥453,089) | ¥371,124 (¥493,798) | 0.861 | ¥273,070 (¥460,546) | 0.016* |
| Pharmacy costs | ¥87,180 (¥70,813) | ¥64,572 (¥60,112) | <0.001* | ¥67,553 (¥66,154) | 0.003* |
P values estimated relative to continuers cohort using weighted Chi-squared tests for categorical variables and weighted t tests for continuous variables. Weights were estimated as the inverse of propensity scores. Propensity scores were estimated among the full sample of continuers, interrupters, and discontinuers using a multinomial logistic regression that accounted for observed differences in demographics, index basal insulin (type and mode of delivery), year of index date, select baseline comorbidities, Charlson comorbidity index, select non-insulin antidiabetic and other prescription drug use in baseline, inpatient resource use in baseline (at least one visit), and baseline costs; Hypoglycemia-related claims include those associated with one or more of the following ICD-10 codes: E1x.0, E15.x, E16.x; T2DM-related medical claims include those associated with one or more of the following ICD-10 codes: E11.x and E14.x; Any injectable includes amylin analogues and GLP-1 receptor agonists; T2DM-related costs include medical costs associated with T2DM-related medical claims and pharmacy costs for antihyperglycemic medications
SD standard deviation
* Statistically significant at p < 0.05