| Literature DB >> 24782063 |
Haya Ascher-Svanum1, Maureen J Lage, Magaly Perez-Nieves, Matthew D Reaney, Joanne Lorraine, Angel Rodriguez, Michael Treglia.
Abstract
INTRODUCTION: Although the largest improvement in glycemic control occurs within the first 90 days of insulin therapy, little is known about early persistence on insulin therapy. This research aimed to identify predictors of early discontinuation and of subsequent restart of basal or mixture insulin among patients with type 2 diabetes mellitus (T2DM) and to assess the economic cost associated with such behaviors over a 1-year period.Entities:
Year: 2014 PMID: 24782063 PMCID: PMC4065305 DOI: 10.1007/s13300-014-0065-z
Source DB: PubMed Journal: Diabetes Ther ISSN: 1869-6961 Impact factor: 2.945
Inclusion–exclusion criteria and sample size
| Criteria | Sample size |
|---|---|
| 1. Initiation on basal or mixture insulin, with first such date identified as index date | 707,143 |
| 2. No receipt of an insulin prescription with a day’s supply of ≥90 in first 90 days of post-period | 537,556 |
| 3. No insulin use (basal, bolus, or mixture) in 6 months prior to index date (e.g., the pre-period) | 479,475 |
| 4. No receipt of an insulin prescription with 0 days supply or missing days supply in the post-period | 472,863 |
| 5. Age at least 18 on index date | 455,740 |
| 6. Identified as having type 2 diabetes mellitus based upon either: | 392,553 |
| a. Receipt of at least two diagnoses of type 2 diabetes from start of the pre-period through 1-year post-index date (e.g., the post-period), or | |
| b. Receipt of one diagnosis of type 2 diabetes from the start of the pre-period through the end of the post-period and receipt of an oral antidiabetic medication in the pre-period | |
| 7. No diagnosis of gestational diabetes or pregnancy at any time from the start of the pre-period through the end of the post-period | 382,412 |
| 8. Continuous insurance coverage from the start of the pre-period through 12 months post-index date (e.g., the post-period) | 74,531 |
| 9. Pre-period and post-period costs ≥0 | 74,399 |
Descriptive statistics—entire cohort and by early discontinuation status
| Entire sample ( | No early discontinuation ( | Early discontinuation ( |
| ||||
|---|---|---|---|---|---|---|---|
|
| % or SD |
| % or SD |
| % or SD | ||
| Patient characteristics | |||||||
| Age (mean; SD) | 51.0 | 9.0 | 51.7 | 8.7 | 50.5 | 9.2 | <0.001 |
| Sex | <0.001 | ||||||
| Male | 40,197 | 54.0 | 15,883 | 55.4 | 24,314 | 53.2 | |
| Female | 34,202 | 46.0 | 12,784 | 44.6 | 21,418 | 46.8 | |
| Region | <0.001 | ||||||
| Northeast | 9,856 | 13.3 | 4,202 | 14.7 | 5,654 | 12.4 | |
| North Central | 18,054 | 24.3 | 7,324 | 25.6 | 10,730 | 23.5 | |
| South | 33,816 | 45.5 | 12,228 | 42.7 | 21,588 | 47.2 | |
| West | 11,330 | 15.2 | 4,394 | 15.3 | 6,936 | 15.2 | |
| Unknown | 1,343 | 1.8 | 519 | 1.8 | 824 | 1.8 | |
| Insurance plan type | <0.001 | ||||||
| Comprehensive | 1,826 | 2.5 | 741 | 2.6 | 1,085 | 2.4 | |
| Exclusive provider organization | 835 | 1.1 | 309 | 1.1 | 526 | 1.2 | |
| Health maintenance organization | 12,858 | 17.3 | 4,686 | 16.4 | 8,172 | 17.9 | |
| Point of service | 5,919 | 8.0 | 2,246 | 7.8 | 3,673 | 8.0 | |
| Preferred provider organization | 45,048 | 60.6 | 17,418 | 60.8 | 27,630 | 60.4 | |
| Point of service with capitation | 341 | 0.5 | 129 | 0.5 | 212 | 0.5 | |
| Consumer-directed health plan | 2,214 | 3.0 | 919 | 3.2 | 1,295 | 2.8 | |
| High deductible health plan | 917 | 1.2 | 379 | 1.3 | 538 | 1.2 | |
| Unknown | 4,441 | 6.0 | 1,840 | 6.4 | 2,601 | 5.7 | |
| Index medication | |||||||
| Human vs. analog | 0.160 | ||||||
| Analog | 67,118 | 90.2 | 25,917 | 90.4 | 41,201 | 90.1 | |
| Human | 7,281 | 9.8 | 2,750 | 9.6 | 4,531 | 9.9 | |
| Basal vs. mixture | <0.001 | ||||||
| Basal | 65,990 | 88.7 | 25,063 | 87.4 | 40,927 | 89.5 | |
| Mixture | 8,409 | 11.3 | 3,604 | 12.6 | 4,805 | 10.5 | |
| Administration mode | <0.001 | ||||||
| Pen | 44,065 | 59.2 | 16,101 | 56.2 | 27,964 | 61.2 | |
| Vial | 30,334 | 40.8 | 12,566 | 43.8 | 17,768 | 38.9 | |
| Copayment (mean; SD) | 26.7 | 27.4 | 26.2 | 25.8 | 27.1 | 28.3 | <0.001 |
| Pre-period variables | |||||||
| Charlson comorbidity index (mean; SD) | 1.7 | 1.4 | 1.7 | 1.4 | 1.7 | 1.4 | 0.195 |
| Hospitalized | 16,626 | 22.4 | 6,241 | 21.8 | 10,385 | 22.7 | 0.003 |
| Emergency room visit | 22,270 | 29.9 | 8,256 | 28.8 | 14,014 | 30.6 | <0.001 |
| Use of oral antidiabetic medication | 50,992 | 68.5 | 20,075 | 70.0 | 30,917 | 67.6 | <0.001 |
| Number of antidiabetic medication classes (mean; SD) | 1.9 | 1.5 | 2.0 | 1.5 | 1.8 | 1.4 | <0.001 |
| Number of all-cause medication classes (mean; SD) | 6.5 | 4.4 | 6.7 | 4.5 | 6.3 | 4.3 | <0.001 |
| Microvascular complication | 5,276 | 7.1 | 2,057 | 7.2 | 3,219 | 7.0 | 0.480 |
| Macrovascular complication | 12,290 | 16.5 | 4,918 | 17.2 | 7,372 | 16.1 | <0.001 |
| Depression | 2,609 | 3.5 | 1,006 | 3.5 | 1,603 | 3.5 | 0.977 |
| Obesity | 5,955 | 8.0 | 2,361 | 8.2 | 3,594 | 7.9 | 0.065 |
| Dementia | 51 | 0.1 | 15 | 0.1 | 36 | 0.1 | 0.181 |
| Alcohol use disorder | 595 | 0.8 | 228 | 0.8 | 367 | 0.8 | 0.915 |
| Mental health disorder | 8,224 | 11.1 | 3,141 | 11.0 | 5,083 | 11.1 | 0.504 |
| Use of antidepressant | 14,995 | 20.2 | 6,381 | 22.3 | 8,614 | 18.8 | <0.001 |
| Psychiatric medication use | 14,476 | 19.5 | 5,752 | 20.1 | 8,724 | 19.1 | <0.001 |
| Total healthcare costs (mean; SD) | 13,963 | 42,048 | 13,391 | 38,206 | 14,322 | 44,284 | 0.002 |
Fig. 1Kaplan–Meier estimates of the cumulative probability of discontinuation
Logistic regression—predictors of early discontinuation
| Odds ratio | 95% confidence interval |
| ||
|---|---|---|---|---|
| Lower | Upper | |||
| Patient characteristics | ||||
| Age | 0.99 | 0.99 | 0.99 | <0.001 |
| Femalea | 1.13 | 1.09 | 1.16 | <0.001 |
| Northeastb | 0.75 | 0.72 | 0.78 | <0.001 |
| North Centralb | 0.84 | 0.81 | 0.87 | <0.001 |
| Westb | 0.91 | 0.87 | 0.95 | <0.001 |
| Health maintenance organizationc | 1.12 | 1.07 | 1.17 | <0.001 |
| Point of servicec | 1.05 | 0.99 | 1.11 | 0.095 |
| Other health insurancec | 0.97 | 0.91 | 1.02 | 0.239 |
| Pre-period | ||||
| Charlson comorbidity index | 1.01 | 1.00 | 1.02 | 0.121 |
| Hospitalized | 1.01 | 0.96 | 1.06 | 0.758 |
| Emergency room visit | 1.08 | 1.04 | 1.13 | <0.001 |
| Total costs | 1.01 | 1.00 | 1.01 | <0.001 |
| Microvascular complication | 1.03 | 0.97 | 1.09 | 0.367 |
| Macrovascular complication | 0.99 | 0.94 | 1.03 | 0.507 |
| Depression | 1.10 | 1.01 | 1.20 | 0.029 |
| Obesity | 0.92 | 0.87 | 0.98 | 0.006 |
| Dementia | 1.52 | 0.83 | 2.80 | 0.179 |
| Alcohol use disorder | 0.97 | 0.82 | 1.15 | 0.753 |
| Mental health disorder | 1.05 | 1.00 | 1.10 | 0.071 |
| Use of oral antidiabetic medication | 1.13 | 1.08 | 1.18 | <0.001 |
| Number of antidiabetic medications classes | 0.92 | 0.90 | 0.93 | <0.001 |
| Number of classes of all-cause medications | 0.99 | 0.98 | 0.99 | <0.001 |
| Use of antidepressant | 0.84 | 0.80 | 0.87 | <0.001 |
| Use of other mental health medications | 1.04 | 1.00 | 1.09 | 0.060 |
| Index prescription | ||||
| Analogd | 0.78 | 0.74 | 0.83 | <0.001 |
| Viale | 0.73 | 0.71 | 0.75 | <0.001 |
| Mixturef | 0.74 | 0.70 | 0.78 | <0.001 |
| Copayment | 1.00 | 1.00 | 1.00 | 0.187 |
Reference categories: amale, bSouth, cpreferred provider organization, dhuman insulin, epen, fbasal insulin
Fig. 2Association between early discontinuation and costs estimated percentage change in costs associated with early discontinuation
Fig. 3Kaplan–Meier estimates of the cumulative probability of restarting among early discontinuers
Descriptive statistics for early discontinuers—by restart status
| No restart ( | Restart ( |
| |||
|---|---|---|---|---|---|
|
| % or SD |
| % or SD | ||
| Patient characteristics | |||||
| Age (mean; SD) | 49.1 | 9.7 | 50.7 | 9.1 | <0.001 |
| Sex | <0.001 | ||||
| Male | 2,513 | 56.8 | 21,801 | 52.8 | |
| Female | 1,909 | 43.2 | 19,509 | 47.2 | |
| Region | 0.001 | ||||
| Northeast | 537 | 12.1 | 5,117 | 12.4 | |
| North Central | 947 | 21.4 | 9,783 | 23.7 | |
| South | 2,181 | 49.3 | 19,407 | 47.0 | |
| West | 652 | 14.7 | 6,284 | 15.2 | |
| Unknown | 105 | 2.4 | 719 | 1.7 | |
| Insurance plan type | 0.070 | ||||
| Comprehensive | 99 | 2.2 | 986 | 2.4 | |
| Exclusive provider organization | 45 | 1.0 | 481 | 1.2 | |
| Health maintenance organization | 733 | 16.6 | 7,439 | 18.0 | |
| Point of service | 351 | 7.9 | 3,322 | 8.0 | |
| Preferred provider organization | 2,739 | 61.9 | 24,891 | 60.3 | |
| Point of service with capitation | 16 | 0.4 | 196 | 0.5 | |
| Consumer-directed health plan | 119 | 2.7 | 1,176 | 2.9 | |
| High deductible health plan | 68 | 1.5 | 470 | 1.1 | |
| Unknown | 252 | 5.7 | 2,349 | 5.7 | |
| Index medication | |||||
| Human vs. analog | <0.001 | ||||
| Analog | 3,895 | 88.1 | 37,306 | 90.3 | |
| Human | 527 | 11.9 | 4,004 | 9.7 | |
| Basal vs. mixture | <0.001 | ||||
| Basal | 3,819 | 86.4 | 37,108 | 89.8 | |
| Mixture | 603 | 13.6 | 4,202 | 10.2 | |
| Administration mode | <0.001 | ||||
| Pen | 2,159 | 48.8 | 25,805 | 62.5 | |
| Vial | 2,263 | 51.2 | 15,505 | 37.5 | |
| Copayment (mean; SD) | 29.3 | 44.7 | 26.8 | 25.9 | <0.001 |
| Pre-period variables | |||||
| Charlson comorbidity index (mean; SD) | 1.7 | 1.6 | 1.63 | 1.4 | <0.001 |
| Hospitalized | 1,564 | 35.4 | 8,821 | 21.4 | <0.001 |
| Emergency room visit | 1,830 | 41.4 | 12,184 | 29.5 | <0.001 |
| Receipt of oral medication | 2,254 | 51.0 | 28,663 | 69.4 | <0.001 |
| Number of antidiabetic medication classes (mean; SD) | 1.3 | 1.3 | 1.9 | 1.4 | <0.001 |
| Number of all-cause medication classes (mean; SD) | 5.1 | 4.3 | 6.4 | 4.3 | <0.001 |
| Microvascular complication | 278 | 6.3 | 2,941 | 7.1 | 0.040 |
| Macrovascular complication | 839 | 19.0 | 6,533 | 15.8 | <0.001 |
| Depression | 144 | 3.3 | 1,459 | 3.6 | 0.344 |
| Obesity | 467 | 10.6 | 3,127 | 7.6 | <0.001 |
| Dementia | 5 | 0.1 | 31 | 0.1 | 0.392 |
| Alcohol use disorder | 59 | 1.3 | 308 | 0.8 | <0.001 |
| Mental health disorder | 585 | 13.2 | 4,498 | 10.9 | <0.001 |
| Use of antidepressant | 611 | 13.8 | 8,003 | 19.4 | <0.001 |
| Psychiatric medication use | 736 | 16.6 | 7,998 | 19.3 | <0.001 |
| Total costs (mean; SD) | 21,454 | 68,454 | 13,559 | 40,786 | <0.001 |
Logistic regression—predictors of restart among early discontinuers
| Odds ratio | 95% confidence interval |
| ||
|---|---|---|---|---|
| Lower | Upper | |||
| Patient characteristics | ||||
| Age | 1.01 | 1.01 | 1.01 | <0.001 |
| Femalea | 1.07 | 1.00 | 1.14 | 0.041 |
| Northeast regionb | 1.06 | 0.95 | 1.17 | 0.301 |
| North Central regionb | 1.16 | 1.07 | 1.26 | <0.001 |
| West regionb | 1.03 | 0.93 | 1.13 | 0.574 |
| Health maintenance organizationc | 1.07 | 0.98 | 1.17 | 0.152 |
| Point of servicec | 1.02 | 0.90 | 1.14 | 0.808 |
| Other health insurancec | 0.97 | 0.86 | 1.10 | 0.619 |
| Pre-period | ||||
| Charlson comorbidity index | 0.98 | 0.96 | 1.01 | 0.160 |
| Hospitalized | 0.68 | 0.62 | 0.75 | <0.001 |
| Emergency room visit | 0.88 | 0.81 | 0.95 | 0.002 |
| Total costs | 0.99 | 0.98 | 1.00 | <0.001 |
| Microvascular complication | 1.20 | 1.05 | 1.37 | 0.006 |
| Macrovascular complication | 1.01 | 0.91 | 1.11 | 0.921 |
| Depression | 1.18 | 0.98 | 1.42 | 0.077 |
| Obesity | 0.87 | 0.78 | 0.97 | 0.015 |
| Dementia | 0.98 | 0.37 | 2.57 | 0.960 |
| Alcohol use disorder | 0.90 | 0.67 | 1.21 | 0.485 |
| Mental health disorder | 0.92 | 0.83 | 1.02 | 0.099 |
| Use of oral antidiabetic medication | 1.19 | 1.07 | 1.31 | <0.001 |
| Number of antidiabetic medications classes | 1.11 | 1.07 | 1.16 | <0.001 |
| Number of classes of all-cause medications | 1.04 | 1.03 | 1.05 | <0.001 |
| Use of antidepressant | 1.12 | 1.01 | 1.24 | 0.034 |
| Use of other mental health medications | 0.95 | 0.87 | 1.05 | 0.343 |
| Index prescription | ||||
| Analogd | 0.90 | 0.80 | 1.00 | 0.058 |
| Viale | 0.70 | 0.66 | 0.75 | <0.001 |
| Mixturef | 0.80 | 0.73 | 0.89 | <0.001 |
| Copayment | 1.00 | 1.00 | 1.00 | 0.001 |
Reference categories: amale, bSouth, cpreferred provider organization, dhuman insulin, epen
Fig. 4Association between restart and costs among early discontinuers—estimated percentage change in costs associated with restart