| Literature DB >> 32021405 |
Daina B Esposito1, M Soledad Cepeda2, Crystal N Holick1, Caitlin Knox1, Vibha Ca Desai1, Nianya Liu1, Shiva-Krishna Vojjala1, Jennifer G Lyons1, Gregory P Wedin3, Stephan Lanes1.
Abstract
INTRODUCTION: The United States (US) Food and Drug Administration (FDA) required a Risk Evaluation and Mitigation Strategy (REMS) for extended-release and long-acting (ER/LA) opioid analgesics on 09 July 2012.Entities:
Keywords: Medicaid; REMS; claims; opioid; overdose
Year: 2020 PMID: 32021405 PMCID: PMC6970623 DOI: 10.2147/JPR.S219324
Source DB: PubMed Journal: J Pain Res ISSN: 1178-7090 Impact factor: 3.133
Figure 1Examples of study entry and baseline covariate ascertainment windows.
Formation of the Study Cohorts*
| Pre-Implementation Period | Active Period | |||
|---|---|---|---|---|
| N | % | N | % | |
| Patients with ≥1 ER/LA opioid analgesic dispensing during the study period** | 174,233 | |||
| ≥1 ER/LA opioid analgesic dispensing during the applicable REMS period | 99,074 | 100.0 | 92,925 | 93.8 |
| Enrolled in health plan 6 months prior to first ER/LA opioid analgesic dispensing during the exposure period | 78,734 | 79.5 | 69,445 | 70.1 |
| Retained after propensity score trimming | 71,800 | 72.5 | 59,465 | 60.0 |
| Patients with ≥1 ER/LA opioid analgesic dispensing during the study period** | 23,981 | |||
| ≥1 ER/LA opioid analgesic dispensing during the applicable REMS period | 7568 | 100.0 | 17,377 | 72.5 |
| Enrolled in health plan 6 months prior to first ER/LA opioid analgesic dispensing during the exposure period | 5688 | 75.2 | 10,686 | 61.5 |
| Retained after propensity score trimming | 4889 | 64.6 | 7921 | 45.6 |
Notes: Pre-implementation Period: 1 July 2010 to 30 June 2012. Active Period: 1 July 2012 to 30 September 2016. *For continuous variables, descriptive statistics other than N and % are shown as designated in the first column. **No patients were excluded due to missing or invalid gender or age at the ER/LA opioid dispensing.
Abbreviations: N, number; ER/LA, extended release/long-acting; HIRD, HealthCore Integrated Research DatabaseSM; REMS, Risk Evaluation and Mitigation Strategy.
Patient Characteristics by Study Period and Insurance Type
| HIRD | Medicaid | |||||||
|---|---|---|---|---|---|---|---|---|
| Pre-Implementation Period | Active Period | Pre-Implementation Period | Active Period | |||||
| 71,800 | 59,465 | 4889 | 7921 | |||||
| N* | % | N | % | N | % | N | % | |
| Age category (years) | ||||||||
| Under 18 | 583 | 0.8 | 454 | 0.8 | 56 | 1.2 | 106 | 1.3 |
| 18 to 34 | 6930 | 9.7 | 4953 | 8.3 | 1159 | 23.7 | 1585 | 20.0 |
| 35 to 49 | 16,604 | 23.1 | 12,435 | 20.9 | 2158 | 44.1 | 3372 | 42.6 |
| 50 to 64 | 28,746 | 40.0 | 25,328 | 42.6 | 1470 | 30.1 | 2775 | 35.0 |
| 65 and over | 18,937 | 26.4 | 16,295 | 27.4 | 46 | 0.9 | 83 | 1.1 |
| Female | 39,800 | 55.4 | 32,440 | 54.6 | 3082 | 63.0 | 4920 | 62.1 |
| Geographic region of patient residence (US) | ||||||||
| Midwest | 19,390 | 27.0 | 17,116 | 28.8 | 470 | 9.6 | 1149 | 14.5 |
| Northeast | 10,332 | 14.4 | 8091 | 13.6 | <10 | 11 | 0.1 | |
| South | 15,293 | 21.3 | 13,391 | 22.5 | 4328 | 88.5 | 6651 | 84.0 |
| West | 19,640 | 27.4 | 15,707 | 26.4 | <10 | <10 | ||
| Missing/unknown | 7145 | 10.0 | 5160 | 8.7 | 84 | 1.7 | 101 | 1.3 |
| Residence type | ||||||||
| Urban | 52,358 | 72.9 | 43,039 | 72.4 | 3347 | 68.5 | 5497 | 69.4 |
| Rural | 12,292 | 17.1 | 11,263 | 18.9 | 1458 | 29.8 | 2323 | 29.3 |
| Unknown | 7150 | 10.0 | 5163 | 8.7 | 84 | 1.7 | 101 | 1.3 |
| Year of cohort entry | ||||||||
| 2010 | 34,060 | 47.4 | 0 | 0.0 | 2317 | 47.4 | 0.00 | 0.00 |
| 2011 | 26,909 | 37.5 | 0 | 0.0 | 1332 | 27.2 | 0.00 | 0.00 |
| 2012 | 10,831 | 15.1 | 0 | 0.0 | 1240 | 25.4 | 0.00 | 0.00 |
| 2013 | 0 | 0.0 | 26,300 | 44.2 | 0 | 0.0 | 3943 | 49.78 |
| 2014 | 0 | 0.0 | 15,334 | 25.8 | 0 | 0.0 | 1530 | 19.32 |
| 2015 | 0 | 0.0 | 11,794 | 19.8 | 0 | 0.0 | 1492 | 18.84 |
| 2016 | 0 | 0.0 | 6037 | 10.2 | 0 | 0.0 | 956 | 12.07 |
| Duration of baseline period (months) | ||||||||
| Mean, SD | 43.1 | 21.17 | 55.4 | 36.9 | 26.0 | 13.14 | 34.5 | 24.67 |
| Median | 51 | 48 | 28 | 27 | ||||
| Range (min, max) | 6 | 78 | 6 | 129 | 6 | 54 | 6 | 105 |
| Duration of follow-up (months) | ||||||||
| Mean, SD | 11.7 | 7.93 | 16 | 12.57 | 10.5 | 8.13 | 19.9 | 13.6 |
| Median | 11 | 13 | 8 | 18 | ||||
| Range (min, max) | 0 | 24 | 0 | 39 | 0 | 24 | 0 | 39 |
| Pain diagnosis | ||||||||
| Abdominal pain | 34,570 | 48.1 | 30,076 | 50.6 | 2629 | 53.8 | 4439 | 56.0 |
| Amputation | 5034 | 7.0 | 5199 | 8.7 | 222 | 4.5 | 421 | 5.3 |
| Arthritis, arthropathies, osteoarthritis and musculoskeletal pain | 42,609 | 59.3 | 37,899 | 63.7 | 2715 | 55.5 | 4652 | 58.7 |
| Back pain | 55,219 | 76.9 | 46,858 | 78.8 | 4315 | 88.3 | 6905 | 87.2 |
| Chronic pain | 18,519 | 25.8 | 21,701 | 36.5 | 2755 | 56.4 | 4816 | 60.8 |
| Fibromyalgia | 19,434 | 27.1 | 17,642 | 29.7 | 1544 | 31.6 | 2644 | 33.4 |
| Headache | 23,366 | 32.5 | 20,663 | 34.7 | 2285 | 46.7 | 3737 | 47.2 |
| Malignancy | 20,314 | 28.3 | 18,420 | 31.0 | 606 | 12.4 | 1228 | 15.5 |
| Multiple sclerosis | 967 | 1.3 | 811 | 1.4 | 72 | 1.5 | 122 | 1.5 |
| Neuropathic pain | 5472 | 7.6 | 6137 | 10.3 | 379 | 7.8 | 924 | 11.7 |
| Peripheral vascular disease with claudication, ischemic extremity pain and/or skin ulcers | 16,855 | 23.5 | 15,294 | 25.7 | 937 | 19.2 | 1778 | 22.4 |
| Stroke | 7900 | 11.0 | 7297 | 12.3 | 315 | 6.4 | 591 | 7.5 |
| None of the above | 3047 | 4.2 | 1743 | 2.9 | 99 | 2.0 | 170 | 2.1 |
| Psychiatric comorbidities | ||||||||
| Alcoholism | 3629 | 5.1 | 3565 | 6.0 | 608 | 12.4 | 1109 | 14.0 |
| Anxiety disorder | 21,900 | 30.5 | 21,593 | 36.3 | 2272 | 46.5 | 4069 | 51.4 |
| Bipolar disorder | 3125 | 4.4 | 2791 | 4.7 | 861 | 17.6 | 1505 | 19.0 |
| Depressive disorder | 20,397 | 28.4 | 19,243 | 32.4 | 2147 | 43.9 | 3783 | 47.8 |
| History of suicide attempt | 550 | 0.8 | 552 | 0.9 | 155 | 3.2 | 248 | 3.1 |
| Post-traumatic stress disorder | 1226 | 1.7 | 1276 | 2.1 | 274 | 5.6 | 598 | 7.5 |
| Sleep disorder | 22,022 | 30.7 | 20,571 | 34.6 | 1846 | 37.8 | 3221 | 40.7 |
| Somatoform disorder | 125 | 0.2 | 141 | 0.2 | 10 | 0.2 | 17 | 0.2 |
| Drug dependence | ||||||||
| Opioid type dependence | 4015 | 5.6 | 4372 | 7.4 | 1080 | 22.1 | 1948 | 24.6 |
| Other drug dependence | 4494 | 6.3 | 4852 | 8.2 | 1371 | 28.0 | 2408 | 30.4 |
| ADHD | 2172 | 3.0 | 2182 | 3.7 | 363 | 7.4 | 678 | 8.6 |
| History of overdose/poisoning | 556 | 0.8 | 686 | 1.2 | 102 | 2.1 | 220 | 2.8 |
| Conditions that may affect opioid metabolism | ||||||||
| Liver disease | 11,499 | 16.0 | 10,781 | 18.1 | 351 | 7.2 | 638 | 8.1 |
| Renal disease | 6845 | 9.5 | 6642 | 11.2 | 363 | 7.4 | 678 | 8.6 |
| Deyo-Charlson comorbidity index | ||||||||
| Mean, SD | 2.8 | 3.46 | 3.2 | 3.69 | 2.2 | 7.18 | 3 | 3 |
| Median | 1 | 2 | 1 | 1 | ||||
| Range (min, max) | 0 | 20 | 0 | 23 | 0 | 18 | 0 | 20 |
| History of healthcare utilization | ||||||||
| All cause ED visits | ||||||||
| Mean, SD | 0.4 | 0.88 | 0.4 | 0.94 | 8.4 | 5.07 | 8.6 | 5.39 |
| Median | 0 | 0 | 8 | 8 | ||||
| Range (min, max) | 0 | 40 | 0 | 44 | 0 | 40 | 0 | 56 |
| All cause office visits | ||||||||
| Mean, SD | 7.2 | 5.68 | 7 | 6 | 1.2 | 2.44 | 1.2 | 2.23 |
| Median | 6 | 6 | 0 | 0 | ||||
| Range (min, max) | 0 | 98 | 0 | 94 | 0 | 40 | 0 | 44 |
| All cause hospitalizations | ||||||||
| Mean, SD | 0.5 | 0.96 | 1 | 1 | 0.5 | 1.09 | 0.5 | 1.04 |
| Median | 0 | 0 | 0 | 0 | ||||
| Range (min, max) | 0 | 36 | 0 | 20 | 0 | 11 | 0 | 13 |
| Distinct medication classes dispensed | ||||||||
| Mean, SD | 9.5 | 6.08 | 9.6 | 6.03 | 12.7 | 7.18 | 12.8 | 7.26 |
| Median | 9 | 9 | 12 | 12 | ||||
| Range (min, max) | 0 | 52 | 0 | 59 | 0 | 50 | 0 | 57 |
Note: *For continuous variables, descriptive statistics other than N and % are shown as designated in the first column.
Abbreviations: HIRD, HealthCore Integrated Research Database; SD, standard deviation; min, minimum; max, maximum; US, United States; ADHD, attention-deficit/hyperactivity disorder; ED, emergency department; N, number.
Baseline Medication Use by Study Period and Insurance Type
| HIRD | Medicaid | |||||||
|---|---|---|---|---|---|---|---|---|
| Pre-Implementation Period | Active Period | Pre-Implementation Period | Active Period | |||||
| 71,800 | 59,465 | 4889 | 7921 | |||||
| N | % | N | % | N | % | N | % | |
| New ER/LA opioid analgesic user | 45,896 | 63.9 | 37,905 | 63.7 | 2952 | 60.4 | 4473 | 56.5 |
| Prior use of opioid analgesics | ||||||||
| ER/LA opioid analgesic only | 1329 | 1.9 | 1164 | 2.0 | 74 | 1.5 | 101 | 1.3 |
| IR opioid analgesic only | 39,195 | 54.6 | 32,617 | 54.9 | 2858 | 58.5 | 4264 | 53.8 |
| Both ER/LA and IR opioid analgesics | 24,575 | 34.2 | 20,396 | 34.3 | 1863 | 38.1 | 3347 | 42.3 |
| Number of different ER/LA opioid analgesic dispensings | ||||||||
| Mean, SD | 1.5 | 0.79 | 1.5 | 0.80 | 1.4 | 0.66 | 1.5 | 0.81 |
| Median | 1 | 1 | 1 | 1 | ||||
| Range (min, max) | 1 | 7 | 1 | 7 | 1 | 6 | 1 | 6 |
| Duration of ER/LA opioid analgesic use (months) | ||||||||
| Mean, SD | 20.7 | 18.01 | 26.8 | 26.83 | 13.0 | 9.34 | 15.5 | 15.68 |
| Median | 15 | 17 | 10 | 10 | ||||
| Range (min, max) | 0 | 57 | 0 | 92 | 0 | 32 | 0 | 67 |
| Time since last ER/LA opioid analgesic use (months) | ||||||||
| Mean, SD | 5.2 | 11.87 | 7.4 | 17.67 | 3.1 | 7.64 | 3.3 | 9.53 |
| Median | 0 | 0 | 0 | 0 | ||||
| Range (min, max) | 0 | 73 | 0 | 122 | 0 | 49 | 0 | 84 |
| Number of ER/LA opioid analgesics dispensed | ||||||||
| Mean, SD | 21.0 | 20.26 | 26.9 | 29.12 | 14.4 | 12.56 | 0.0 | 18.26 |
| Median | 14 | 16 | 11 | 10 | ||||
| Range (min, max) | 1 | 7 | 1 | 383 | 1 | 131 | 1 | 192 |
| Prescribing physician specialty (on index date) | ||||||||
| Pain specialist | 27,644 | 38.5 | 22,711 | 38.2 | 1642 | 33.6 | 2553 | 32.2 |
| General, internal medicine or family practice physician | 20,944 | 29.2 | 16,367 | 27.5 | 960 | 19.6 | 1731 | 21.9 |
| Other specialist | 6807 | 9.5 | 5365 | 9.0 | 725 | 14.8 | 1207 | 15.2 |
| Unknown | 3583 | 5.0 | 3164 | 5.3 | 338 | 6.9 | 655 | 8.3 |
| Non-physician | 12,822 | 17.9 | 11,858 | 19.9 | 1224 | 25.0 | 1775 | 22.4 |
| Number of prescribers of opioid analgesics | ||||||||
| Mean, SD | 2.8 | 2.24 | 3.3 | 2.90 | 2.5 | 7.64 | 2.7 | 2.38 |
| Median | 2 | 2 | 2 | 2 | ||||
| Range (min, max) | 1 | 73 | 1 | 39 | 1 | 49 | 1 | 31 |
| Number of pharmacies where patient obtained opioid analgesics | ||||||||
| Mean, SD | 20.7 | 18.01 | 26.8 | 26.83 | 13.0 | 9.34 | 15.5 | 15.68 |
| Median | 15 | 17 | 10 | 10 | ||||
| Range (min, max) | 0 | 7 | 0 | 92 | 0 | 131 | 0 | 67 |
| Number IR opioid analgesics dispensed | ||||||||
| Mean, SD | 18.5 | 24.42 | 21.9 | 31.58 | 24.2 | 20.27 | 27.0 | 27.22 |
| Median | 8 | 9 | 20 | 17 | ||||
| Range (min, max) | 0 | 371 | 0 | 458 | 0 | 191 | 0 | 388 |
| Non-opioid medications of abuse potential | ||||||||
| Depressants | ||||||||
| Benzodiazepines | 32,807 | 45.7 | 27,495 | 46.2 | 2689 | 55.0 | 4250 | 53.7 |
| Barbiturates | 247 | 0.3 | 178 | 0.3 | 21 | 0.4 | 36 | 0.5 |
| Other sleep medications | 22,702 | 31.6 | 17,881 | 30.1 | 1736 | 35.5 | 2629 | 33.2 |
| Stimulants | ||||||||
| Amphetamines | 2887 | 4.0 | 2648 | 4.5 | 271 | 5.5 | 462 | 5.8 |
| Methylphenidate | 1908 | 2.7 | 1565 | 2.6 | 72 | 1.5 | 117 | 1.5 |
Abbreviations: ER/LA, extended release/long-acting; HIRD, HealthCore Integrated Research Database; IR, immediate-release; SD, standard deviation; min, minimum; max, maximum; N, number.
Opioid Overdose or Poisoning Events
| Pre-Implementation Period | Active Period | Unadjusted | Adjusted for Propensity Score Decile | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cases | Person-Years | Incidence Rate | 95% CI | Cases | Person-Years | Incidence Rate | 95% CI | Incidence Rate Ratio | 95% CI | Incidence Rate Ratio | 95% CI | |||||
| All ER/LA opioid analgesic users | 353 | 39,689 | 88.94 | 79.90 | 98.72 | 418 | 40,740 | 102.60 | 93.00 | 112.93 | 1.14 | 0.94 | 1.38 | 1.01 | 0.87 | 1.17 |
| New ER/LA opioid analgesic users | 116 | 12,458 | 93.11 | 76.94 | 111.68 | 179 | 12,783 | 140.03 | 120.26 | 162.11 | 1.31 | 0.96 | 1.78 | 1.29 | 1.02 | 1.65 |
| Non-new ER/LA opioid analgesic users | 237 | 27,231 | 87.03 | 76.31 | 98.85 | 239 | 27,956 | 85.49 | 74.99 | 97.04 | 1.03 | 0.80 | 1.31 | 0.87 | 0.72 | 1.05 |
| All ER/LA opioid analgesic users | 37 | 39,748 | 9.31 | 6.55 | 12.83 | 29 | 40,972 | 7.08 | 4.74 | 10.17 | 0.66 | 0.34 | 1.28 | 0.60 | 0.30 | 1.21 |
| All ER/LA opioid analgesic users | 69 | 2905 | 237.49 | 184.79 | 300.56 | 151 | 7865 | 192.00 | 162.60 | 225.18 | 0.89 | 0.63 | 1.27 | 0.70 | 0.52 | 0.93 |
Abbreviations: HIRD, HealthCore Integrated Research Database; ER/LA, extended release/long-acting; CI, confidence interval.
Figure 2Incidence rate ratio of opioid overdose and opioid overdose death.
Abbreviation: HIRD, HealthCore Integrated Research Database.