| Literature DB >> 31074819 |
Kao-Ping Chua1, Chad M Brummett2,3, Rena M Conti4, Rebecca L Haffajee5, Lisa A Prosser1,5, Amy S B Bohnert6,7.
Abstract
Importance: Most prescription opioid misuse involves opioids prescribed to others-a form of opioid diversion. However, few indicators of diversion risk exist. Because family members can often access patients' opioids, one such indicator may be the frequency with which opioid prescriptions are filled by patients when their family members are engaged in opioid prescriber and pharmacy shopping ("doctor and pharmacy shopping"). To date, this frequency has not been estimated. Objective: To estimate the proportion of opioid prescription fills for which family members meet prescriber and pharmacy shopping criteria. Design, Setting, and Participants: A cross-sectional analysis of 2015-2016 claims from a national commercial insurer was conducted from August to October, 2018. The sample included patients without cancer who were covered by family insurance plans and had 1 or more opioid prescription fill in 2016, as measured by prescription drug claims. Fills were the unit of analysis. Main Outcomes and Measures: For each fill in 2016 by the patient and each family member enrolled in the same plan (eg, spouse or child), the number of prescribers and number of pharmacies in the prior 12 months were counted. Prescriber and pharmacy shopping was defined as 4 or more prescribers and 4 or more pharmacies, following a National Quality Forum-endorsed measure. The proportion of fills for which 1 or more family member met criteria and the proportion for which the patient met criteria were calculated.Entities:
Mesh:
Substances:
Year: 2019 PMID: 31074819 PMCID: PMC6512276 DOI: 10.1001/jamanetworkopen.2019.3673
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Demographic Characteristics of Study Sample
| Characteristic | No. (%) |
|---|---|
| Total patients, No. | 554 417 |
| Female | 301 297 (54.3) |
| Age, y | |
| 2-11 | 13 485 (2.4) |
| 12-17 | 34 562 (6.2) |
| 18-25 | 80 467 (14.5) |
| 26-34 | 54 717 (9.9) |
| 35-44 | 107 138 (19.3) |
| 45-54 | 127 094 (22.9) |
| 55-64 | 109 935 (19.8) |
| ≥65 | 27 019 (4.9) |
| Race/ethnicity | |
| White | 400 870 (72.3) |
| Asian | 17 805 (3.2) |
| Black | 45 432 (8.2) |
| Hispanic | 58 313 (10.5) |
| Unknown | 31 997 (5.8) |
| Census region | |
| Northeast | 39 209 (7.1) |
| Midwest | 148 805 (26.8) |
| South | 248 599 (44.8) |
| West | 116 089 (20.9) |
| Unknown | 1715 (0.3) |
Prevalence of Prescriber and Pharmacy Shopping Among Opioid Prescription Fills
| Prevalence Estimate | Overall (n = 1 471 971 Fills) | Adults Aged ≥18 y (n = 1 415 483 Fills) | Children Aged 2-17 y (n = 56 488 Fills) |
|---|---|---|---|
| No. of index fills in 2016 for which ≥1 family member met criteria (% of all fills) | 8485 (0.6) | 8102 (0.6) | 383 (0.7) |
| No. of index fills in 2016 for which the patient met criteria (% of all fills) | 44 547 (3.0) | 44 416 (3.1) | 131 (0.2) |
Prescribers of Opioid Prescription Fills for Which 1 or More Family Member or the Patient Met Prescriber and Pharmacy Shopping Criteria
| Prescriber Type | No. (% of All Fills) | |
|---|---|---|
| ≥1 Family Member Met Prescriber and Pharmacy Shopping Criteria (n = 8485) | Patient Met Prescriber and Pharmacy Shopping Criteria (n = 44 547) | |
| Dentist | 363 (4.3) | 1015 (2.3) |
| Nurse practitioner | 610 (7.2) | 3616 (8.1) |
| Physician assistant | 667 (7.9) | 4022 (9.0) |
| Podiatrist | 65 (0.8) | 432 (1.0) |
| Miscellaneous | 257 (3.0) | 1594 (3.6) |
| Unknown | 741 (8.7) | 3944 (8.9) |
| Physician | 5782 (68.1) | 29 994 (67.3) |
| Family medicine | 1506 (17.7) | 6808 (15.3) |
| Internal medicine | 812 (9.6) | 4436 (10.0) |
| Pain medicine | 1390 (16.4) | 7298 (16.4) |
| Orthopedic surgery | 548 (6.5) | 3518 (7.9) |
| Other surgical specialty | 347 (4.1) | 1522 (3.4) |
| Emergency medicine | 430 (5.1) | 1892 (4.2) |
| Physical medicine and rehabilitation | 284 (3.3) | 1543 (3.5) |
| Obstetrics and gynecology | 96 (1.1) | 741 (1.7) |
| Psychiatry and neurology | 44 (0.5) | 746 (1.7) |
| Anesthesiology | 134 (1.6) | 807 (1.8) |
| Other physician specialty | 191 (2.3) | 633 (1.4) |
Includes midwives, chiropractors, optometrists, and other midlevel clinicians.
Includes clinicians with missing provider taxonomy codes or codes corresponding to unknown.
Includes pain medicine specialists from anesthesiology, psychiatry, neurology, and physical medicine and rehabilitation, and physicians with taxonomy codes corresponding to “allopathic and osteopathic physicians–pain medicine and interventional pain medicine.”
Excludes physicians in these specialties who are also listed as pain medicine specialists.
Sensitivity Analyses
| Analysis | Criteria | Look-Back Period | No. (% of All Fills) | |
|---|---|---|---|---|
| Index Fills for Which ≥1 Family Member Met Criteria | Index Fills for Which Patient Met Criteria | |||
| Main analysis (n = 1 471 971 fills) | ≥4 Prescribers and ≥4 pharmacies | 12 mo | 8485 (0.6) | 44 547 (3.0) |
| Shorter 6-mo look-back period (n = 1 486 314 fills) | ≥4 Prescribers and ≥4 pharmacies | 6 mo | 2394 (0.2) | 13 687 (0.9) |
| Fewer prescribers and pharmacies (n = 1 471 971 fills) | ≥3 Prescribers and ≥3 pharmacies | 12 mo | 27 578 (1.9) | 12 315 (8.2) |
| Prescriber shopping only (n = 1 471 971 fills) | ≥4 Prescribers | 12 mo | 38 543 (2.6) | 178 417 (12.1) |
| Pharmacy shopping only (n = 1 471 971 fills) | ≥4 Pharmacies | 12 mo | 20 003 (1.4) | 93 267 (6.3) |
| Include methadone and buprenorphine (n = 1 522 822 fills) | ≥4 Prescribers and ≥4 pharmacies | 12 mo | 9184 (0.6) | 47 661 (3.1) |
| Include patients and family members with cancer (n = 1 752 908 fills) | ≥4 Prescribers and ≥4 pharmacies | 12 mo | 11 136 (0.6) | 55 794 (3.2) |
Number of index fills is higher than the main analysis because index fills were excluded if there was missing national provider identifier information on any opioid prescription fills by the patient or family members in the 6 months before the index date instead of 12 months, resulting in fewer exclusions.