| Literature DB >> 30646080 |
Inmaculada Hernandez1, Meiqi He1, Maria M Brooks2, Yuting Zhang3.
Abstract
Importance: Concurrent benzodiazepine use is associated with an increased risk of opioid-related overdose; however, it remains unknown how the overdose risk varies with the days of exposure to both medications. Objective: To evaluate the exposure-response association between the days with concurrent prescription opioid and benzodiazepine use and the risk of overdose. Design, Setting, and Participants: Retrospective cohort study of Medicare Part D claims data from January 1, 2013, to December 31, 2014. Analyses were conducted in fall 2017 and spring 2018. Participants were Medicare Part D beneficiaries who filled at least 1 prescription for an opioid in 2014. Exposures: Patients were divided into 2 groups based on whether they had opioid and benzodiazepine supplies on the day before overdose or censoring. The first group only had a supply of opioids (n = 50 583) and the second group had supplies of opioids and benzodiazepines (n = 20 665). The second group was further categorized into 4 subgroups based on the cumulative number of days with overlapping supplies of opioids and benzodiazepines: 1 to 90 days (n = 3603), 91 to 180 days (n = 2930), 181 to 270 days (n = 4082), and 271 days or more (n = 10 050). Main Outcomes and Measures: Cox proportional hazard models were constructed to compare opioid-related overdose (including fatal and nonfatal overdoses) across time-dependent treatment groups, controlling for demographic characteristics, insurance factors, clinical characteristics, and number of unique opioid and benzodiazepine prescribers.Entities:
Mesh:
Substances:
Year: 2018 PMID: 30646080 PMCID: PMC6324417 DOI: 10.1001/jamanetworkopen.2018.0919
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Baseline Patient Characteristics by Time-Dependent Treatment Assignment
| Characteristic | Opioid Use and No Benzodiazepine Use (n = 50 583) | 1-90 d With Concurrent Opioid and Benzodiazepine Use (n = 3603) | 91-180 d With Concurrent Opioid and Benzodiazepine Use (n = 2930) | 181-270 d With Concurrent Opioid and Benzodiazepine Use (n = 4082) | ≥271 d With Concurrent Opioid and Benzodiazepine Use (n = 10 050) |
|---|---|---|---|---|---|
| Demographic characteristics | |||||
| Age, mean (SD), y | 67.65 (14.72) | 70.60 (16.05) | 66.23 (14.00) | 63.53 (14.30) | 60.51 (13.10) |
| Male, No. (%) | 18 948 (37.46) | 1024 (28.42) | 875 (29.86) | 1153 (28.25) | 3600 (35.82) |
| Race, No. (%) | |||||
| White | 41 255 (81.56) | 3169 (87.95) | 2577 (87.95) | 3590 (87.95) | 8941 (88.97) |
| Black | 7060 (13.96) | 284 (7.88) | 269 (9.18) | 334 (8.18) | 823 (8.19) |
| Hispanic | 824 (1.63) | 71 (1.97) | 41 (1.40) | 66 (1.62) | 102 (1.01) |
| Other | 1444 (2.85) | 79 (2.19) | 43 (1.47) | 92 (2.25) | 184 (1.83) |
| Insurance characteristics, No. (%) | |||||
| Disability | 19 374 (38.30) | 1150 (31.92) | 1249 (42.63) | 2076 (50.86) | 6301 (62.70) |
| Medicaid eligibility | 25 300 (50.02) | 1801 (49.99) | 1495 (51.02) | 2324 (56.93) | 6551 (65.18) |
| Low-income subsidy | 3706 (7.33) | 223 (6.19) | 233 (7.95) | 337 (8.26) | 938 (9.33) |
| Clinician characteristics, mean (SD) | |||||
| No. of unique opioid prescribers | 2.19 (1.55) | 2.02 (1.48) | 1.39 (1.82) | 2.49 (1.92) | 2.21 (1.51) |
| No. of unique benzodiazepine prescribers | 0.28 (0.64) | 1.33 (0.69) | 1.61 (0.96) | 1.73 (1.10) | 1.63 (0.96) |
| Clinical characteristics, No. (%) | |||||
| Acquired hypothyroidism | 13 532 (26.75) | 1177 (32.67) | 929 (31.71) | 1264 (30.97) | 2686 (26.73) |
| Acute myocardial infarction | 2689 (5.32) | 257 (7.13) | 156 (5.32) | 178 (4.36) | 439 (4.37) |
| Alcohol use disorder | 48 (0.09) | 5 (0.14) | 2 (0.07) | 2 (0.05) | 3 (0.03) |
| Alzheimer disease or other dementia | 7456 (14.74) | 972 (26.98) | 507 (17.30) | 617 (15.12) | 1103 (10.98) |
| Anemia | 29 503 (58.33) | 2363 (65.58) | 1883 (64.27) | 2461 (60.29) | 5678 (56.50) |
| Anxiety | 1229 (2.43) | 203 (5.63) | 232 (7.92) | 329 (8.06) | 1067 (10.62) |
| Asthma | 10 951 (21.65) | 883 (24.51) | 796 (27.17) | 1149 (28.15) | 2797 (27.83) |
| Atrial fibrillation | 6719 (13.28) | 652 (18.10) | 365 (12.46) | 433 (10.61) | 742 (7.38) |
| Benign prostatic hyperplasia | 5327 (10.53) | 370 (10.27) | 250 (8.53) | 302 (7.40) | 784 (7.80) |
| Bipolar disorder | 271 (0.54) | 50 (1.39) | 37 (1.26) | 38 (0.93) | 133 (1.32) |
| Cataract | 24 284 (48.01) | 2027 (56.26) | 1390 (47.44) | 1678 (41.11) | 3430 (34.13) |
| Chronic kidney disease | 14 690 (29.04) | 1196 (33.19) | 853 (29.11) | 1098 (26.90) | 2372 (23.60) |
| Chronic obstructive pulmonary disease | 19 283 (38.12) | 1547 (42.94) | 1322 (45.12) | 1896 (46.45) | 4893 (48.69) |
| Depression | 27 227 (53.83) | 2480 (68.83) | 2155 (73.55) | 3092 (75.75) | 7665 (76.27) |
| Diabetes | 21 798 (43.09) | 1539 (42.71) | 1241 (42.35) | 1670 (40.91) | 3945 (39.25) |
| Drug use disorder | 15 (0.03) | 0 | 0 | 1 (0.02) | 0 |
| Fibromyalgia | 1919 (3.79) | 86 (2.39) | 111 (3.79) | 191 (4.68) | 401 (3.99) |
| Glaucoma | 8718 (17.24) | 719 (19.96) | 487 (16.62) | 613 (15.02) | 1197 (11.91) |
| Heart failure | 16 320 (32.26) | 1377 (38.22) | 1016 (34.68) | 1224 (29.99) | 2789 (27.75) |
| Hip or pelvic fracture | 2590 (5.12) | 264 (7.33) | 161 (5.49) | 189 (4.63) | 350 (3.48) |
| Hyperlipidemia | 36 575 (72.31) | 2694 (74.77) | 2166 (73.92) | 2878 (70.50) | 6965 (69.30) |
| Hypertension | 41 241 (81.53) | 2972 (82.49) | 2383 (81.33) | 3250 (79.62) | 7821 (77.82) |
| Ischemic heart disease | 24 891 (49.21) | 1998 (55.45) | 1553 (53.00) | 1978 (48.46) | 4669 (46.46) |
| Osteoporosis | 11 179 (22.10) | 1012 (28.09) | 706 (24.10) | 936 (22.93) | 1803 (17.94) |
| Pain | 38 554 (76.22) | 2349 (65.20) | 1908 (65.12) | 2668 (65.36) | 6453 (64.21) |
| Posttraumatic stress disorder | 44 (0.09) | 10 (0.28) | 6 (0.20) | 12 (0.29) | 33 (0.33) |
| Psychosis | 305 (0.60) | 36 (1.00) | 19 (0.65) | 26 (0.64) | 53 (0.53) |
| Rheumatoid arthritis or osteoarthritis | 37 175 (73.49) | 2610 (72.44) | 2191 (74.78) | 3084 (75.55) | 7454 (74.17) |
| Schizophrenia | 133 (0.26) | 22 (0.61) | 10 (0.34) | 10 (0.24) | 36 (0.36) |
| Stroke or transient ischemic attack | 8164 (16.14) | 765 (21.23) | 512 (17.47) | 623 (15.26) | 1371 (13.64) |
Treatment assignment was defined based on the opioid and benzodiazepine use and the history of benzodiazepine use on the day before overdose or censoring.
The number of unique opioid prescribers and the number of unique benzodiazepine prescribers are clinicians who prescribed at least 1 prescription for each of these medications in 2014.
We used Centers for Medicare and Medicaid Services Chronic Condition Data Warehouse definitions of all clinical characteristics except for a recent history of alcohol use disorder, anxiety, bipolar disorder, drug use disorder, fibromyalgia, pain, posttraumatic stress disorder, psychosis, and schizophrenia, which are not Centers for Medicare and Medicaid Services priority conditions.[13]
Alcohol use disorder was defined as having at least 1 inpatient or outpatient claim with International Classification of Diseases, Ninth Revision (ICD-9) code 265.2, 291.1-291.3, 291.5-291.9, 303.0, 303.9, 305.0, 357.5, 425.5, 535.3, 571.0-571.3, 980.x, or V11.3 in the year before the index date.[6]
Anxiety was defined as having at least 1 inpatient or outpatient claim with ICD-9 code 300.0 in the year before the index date.[14]
Bipolar disorder was defined as having at least 1 inpatient or outpatient claim with ICD-9 code 296.0x, 296.1x, or 296.4x-296.9x in the year before the index date.[15]
Drug use disorder was defined as having at least 1 inpatient or outpatient claim with ICD-9 code 292.x, 304.x, 305.2-305.9, or V65.42.6 in the year before the index date.
Fibromyalgia was defined as having at least 1 inpatient or outpatient claim with ICD-9 code 729.1 in the year before the index date.[14]
Pain was defined as having at least 1 inpatient or outpatient claim with ICD-9 code 719.4 (joint pain), 723.1 (cervicalgia), 724.1 (pain in thoracic spine), 724.2 (lumbago), 724.3 (sciatica), 724.5 (backache unspecified), 729.5 (limb pain), 784.0 (headache), 786.5 (chest pain), 789.0 (abdominal pain), 350.1 (trigeminal neuralgia), 350.2 (atypical face pain), 346 (migraine), 250.6 (diabetes with neurological manifestations), 307.8 (pain disorders related to psychological factors), 354.x (mononeuritis of upper limb), or 357.2 (polyneuropathy in diabetes) in the year before the index date.[14]
Posttraumatic stress disorder was defined as having at least 1 inpatient or outpatient claim with ICD-9 code 309.81 in the year before the index date.[14]
Psychosis was defined as having at least 1 inpatient or outpatient claim with ICD-9 code 293.8, 296.04, 296.14, 296.44, 296.54, 297.x, or 298.x in the year before the index date.[6]
Schizophrenia was defined as having at least 1 inpatient or outpatient claim with ICD-9 code 295.x in the year before the index date.[15]
Figure 1. Selection of the Study Sample
Patients were classified into treatment groups based on whether they used opioids only or opioids and benzodiazepines on the day before overdose or censoring event. Patients who used opioids and benzodiazepines were further classified according to the cumulative number of days with overlapping supplies of opioids and benzodiazepines as of the day before overdose or censoring.
Number of Opioid-Related Overdose Events by Opioid and Benzodiazepine Use on the Day Before Overdose or Censoring
| Treatment on the Day Before Overdose or Censoring | Events, No. (%) |
|---|---|
| Opioid use and no benzodiazepine use (n = 50 583) | 166 (0.33) |
| Opioid and benzodiazepine use (n = 20 665) | 124 (0.60) |
| 1-90 d with concurrent opioid and benzodiazepine use (n = 3603) | 59 (1.64) |
| 91-180 d with concurrent opioid and benzodiazepine use (n = 2930) | 32 (1.09) |
| 181-270 d with concurrent opioid and benzodiazepine use (n = 4082) | 19 (0.47) |
| ≥271 d with concurrent opioid and benzodiazepine use (n = 10 050) | 14 (0.14) |
Treatment groups were defined in a time-dependent manner, based on the use of opioids and benzodiazepines and the history of benzodiazepine use on the day before overdose or censoring event (death or end of the study period).
Figure 2. Adjusted Hazard Ratios (HRs) of Opioid-Related Overdose for Treatment Groups, Before and After Adjusting for Number of Opioid and Benzodiazepine Prescribers
In both panels, adjusted HRs were estimated with Cox proportional hazard models that controlled for age, sex, race, eligibility for Medicare due to disability, eligibility for Medicaid coverage, low-income subsidy, all Centers for Medicare and Medicaid Services priority chronic conditions except those related to cancer, a recent history of alcohol use disorder, anxiety, bipolar disorder, drug use disorder, fibromyalgia, pain, posttraumatic stress disorder, psychosis, and schizophrenia. A, The Cox model also adjusted for the number of unique opioid prescribers and the number of unique benzodiazepine prescribers.
Hazard Ratios of Opioid-Related Overdose Adjusted for Covariates
| Variable | Hazard Ratio (95% CI) |
|---|---|
| Treatment on the day before overdose or censoring | |
| Opioid use and no benzodiazepine use | 1 [Reference] |
| 1-90 d with concurrent opioid and benzodiazepine use | 5.05 (3.68-6.93) |
| 91-180 d with concurrent opioid and benzodiazepine use | 1.87 (1.25-2.80) |
| 181-270 d with concurrent opioid and benzodiazepine use | 0.63 (0.37-1.05) |
| ≥271 d with concurrent opioid and benzodiazepine use | 0.19 (0.11-0.33) |
| Demographic characteristics | |
| Age per y | 0.97 (0.96-0.99) |
| Male vs female | 0.94 (0.70-1.26) |
| Black vs white | 0.52 (0.34-0.79) |
| Hispanic vs white | 0.47 (0.15-1.47) |
| Other vs white | 1.27 (0.67-2.40) |
| Insurance characteristics | |
| Disability | 1.13 (0.74-1.71) |
| Medicaid eligibility | 0.90 (0.67-1.22) |
| Low-income subsidy | 0.98 (0.61-1.55) |
| Clinician characteristics | |
| No. of unique opioid prescribers | 1.07 (1.02-1.12) |
| No. of unique benzodiazepine prescribers | 1.19 (1.09-1.31) |
| Clinical characteristics | |
| Acquired hypothyroidism | 0.82 (0.62-1.09) |
| Acute myocardial infarction | 1.16 (0.72-1.87) |
| Alcohol use disorder | NA |
| Alzheimer disease or other dementia | 1.38 (0.97-1.96) |
| Anemia | 1.40 (1.05-1.86) |
| Anxiety | 1.21 (0.74-1.96) |
| Asthma | 1.12 (0.86-1.47) |
| Atrial fibrillation | 0.60 (0.38-0.93) |
| Benign prostatic hyperplasia | 1.14 (0.73-1.78) |
| Bipolar disorder | 1.77 (0.78-4.02) |
| Cataract | 0.63 (0.47-0.86) |
| Chronic kidney disease | 1.58 (1.21-2.08) |
| Chronic obstructive pulmonary disease | 1.50 (1.15-1.95) |
| Depression | 1.69 (1.23-2.34) |
| Diabetes | 0.92 (0.70-1.20) |
| Drug use disorder | NA |
| Fibromyalgia | 0.94 (0.51-1.73) |
| Glaucoma | 0.89 (0.62-1.28) |
| Heart failure | 1.01 (0.75-1.36) |
| Hip or pelvic fracture | 1.90 (1.18-3.03) |
| Hyperlipidemia | 0.76 (0.56-1.02) |
| Hypertension | 1.00 (0.70-1.43) |
| Ischemic heart disease | 1.38 (1.03-1.86) |
| Osteoporosis | 0.80 (0.57-1.11) |
| Pain | 0.77 (0.60-0.99) |
| Posttraumatic stress disorder | NA |
| Psychosis | 0.53 (0.07-3.77) |
| Rheumatoid arthritis or osteoarthritis | 1.42 (1.05-1.94) |
| Schizophrenia | 2.40 (0.76-7.62) |
| Stroke or transient ischemic attack | 1.56 (1.15-2.10) |
Abbreviation: NA, not available.
Hazard ratios were estimated with Cox proportional hazard models that controlled for all the covariates listed in the table.
Treatment assignment was defined based on the opioid and benzodiazepine use and the history of benzodiazepine use on the day before the first of the following events: overdose, death, or end of the study (December 31, 2014).
Hazard ratios for alcohol use disorder, drug use disorder, and posttraumatic stress disorder could not be estimated because of insufficient events.