| Literature DB >> 30646105 |
Yu-Jung Jenny Wei1, Yanmin Zhu1, Wei Liu1,2, Regina Bussing3, Almut G Winterstein1,4.
Abstract
Importance: There exist limited data on the long-term concurrent use of stimulants and opioids among adults with attention-deficit/hyperactivity disorder (ADHD), a population at risk for prescription drug abuse. Objective: To assess the prevalence and secular trends of and the factors associated with long-term concurrent use of stimulants and opioids among adults with ADHD. Design, Setting, and Participants: This cross-sectional study assessed Medicaid Analytic eXtract data from 29 states between 1999 and 2010. Medicaid fee-for-service enrollees aged 20 to 64 years with ADHD who were continuously enrolled for more than 12 months after receiving an ADHD diagnosis were included. One 12-month continuous enrollment period was randomly selected as an observation unit for each enrollee. Multivariable regression models were used to determine secular trends in the prevalence of and the potential risk factors associated with long-term concurrent stimulant-opioid use. Analyses were conducted between January 1 and December 31, 2017. Exposures: Risk factors measured during the first half of the 12-month observation unit. Main Outcomes and Measures: Prevalence of long-term use of stimulants and opioids overlapping for at least 30 consecutive days was measured during the second half of the randomly selected 12-month observation unit.Entities:
Mesh:
Substances:
Year: 2018 PMID: 30646105 PMCID: PMC6324259 DOI: 10.1001/jamanetworkopen.2018.1152
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Baseline Characteristics of Eligible Medicaid-Enrolled Adults With ADHD Between 1999 and 2010, Overall and Stratified by Stimulant Use
| Characteristic | Adults With ADHD, No. (%) | ||||||
|---|---|---|---|---|---|---|---|
| Overall Sample | No Stimulant Use (n = 44 683) | Stimulant Use (n = 21 723) | |||||
| No Opioid Use | Short-term Opioid Use | Long-term Opioid Use | No Opioid Use | Short-term Stimulant-Opioid Use | Long-term Stimulant-Opioid Use | ||
| Sample size | 66 406 (100) | 27 476 (100) | 11 381 (100) | 5826 (100) | 13 129 (100) | 5004 (100) | 3590 (100) |
| Age, mean (SD), y | 31.8 (10.2) | 30.1 (9.7) | 31.3 (9.5) | 37.6 (10.4) | 30.6 (9.8) | 33.1 (9.9) | 38.7 (10.3) |
| 20-30 | 35 670 (53.7) | 16 971 (61.8) | 6267 (55.1) | 1645 (28.2) | 7667 (58.4) | 2268 (45.3) | 852 (23.7) |
| 31-40 | 16 479 (24.8) | 5964 (21.7) | 2970 (26.1) | 1848 (31.7) | 3008 (22.9) | 1542 (30.8) | 1147 (32.0) |
| 41-50 | 9817 (14.8) | 3095 (11.3) | 1550 (13.6) | 1530 (26.3) | 1760 (13.4) | 855 (17.1) | 1027 (28.6) |
| 51-64 | 4440 (6.7) | 1446 (5.3) | 594 (5.2) | 803 (13.8) | 694 (5.3) | 339 (6.8) | 564 (15.7) |
| Female | 37 155 (56.0) | 12 650 (46.0) | 7688 (67.6) | 3835 (65.8) | 7122 (54.3) | 3400 (68.0) | 2460 (68.5) |
| Race/ethnicity | |||||||
| Non-Hispanic white | 52 551 (79.1) | 19 299 (70.2) | 9368 (82.3) | 5047 (86.6) | 11 084 (84.4) | 4486 (89.7) | 3267 (91.0) |
| Non-Hispanic black | 7168 (10.8) | 4517 (16.4) | 1127 (9.9) | 347 (6.0) | 897 (6.8) | 198 (4.0) | 82 (2.3) |
| Other | 6687 (10.1) | 3660 (13.3) | 886 (7.8) | 432 (7.4) | 1148 (8.7) | 320 (6.4) | 241 (6.7) |
| Rural residency | 19 400 (29.2) | 7264 (26.4) | 3748 (32.9) | 2023 (34.7) | 3712 (28.3) | 1557 (31.1) | 1096 (30.5) |
| Medicaid eligibility | |||||||
| Cash assistance | 47 814 (72.0) | 20 896 (76.1) | 8134 (71.5) | 4342 (74.5) | 8757 (66.7) | 3229 (64.5) | 2456 (68.4) |
| Disability | 38 205 (57.5) | 18 056 (65.7) | 5577 (49.0) | 3385 (58.1) | 7094 (54.0) | 2222 (44.4) | 1871 (52.1) |
| Region at baseline | |||||||
| South | 22 621 (34.1) | 8693 (31.6) | 3943 (34.7) | 2073 (35.6) | 4589 (35.0) | 1931 (38.6) | 1392 (38.8) |
| Midwest | 27 058 (40.8) | 9941 (36.2) | 4883 (42.9) | 2448 (42.0) | 5888 (44.9) | 2282 (45.6) | 1616 (45.0) |
| Northeast | 8201 (12.4) | 4996 (18.2) | 888 (7.8) | 443 (7.6) | 1402 (10.7) | 268 (5.4) | 204 (5.7) |
| West | 8526 (12.8) | 3846 (14.0) | 1667 (14.7) | 862 (14.8) | 1250 (9.5) | 523 (10.5) | 378 (10.5) |
| Year of index ADHD diagnosis | |||||||
| 1999 | 2329 (3.5) | 1234 (4.5) | 467 (4.1) | 148 (2.5) | 329 (2.5) | 101 (2.0) | 50 (1.4) |
| 2000 | 4027 (6.1) | 2163 (7.9) | 761 (6.7) | 334 (5.7) | 492 (3.8) | 173 (3.5) | 104 (2.9) |
| 2001 | 4220 (6.4) | 2165 (7.9) | 870 (7.6) | 344 (5.9) | 557 (4.2) | 182 (3.6) | 102 (2.8) |
| 2002 | 4491 (6.8) | 2276 (8.3) | 875 (7.7) | 410 (7.0) | 620 (4.7) | 202 (4.0) | 108 (3.0) |
| 2003 | 6162 (9.3) | 2662 (9.7) | 1190 (10.5) | 565 (9.7) | 1107 (8.4) | 415 (8.3) | 223 (6.2) |
| 2004 | 7925 (11.9) | 2911 (10.6) | 1461 (12.8) | 681 (11.7) | 1744 (13.3) | 729 (14.6) | 399 (11.1) |
| 2005 | 7393 (11.1) | 2823 (10.3) | 1209 (10.6) | 595 (10.2) | 1636 (12.5) | 672 (13.4) | 458 (12.8) |
| 2006 | 6370 (9.6) | 2554 (9.3) | 1055 (9.3) | 562 (9.7) | 1285 (9.8) | 530 (10.6) | 384 (10.7) |
| 2007 | 5525 (8.3) | 2189 (8.0) | 866 (7.6) | 541 (9.3) | 1161 (8.8) | 409 (8.2) | 359 (10.0) |
| 2008 | 6002 (9.0) | 2379 (8.7) | 927 (8.2) | 592 (10.2) | 1223 (9.3) | 461 (9.2) | 420 (11.7) |
| 2009 | 6952 (10.5) | 2488 (9.1) | 1083 (9.5) | 628 (10.8) | 1577 (12.0) | 644 (12.9) | 532 (14.8) |
| 2010 | 5010 (7.5) | 1632 (5.9) | 617 (5.4) | 426 (7.3) | 1398 (10.7) | 486 (9.7) | 451 (12.6) |
| Mental comorbidity | |||||||
| Depression | 16 988 (25.6) | 5578 (20.3) | 3080 (27.1) | 2067(35.5) | 3286 (25.0) | 1629 (32.6) | 1348 (37.6) |
| Bipolar disorder | 10 638 (16.0) | 3889 (14.2) | 1838 (16.2) | 1053 (18.1) | 2023 (15.4) | 1059 (21.2) | 776 (21.6) |
| Anxiety disorder | 11 281 (17.0) | 3394 (12.4) | 2028 (17.8) | 1606 (27.6) | 2057 (15.7) | 1086 (21.7) | 1110 (30.9) |
| Substance use disorder | 8285 (12.5) | 2997 (10.9) | 1606 (14.1) | 1177 (20.2) | 1102 (8.4) | 730 (14.6) | 673 (18.8) |
| Schizophrenia | 5354 (8.1) | 3066 (11.2) | 809 (7.1) | 406 (7.0) | 690 (5.3) | 228 (4.6) | 155 (4.3) |
| Pain diagnosis | |||||||
| Any pain condition | 1487 (2.2) | 296 (1.1) | 258 (2.3) | 419 (7.2) | 147 (1.1) | 139 (2.8) | 228 (6.4) |
| Musculoskeletal pain | 1402 (2.1) | 282 (1.0) | 241 (2.1) | 391 (6.7) | 142 (1.1) | 135 (2.7) | 211 (5.9) |
| Select physical comorbidities | |||||||
| Obesity | 2519 (3.8) | 883 (3.2) | 508 (4.5) | 353 (6.1) | 365 (2.8) | 221 (4.4) | 189 (5.3) |
| Diabetes | 3564 (5.4) | 1269 (4.6) | 707 (6.2) | 603 (10.4) | 438 (3.3) | 262 (5.2) | 285 (7.9) |
| Cardiovascular disease | 7683 (11.6) | 2494 (9.1) | 1335 (11.7) | 1390 (23.9) | 1080 (8.2) | 654 (13.1) | 730 (20.3) |
| Chronic obstructive pulmonary disease | 3838 (5.8) | 1050 (3.8) | 840 (7.4) | 765 (13.1) | 423 (3.2) | 331 (6.6) | 429 (12.0) |
Abbreviation: ADHD, attention-deficit/hyperactivity disorder.
Defined as the first 6 months of a randomly selected 12-month observation period of each patient.
Included Hispanic, Asian, Pacific Islander, and Native American individuals.
A patient may qualify for Medicaid for more than 1 reason (ie, both low income and disability).
South includes Florida, Georgia, North Carolina, South Carolina, Virginia, West Virginia, Alabama, Kentucky, Mississippi, Tennessee, Arkansas, Louisiana, and Texas; Midwest includes Illinois, Indiana, Ohio, Wisconsin, Iowa, Kansas, Minnesota, Missouri, and Nebraska; Northeast includes Massachusetts, New Jersey, and New York; and West includes Idaho, New Mexico, California, and Washington.
Figure. Flowchart of Patients With Attention-Deficit/Hyperactivity Disorder (ADHD) Included in the Study
FFS indicates fee-for-service; ICD-9, International Classification of Diseases, Ninth Revision.
Combinations of Long-term Concurrent Stimulant and Opioid Use Among Adults With Attention-Deficit/Hyperactivity Disorder, 1999-2010
| Drug Combination | Patients, No. (%) (n = 3590) |
|---|---|
| Stimulant and short-acting opioid | 2937 (81.8) |
| Stimulant and long-acting opioid | 738 (20.6) |
| Stimulant, short-acting opioid, and long-acting opioid | 832 (23.2) |
A patient may have more than 1 type of drug combination during the 6-month follow-up. Short-acting opioids include hydrocodone, hydromorphone, morphine, oxymorphone, oxycodone, tapentadol, and tramadol in immediate-release forms; codeine and fentanyl in transmucosal and nontransdermal forms; and buprenorphine in nonpatch form. Long-acting opioids include hydromorphone, morphine, oxycodone, oxymorphone, tapentadol, and tramadol extended release, as well as buprenorphine patch, fentanyl transdermal system, levorphanol, and methadone.
Multivariable Modified Poisson Regression Analyses of Factors Associated With Long-term Concurrent Stimulant and Opioid Use Among Medicaid-Enrolled Adults With Attention-Deficit/Hyperactivity Disorder, 1999-2010
| Variable | Long-term Concurrent Stimulant and Opioid Use (Yes vs No), PRR (95% CI) | |
|---|---|---|
| Unadjusted | Adjusted | |
| Year | ||
| 1999 | 1 [Reference] | 1 [Reference] |
| 2000 | 1.01 (0.99-1.02) | 1.01 (0.99-1.02) |
| 2001 | 1.01 (0.99-1.02) | 1.00 (0.98-1.01) |
| 2002 | 1.00 (0.99-1.02) | 1.00 (0.98-1.01) |
| 2003 | 1.03 (1.01-1.04) | 1.02 (1.00-1.03) |
| 2004 | 1.06 (1.04-1.07) | 1.03 (1.02-1.05) |
| 2005 | 1.08 (1.06-1.09) | 1.06 (1.04-1.07) |
| 2006 | 1.07 (1.06-1.09) | 1.06 (1.05-1.08) |
| 2007 | 1.08 (1.07-1.10) | 1.08 (1.06-1.10) |
| 2008 | 1.09 (1.08-1.11) | 1.09 (1.07-1.11) |
| 2009 | 1.11 (1.09-1.12) | 1.10 (1.08-1.11) |
| 2010 | 1.13 (1.11-1.15) | 1.12 (1.10-1.14) |
| Age, y | ||
| 20-30 | 1 [Reference] | 1 [Reference] |
| 31-40 | 1.09 (1.08-1.10) | 1.07 (1.07-1.08) |
| 41-50 | 1.15 (1.14-1.17) | 1.14 (1.12-1.15) |
| 51-64 | 1.20 (1.18-1.22) | 1.17 (1.16-1.19) |
| Male (vs female as reference) | 0.95 (0.95-0.96) | 0.98 (0.98-0.99) |
| Race/ethnicity | ||
| Non-Hispanic white | 1 [Reference] | 1 [Reference] |
| Non-Hispanic black | 0.91 (0.90-0.92) | 0.93 (0.92-0.93) |
| Other | 0.95 (0.94-0.96) | 0.97 (0.97-0.98) |
| Rural residency (yes vs no) | 1.01 (1.00-1.01) | 1.00 (0.99-1.01) |
| US Region | ||
| South | 1 [Reference] | 1 [Reference] |
| Midwest | 1.00 (0.99-1.00) | 0.98 (0.97-0.98) |
| Northeast | 0.93 (0.93-0.94) | 0.94 (0.93-0.94) |
| West | 0.97 (0.96-0.98) | 0.95 (0.94-0.96) |
| Mental comorbidity | ||
| Depression (yes vs no) | 1.06 (1.05-1.07) | 1.02 (1.01-1.03) |
| Bipolar didorder (yes vs no) | 1.04 (1.03-1.05) | 1.01 (1.00-1.02) |
| Anxiety disorder (yes vs no) | 1.10 (1.09-1.11) | 1.05 (1.04-1.07) |
| Substance use disorder (yes vs no) | 1.06 (1.05-1.07) | 1.04 (1.03-1.05) |
| Schizophrenia (yes vs no) | 0.95 (0.94-0.96) | 0.95 (0.94-0.95) |
| Physical comorbidity | ||
| Pain (yes vs no) | 1.18 (1.15-1.22) | 1.10 (1.07-1.13) |
| Obesity (yes vs no) | 1.04 (1.02-1.06) | 1.01 (0.99-1.03) |
| Diabetes (yes vs no) | 1.05 (1.03-1.07) | 0.99 (0.97-1.00) |
| Cardiovascular disease (yes vs no) | 1.08 (1.07-1.10) | 1.02 (1.01-1.03) |
| COPD (yes vs no) | 1.11 (1.09-1.13) | 1.05 (1.04-1.07) |
Abbreviations: COPD, chronic obstructive pulmonary disease; PRR, prevalence relative ratio.
The model was simultaneously adjusted for the covariates listed.