| Literature DB >> 30646268 |
Nathan N O'Hara1, Andrew N Pollak1, Christopher J Welsh1, Lyndsay M O'Hara1, Alyson K Kwok2, Alexandra Herman1, Gerard P Slobogean1.
Abstract
Importance: There is a paucity of data on persistent opioid use and factors associated with persistent opioid use among workers' compensation claimants. Objective: To determine the proportion of injured workers who filled an opioid prescription beyond 90 days from injury and the factors associated with persistent opioid use among workers' compensation claimants. Design, Setting, Participants: This retrospective cohort study collected workers' compensation claims data from January 1, 2008, to December 31, 2016, from the Chesapeake Employers' Insurance Company in Maryland. All workers' compensation claimants injured during the study years and with at least 1 filled opioid prescription were eligible for inclusion. For patients who had unique injury claims in multiple years of the study, only the first claimed injury was included in our analysis. Patients who died as a result of the claimed injury were excluded. The analysis was performed between October 2017 and August 2018. Main Outcomes and Measures: The primary outcome was persistent opioid use, defined as an opioid prescription fulfillment beyond 90 days from the date of injury. Multivariable regression was used to determine prognostic factors of persistent opioid use.Entities:
Mesh:
Substances:
Year: 2018 PMID: 30646268 PMCID: PMC6324441 DOI: 10.1001/jamanetworkopen.2018.4050
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Characteristics of the Included Patients and Stratified by Persistent Opioid Use
| Variable | No. (%) | |||
|---|---|---|---|---|
| All Patients | Opioid Prescription >90 d from Injury | No Opioid Prescription Beyond 90 d From Injury | ||
| No. | 9596 | 2741 | 6855 | |
| Age, y | ||||
| 15-29 | 1642 (17.1) | 294 (10.7) | 1348 (20.0) | <.001 |
| 30-39 | 2144 (22.3) | 576 (21.0) | 1568 (22.9) | |
| 40-49 | 2646 (27.5) | 890 (32.5) | 1752 (25.6) | |
| 50-59 | 2310 (24.1) | 718 (26.2) | 1592 (23.2) | |
| ≥60 | 858 (8.9) | 263 (9.6) | 595 (8.7) | |
| Male | 6218 (65.1) | 1800 (65.9) | 4417 (64.8) | .33 |
| Type of injury | ||||
| Soft-tissue or contusion | 3753 (39.1) | 906 (33.1) | 2847 (41.5) | <.001 |
| Strain or sprain | 2444 (25.4) | 739 (27.0) | 1705 (24.9) | |
| Open wound | 1542 (16.1) | 494 (18.0) | 1048 (15.3) | |
| Fracture | 667 (7.0) | 224 (8.2) | 443 (6.5) | |
| Crush | 632 (6.6) | 216 (7.9) | 416 (6.1) | |
| Poisoning | 427 (4.5) | 122 (4.5) | 305 (4.5) | |
| Other or unspecified | 131 (1.4) | 40 (1.5) | 91 (1.3) | |
| Disability status | ||||
| Permanent total disability | 11 (0.1) | 9 (0.33) | 2 (0.03) | <.001 |
| Permanent partial disability | 3712 (38.7) | 1675 (61.1) | 2037 (29.7) | |
| Temporary total disability | 2704 (28.2) | 727 (26.5) | 1977 (28.8) | |
| Temporary partial disability | 128 (1.3) | 51 (1.9) | 77 (1.1) | |
| Medical only | 3041 (31.7) | 279 (10.2) | 2762 (40.3) | |
| Type of occupation | ||||
| Operatives and technicians | 3111 (32.4) | 940 (34.3) | 2717 (31.7) | <.001 |
| Service workers | 2680 (27.9) | 767 (28.0) | 1913 (27.9) | |
| Laborers and helpers | 1693 (17.6) | 499 (18.2) | 1194 (17.4) | |
| Professionals | 864 (9.0) | 219 (8.0) | 645 (9.4) | |
| Office workers | 849 (8.8) | 231 (8.4) | 618 (9.0) | |
| Sales workers | 330 (3.4) | 65 (2.4) | 265 (3.9) | |
| Unrecorded | 69 (0.7) | 20 (0.7) | 49 (0.7) | |
| Employer | ||||
| Private company | 6549 (68.2) | 1875 (68.4) | 4674 (68.2) | .83 |
| State employed | 3047 (31.8) | 866 (31.6) | 2181 (31.8) | |
| Current employment, median (IQR), y | 2.7 (0.7-8.5) | 3.3 (0.8-10.0) | 2.5 (0.7-7.9) | <.001 |
| Annual preinjury income, $ | ||||
| <20 000 | 1036 (10.8) | 328 (12.0) | 708 (10.3) | <.001 |
| 20 000-39 999 | 5177 (54.0) | 1175 (42.9) | 4002 (58.4) | |
| 40 000-59 999 | 2324 (24.4) | 827 (30.2) | 1497 (21.8) | |
| ≥60 000 | 1059 (11.1) | 411 (15.0) | 648 (9.5) | |
| Full-time employment | 7538 (78.6) | 2099 (76.6) | 5439 (79.3) | .003 |
| Surgical treatment | 1325 (13.8) | 290 (10.6) | 1035 (15.1) | <.001 |
| Chronic pain diagnosis | ||||
| Joint | 3616 (37.7) | 1447 (52.8) | 2169 (31.6) | <.001 |
| Back | 1633 (17.0) | 504 (18.4) | 1129 (16.5) | .02 |
| Other | 822 (8.6) | 411 (15.0) | 411 (6.0) | <.001 |
| Neck | 820 (8.5) | 276 (10.1) | 544 (7.9) | <.001 |
| Concomitant mental health diagnosis | ||||
| Anxiety | 78 (0.8) | 15 (0.6) | 63 (0.9) | .07 |
| Substance use | 60 (0.6) | 16 (0.6) | 44 (0.6) | .74 |
| Mood disorder | 27 (0.3) | 8 (0.3) | 19 (0.3) | .90 |
Abbreviation: IQR, interquartile range.
International Classification of Diseases, Ninth Revision codes used to determine poisoning injuries were classified as poisoning by either unspecified gas and vapor, or by agents primarily affecting the skin. It is therefore assumed not be related to an opioid overdose.
Includes common International Classification of Diseases, Ninth Revision codes
Multivariable Logistic Regression Models of Persistent Opioid Use at 90, 180, and 365 Days Postinjury
| Variables | 90 d Postinjury | 180 d Postinjury | 365 d Postinjury | |||
|---|---|---|---|---|---|---|
| Adjusted β (SE) | Adjusted OR (95% CI) | Adjusted β (SE) | Adjusted OR (95% CI) | Adjusted β (SE) | Adjusted OR (95% CI) | |
| Age, y | ||||||
| 15-29 | 0 [Reference] | 1 [Reference] | 0 [Reference] | 1 [Reference] | 0 [Reference] | 1 [Reference] |
| 30-39 | 0.36 (0.09) | 1.43 (1.20-1.69) | 0.32 (0.10) | 1.37 (1.12-1.67) | 0.22 (0.14) | 1.25 (0.96-1.63) |
| 40-49 | 0.64 (0.08) | 1.89 (1.61-2.22) | 0.54 (0.10) | 1.71 (1.42-2.07) | 0.50 (0.13) | 1.65 (1.28-2.12) |
| 50-59 | 0.61 (0.09) | 1.83 (1.55-2.17) | 0.47 (0.10) | 1.60 (1.32-1.95) | 0.41 (0.13) | 1.51 (1.16-1.97) |
| ≥60 | 0.65 (0.11) | 1.92 (1.56-2.36) | 0.58 (0.12) | 1.78 (1.40-2.27) | 0.52 (0.16) | 1.67 (1.21-2.32) |
| Type of injury | ||||||
| Soft-tissue or contusion | 0 [Reference] | 1 [Reference] | 0 [Reference] | 1 [Reference] | 0 [Reference] | 1 [Reference] |
| Strain or sprain | 0.43 (0.06) | 1.54 (1.36-1.75) | 0.47 (0.07) | 1.60 (1.39-1.85) | 0.43 (0.10) | 1.54 (1.27-1.86) |
| Open wound | 0.29 (0.07) | 1.34 (1.16-1.54) | 0.32 (0.08) | 1.38 (1.17-1.62) | 0.21 (0.11) | 1.24 (1.00-1.54) |
| Fracture | 0.19 (0.10) | 1.20 (0.99-1.46) | 0.23 (0.11) | 1.25 (1.01-1.56) | 0.32 (0.14) | 1.38 (1.05-1.81) |
| Crush | 0.44 (0.10) | 1.55 (1.28-1.89) | 0.48 (0.11) | 1.61 (1.29-2.01) | 0.37 (0.15) | 1.45 (1.08-1.94) |
| Poisoning | 0.23 (0.12) | 1.25 (0.95-1.60) | 0.39 (0.14) | 1.48 (1.13-1.94) | 0.25 (0.18) | 1.30 (0.90-1.86) |
| Other or unspecified | 0.50 (0.21) | 1.66 (1.09-2.52) | 0.53 (0.24) | 1.70 (1.06-2.73) | 0.78 (0.29) | 2.18 (1.23-3.85) |
| Disability status | ||||||
| Permanent total disability | 1.51 (0.81) | 4.52 (0.92-22.17) | 2.10 (0.81) | 8.016 (1.66-40.07) | 1.83 (0.67) | 6.29 (1.68-23.57) |
| Permanent partial disability | 0 [Reference] | 1 [Reference] | 0 [Reference] | 1 [Reference] | 0 [Reference] | 1 [Reference] |
| Temporary total disability | −0.67 (0.06) | 0.51 (0.45-0.57) | −0.67 (0.07) | 0.51 (0.45-0.58) | −0.42 (0.09) | 0.66 (0.55-0.78) |
| Temporary partial disability | −0.24 (0.19) | 0.78 (0.54-1.14) | 0.01 (0.20) | 1.02 (0.70-1.51) | −0.02 (0.26) | 0.98 (0.58-1.64) |
| Medical only | −1.78 (0.08) | 0.17 (0.15-0.20) | −1.94 (0.10) | 0.14 (0.12-0.17) | −1.62 (0.14) | 0.20 (0.16-0.26) |
| Occupation | ||||||
| Operatives and technicians | 0 [Reference] | 1 [Reference] | ||||
| Service workers | 0.02 (0.10) | 1.02 (0.85-1.24) | ||||
| Labors and helpers | 0.16 (0.11) | 1.17 (0.95-1.46) | ||||
| Professionals | −0.15 (0.15) | 0.86 (0.63-1.16) | ||||
| Office workers | 0.12 (0.14) | 1.13 (0.86-1.49) | ||||
| Sales workers | −0.25 (0.25) | 0.78 (0.48-1.26) | ||||
| Unrecorded | −1.16 (0.72) | 0.32 (0.08-1.31) | ||||
| Annual preinjury income, $ | ||||||
| <20 000 | 0 [Reference] | 1 [Reference] | 0 [Reference] | 1 [Reference] | 0 [Reference] | 1 [Reference] |
| 20 000-39 999 | −0.01 (0.08) | 0.99 (0.85-1.16) | −0.04 (0.09) | 0.97 (0.80-1.15) | 0.09 (0.13) | 1.10 (0.85-1.41) |
| 40 000-59 999 | 0.16 (0.09) | 1.18 (0.99-1.40) | 0.07 (0.10) | 1.07 (0.89-1.30) | 0.34 (0.13) | 1.40 (1.08-1.82) |
| ≥60 000 | 0.27 (0.10) | 1.31 (1.07-1.61) | 0.24 (0.11) | 1.28 (1.03-1.59) | 0.39 (0.15) | 1.48 (1.11-1.99) |
| Employment type | ||||||
| Full time | 0 [Reference] | 1 [Reference] | ||||
| Non–full time | 0.21 (0.06) | 1.23 (1.09-1.39) | ||||
| Surgical treatment | −0.23 (0.14) | 0.79 (0.60-1.04) | ||||
| Chronic pain diagnosis | ||||||
| Joint | 0.68 (0.5) | 1.98 (1.79-2.20) | 0.57 (0.06) | 1.77 (1.58-2.00) | 0.68 (0.08) | 1.97 (1.67-2.32) |
| Other | 1.08 (0.08) | 2.96 (2.51-3.48) | 1.23 (0.08) | 3.43 (2.90-4.08) | 1.51 (0.10) | 4.53 (3.71-5.53) |
| Back pain | 0.38 (0.09) | 1.46 (1.22-1.74) | ||||
| Substance abuse diagnosis | 0.56 (0.30) | 1.76 (0.97-3.19) | ||||
| Intercept | −1.53 (0.11) | −2.01 (0.12) | −3.45 (0.22) | |||
Abbreviation: OR, odds ratio.
Area under the receiver operating characteristic curve = 0.75.
β coefficients and ORs are adjusted for all other covariates displayed for a given model.
Area under the receiver operating characteristic curve = 0.75.
Area under the receiver operating characteristic curve = 0.76.
P < .01.
P < .05.
International Classification of Diseases, Ninth Revision codes used to determine poisoning injuries were classified as poisoning either by unspecified gas and vapor or by agents primarily affecting the skin. It is therefore assumed not be related to an opioid overdose.
These variable were not selected for inclusion in the model based on the stepwise technique with a minimum Akaike information criterion.