| Literature DB >> 35018644 |
Michael Naughton1, Patrick Redmond1, Stevo Durbaba1, Mark Ashworth1, Mariam Molokhia1.
Abstract
BACKGROUND: Opioid prescribing has more than doubled in the UK between 1998 and 2016. Potential adverse health implications include dependency, falls and increased health expenditure. AIM: To describe the predictors of long-term opioid prescribing (LTOP) (≥3 opioid prescriptions in a 90-day period). DESIGN ANDEntities:
Keywords: analgesic; chronic disease; inappropriate prescribing; multimorbidity; opioid; primary health care; risk factors
Mesh:
Substances:
Year: 2022 PMID: 35018644 PMCID: PMC9305420 DOI: 10.1111/bcp.15231
Source DB: PubMed Journal: Br J Clin Pharmacol ISSN: 0306-5251 Impact factor: 3.716
FIGURE 1Study selection flow‐chart
LTCs associated with LTOP. Multilevel fully adjusted logistic regression (adjusted for age, sex, deprivation, ethnicity, other significant LTCs and practice‐practice prescribing variation)
| Odds ratio | 95% confidence interval |
| |
|---|---|---|---|
| Individual LTCs | |||
| Sickle cell disease | 18.41 | 12.82‐26.41 | <0.001 |
| Osteoarthritis | 3.04 | 2.76‐3.34 | <0.001 |
| Rheumatoid arthritis | 2.77 | 2.22‐3.44 | <0.001 |
| Depression | 2.55 | 2.31‐2.82 | <0.001 |
| Multiple sclerosis | 2.50 | 1.41‐4.41 | 0.002 |
| Epilepsy | 2.43 | 1.84‐3.20 | <0.001 |
| Alcohol dependence | 2.20 | 1.91‐2.53 | <0.001 |
| Morbid obesity | 1.96 | 1.72‐2.24 | <0.001 |
| COPD | 1.77 | 1.53‐2.04 | <0.001 |
| Asthma | 1.77 | 1.57‐1.98 | <0.001 |
| Severe mental illness | 1.70 | 1.41‐2.03 | <0.001 |
| Hypertension | 1.70 | 1.55‐1.88 | <0.001 |
| Diabetes mellitus | 1.49 | 1.35‐1.65 | <0.001 |
| Dementia | 1.42 | 1.13‐1.79 | 0.003 |
| Anxiety | 1.41 | 1.28‐1.56 | <0.001 |
| Sex | |||
| Male | Ref | Ref | |
| Female | 1.54 | 1.42‐1.69 | <0.001 |
| Age (years) | |||
| 18‐24 | Ref | Ref | |
| 25‐44 | 2.85 | 1.63‐4.97 | <0.001 |
| 45‐64 | 11.29 | 6.52‐19.57 | <0.001 |
| 65‐74 | 14.12 | 8.07‐24.69 | <0.001 |
| 75+ | 22.29 | 12.72‐39.06 | <0.001 |
| Smoking status | |||
| Nonsmoker | Ref | Ref | |
| Exsmoker | 1.47 | 1.33‐1.62 | <0.001 |
| Smoker | 2.05 | 1.84‐2.29 | <0.001 |
| IMD (2019) quintile of deprivation | |||
| 1 (least deprived) | Ref | Ref | |
| 2 | 1.21 | 1.05‐1.40 | 0.009 |
| 3 | 1.23 | 1.07‐1.43 | 0.004 |
| 4 | 1.43 | 1.25‐1.65 | <0.001 |
| 5 (most deprived) | 1.59 | 1.32‐1.75 | <0.001 |
| Ethic group | |||
| White British or Irish | Ref | Ref | |
| Other White | 0.69 | 0.61‐0.78 | <0.001 |
| Caribbean | 0.59 | 0.51‐0.67 | <0.001 |
| African | 0.81 | 0.70‐0.94 | 0.004 |
| Black other | 0.83 | 0.66‐1.06 | 0.136 |
| Indian/Pakistani/Bangladeshi | 0.91 | 0.72‐1.14 | 0.389 |
| Chinese and other Asian | 0.68 | 0.53‐0.86 | 0.002 |
| Other or unknown | 0.83 | 0.72‐0.95 | 0.008 |
Missing values smoking = 18 182, deprivation quintile = 3155 (299 504 patients included in complete case analysis).
Abbreviations: IMD, Index of Multiple Deprivation; LTC, long‐term condition; LTOP, long‐term opioid prescribing.
Population descriptive statistics
| Number of patients (percentage of population, %) | Number of patients with LTOP (relative frequency, %) | |
|---|---|---|
| Total population | 320 639 (100) | 2679 (0.8) |
| Sex | ||
| Male | 162 996 (50.8) | 958 (0.6) |
| Female | 157 643(49.2) | 1721 (1.1) |
| Age (years) | ||
| 18‐24 | 29 138 (9.1) | 15 (0.1) |
| 25‐44 | 175 882 (54.9) | 323 (0.2) |
| 45‐64 | 86 435 (27.0) | 1195 (1.4) |
| 65‐74 | 16 862 (5.3) | 497 (2.9) |
| 75+ | 11 673 (3.6) | 649 (5.6) |
| Smoking status | ||
| Nonsmoker | 178 778 (55.8) | 1045 (0.6) |
| Exsmoker | 64 201 (20.0) | 880 (1.4) |
| Current smoker | 59 478 (18.6) | 747 (1.3) |
| Missing data | 18 182 (5.7) | 7 (<0.1) |
| IMD (2019) quintile of deprivation | ||
| 1 (least deprived) | 64 891 (20.2) | 376 (0.6) |
| 2 | 63 149 (19.7) | 472 (0.7) |
| 3 | 64 824 (20.2) | 476 (0.7) |
| 4 | 63 362 (19.8) | 630 (1.0) |
| 5 (most deprived) | 61 258 (19.8) | 709 (1.2) |
| Missing data | 3155 (1.0) | 16 (0.5) |
| Number of LTCs | ||
| 0 | 205 333 (64.0) | 111 (0.1) |
| 1 | 68 654 (21.4) | 329 (0.5) |
| 2‐4 | 41 244 (3.7) | 1507 (3.7) |
| 5+ | 5408 (1.7) | 732 (13.5) |
| Ethnicity | ||
| White British or Irish | 103 096 (32.2) | 1193 (1.2) |
| Other White | 72 628 (22.7) | 357 (0.5) |
| Caribbean | 24 485 (7.6) | 307 (1.2) |
| African | 32 501 (10.1) | 296 (0.9) |
| Black other | 8688 (2.7) | 86 (1.0) |
| Indian/Pakistani/Bangladeshi | 9472 (3.0) | 94 (1.0) |
| Chinese and other Asian | 14 810 (4.6) | 77 (0.5) |
| Other or unknown | 54 959 (17.1) | 269 (0.5) |
Note: Descriptive statistics undertaken after exclusion of cancer diagnosis (01/09/14‐01/11/19) and those with oral buprenorphine or methadone prescription in prior 3 months. Percentages rounded to one decimal place.
Abbreviations: IMD, Index of Multiple Deprivation; LTC, long‐term condition; LTOP, long‐term opioid prescribing.
Associations with LTOP. Partially adjusted logistic regression (by age and sex) and fully adjusted multilevel logistic regression (adjusted for variation between practices, number of LTCs, age, deprivation, smoking status, sex and ethnicity)
| Odds ratio (partially adjusted) | 95% confidence interval (partially adjusted) | Odds ratio (fully adjusted) | 95% confidence interval (fully adjusted) |
| |
|---|---|---|---|---|---|
| Sex | |||||
| Male | Ref | Ref | |||
| Female | 1.84 | 1.70‐1.99 | 1.87 | 1.72‐2.04 | <0.001 |
| Age (years) | |||||
| 18‐24 | |||||
| 25‐44 | 3.66 | 2.18‐6.15 | 2.74 | 1.57‐4.78 | <0.001 |
| 45‐64 | 28.61 | 17.19‐47.61 | 8.85 | 5.10‐15.34 | <0.001 |
| 65‐74 | 60.14 | 35.97‐100.56 | 9.76 | 5.59‐17.05 | <0.001 |
| 75+ | 106.07 | 63.55‐177.06 | 12.31 | 7.05‐21.50 | <0.001 |
| Smoking status | |||||
| Nonsmoker | Ref | Ref | |||
| Exsmoker | 1.89 | 1.73‐2.08 | 1.47 | 1.34‐1.63 | <0.001 |
| Smoker | 2.85 | 2.58‐3.14 | 2.24 | 2.02‐2.48 | <0.001 |
| IMD (2019) quintile of deprivation | |||||
| 1 (least deprived) | Ref | Ref | |||
| 2 | 1.44 | 1.26‐1.65 | 1.24 | 1.08‐1.43 | 0.003 |
| 3 | 1.45 | 1.26‐1.66 | 1.28 | 1.11‐1.48 | 0.001 |
| 4 | 1.84 | 1.61‐2.09 | 1.49 | 1.30‐1.71 | <0.001 |
| 5 (most deprived) | 2.05 | 1.81‐2.33 | 1.60 | 1.39‐1.83 | <0.001 |
| Number of LTCs | |||||
| 0 | Ref | Ref | |||
| 1 | 4.36 | 3.72‐5.12 | 3.96 | 3.36‐4.65 | <0.001 |
| 2‐4 | 15.81 | 13.59‐18.38 | 13.82 | 11.86‐16.11 | <0.001 |
| 5+ | 43.76 | 36.60‐52.32 | 36.49 | 30.41‐43.79 | <0.001 |
| Ethnicity | |||||
| White British or Irish | Ref | Ref | |||
| Other White | 0.56 | 0.49‐0.63 | 0.69 | 0.61‐0.79 | <0.001 |
| Caribbean | 0.71 | 0.62‐0.81 | 0.57 | 0.50‐0.65 | <0.001 |
| African | 0.70 | 0.62‐0.80 | 0.74 | 0.64‐0.85 | <0.001 |
| Black other | 0.92 | 0.74‐1.15 | 0.82 | 0.65‐1.03 | 0.084 |
| Indian/Pakistani/Bangladeshi | 0.77 | 0.62‐0.95 | 0.83 | 0.67‐1.04 | 0.105 |
| Chinese and other Asian | 0.48 | 0.38‐0.60 | 0.62 | 0.49‐0.79 | <0.001 |
| Other or unknown | 0.56 | 0.49‐0.64 | 0.83 | 0.72‐0.95 | 0.008 |
Table 2: Partially and fully adjusted Logistic regression (model 1) examining determinants of LTOP.
Abbreviations: IMD, Index of Multiple Deprivation; LTC, long‐term condition.
Associations with LTOP. Partially adjusted logistic regression (by age and sex) and fully adjusted multilevel logistic regression (adjusted for variation between practices, number of LTCs, age, deprivation, smoking status, sex and ethnicity).
Missing values smoking = 18 182, deprivation quintile = 3155 (299 504 patients included in complete case analysis).