Cited by 186Opioid Use Disorder TreatmentGenetic Associations and EpidemiologyPain Management and Opioid Use

Prescription Opioid Use and Risk for Major Depressive Disorder and Anxiety and Stress-Related Disorders: A Multivariable Mendelian Randomization Analysis

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Rosoff, Daniel B., Smith, George Davey, Lohoff, Falk W.·2021·JAMA Psychiatry

Abstract

Importance: Growing evidence suggests that prescription opioid use affects depression and anxiety disorders; however, observational studies are subject to confounding, making causal inference and determining the direction of these associations difficult. Objective: To investigate the potential bidirectional associations between the genetic liability for prescription opioid and other nonopioid pain medications and both major depressive disorder (MDD) and anxiety and stress-related disorders (ASRD) using genetically based methods. Design, Setting, and Participants: We performed 2-sample mendelian randomization (MR) using summary statistics from genome-wide association studies (GWAS) to assess potential associations of self-reported prescription opioid and nonopioid analgesics, including nonsteroidal anti-inflammatories (NSAIDs) and acetaminophen-like derivatives use with MDD and ASRD. The GWAS data were derived from participants of predominantly European ancestry included in observational cohorts. Data were analyzed February 20, 2020, to May 4, 2020. Main Outcomes and Measures: Major depressive disorder, ASRD, and self-reported pain medications (opioids, NSAIDs, anilides, and salicylic acid). Results: The GWAS data were derived from participants of predominantly European ancestry included in the population-based UK Biobank and Lundbeck Foundation Initiative for Integrative Psychiatric Research studies: approximately 54% of the initial UK Biobank sample and 55.6% of the Lundbeck Foundation Initiative for Integrative Psychiatric Research sample selected for the ASRD GWAS were women. In a combined sample size of 737 473 study participants, single-variable MR showed that genetic liability for increased prescription opioid use was associated with increased risk of both MDD (odds ratio [OR] per unit increase in log odds opioid use, 1.14; 95% CI, 1.06-1.22; P < .001) and ASRD (OR, 1.24; 95% CI, 1.07-1.44; P = .004). Using multivariable MR, these opioid use estimates remained after accounting for other nonopioid pain medications (MDD OR, 1.14; 95% CI, 1.04-1.25; P = .005; ASRD OR, 1.30; 95% CI, 1.08-1.46; P = .006), and in separate models, accounting for comorbid pain conditions. Bidirectional analyses showed that genetic liability for MDD but not ASRD was associated with increased prescription opioid use risk (OR, 1.18; 95% CI, 1.08-1.30; P < .001). These estimates were generally consistent across single-variable and multivariable inverse variance-weighted (MV-IVW) and MR-Egger sensitivity analyses. Pleiotropy-robust methods did not indicate bias in any MV-IVW estimates. Conclusions and Relevance: The findings of this mendelian randomization analysis suggest evidence for potential causal associations between the genetic liability for increased prescription opioid use and the risk for MDD and ASRD. While replication studies are necessary, these findings may inform prevention and intervention strategies directed toward the opioid epidemic and depression.

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  1. [25]Fallon UB B-SY, Davey Smith G. Homocysteine and coronary heart disease. Published 2001 Accessed July 20 2020. https://heart.bmj.com/content/85/2/153.responses
  2. [65]Bowden J, Davey Smith G, Haycock PC, Burgess S Consistent estimation in Mendelian randomization with some invalid instruments using a weighted median estimator. Genet Epidemiol. 2016; 40(4): 304- 314. doi: 10.1002/gepi.21965 27061298 PMC4849733 · DOI · Paper page

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Authors
Rosoff, D. B., Smith, G. D., & Lohoff, F. W.
Affiliations
  • National Institutes of Health (US)
  • University of Bristol (GB)
Corresponding author
Lohoff, Falk W.
Venue
JAMA Psychiatry
Published
2021-02-01
Volume
78
Issue
2
Pages
151
ISSN
2168-622X (ISSN-L)
OpenAlex
W3100308199
Cited by
186
References
67
Citations by year
2026: 20 · 2025: 30 · 2024: 57 · 2023: 44 · 2022: 15 · 2021: 19 · 2014: 1
FWCI
14.62
Type
journal article
Language
en
Open access
Licence
cc-by
Locations
  • JAMA Psychiatry (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Explore Bristol Research (submittedVersion, cc-by)
Funders
Medical Research Council (MC_UU_00011/1)
Topics
  • Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Opioid Use Disorder Treatment
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
  • Health Sciences › Medicine › Anesthesiology and Pain Medicine › Pain Management and Opioid Use
Keywords
prescription opioid use, major depressive disorder, non-opioid analgesics, nonsteroidal anti-inflammatory drugs, paracetamol, genetic susceptibility, bidirectional relationship, analgesic use
MeSH terms
Anxiety, Depressive Disorder, Major, Major Depressive Disorder, Humans, Opioid-Related Disorders, Stress, Psychological, Polymorphism, Single Nucleotide, White People, Mendelian Randomization Analysis, Self Report

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