Cited by 38Opioid Use Disorder TreatmentSubstance Abuse Treatment and OutcomesPain Management and Opioid Use

Association of opioid prescription initiation during adolescence and young adulthood with subsequent substance-related morbidity

Open access
Quinn, Patrick D., Fine, Kimberly L., Rickert, Martin E., Sujan, Ayesha C., Boersma, Katja, Chang, Zheng, Franck, Johan, Lichtenstein, Paul +2 more·2020·JAMA Pediatrics

Abstract

Importance: Concerns about adverse outcomes associated with opioid analgesic prescription have led to major guideline and policy changes. Substantial uncertainty remains, however, regarding the association between opioid prescription initiation and increased risk of subsequent substance-related morbidity. Objective: To examine the association of opioid initiation among adolescents and young adults with subsequent broadly defined substance-related morbidity. Design, Setting, and Participants: This cohort study analyzed population-register data from January 1, 2007, to December 31, 2013, on Swedish individuals aged 13 to 29 years by January 1, 2013, who were naive to opioid prescription. To account for confounding, the analysis compared opioid prescription recipients with recipients of nonsteroidal anti-inflammatory drugs as an active comparator, compared opioid-recipient twins and other multiple birth individuals with their nonrecipient co-multiple birth offspring (co-twin control), examined dental prescription as a specific indication, and included individual, parental, and socioeconomic covariates. Data were analyzed from March 30, 2019, to January 22, 2020. Exposures: Opioid prescription initiation, defined as first dispensed opioid analgesic prescription. Main Outcomes and Measures: Substance-related morbidity, assessed as clinically diagnosed substance use disorder or overdose identified from inpatient or outpatient specialist records, substance use disorder or overdose cause of death, dispensed pharmacotherapy for alcohol use disorder, or conviction for substance-related crime. Results: Among the included cohort (n = 1 541 862; 793 933 male [51.5%]), 193 922 individuals initiated opioid therapy by December 31, 2013 (median age at initiation, 20.9 years [interquartile range, 18.2-23.6 years]). The active comparator design included 77 143 opioid recipients without preexisting substance-related morbidity and 229 461 nonsteroidal anti-inflammatory drug recipients. The adjusted cumulative incidence of substance-related morbidity within 5 years was 6.2% (95% CI, 5.9%-6.5%) for opioid recipients and 4.9% (95% CI, 4.8%-5.1%) for nonsteroidal anti-inflammatory drug recipients (hazard ratio, 1.29; 95% CI, 1.23-1.35). The co-twin control design produced comparable results (3013 opioid recipients and 3107 nonrecipients; adjusted hazard ratio, 1.43; 95% CI, 1.02-2.01), as did restriction to analgesics prescribed for dental indications and additional sensitivity analyses. Conclusions and Relevance: Among adolescents and young adults analyzed in this study, initial opioid prescription receipt was associated with an approximately 30% to 40% relative increase in risk of subsequent substance-related morbidity in multiple designs that adjusted for confounding. These findings suggest that this increase may be smaller than previously estimated in some other studies.

AI snapshot

Written from the paper’s full text.

TL;DR

In a nationwide Swedish cohort of adolescents and young adults, opioid prescription initiation was associated with a modestly higher risk of subsequent substance-related morbidity after confounding adjustment. The adjusted relative increase was approximately 30% to 40%, smaller than some prior estimates.

Key findings

  • Among 1,541,862 opioid-naive individuals aged 13 to 29 years, 193,922 (12.6%) initiated opioid therapy by December 31, 2013; median age at initiation was 20.9 years (IQR, 18.2-23.6).
  • In the active comparator design (77,143 opioid recipients vs 229,461 NSAID recipients without preexisting substance-related morbidity), adjusted 5-year cumulative incidence was 6.2% (95% CI, 5.9%-6.5%) for opioid recipients vs 4.9% (95% CI, 4.8%-5.1%) for NSAID recipients; adjusted HR, 1.29 (95% CI, 1.23-1.35).
  • In the co-twin control design (3013 opioid recipients vs 3107 nonrecipients), adjusted HR was 1.43 (95% CI, 1.02-2.01).
  • Dental opioid initiation was associated with substance-related morbidity in the demographically matched comparison (HR, 1.84; 95% CI, 1.55-2.17) and, attenuated, in the active comparator design (HR, 1.33; 95% CI, 1.11-1.59).

Methods

  • Population-register cohort study using linked Swedish national registers from January 1, 2007, to December 31, 2013, including individuals aged 13 to 29 years by January 1, 2013, who were opioid-prescription naive.
  • Three main designs compared opioid recipients with nonrecipients: a demographically matched comparison, an active comparator design comparing opioid initiators with NSAID initiators using inverse probability of treatment weighting, and a co-twin control design comparing twins or other multiple birth individuals within families.
  • Substance-related morbidity was defined as clinically diagnosed substance use disorder or overdose, substance use disorder or overdose cause of death, dispensed pharmacotherapy for alcohol use disorder, or conviction for substance-related crime; Cox proportional hazards regression estimated hazard ratios and 5-year cumulative incidence.

Limitations

  • The paper states that the active comparator design cannot account for unmeasured factors differentiating opioid and NSAID initiators and assumes no increased risk of substance-related morbidity due to NSAID initiation; the co-twin control design is susceptible to lower precision and bias from unmeasured within-family confounding and measurement error.
  • The paper states that it could not entirely rule out confounding from characteristics of analgesia indications, that the outcome measure likely captured only more severe outcomes, that initiation was assessed from dispensed prescriptions rather than prescriptions written or taken, and that generalizability outside Sweden and after 2013 is unknown.
  • Evident from the text: this is an observational study, so residual confounding cannot be excluded; the co-twin control estimate had a wide confidence interval and some sensitivity analyses were not statistically significant.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1001/jamapediatrics.2020.2539

Cites

Statistics

Nothing to recompute.

Claims the paper makes

0 of 19 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    Multiple birth individuals initiating treatment with immediate-release weak opioids had a similarly greater hazard of substance-related morbidity (HR, 1.40; 95% CI, 0.96-2.02), although the estimate was not statistically significant.

    “Multiple birth individuals initiating treatment with immediaterelease weak opioids had similarly greater hazard of substancerelated morbidity (HR, 1.40, 95% CI, 0.96-2.02),although the estimate was not statistically significant.”
    Quote in the paperNot a substantial claim
  • Findingown data

    The active comparator association was virtually unchanged across technical specifications.

    “Fifth, the active comparator association was virtually unchanged across technical specifications”
    Quote in the paperNot a substantial claim
  • Findingown data

    In the adjusted active comparator design among dental initiators, hazard of incident substance-related morbidity was 33% relatively greater among opioid recipients than among NSAID recipients (HR, 1.33; 95% CI, 1.11-1.59).

    “Among 17 438 dental initiators (52.1% female; 37.1% opioid recipients), hazard of incident substance-related morbidity was 33% relatively greater among opioid recipients than among NSAID recipients (HR, 1.33; 95% CI, 1.11-1.59).”
    Quote in the paperSubstantial claim
  • Findingown data

    In the co-twin control design, opioid recipients had 43% relatively greater hazard of substance-related morbidity than their nonrecipient co-twins or other multiple birth individuals (HR, 1.43; 95% CI, 1.02-2.01).

    “The co-twin control design produced comparable results (3013 opioid recipients and 3107 nonrecipients; adjusted hazard ratio, 1.43; 95% CI, 1.02-2.01)”
    • Also stated in: § Co-Twin Control Design · plain
      “opioid recipients had 43% relatively greater hazard of substance-related morbidity than did their nonrecipient cotwins or other multiple birth individuals (HR, 1.43; 95% CI, 1.02-2.01)”
    Quote in the paperSubstantial claim
  • Findingown data

    In the active comparator design, opioid recipients had a 29% relatively greater hazard of substance-related morbidity than NSAID recipients (HR, 1.29; 95% CI, 1.23-1.35).

    “(hazard ratio, 1.29; 95% CI, 1.23-1.35)”
    • Also stated in: § Active Comparator Design · plain
      “opioid recipients had a 29% relatively greater hazard of substance-related morbidity than did NSAID recipients (HR, 1.29; 95% CI, 1.23-1.35)”
    Quote in the paperSubstantial claim
  • May combine two claims. 6
  • The quote only partly states this claim. 2
  • Classified as probably not a substantial claim. 14
  • May combine two claims.

    Findingown data

    The adjusted co-twin control association persisted but was not statistically significant when excluding nontwin multiple birth individuals.

    “Seventh, the adjusted co-twin control association persisted but was not statistically significant when excluding nontwin mul- tiple birth individuals”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In sensitivity analyses, excluding criminal outcomes did not inflate the association; the demographically matched comparison was similar for noncriminal substance-related morbidity (HR, 2.08; 95% CI, 1.98-2.18).

    “First, the inclusion of criminal outcomes did not inflate the association; the demographically matched comparison was similar for noncriminal substance-related morbidity (HR, 2.08; 95% CI, 1.98-2.18).”
    Quote in the paperNot a substantial claim
  • The quote only partly states this claim.

    Findingown data

    Among the included Swedish cohort of 1,541,862 individuals aged 13 to 29 years by January 1, 2013, who were opioid-prescription naive, 193,922 individuals (12.6%) initiated opioid therapy by December 31, 2013.

    “Among the included cohort (n = 1 541 862; 793 933 male [51.5%]), 193 922 individuals initiated opioid therapy by December 31, 2013”
    • Also stated in: § Results · plain
      “Among the cohort, 193 922 individuals (12.6%) initiated opioid therapy by December 31, 2013”
    Quote in the paperNot a substantial claim
  • The quote only partly states this claim.

    Findingown data

    In the co-twin control design among twins or other multiple birth individuals without preexisting substance-related morbidity, the 5-year cumulative incidence of new substance-related morbidity was 5.9% (95% CI, 4.6%-7.1%) for opioid recipients and 4.2% (95% CI, 3.2%-5.2%) for nonrecipients.

    “Among twins or other multiple birth individuals without preexisting substance-related morbidity, the cumulative incidence of new substance-related morbidity was 5.9% (95% CI, 4.6%-7.1%)for opioid recipients and 4.2% (95% CI, 3.2%-5.2%)for nonrecipients.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The associations remained moderate in magnitude among adolescents and young adults separately, albeit with statistically nonsignificant co-twin control associations.

    “Fourth, the associations remained moderate in magnitude among adolescents and young adults separately, albeit with statistically nonsignificant co-twin control asso- ciations (unadjusted because of limited sample size)”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The most common strong opioid was oxycodone (8.3%).

    “The most common strong (ie, not weak) opioid was oxycodone (8.3%).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingnone given

    The cohort represented 93.2% of the original births and 97.1% of those alive who had not emigrated by the start of follow-up.

    “This cohort represented 93.2% of the original births and 97.1% of those alive who had not emigrated by the start of follow-up.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Treatment in most individuals was initiated with codeine (56.3%) or tramadol (25.6%).

    “Treatment in most individuals was initiated with codeine (56.3%) or tramadol (25.6%)”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The study assessed a range of potential confounders preceding opioid initiation, including individual, maternal pregnancy-related, parental, and socioeconomic factors.

    “We assessed a range of potential confounders, focusing on factors preceding opioid initiation that were possible contribu-tors to the risk of substance-related morbidity”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    The analysis used inverse probability of treatment weighting to balance measured covariates.

    “we used inverse probability of treatment weighting to balance measured covariates”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    The results were maintained for individuals receiving opioids for dental indications and for those initiating therapy with immediate-release weak opioids.

    “The results were maintained for individuals receiving opioids for dental indications and for those initiating therapy with immediate-release weak opioids.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Later treatment patterns may serve as potential contributors to any increase in risk associated with initiation.

    “later treatment patterns may serve as potential contributors to any increase in risk associated with initiation”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Opioid overdose-related mortality has also increased substantially in Sweden.

    “opioid overdose-related mortality has also increased substantially in Sweden”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [2] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Our results are therefore analogous to an intent-to-treat approach among recipients.

    “Our results are therefore analogous to an intent-to-treat approach among recipients.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [69]

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductnone given

    We assessed initiation from dispensed prescriptions rather than those written by prescribers or taken by patients.

    “we assessed initiation from dispensed prescriptions rather than those written by prescribers or taken by patients”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Polysubstance use is ubiquitous and there are shared genetic and neurobiological processes underlying opioid use disorder and other substance use disorders.

    “given the ubiquity of polysubstance use and the shared genetic and neurobiological processes underlying opioid use disorder and other substance use disorders”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [34] source

      Not checked in the free run.

    • cites [67]

      Not checked in the free run.

    • cites [68] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationnone given

    Differences in health care systems and broader factors may influence pathways to substance-related morbidity.

    “differences in health care systems and broader factors may influence pathways to substance-related morbidity”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Premisecitation

    Initiation is only one aspect of the course of opioid therapy.

    “Initiation is only one aspect of the course of opi-oid therapy”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [29] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The generalizability of our results outside Sweden and after 2013 is unknown.

    “the generalizability of our results outside Sweden and after 2013 is unknown”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationreasoning

    Risks may differ for specific outcomes, such as opioid overdoses.

    “Risks may differ for specific outcomes, such as opioid overdoses.”
    Quote in the paperNot a substantial claim
20 of 20
  • The authors state this as an assumption.

    The active comparator design assumes no increased risk of substance-related morbidity due to NSAID initiation.

    “assumes no increased risk of substance-related morbidity due to NSAID initiation”
  • The paper relies on this without support.

    Pharmacologic mechanisms do not vary across countries or time.

    “pharmacologic mechanisms would not vary across countries or time”
2 of 2

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Adolescents are at an especially increased risk of developing an opioid use disorder, even after a single exposure.

    “Adolescents are at an especially increased risk of developing an opioid use disorder, even after a single exposure.”

    From Evidence-based clinical practice guideline for the pharmacologic management of acute dental pain in adolescents, adults, and older adults (2024) · cites this paper as [15]

    The Abstract (page not provided) reports that initial opioid prescription receipt among adolescents and young adults was associated with increased subsequent substance-related morbidity. It does not establish that adolescents are at especially increased risk, isolate opioid use disorder as the outcome, or show that the risk follows just one exposure; the Opioid Prescription section defines initiation as the first dispensed prescription. (LLM, conf=0.88)

    Experimental — accuracy not yet measured

The citation lists haven’t been fetched yet

References 69 · Cited by 38

Authors
Quinn, P. D., Fine, K. L., Rickert, M. E., Sujan, A. C., Boersma, K., Chang, Z., Franck, J., Lichtenstein, P., Larsson, H., & D’Onofrio, B. M.
Affiliations
  • Indiana University Bloomington (US)
  • Örebro University (SE)
  • Karolinska Institutet (SE)
  • Department of Psychological and Brain Sciences, Indiana University, Bloomington
Corresponding author
Quinn, Patrick D.
Venue
JAMA Pediatrics
Published
2020-11-01
Volume
174
Issue
11
Pages
1048
ISSN
  • 1072-4710 (ISSN-L)
  • 2168-6203
OpenAlex
W3048190301
Cited by
38
References
69
Citations by year
2026: 3 · 2025: 5 · 2024: 9 · 2023: 6 · 2022: 4 · 2021: 11
FWCI
3.94
Type
journal article
Language
en
Open access
Locations
  • Archives of Pediatrics and Adolescent Medicine (publishedVersion)
  • PubMed Central (publishedVersion)
  • PubMed (publishedVersion)
Funders
  • National Science Foundation (1342962)
  • Vetenskapsrådet
  • National Institute on Drug Abuse (R00DA040727)
Topics
  • Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Opioid Use Disorder Treatment
  • Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
  • Health Sciences › Medicine › Anesthesiology and Pain Medicine › Pain Management and Opioid Use
Keywords
opioid initiation, adolescents, young adults, substance use disorders, opioid overdose, nonsteroidal anti-inflammatory drugs, prescription opioids, co-twin control, dental prescriptions, socioeconomic factors, parental factors
MeSH terms
Adolescent, Adolescent Behavior, Analgesics, Opioid, Female, Humans, Male, Drug Prescriptions, Retrospective Studies, Sweden, Cohort Studies, Comorbidity, Substance-Related Disorders, Young Adult

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