ArticlePLoS medicine2022
Trajectories of prescription opioid dose and risk of opioid-related adverse events among older Medicare beneficiaries in the United States: A nested case-control study.
Article in PLoS medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 1 of them a synthesis that pooled it.
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Who cites it
14 citing papers in PubMed, 1 synthesis or guideline pooled it, 19 citations in OpenAlex.
- Quality Indicators for the Pharmacological Management of Chronic Non-Cancer Pain in Older Adult Patients: An Integrative Review.Journal of evaluation in clinical practice · 2025Pooled it
- Inter-individual divergence in thresholds for detecting opioid effects: Within-subject human laboratory evidence of a testable behavioral phenotype.Drug and alcohol dependence · 2025Trial
- Pain and treatment outcomes after initiating methadone vs buprenorphine among medicare patients with opioid use disorder and comorbid chronic pain: A target trial emulation.PLoS medicine · 2026Article
- Serotonin syndrome risk with concomitant opioid and serotonergic antidepressant use: a multinational pharmacovigilance study.Frontiers in pharmacology · 2026Article
- Association of initiating CYP2D6-metabolized opioids with risks of adverse outcomes in older adults receiving antidepressants: A retrospective cohort study.PLoS medicine · 2025Article
- Outcomes of Discontinuing Long-Term Opioid Therapy among Older Cancer Survivors in Long-Term Care Settings.Journal of the American Medical Directors Association · 2025Article
- Association of opioid tapering with pain-related emergency department visits, hospitalizations, and primary care visits: a retrospective cohort study.Pain medicine (Malden, Mass.) · 2025Article
- Unrelieved pain and risk of opioid use disorder or overdose in older adults prescribed opioids.Pain · 2025Article
- Clinical and Adverse Outcomes Associated With Concomitant Use of CYP2D6-Metabolized Opioids With Antidepressants in Older Nursing Home Residents : A Target Trial Emulation Study.Annals of internal medicine · 2024Article
- Impact of 30-day prescribed opioid dose trajectory on fatal overdose risk: A population-based, statewide cohort study.Journal of general internal medicine · 2024Article
- An individual segmented trajectory approach for identifying opioid use patterns using longitudinal dispensing data.Pharmacoepidemiology and drug safety · 2024Article
- Five-Year Trajectories of Prescription Opioid Use.JAMA network open · 2023Article
- Population- and individual-level trajectories of opioid prescription patterns among adults with cerebral palsy: a retrospective cohort study.International journal of clinical pharmacy · 2023Article
- Prescription Opioid Use before and after Diagnosis of Cancer Among Older Cancer Survivors With Non-Cancer Chronic Pain Conditions (NCPCs): An Application of Group-Based Trajectory Modeling (GBTM).Cancer control : journal of the Moffitt Cancer CenterArticle
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundDespite the rising number of older adults with medical encounters for opioid misuse, dependence, and poisoning, little is known about patterns of prescription opioid dose and their association with risk for opioid-related adverse events (ORAEs) in older patients. The study aims to compare trajectories of prescribed opioid doses in 6 months preceding an incident ORAE for cases and a matched control group of older patients with chronic noncancer pain (CNCP). METHODS AND
findingsWe conducted a nested case-control study within a cohort of older (≥65 years) patients diagnosed with CNCP who were new users of prescription opioids, assembled using a 5% national random sample of Medicare beneficiaries from 2011 to 2018. From the cohort with a mean follow-up of 2.3 years, we identified 3,103 incident ORAE cases with ≥1 opioid prescription in 6 months preceding the event, and 3,103 controls matched on sex, age, and time since opioid initiation. Key exposure was trajectories of prescribed opioid morphine milligram equivalent (MME) daily dosage over 6 months before the incident ORAE or matched controls. Among the cases and controls, 2,192 (70.6%) were women, and the mean (SD) age was 77.1 (7.1) years. Four prescribed opioid trajectories before the incident ORAE diagnosis or matched date emerged: gradual dose discontinuation (from ≤3 to 0 daily MME, 1,456 [23.5%]), gradual dose increase (from 0 to >3 daily MME, 1,878 [30.3%]), consistent low dose (between 3 and 5 daily MME, 1,510 [24.3%]), and consistent moderate dose (>20 daily MME, 1,362 [22.0%]). Few older patients (<5%) were prescribed a mean daily dose of ≥90 daily MME during 6 months before diagnosis or matched date. Patients with gradual dose discontinuation versus those with a consistent low dose, moderate dose, and increase dose were more likely to be younger (65 to 74 years), Midwest US residents, and receiving no low-income subsidy. Compared to patients with gradual dose discontinuation, those with gradual dose increase (adjusted odds ratio [aOR] = 3.4; 95% confidence interval (CI) 2.8 to 4.0; P < 0.001), consistent low dose (aOR = 3.8; 95% CI 3.2 to 4.6; P < 0.001), and consistent moderate dose (aOR = 8.5; 95% CI 6.8 to 10.7; P < 0.001) had a higher risk of ORAE, after adjustment for covariates. Our main findings remained robust in the sensitivity analysis using a cohort study with inverse probability of treatment weighting analyses. Major limitations include the limited generalizability of the study findings and lack of information on illicit opioid use, which prevents understanding the clinical dose threshold level that increases the risk of ORAE in older adults.
conclusionsIn this sample of older patients who are Medicare beneficiaries, 4 prescription opioid dose trajectories were identified, with most prescribed doses below 90 daily MME within 6 months before ORAE or matched date. An increased risk for ORAE was observed among older patients with a gradual increase in dose or among those with a consistent low-to-moderate dose of prescribed opioids when compared to patients with opioid dose discontinuation. Whether older patients are susceptible to low opioid doses warrants further investigations.
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