Corey J Hayes,1,2 Laura E Gressler,3 Bo Hu,1,2 Bobby L Jones,4 J Silas Williams,1,2 Bradley C Martin5 1Center for Mental Healthcare and Outcomes Research, Central Arkansas Veterans Healthcare System, North Little Rock, AR, USA; 2Center of Health Services Research, Department of Psychiatry, College of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, USA; 3Department of Pharmaceutical Health Services Research, College of Pharmacy, University of Maryland Baltimore, Baltimore, MD, USA; 4Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA; 5Division of Pharmaceutical Evaluation and Policy, College of Pharmacy, University of Arkansas for Medical Sciences, Little Rock, AR, USACorrespondence: Bradley C MartinDivision of Pharmaceutical Evaluation and Policy, College of Pharmacy, University of Arkansas for Medical Sciences, 4301 West Markham Street, Slot 522, Little Rock, AR, 72205 Tel +1 501 603 1992Fax +1 501 686 5156Email bmartin@uams.eduPurpose: The objective of this study was to identify the trajectories that patients take after initiating long-term opioid therapy (LTOT).Materials and Methods: Using a retrospective cohort design, veterans with chronic non-cancer pain (CNCP) initiating LTOT were identified. Group-based trajectory models were used to identify opioid therapy trajectories based on days of opioid supply (primary outcome) and average daily morphine milligram equivalent dose (AMME; secondary outcome) in each 180-day period following initiation of LTOT.Results: A total of 438,398 veterans with CNCP initiated LTOT. Nine trajectories were identified: 33.7% with persistent, high days covered, 17.7% with persistent, moderate days covered, 16.6% with slow, persistent days-covered reduction, 2.4% with days-covered reduction followed by increase, 4.6% with delayed days-covered reduction, 4.1% with rapid days-covered reduction, 10.9% with moderate-paced discontinuation, 3.4% with delayed discontinuation, and 6.5% with rapid discontinuation. Patients following discontinuation trajectories were more likely to be younger, persons of color, use more supportive services (eg, physical therapy), and received less opioid days’ supply and lower doses prior to initiating LTOT as compared to patients following persistent opioid days-covered trajectories. AMME trajectories were similar to days-covered trajectories.Conclusion: Among persons initiating LTOT, nine opioid trajectories emerged which can be broadly characterized into three main trajectory groups: persistent opioid therapy (2 trajectories), reductions in opioid therapy (4 trajectories), and discontinuation (3 trajectories). A majority of patients (51.4%) maintained persistent opioid therapy. Further research is needed to assess the risks of opioid-related adverse outcomes among the identified trajectories.Keywords: opioids, group-based trajectory models, long-term opioid therapy, chronic non-cancer pain, veterans