Estimation of the prevalence of opioid misuse in New York State counties, 2007-2018: a bayesian spatiotemporal abundance model approach.

An important challenge to addressing the opioid overdose crisis is the lack of information on the size of the population of people who misuse opioids (PWMO) in local areas. This estimate is needed for better resource allocation, estimation of treatment and overdose outcome rates using appropriate denominators (ie, the population at risk), and proper evaluation of intervention effects. In this study, we used a bayesian hierarchical spatiotemporal integrated abundance model that integrates multiple types of county-level surveillance outcome data, state-level information on opioid misuse, and covariates to estimate the latent (hidden) numbers of PWMO and latent prevalence of opioid misuse across New York State counties (2007-2018). The model assumes that each opioid-related outcome reflects a partial count of the number of PWMO, and it leverages these multiple sources of data to circumvent limitations of parameter estimation associated with other types of abundance models. Model estimates showed a reduction in the prevalence of PWMO during the study period, with important spatial and temporal variability. The model also provided county-level estimates of rates of treatment and opioid overdose using the numbers of PWMO as denominators. This modeling approach can identify the sizes of hidden populations to guide public health efforts in confronting the opioid overdose crisis across local areas. This article is part of a Special Collection on Mental Health.

The contribution of pain catastrophizing, depression and anxiety symptoms among patients with persistent pain and opioid misuse behaviours.

BACKGROUND: Anxiety, depression and pain catastrophizing are independently associated with risk of opioid misuse in patients with persistent pain but their relationship to current opioid misuse, when considered together, is poorly understood. This study will assess the relative contribution of these modifiable, and distinct psychological constructs to current opioid misuse in patients with persistent pain. METHODS: One hundred and twenty-seven patients referred to a specialized opioid management clinic for prescription opioid misuse within a tertiary pain service were recruited for this study. The Pain Catastrophizing Scale, Depression, Anxiety and Stress Scales and the Current Opioid Misuse Measure were administered pre-treatment. Pain severity and morphine equivalent dose based on independent registry data were also recorded. RESULTS: Higher levels of pain catastrophizing, depression, and anxiety were significantly associated with higher current opioid misuse (r = .475, 0.599, and 0.516 respectively, p < .01). Pain severity was significantly associated with pain catastrophizing (r = .301, p < .01). Catastrophizing, depression, and anxiety explained an additional 11.56% of the variance (R2 change = 0.34, p < .01) over and above age, gender, pain severity and morphine equivalent dose. Depression was the only significant variable at Step 2 (ß = 0.62, p < .01). CONCLUSION: Findings show that in a sample of people with persistent pain referred for treatment for opioid misuse, depression contributes over and above that of anxiety and pain catastrophizing. Theoretical and clinical practice implications are presented.

Gender identity, stimulant drug use, and criminal justice history on internalized stigma among a nationally representative sample of adults who misuse opioids.

PURPOSE: The rise of fatal stimulant use among adults who use opioids is a public health problem. Internalized stigma is a barrier to substance use treatment, which is greater for women and populations with criminal justice involvement. METHODS: Using a nationally representative sample of adults in the United States from a probability-based survey on household opinions in 2021, we examined characteristics of women (n = 289) and men (n = 416) who misuse opioids. In gender-stratified multivariable linear regression, we investigated factors associated with internalized stigma, and tested for the interaction of stimulant use and criminal justice involvement. RESULTS: Compared to men, women reported greater mental health symptom severity (3.2 vs. 2.7 on a 1 to 6 scale, p < 0.001). Internalized stigma was similar between women (2.3 ± 1.1) and men (2.2 ± 0.1). Among women and not men, however, stimulant use was positively associated with internalized stigma (0.36, 95% CI [0.07, 0.65]; p = 0.02). Interaction between stimulant use and criminal justice involvement was negatively associated with internalized stigma among women (- 0.60, 95% CI [- 1.16, -0.04]; p = 0.04); among men, the interaction was not significant. Predictive margins illustrate among women, stimulant use eliminated the gap in internalized stigma such that women with no criminal justice involvement had a similar level of internalized stigma as women with criminal justice involvement. CONCLUSION: Internalized stigma between women and men who misuse opioids differed based on stimulant use and criminal justice involvement. Future research should assess whether internalized stigma influences treatment utilization among women with criminal justice involvement.

An Evaluation of the User Experience and Privacy Concerns of Individuals Misusing Opioids Using a Location Tracking Mobile Application.

Opioid use disorder is a growing public health concern in the United States, causing economic burden and hindered by stigma. New forms of data, including location data, may improve the effectiveness of interventions for preventing and treating opioid use disorder and/or misuse, increase access to treatment and address racial and ethnic disparities. This qualitative study aimed to identify factors that contribute to users' experience with a publicly available location-tracking mobile app - and investigate their privacy and ethical concerns. The study was conducted through two 15-minute interviews within a 48-h time frame. Participants were recruited from a pool of past research participants, Facebook ads, and referrals, and had to meet certain inclusion criteria related to opioid use disorder and/or misuse. The study had a final sample of 30 participants, 15 male and 15 female. The study suggests that a simple onboarding process and convenient experience can enhance participant adherence to the study app and other similar location-based research apps. However, the study also found that participants had concerns about privacy and transparency about locational privacy when sharing their location data. To improve the app, researchers suggest incorporating user behavior earlier in the app development stage. The study also highlights the importance of addressing ethical and privacy concerns such as limiting the types of collected data, incorporating data encryption and retention strategies, giving access to research staff only, and not sharing the data with third-party companies or law enforcement agencies to increase user satisfaction.

Addressing the Spectrum of Opioid Misuse Prevention, Treatment, and Recovery in Rural Washington State Communities: Provider Identified Barriers and Needs.

The opioid overdose epidemic has significantly impacted rural communities. Rural settings present unique challenges to addressing opioid misuse. The purpose of the current study was to understand the similarities and differences between rural and urban-based providers serving rural communities. Washington state-based opioid-related service providers who serve rural communities (N = 75) completed an online survey between July and September 2020. Chi-square tests of association were used to examine significant differences in proportions between rural providers and rural-serving urban providers across opioid prevention, treatment, and recovery training topics. Rural providers reported receiving significantly less opioid treatment and recovery training on the criminal legal system, workplace-based education on treatment and recovery, and co-occurring disorder treatment; and significantly higher prior opioid prevention training on the prevention programs for youth and accessing prevention funding. Differences between rural and rural-serving urban providers demonstrate ways in which rural-urban partnerships can be strengthened to enhance public health.

Patient-Provider Shared Decision-Making, Trust, and Opioid Misuse Among US Veterans Prescribed Long-Term Opioid Therapy for Chronic Pain.

BACKGROUND: Patient-provider shared decision-making is associated with better treatment adherence and pain outcomes in opioid-specific pain management. One possible mechanism through which shared decision-making may impact pain management outcomes is trust in one's prescribing provider. Elucidating relationships between factors that enhance the patient-provider relationship, such as shared decision-making and trust, may reduce risks associated with opioid treatment, such as opioid misuse. OBJECTIVE: The purpose of this study was to investigate the mediating effect of trust in one's prescribing provider on the relationship between shared decision-making and current opioid misuse. DESIGN: A secondary analysis of data from a prospective cohort study of US Veterans (N = 1273) prescribed long-term opioid therapy (LTOT) for chronic non-cancer pain. PARTICIPANTS: Eligibility criteria included being prescribed LTOT, ability to speak and read English, and access to a telephone. Veterans were excluded if they had a cancer diagnosis, received opioid agonist therapy for opioid use disorder, or evidence of pending discontinuation of LTOT. Stratified random sampling was employed to oversample racial and ethnic minorities and women veterans. MAIN MEASURES: Physician Participatory Decision-Making assessed level of patient involvement in medical decision-making, the Trust in Provider Scale assessed interpersonal trust in patient-provider relationships, and the Current Opioid Misuse Measure assessed opioid misuse. KEY RESULTS: Patient-provider shared decision-making had a total significant effect on opioid misuse, in the absence of the mediator (c = - 0.243, p < 0.001), such that higher levels of shared decision-making were associated with lower levels of reported opioid misuse. When trust in provider was added to the mediation model, the indirect effect of shared decision-making on opioid misuse through trust in provider remained significant (c' = - 0.147, p = 0.007). CONCLUSIONS: Shared decision-making is associated with less prescription opioid misuse through the trust that is fostered between patients and providers.

Ethical considerations in the relief of cancer pain.

The management of pain for patients with cancer and cancer survivors is a critical clinical task that involves a multitude of ethical issues at almost every phase of the cancer experience. This review is divided into three sections: In the first, we address rights and duties in the relief of pain from the perspective of patients, clinicians, health care institutions and organizations, and public policy. This section includes a detailed description of issues and duties in relation to opioid misuse and addiction. In the second section, we discuss the ethical consideration of therapeutic planning. The final section addresses ethical considerations in the management of pain at the end of life including a detailed discussion regarding ethical issues relating to the use of palliative sedation as a clinical intervention of last resort.

Cebranopadol for the Treatment of Chronic Pain.

PURPOSE OF REVIEW: Regardless of the etiology, if pain persists chronically, it can detrimentally impact multiple aspects of a patient's well-being. Both physical and psychological effects are significant in many chronic pain patients. In this regard, psychological consequences can alter a patient's quality of life, functionality, and social functioning. Opioids have been the long-established gold standard for acute pain treatment in settings such as the postoperative period. An alternative to opioids in pain management has been highly sought after. Through a non-selective mechanism, cebranopadol is a first-in-class oral drug which combines agonism of the mu and nociceptin opioid peptide (NOP) receptors to provide improved analgesia, while reducing the occurrence of many typically opioid side effects. This manuscript is a narrative review of the possible use of cebranopadol in pain management. RECENT FINDINGS: In pre-clinical studies, cebranopadol was similar to morphine in its pain control efficacy. In a phase IIa trial, cebranopadol was superior to placebo in reducing pain. In a randomized clinical trial, cebranopadol was superior to morphine. Another study concluded that cebranopadol had a lower misuse potential when compared to hydromorphone. In summary, cebranopadol offers new opportunities in treating chronic moderate to severe pain, while also countering risks of addiction. Additional studies are warranted to further evaluate the safety and efficacy of cebranopadol. In this regard, cebranopadol could prove to be a promising alternative to current pain treatment options.

Differing Behaviors Around Adult Nonmedical Use of Prescription Stimulants and Opioids: Latent Class Analysis.

BACKGROUND: The availability of central nervous system stimulants has risen in recent years, along with increased dispensing of stimulants for treatment of, for example, parent-reported attention-deficit/hyperactivity disorder in children and new diagnoses during adulthood. Typologies of drug use, as has been done with opioids, fail to include a sufficient range of behavioral factors to contextualize person-centric circumstances surrounding drug use. Understanding these patterns across drug classes would bring public health and regulatory practices toward precision public health. OBJECTIVE: The objective of this study was to quantitatively delineate the unique behavioral profiles of adults who currently nonmedically use stimulants and opioids using a latent class analysis and to contrast the differences in findings by class. We further evaluated whether the subgroups identified were associated with an increased Drug Abuse Screening Test-10 (DAST-10) score, which is an indicator of average problematic drug use. METHODS: This study used a national cross-sectional web-based survey, using 3 survey launches from 2019 to 2020 (before the COVID-19 pandemic). Data from adults who reported nonmedical use of prescription stimulants (n=2083) or prescription opioids (n=6127) in the last 12 months were analyzed. A weighted latent class analysis was used to identify the patterns of use. Drug types, motivations, and behaviors were factors in the model, which characterized unique classes of behavior. RESULTS: Five stimulant nonmedical use classes were identified: amphetamine self-medication, network-sourced stimulant for alertness, nonamphetamine performance use, recreational use, and nondiscriminatory behaviors. The drug used nonmedically, acquisition through a friend or family member, and use to get high were strong differentiators among the stimulant classes. The latter 4 classes had significantly higher DAST-10 scores than amphetamine self-medication (P<.001). In addition, 4 opioid nonmedical use classes were identified: moderate pain with low mental health burden, high pain with higher mental health burden, risky behaviors with diverse motivations, and nondiscriminatory behaviors. There was a progressive and significant increase in DAST-10 scores across classes (P<.001). The potency of the opioid, pain history, the routes of administration, and psychoactive effect behaviors were strong differentiators among the opioid classes. CONCLUSIONS: A more precise understanding of how behaviors tend to co-occur would improve efficacy and efficiency in developing interventions and supporting the overall health of those who use drugs, and it would improve communication with, and connection to, those at risk for severe drug outcomes.

Methodological Strategies for Prospective Harmonization of Studies: Application to 10 Distinct Outcomes Studies of Preventive Interventions Targeting Opioid Misuse.

The Helping to End Addiction Long-Term (HEAL) Prevention Cooperative (HPC) is rapidly developing 10 distinct evidence-based interventions for implementation in a variety of settings to prevent opioid misuse and opioid use disorder. One HPC objective is to compare intervention impacts on opioid misuse initiation, escalation, severity, and disorder and identify whether any HPC interventions are more effective than others for types of individuals. It provides a rare opportunity to prospectively harmonize measures across distinct outcomes studies. This paper describes the needs, opportunities, strategies, and processes that were used to harmonize HPC data. They are illustrated with a strategy to measure opioid use that spans the spectrum of opioid use experiences (termed involvement) and is composed of common "anchor items" ranging from initiation to symptoms of opioid use disorder. The limitations and opportunities anticipated from this approach to data harmonization are reviewed. Lastly, implications for future research cooperatives and the broader HEAL data ecosystem are discussed.

Introduction to Helping to End Addiction Long-Term Prevention Cooperative: Overview and Strategies.

This supplemental issue describes the individual studies and collaborative efforts of the Helping to End Addiction Long-term Prevention Cooperative's (HPC's) innovative approaches to rapidly develop evidence-based prevention programs for widespread dissemination. This introduction succinctly reviews (1) the context that demands the rapid development of efficacious prevention programs and their scale-ups, (2) the unique objectives of the individual HPC research projects, and (3) collective efforts to harmonize research across studies to advance the prevention of opioid misuse and gain insight into opioid misuse etiology to inform improvements in preventive interventions. At the conclusion of HPC studies, we anticipate the availability of multiple evidence-based programs to prevent opioid misuse and use disorder for persons who experience particular sources of risk and for delivery in settings where prevention has traditionally been lacking. By harmonizing and coordinating efforts across 10 distinct outcomes studies of prevention programs and making data available for analysis by non-HPC researchers, the HPC's efficacy and etiology evidence will far surpass the additive contributions of 10 individual research projects.

Economic Evaluation Design within the HEAL Prevention Cooperative.

The rapid rise in opioid misuse, disorder, and opioid-involved deaths among older adolescents and young adults is an urgent public health problem. Prevention is a vital part of the nation's response to the opioid crisis, yet preventive interventions for those at risk for opioid misuse and opioid use disorder are scarce. In 2019, the National Institutes of Health (NIH) launched the Preventing Opioid Use Disorder in Older Adolescents and Young Adults cooperative as part of its broader Helping to End Addiction Long-term (HEAL) Initiative ( https://heal.nih.gov/ ). The HEAL Prevention Cooperative (HPC) includes ten research projects funded with the goal of developing effective prevention interventions across various settings (e.g., community, health care, juvenile justice, school) for older adolescent and young adults at risk for opioid misuse and opioid use disorder (OUD). An important component of the HPC is the inclusion of an economic evaluation by nine of these research projects that will provide information on the costs, cost-effectiveness, and sustainability of these interventions. The HPC economic evaluation is integrated into each research project's overall design with start-up costs and ongoing delivery costs collected prospectively using an activity-based costing approach. The primary objectives of the economic evaluation are to estimate the intervention implementation costs to providers, estimate the cost-effectiveness of each intervention for reducing opioid misuse initiation and escalation among youth, and use simulation modeling to estimate the budget impact of broader implementation of the interventions within the various settings over multiple years. The HPC offers an extraordinary opportunity to generate economic evidence for substance use prevention programming, providing policy makers and providers with critical information on the investments needed to start-up prevention interventions, as well as the cost-effectiveness of these interventions relative to alternatives. These data will help demonstrate the valuable role that prevention can play in combating the opioid crisis.

Perceptions of fentanyl among African Americans who misuse opioids: implications for risk reduction.

BACKGROUND: Fentanyl is a powerful synthetic opioid that is 50 times more powerful than heroin and has become ubiquitous in the illicit drug supply in the USA. Studies show that among people who use drugs, fentanyl is sometimes viewed as a desirable substance due to its high potency and low cost, while others have an unfavorable perception because of its association with overdose. Unfortunately, studies on the perceptions of fentanyl are relatively rare and existing studies tend to rely on samples with little African American representation. The objective of this study, therefore, was to identify and describe perceptions of fentanyl among African Americans who misuse opioids, while capturing their motivations for seeking out or avoiding fentanyl. METHODS: In-depth interviews (n = 30) were conducted with a sample of African American adults who misuse opioids in Southwest Florida between August 2021 and February 2022. Audiotapes of interviews were transcribed, coded, and thematically analyzed. RESULTS: Analyses revealed the presence of three subtypes of fentanyl-related perceptions: (1) fentanyl as an avoided adulterant, (2) fentanyl as a tolerated adulterant, and (3) fentanyl as a drug of choice. CONCLUSIONS: These findings show that African Americans' perceptions of fentanyl are not monolithic and suggest the distribution of fentanyl test strips and naloxone may be an effective risk reduction strategy. Given that most studies on fentanyl rely on quantitative data from drug seizures and death certificates, this study uniquely contributes to the literature by capturing the voices of African Americans who use drugs.

Indirect Effects of Negative Mood on Opioid Misuse and Dependence via Anxiety Sensitivity Subfacets: Evidence from Adults Reporting Chronic Pain.

Background: Opioid misuse in the context of pain management exacts a significant public health burden. Past work has established linkages between negative mood (i.e., symptoms of anxiety and depression) and opioid misuse/dependence, yet the mechanisms underlying these associations have received little scientific investigation. Anxiety sensitivity (AS), the fear of the negative consequences of internal states, may be relevant to better understanding negative mood-opioid relations among adults with chronic pain. Methods: Simultaneous indirect effects of negative mood on opioid misuse and opioid dependence via lower-order factors of AS (physical, cognitive, and social concerns) were examined cross-sectionally in the present study. The study sample consisted of 428 adults (74.1% female, Mage = 38.27 years, SD = 11.06) who self-reported current moderate to severe chronic pain and opioid use for chronic pain. Results: Results indicated that negative mood was (in part) indirectly related to opioid misuse (in part) via AS physical and cognitive concerns and was (in part) indirectly related to opioid dependence via AS cognitive concerns only. No significant indirect effects via social concerns were observed. Discussion and Conclusions: Findings suggest the importance of further exploring the role of anxiety sensitivity cognitive and physical concerns in terms of opioid misuse and dependence among adults with chronic pain.

Patients' Perceptions of Physical Therapists Addressing Opioid Misuse.

INTRODUCTION: In the US, rising numbers of patients who misuse illicit or prescribed opioids provides opportunities for physical therapists (PTs) to be engaged in their care. Prior to this engagement, it is necessary to understand the perceptions of patients who access physical therapy services about their PTs playing such a role. This project examined patients' perceptions of PTs addressing opioid misuse. METHODS: We surveyed patients, newly encountering outpatient physical therapy services in a large University-based healthcare setting, via anonymous, web-based survey. Within the survey, questions were rated on a Likert scale (1 = completely disagree to 7 = completely agree) and we evaluated responses of patients who were prescribed opioids versus those who were not. RESULTS: Among 839 respondents, the highest mean score was 6.2 (SD = 1.5) for "It is OK for physical therapists to refer their patients with prescription opioid misuse to a specialist to address the opioid misuse." The lowest mean score was 5.6 (SD = 1.9) for "It is OK for physical therapists to ask their patient why they are misusing prescription opioids." Compared to those with no prescription opioid exposure while attending physical therapy, patients with prescription opioid exposure had lower agreement that it was OK for the physical therapist to refer their patients with opioid misuse to a specialist (ß = -.33, 95% CI = -0.63 to -0.03). CONCLUSIONS: Patients attending outpatient physical therapy seem to support PTs addressing opioid misuse and there are differences in support based on whether the patients had exposure to opioids.

Examining Gender Differences in the Relationship Between School Bonding and Opioid Misuse Among Justice-Involved Adolescents.

Justice-involved adolescents (JIAs) have an increased risk for opioid use disorder and overdose related to opioid misuse (OM). Consequences of untreated OM include recidivism and poor educational outcomes, which can be harsher for female JIA. Therefore, identifying relevant factors and settings that reduce the risk for OM is critical. Schools are a central institution in adolescent development. Drawing on social control theory, JIA with higher levels of school bonding was hypothesized to attenuate risk for OM. Cross-sectional data on 79,960 JIA from the Florida Department of Juvenile Justice were examined. Multivariate and stratified logistic regression analyses were employed. On average, for every one-unit increase in school bonding, JIA had 22%, female JIA had 23%, and male JIA had 22% lower odds of OM. Results suggest school bonding and the school context should be considered in treatment and how this setting may impact OM intervention outcomes among JIA.

Prescription opioid misuse in relation to addiction susceptibility among women at a Saudi university.

Objectives: The trends of prescription opioid misuse are understudied in Arab populations, let alone among university students. Additionally, little is known about the psychological traits that increase susceptibility for such behaviors in this region. Thus, this study aimed to assess the prevalence of prescription opioid misuse and its association with addiction susceptibility, as measured by the Substance Abuse Risk Profile Scale (SURPS). Methods: We sampled university students from King Saud University's women's campus. Data on prescription opioid misuse, SURPS traits, and demographic characteristics were collected using an electronic self-administered survey. Results: Lifetime prescription opioid misuse was 48.5%, while past-month misuse was 28.9%. On average, SURPS subscale scores for impulsivity (mean = 11.6; SD = 2.8) hopelessness (mean = 12.3; SD = 3.5), sensation seeking (mean = 16.4; SD = 3.8), and anxiety sensitivity (mean = 14.6; SD = 2.6). Anxiety sensitivity composite scores significantly differed between students reporting misuse and those who did not. Moreover, the odds for prescription opioid misuse increased by 7% for every 1 unit increase in anxiety sensitivity (AOR = 1.07; 95% CI = 1.00, 1.14), when controlling for other SURPS measures and student characteristics. Conclusion: The prevalence of prescription opioid misuse in our study is higher than what is reported in global student populations. This may reflect unmonitored availability of controlled substances and unsupervised medical prescriptions. Additionally, high levels of anxiety sensitivity may be driving such misuse. Further surveillance of prescription drug misuse among university students and motivators for such behavior is needed for planning prevention and control interventions.

Approaches to opioid prescribing in cancer survivors: Lessons learned from the general literature.

LAY SUMMARY: Guidance on how to approach opioid decisions for people beyond active cancer treatment is lacking. This editorial discusses strategies from the general literature that can be thoughtfully tailored to cancer survivors to provide patient-centered pain and opioid care.

Efficacy of a password-protected, pill-dispensing device with mail return capacity to enhance disposal of unused opioids after cancer surgery.

BACKGROUND: Opioid misuse is a public health crisis, and unused postoperative opioids are an important source. Although 70% of pills prescribed go unused, only 9% are discarded. This study evaluated whether an inexpensive pill-dispensing device with mail return capacity could enhance disposal of unused opioids after cancer surgery. METHODS: A prospective pilot study was conducted among adult patients who underwent major cancer-related surgery. Patients received opioid prescriptions in a mechanical device (Addinex) linked to a smartphone application (app). The app provided passwords on a prescriber-defined schedule. Patients could enter a password into the device and receive a pill if the prescribed time had elapsed. Patients were instructed to return the device and any unused pills in a disposal mailer. The primary end point was feasibility of device return, defined as ≥50% of patients returning the device within 6 weeks of surgery. Also explored was total pill use and return as well as patient satisfaction. RESULTS: Among 30 patients enrolled, the majority (n = 24, 80%) returned the device, and 17 (57%) returned it within 6 weeks of surgery. In total, 567 opioid pills were prescribed and 170 (30%) were used. Of 397 excess pills, 332 (84% of unused pills, 59% of all pills prescribed) were disposed of by mail. Among 19 patients who obtained opioids from the device, most (n = 14, 74%) felt the benefits of the device justified the added steps involved. CONCLUSIONS: Use of an inexpensive pill-dispensing device with mail return capacity is a feasible strategy to enhance disposal of unused postoperative opioids.

Surgery Prescription Opioid Misuse and Diversion in US Adults and Associated Risk Factors.

INTRODUCTION: To justify a practice change, it is critical to determine if opioids prescribed after surgery, surgery prescription (Rx) opioids, are in fact associated with opioid misuse and diversion. Currently, there is only limited data to support this assumption. METHODS: We administered a 40-question survey to US adults (18+) who had received a surgery Rx opioid within the last 5 y on Amazon Mechanical Turk, an online crowdsourcing worksite. Incidence and risk factors for surgery Rx opioid misuse, self-reported taking of surgery Rx opioids in a way other than instructed by a provider, and diversion, self-reported having one's surgery Rx opioids shared, sold, or stolen, were analyzed. The government validated Opioid Risk Tool (ORT) was used. RESULTS: A total of 966 participants from all 50 states met inclusion: 52% were male, 43% were aged 30-39 y, and 79% self-identified as white. Overall, 34% (n = 333) of respondents reported misusing their surgery Rx opioids and risk factors included working in healthcare, scoring high on the ORT, experiencing an elevated mood with opioids, refilling a Rx, and keeping leftover pills. A total of 22% (n = 212) reported diverting their surgery Rx opioids, and risk factors included working in healthcare, scoring high on the ORT, undergoing plastic surgery, refilling a Rx, and keeping leftover pills. CONCLUSIONS: Rates of surgery Rx opioid misuse and diversion in the US may be as high as one in three and one in five adults, respectively. Efforts to improve leftover pill disposal and risk stratification for prescribing patterns may help to mitigate risk.