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Yaseliani M, Noor-E-Alam M, Hasan MM. Mitigating Sociodemographic Bias in Opioid Use Disorder Prediction: Fairness-Aware Machine Learning Framework. JMIR AI 2024; 3:e55820. [PMID: 39163597 PMCID: PMC11372321 DOI: 10.2196/55820] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/25/2023] [Revised: 06/22/2024] [Accepted: 06/29/2024] [Indexed: 08/22/2024]
Abstract
BACKGROUND Opioid use disorder (OUD) is a critical public health crisis in the United States, affecting >5.5 million Americans in 2021. Machine learning has been used to predict patient risk of incident OUD. However, little is known about the fairness and bias of these predictive models. OBJECTIVE The aims of this study are two-fold: (1) to develop a machine learning bias mitigation algorithm for sociodemographic features and (2) to develop a fairness-aware weighted majority voting (WMV) classifier for OUD prediction. METHODS We used the 2020 National Survey on Drug and Health data to develop a neural network (NN) model using stochastic gradient descent (SGD; NN-SGD) and an NN model using Adam (NN-Adam) optimizers and evaluated sociodemographic bias by comparing the area under the curve values. A bias mitigation algorithm, based on equality of odds, was implemented to minimize disparities in specificity and recall. Finally, a WMV classifier was developed for fairness-aware prediction of OUD. To further analyze bias detection and mitigation, we did a 1-N matching of OUD to non-OUD cases, controlling for socioeconomic variables, and evaluated the performance of the proposed bias mitigation algorithm and WMV classifier. RESULTS Our bias mitigation algorithm substantially reduced bias with NN-SGD, by 21.66% for sex, 1.48% for race, and 21.04% for income, and with NN-Adam by 16.96% for sex, 8.87% for marital status, 8.45% for working condition, and 41.62% for race. The fairness-aware WMV classifier achieved a recall of 85.37% and 92.68% and an accuracy of 58.85% and 90.21% using NN-SGD and NN-Adam, respectively. The results after matching also indicated remarkable bias reduction with NN-SGD and NN-Adam, respectively, as follows: sex (0.14% vs 0.97%), marital status (12.95% vs 10.33%), working condition (14.79% vs 15.33%), race (60.13% vs 41.71%), and income (0.35% vs 2.21%). Moreover, the fairness-aware WMV classifier achieved high performance with a recall of 100% and 85.37% and an accuracy of 73.20% and 89.38% using NN-SGD and NN-Adam, respectively. CONCLUSIONS The application of the proposed bias mitigation algorithm shows promise in reducing sociodemographic bias, with the WMV classifier confirming bias reduction and high performance in OUD prediction.
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Affiliation(s)
- Mohammad Yaseliani
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Md Noor-E-Alam
- Department of Mechanical and Industrial Engineering, Northeastern University, Boston, MA, United States
- The Institute for Experiential AI, Northeastern University, Boston, MA, United States
| | - Md Mahmudul Hasan
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, United States
- Department of Information Systems and Operations Management, Warrington College of Business, University of Florida, Gainesville, FL, United States
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Schepis TS, Rogers AH, Munoz L, Zvolensky MJ. Indirect effects of emotion regulation in the relationship between pain and cannabis use in adults 18-64 years. Addict Behav 2024; 153:107983. [PMID: 38367507 PMCID: PMC11360606 DOI: 10.1016/j.addbeh.2024.107983] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Revised: 01/19/2024] [Accepted: 02/09/2024] [Indexed: 02/19/2024]
Abstract
INTRODUCTION Individuals with chronic pain often receive prescription opioid medication, and they may use cannabis to treat pain as well, although the risks of cannabis-opioid co-use are significant. This study aimed to investigate whether two transdiagnostic factors, emotion regulation and distress tolerance, had significant indirect effects in the relationship between pain and cannabis use in adults with chronic pain and an opioid prescription. METHODS Participants (n = 450; mean age = 38.6 ± 11.09) were recruited using Qualtrics panel service and were 75 % female and 79 % White, non-Hispanic. Participants completed a 30-minute self-report survey capturing three-month cannabis use, the Difficulties in Emotional Regulation Scale (DERS), and the Distress Tolerance Scale (DTS). The Graded Pain Scale (GCPS) assessed pain severity/intensity and disability. Analyses used the SPSS PROCESS macro, with both single (i.e., one transdiagnostic factor) and parallel indirect effects (i.e., both the DERS and DTS) examined. RESULTS There were statistically significant indirect effects for both the DERS and DTS in the relationship between pain intensity or disability and three-month cannabis use in single factor models. In the parallel indirect effect model, only the DERS was statistically significant (intensity indirect effect coefficient = 0.0195 % confidence interval [95 %CI] = 0.0065, 0.390; disability indirect effect coefficient = 0.0147, 95 %CI = 0.0055, 0.0274). CONCLUSIONS When examining parallel indirect effects, only emotional regulation and not distress tolerance mediated the relationship between chronic pain and cannabis use among those with an opioid prescription. Clinically, interventions aimed at improving emotional regulation in individuals with chronic pain can help limit cannabis and opioid co-use.
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Affiliation(s)
- Ty S Schepis
- Department of Psychology, Texas State University, USA; Translational Health Research Center, Texas State University, USA; Center for the Study of Drugs, Alcohol, Smoking, and Health, University of Michigan, USA.
| | - Andrew H Rogers
- Department of Psychology, University of Houston, USA; Department of Anesthesiology and Pain Medicine, University of Washington School of Medicine, Seattle, WA, USA; Seattle Children's Research Institute, Seattle Children's Hospital, Seattle, WA, USA
| | - Liliana Munoz
- Department of Psychology, Texas State University, USA
| | - Michael J Zvolensky
- Department of Behavioral Science, The University of Texas MD Anderson Cancer Center, USA; HEALTH Institute, University of Houston, USA
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Rigg KK, Kusiak ES, Rigg LK. Motivations for Misusing Opioids Among African Americans. SUBSTANCE USE & ADDICTION JOURNAL 2024; 45:240-249. [PMID: 38258821 DOI: 10.1177/29767342231214118] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
BACKGROUND A wide range of opioid misuse motives have been documented in the literature, including to relieve physical pain, feel good/get high, relax, manage feelings/emotions, sleep, and moderate the effects of other substances. Despite a rise in opioid misuse among African Americans over the last 2 decades, their motivations for misuse remain unclear. Much of the research on opioid misuse motivations either rely on samples with little racial diversity or do not stratify their findings by race. As a result, less is known about the specific reasons why African Americans engage in opioid misuse. The objective of this study, therefore, was to identify and explain the most common motives for misusing opioids among African Americans. Qualitative interview data are also presented to explain/contextualize the most prevalent motivations. METHODS This study used data from the Florida Minority Health Survey, a mixed-methods project that included online surveys (n = 303) and qualitative in-depth interviews (n = 30) of African Americans. Data collection was conducted from August 2021 to February 2022 throughout Southwest Florida. RESULTS Analyses revealed that while some (33.9%) misused opioids for purposes of recreation/sensation seeking (eg, feel good/get high), the majority (66.1%) were attempting to self-treat perceived medical symptoms (eg, physical pain, anxiety/trauma, withdrawals, insomnia). CONCLUSIONS This study contributes to a better understanding of why some African Americans engage in opioid misuse and findings highlight the need for interventions to be trauma informed and address unmanaged physical pain among African Americans. Given that most studies on motivations are quantitative in nature, the study contributes to the literature by capturing the voices of African Americans who use drugs.
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Affiliation(s)
- Khary K Rigg
- Department of Mental Health Law & Policy, University of South Florida, Tampa, FL, USA
| | - Ethan S Kusiak
- Department of Mental Health Law & Policy, University of South Florida, Tampa, FL, USA
| | - Lindi K Rigg
- School of Psychology and Counseling, Regent University, Virginia Beach, VA, USA
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Baltes A, Horton DM, Malicki J, Trevino C, Agarwal, S, Zarzaur BL, Brown RT. Pain management in trauma: the need for trauma-informed opioid prescribing guidelines. Trauma Surg Acute Care Open 2024; 9:e001294. [PMID: 38352958 PMCID: PMC10862252 DOI: 10.1136/tsaco-2023-001294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Accepted: 01/27/2024] [Indexed: 02/16/2024] Open
Abstract
Background/objectives Surgical populations and particularly injury survivors often present with complex trauma that elevates their risk for prolonged opioid use and misuse. Changes in opioid prescribing guidelines during the past several years have yielded mixed results for pain management after trauma, with a limiting factor being the heterogeneity of clinical populations and treatment needs in individuals receiving opioids. The present analysis illuminates this gap between clinical guidelines and clinical practice through qualitative feedback from hospital trauma providers and unit staff members regarding current opioid prescribing guidelines and practices in the setting of traumatic injury. Methods The parent study aimed to implement a pilot screening tool for opioid misuse in four level I and II trauma hospitals throughout Wisconsin. As part of the parent study, focus groups were conducted at each study site to explore the facilitators and barriers of implementing a novel screening tool, as well as to examine the current opioid prescribing guidelines, trainings, and resources available for trauma and acute care providers. Focus group transcripts were independently coded and analyzed using a modified grounded theory approach to identify themes related to the facilitators and barriers of opioid prescribing guidelines in trauma and acute care. Results Three major themes were identified as impactful to opioid-related prescribing and care provided in the setting of traumatic injury; these include (1) acute treatment strategies; (2) patient interactions surrounding pain management; and (3) the multifactorial nature of trauma on pain management approaches. Conclusion Providers and staff at four Wisconsin trauma centers called for trauma-specific opioid prescribing guidelines in the setting of trauma and acute care. The ubiquitous prescription of opioids and challenges in long-term pain management in these settings necessitate additional community-integrated research to inform development of federal guidelines. Level of evidence Therapeutic/care management, level V.
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Affiliation(s)
- Amelia Baltes
- Department of Family Medicine and Community Health, University of Wisconsin-Madison School of Medicine and Public Health, Madison, Wisconsin, USA
| | - David M Horton
- Department of Family Medicine and Community Health, University of Wisconsin-Madison School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Julia Malicki
- Department of Family Medicine and Community Health, University of Wisconsin-Madison School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Colleen Trevino
- Surgery, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | | | - Ben L Zarzaur
- Department of Surgery, University of Wisconsin-Madison School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Randall T Brown
- Department of Family Medicine and Community Health, University of Wisconsin-Madison School of Medicine and Public Health, Madison, Wisconsin, USA
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Dash GF, Gizer IR, Slutske WS. Predicting first use of heroin from prescription opioid use subtypes: Insights from the Monitoring the Future longitudinal panel. Drug Alcohol Depend 2024; 255:111084. [PMID: 38232646 PMCID: PMC10842745 DOI: 10.1016/j.drugalcdep.2024.111084] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Revised: 11/13/2023] [Accepted: 12/31/2023] [Indexed: 01/19/2024]
Abstract
BACKGROUND Only a small proportion of individuals who initiate nonmedical use of prescription opioids (NUPO) transition to heroin, suggesting that more nuanced aspects of NUPO may be better indicators of risk for escalating opioid use trajectories. This study leveraged panel data to identify NUPO typologies based on NUPO characteristics associated with opioid risk trajectories (route of administration, motives) and compared rates of heroin initiation at follow-up across typologies. METHODS Latent class analyses were run among respondents with no history of heroin use from the Monitoring the Future Panel Study (base year N=10,408) at modal ages 18, 19/20, 21/22, 23/24, and 25/26. Indicators included oral NUPO, nonoral NUPO, and NUPO motives to experiment, have a good time with friends, get high, escape problems, manage pain, relax, and sleep. Heroin initiation at follow-ups through modal age 29/30 was predicted from class membership. RESULTS No NUPO, self-medication (oral, manage pain), recreational (oral, nonoral, experiment, get high, have a good time with friends), and mixed-motive (all routes, all motives) classes emerged. Heroin initiation rates did not differ across no NUPO and self-medication classes; recreational and mixed-motives classes initiated heroin at higher rates than the other classes and comparable rates to each other. Non-NUPO drug use prior to heroin initiation was prevalent in recreational and mixed-motive classes. CONCLUSIONS NUPO does not uniformly or uniquely increase risk for heroin initiation. Leveraging more nuanced indicators of risk for heroin use and targeting polysubstance use in addition to opioid-specific programming may enhance the efficacy of public health efforts.
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Affiliation(s)
- Genevieve F Dash
- Department of Psychological Sciences, University of Missouri, 210 McAlester Hall, 320 S. 6th Street, Columbia, MO 65211, USA.
| | - Ian R Gizer
- Department of Psychological Sciences, University of Missouri, 210 McAlester Hall, 320 S. 6th Street, Columbia, MO 65211, USA
| | - Wendy S Slutske
- Center for Tobacco Research and Intervention and Department of Family Medicine and Community Health, University of Wisconsin, 1930 Monroe St. #200, Madison, WI 53711, USA
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Dykstra RE, Beadnell B, Rosengren DB, Schumacher JA, Daugherty R. A Lifestyle Risk Reduction Model for Preventing High-Risk Substance Use Across the Lifespan. PREVENTION SCIENCE : THE OFFICIAL JOURNAL OF THE SOCIETY FOR PREVENTION RESEARCH 2023; 24:863-875. [PMID: 37269468 PMCID: PMC10409837 DOI: 10.1007/s11121-023-01549-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/11/2023] [Indexed: 06/05/2023]
Abstract
While effective models of alcohol and drug prevention exist, they often focus solely on youth or young adults. This article describes the Lifestyle Risk Reduction Model (LRRM), an approach applicable across the lifespan. The intent behind the LRRM is to guide the development of prevention and treatment programs provided to individuals and small groups. The LRRM authors' goals are to help individuals reduce risk for impairment, addiction, and substance use's negative consequences. The LRRM identifies six key principles that conceptualize the development of substance-related problems by drawing parallels with health conditions, such as heart disease and diabetes, which often result from combined effects of biological risk and behavioral choices. The model also proposes five conditions that describe important steps for individuals as they progress toward greater perception of risk and lower risk behavior. One LRRM-based indicated prevention program (Prime For Life) shows positive results in cognitive outcomes and in impaired driving recidivism for people across the lifespan. The model emphasizes common elements across the lifespan, responds to contexts and challenges that change across the life course, complements other models, and is usable for universal, selective, and indicated prevention programs.
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Nawaz A, Nielsen S, Mehmood T, Abdullah A, Ahmed A, Ullah W, Khan A. Prescription drug dependence with and without concurrent illicit drug use: a multicenter cross-sectional survey among an addiction treatment seeking population. Front Psychiatry 2023; 14:1133606. [PMID: 37324815 PMCID: PMC10267420 DOI: 10.3389/fpsyt.2023.1133606] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Accepted: 05/15/2023] [Indexed: 06/17/2023] Open
Abstract
Background Dependence on prescription drugs and illicit drugs imposes a global health and social burden. Despite accumulating evidence of prescription drugs and illicit drugs dependence, none of the systematized studies has explored the magnitude of this problem in Pakistan. The aim is to investigate the extent and associated factors of prescription drug dependence (PDD), as opposed to concomitant prescription drug dependence and illicit drug use (PIDU), within a sample of individuals seeking addiction treatment. Methods The cross sectional study was conducted on the sample recruited from three drug treatment centers in Pakistan. Face-to-face interviews were conducted with participants who met ICD-10 criteria for prescription drug dependence. Several aspects like substance use histories, negative health outcomes, patient attitude, pharmacy and physician practices also collected to predict the determinants of (PDD). Binomial logistic regression models examined the factors associated with PDD and PIDU. Results Of the 537 treatment seeking individuals interviewed at baseline, close to one third (178, 33.3%) met criteria for dependence on prescription drugs. The majority of the participants were male (93.3%), average age of 31 years, having urban residence (67.4%). Among participants who met criteria for dependence on prescription drugs (71.9%), reported benzodiazepines as the most frequently used drug, followed by narcotic analgesics (56.8%), cannabis/marijuana (45.5%), and heroin (41.5%). The patients reported alprazolam, buprenorphine, nalbuphine, and pentazocin use as alternatives to illicit drugs. PDD was significantly negatively associated with injectable route (OR = 0.281, 95% CI, 0.079-0.993) and psychotic symptoms (OR = 0.315, 95% CI, 0.100, 0.986). This implies that PDD is less likely to be associated with an injectable route and psychotic symptoms in contrast to PIDU. Pain, depression and sleep disorder were primary reasons for PDD. PDD was associated with the attitude that prescription drugs are safer than illicit drugs (OR = 4.057, 95%CI, 1.254-13.122) and PDD was associated with being on professional terms (i.e., having an established relationship) with pharmaceutical drugs retailers for acquisition of prescription drugs. Discussion and conclusion The study found benzodiazepine and opioid dependence in sub sample of addiction treatment seekers. The results have implications for drug policy and intervention strategies for preventing and treating drug use disorders.
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Affiliation(s)
- Asma Nawaz
- Department of Pharmacy, Quaid-i-Azam University, Islamabad, Pakistan
| | - Suzanne Nielsen
- Monash Addiction Research Centre, Eastern Health Clinical School, Monash University, Melbourne, VIC, Australia
| | - Tahir Mehmood
- School of Natural Sciences, National University of Science and Technology, Islamabad, Pakistan
| | | | - Ali Ahmed
- School of Pharmacy, Monash University, Bandar Sunway, Selangor, Malaysia
| | - Waseem Ullah
- Department of Pharmacy Practice, Shifa College of Pharmaceutical Sciences, Shifa Tameer-e-Millat University, Islamabad, Pakistan
| | - Ahmad Khan
- Department of Pharmacy, Quaid-i-Azam University, Islamabad, Pakistan
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Liu X, Singer ME. Intentional use of both opioids and cocaine in the United States. Prev Med Rep 2023; 33:102227. [PMID: 37223567 PMCID: PMC10201855 DOI: 10.1016/j.pmedr.2023.102227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 05/01/2023] [Accepted: 05/02/2023] [Indexed: 05/25/2023] Open
Abstract
The combination of opioids and cocaine has been increasingly implicated in overdose fatalities, but it is unknown how much is intentional vs. fentanyl-adulterated drug supply. 2017-2019 data from the nationally representative National Survey on Drug Use and Health (NSDUH) was used. Variables included sociodemographics, health, and 30-day drug use. Opioid use captured heroin, and prescription pain reliever use not according to own doctor. Modified Poisson regressions were used to estimate prevalence ratios (PRs) for variables associated with opioid and cocaine use. Among the 167,444 responders, 817(0.49%) reported use of opioids on a regular or daily basis. Of these, 28% used cocaine ≥1 of prior 30 days, 11% >1 day. Of 332(0.20%) who used cocaine on a regular/daily basis, 48% used opioids ≥1 of prior 30 days, 25% >1 day. People with serious psychological distress were >6 times as likely to use both opioids and cocaine regularly/daily (PR = 6.48; 95% CI = [2.82-14.90]) and people who have never been married were 4 times as likely (PR = 4.17; 95% CI = [1.18-14.75]). Compared to those living in a small metropolitan region, people living in a large metropolitan region were >3 times as likely (PR = 3.29; 95% CI = [1.43-7.58]) and the unemployed were twice as likely (PR = 1.96; 95% CI = [1.03-3.73]). People with post-high school education were 53% less likely to use opioids and cocaine at least occasionally (PR = 0.47; 95% CI = [0.26-0.86]). People who use opioids or cocaine commonly choose to use the other. Knowing the characteristics of those most likely to use both should guide interventions for prevention and harm reduction.
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Opioid Use Behaviors Among People With Disability in the United States: An Analysis of the National Survey on Drug Use and Health. J Addict Med 2023; 17:e27-e35. [PMID: 35861360 DOI: 10.1097/adm.0000000000001031] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
OBJECTIVE People with disability (PWD) often experience chronic pain, and opioid is widely used prescription medication. However, population-based evidence of opioid use behaviors among PWD is lacking. This study examined the prevalence of opioid use behaviors by sociodemographic and health-related characteristics among PWD compared with people without disability (PWoD). METHODS This cross-sectional study used data from 2015-2019 National Survey on Drug Use and Health. Three types of opioid use behaviors (any use, misuse, and use disorder) were defined and compared by disability status. Five self-reported disability types were measured, including hearing, vision, cognitive, mobility, and complex activity limitations. Complex survey design-adjusted descriptive and logistic regression models were used for statistical analysis. RESULTS Of 201,376 respondents aged 18 years or older, 34.6% reported any opioid use, 4.2% opioid misuse, and 0.8% opioid use disorder. Compared with PWoD, PWD had higher prevalence of any opioid use (49.7% vs 30.7%), misuse (6.2% vs 3.7%), and use disorder (1.7% vs 0.8%). In adjusted analysis, PWD with mobility limitation (odds ratio [OR], 1.95; 95% confidence interval, 1.81-2.11) or multiple limitations (OR, 1.92; 95% CI, 1.83-2.02) were almost 2 times more likely to report any opioid use than PWoD. The likelihood of reporting any opioid use (ORs, 1.42-2.50), misuse (ORs, 1.24-2.41), and disorder (ORs, 1.38-2.54) increased as the number of limitations increased. CONCLUSIONS People with vision, cognitive, or multiple limitations had higher rates of opioid misuse and disorder than PWoD. Development of more inclusive opioid abuse prevention strategies for PWD is warranted.
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Schepis TS, McCabe SE, Ford JA. Prescription drug and alcohol simultaneous co-ingestion in U.S. young adults: Prevalence and correlates. Exp Clin Psychopharmacol 2022; 30:797-808. [PMID: 34410796 PMCID: PMC8857307 DOI: 10.1037/pha0000519] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Simultaneous co-ingestion of prescription medication (e.g., opioid, tranquilizer/sedative, stimulant) and alcohol is associated with overdose and elevated substance use, but no studies have examined prescription drug misuse (PDM) and alcohol co-ingestion in U.S. young adults (18-25 years), despite the high rates of PDM in this age group. We used the 2015-19 National Survey on Drug Use and Health (young adult N = 69,916) to examine prevalence of past-month PDM-alcohol co-ingestion, PDM characteristics, and sociodemographic, physical health, mental health, and substance use correlates. Logistic regression examined correlates, comparing those without past-year PDM, those with past-year but not past-month PDM, those with past-month PDM without alcohol co-ingestion, and those with past-month PDM and alcohol co-ingestion. An estimated 585,000 young adults engaged in any past-month PDM-alcohol co-ingestion, or between 32.7% (opioids) and 44.6% (tranquilizer/sedatives) of those who were engaged in past-month PDM. Co-ingestion varied by educational status and was more common in males and white or multiracial young adults. All PDM-involved groups had elevated odds of suicidal ideation and other psychopathology, but substance use and substance use disorder (SUD) odds were significantly higher in young adults with co-ingestion, versus all other groups. To illustrate, 41.1% with opioid-alcohol co-ingestion had multiple past-year SUDs, versus 2.0% in those without past-year PDM. Young adults with co-ingestion are particularly likely to have problematic alcohol use and higher rates of SUD. Counseling about the risks of PDM-alcohol co-ingestion and screening for co-ingestion among those at risk are warranted to limit poor outcomes. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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Affiliation(s)
- Ty S. Schepis
- Department of Psychology, Texas State University, San Marcos, Texas
- Center for the Study of Drugs, Alcohol, Smoking and Health, School of Nursing, University of Michigan, Ann Arbor, Michigan
| | - Sean Esteban McCabe
- Center for the Study of Drugs, Alcohol, Smoking and Health, School of Nursing, University of Michigan, Ann Arbor, Michigan
- Institute for Research on Women and Gender, University of Michigan, Ann Arbor, Michigan
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, Michigan
- Institute for Social Research, University of Michigan, Ann Arbor, Michigan
| | - Jason A. Ford
- Center for the Study of Drugs, Alcohol, Smoking and Health, School of Nursing, University of Michigan, Ann Arbor, Michigan
- Department of Sociology, University of Central Florida, Orlando, Florida
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Booth EJ, Kitsantas P, Min H, Pollack AZ. Opioids and Disability Among Women of Reproductive Age. J Womens Health (Larchmt) 2022; 31:1751-1762. [PMID: 36126295 DOI: 10.1089/jwh.2022.0096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
Background: Despite nearly one in five U.S. women of reproductive age reporting a disability, limited research exists on opioid behaviors in this vulnerable population. This study examined associations between disability and past-year prescription opioid use and misuse, and described types of opioids, sources, and motives for opioid misuse among nonpregnant women of reproductive age. In addition, the effects of social, medical, and behavioral determinants of health on opioid use and misuse were assessed in this population of women with disabilities. Materials and Methods: Data were used from the 2015-2019 National Survey on Drug Use and Health (n = 93,679). Descriptive statistics and logistic regression models were used in the analyses. Results: Overall, 48.0% of women with a disability reported past-year prescription of any opioid use compared to 32.3% of women without disabilities, and 10.4% of women with disabilities reported opioid misuse relative to 4.2% of women without disabilities. Hydrocodone was the most used (29.3%) and misused (5.87%) opioid. Women with disabilities had higher adjusted odds of opioid use (adjusted odds ratio [AOR] 1.59; 95% confidence interval [CI], 1.50-1.67) and misuse (AOR 2.01; 95% CI, 1.82-2.21) than those without disabilities. Tobacco, alcohol use, and poor to fair health were all associated with higher odds of opioid misuse. For their last opioid misuse, 5.2% attained the opioids from a dealer or stranger, and 22.1% used opioids to get high. Conclusion: Women with disabilities are at an amplified risk for prescription opioid use and misuse. Improved medical provider education, training and capacity, and reinforcing related community-based support programs for this population are imperative.
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Affiliation(s)
- Edward J Booth
- Department of Health Administration and Policy and George Mason University, Fairfax, Virginia, USA
| | - Panagiota Kitsantas
- Department of Health Administration and Policy and George Mason University, Fairfax, Virginia, USA
| | - Hua Min
- Department of Health Administration and Policy and George Mason University, Fairfax, Virginia, USA
| | - Anna Z Pollack
- Department of Global and Community Health, George Mason University, Fairfax, Virginia, USA
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Choi NG, Choi BY, DiNitto DM, Marti CN, Baker SD. Opioid poisoning cases aged 50+ in the 2015-2020 National Poisoning Data System: suspected suicides versus unintentional poisoning and other intentional misuse/abuse. Drug Chem Toxicol 2022; 45:2706-2717. [PMID: 34607473 PMCID: PMC11135005 DOI: 10.1080/01480545.2021.1984517] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 09/14/2021] [Accepted: 09/20/2021] [Indexed: 01/25/2023]
Abstract
High rates of opioid overdose and suicide among the 50+ age group call for an examination of suicidal intent in overdose incidents. Using 2015-2020 National Poison Data System opioid poisoning cases aged 50+ (n = 83 153), we examined the types of opioids and other substances associated with suspected suicides compared to intentional misuse/abuse without suicidal intent. During the six years, prescription opioid cases decreased, while illicit opioid cases increased. Among both types of opioid poisoning cases, the proportions of suspected suicides decreased and those of intentional misuse/abuse without suicidal intent increased. However, due to the large increase in illicit opioid cases, the number of suspected suicide cases involving illicit opioids increased. Multivariable analyses showed that among prescription opioids, acetaminophen with opioid (IRR = 1.17, 95% CI = 1.11-1.24) and tramadol (IRR = 1.12, 95% CI = 1.06-1.47) were associated with higher risk of suspected suicides than intentional misuse/abuse without suicidal intent. Among illicit opioid cases, fentanyl poisoning cases were associated with lower risk of suspected suicides (IRR = 0.40, 95% CI = 0.17-0.94). Of other medications, use of benzodiazepines and antipsychotics was consistently associated with higher risk of suspected suicides in both prescription and illicit opioid cases. Alcohol and cocaine were also associated with higher risk of suspected suicide. Along with continued reductions in opioid prescribing, more effective monitoring of individual patient misuse/abuse behaviors and suicide risk assessment are needed. Healthcare professionals should also review other prescription medications frequently co-prescribed with opioids that may have additive effects on suicidal behaviors among older adults.
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Affiliation(s)
- Namkee G. Choi
- Steve Hicks School of Social Work, The University of Texas at Austin, Austin, TX, USA
| | - Bryan Y. Choi
- Department of Emergency Medicine, Philadelphia College of Osteopathic Medicine & Bayhealth Medical Center, Dover, DE, USA
| | - Diana M. DiNitto
- Steve Hicks School of Social Work, The University of Texas at Austin, Austin, TX, USA
| | - C. Nathan Marti
- Steve Hicks School of Social Work, The University of Texas at Austin, Austin, TX, USA
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Charron E, Okifuji A, Bryan MA, Reese S, Brown JL, Ferguson A, Ghitza UE, Winhusen T, Cochran G. Pain Severity and Interference and Substance Use Among Community Pharmacy Patients Prescribed Opioids: A Secondary Analysis of the PHARMSCREEN Study. THE JOURNAL OF PAIN 2022; 23:1448-1459. [PMID: 35417791 PMCID: PMC9356992 DOI: 10.1016/j.jpain.2022.03.238] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Revised: 12/31/2021] [Accepted: 03/10/2022] [Indexed: 04/25/2023]
Abstract
This secondary analysis examined relationships between pain severity and interference and substance use among patients filling opioid prescriptions in Indiana and Ohio community pharmacies (n = 1,461). We likewise sought to explore the moderating role of gender in pain-substance use relations. We used patient-reported data from a cross-sectional health survey linked with controlled substance dispensing data from statewide prescription drug monitoring programs. Multivariable logistic regression estimated associations between pain severity and interference and various indices of risky prescription opioid use and non-opioid substance use. Exploratory analyses examined whether gender moderated associations. Increased pain severity was associated with increased odds of moderate- to high-risk opioid use (OR: 1.23; 95% CI: 1.16-1.31) and opioid-benzodiazepine co-use (OR: 1.20; 95% CI: 1.03-1.40). Increased pain interference was associated with greater odds of receiving opioids from multiple pharmacies or providers (OR: 1.15; 95% CI: 1.01-1.31). Increased pain severity and interference were associated with higher odds of any tobacco use (severity: OR: 1.13; 95% CI: 1.06-1.21; interference: OR: 1.07; 95% CI: 1.01-1.12) and weekly to daily sedative use (severity: OR: 1.13; 95% CI: 1.03-1.25; interference: OR: 1.13; 95% CI: 1.04-1.22). Increased pain severity was associated with decreased odds of any alcohol use (OR: 0.93; 95% CI: 0.88-0.99). Gender was a significant effect modifier in associations between pain and alcohol, tobacco, and cannabis use. The study was registered in the database of clinicaltrials.gov (register number NCT03936985). Perspective: This study suggests that pain severity and interference are associated with increased use of non-medical prescription opioids, sedatives, and tobacco and decreased use of alcohol, in ways that are different between women and men. Findings may guide the development of gender-sensitive evidence-based strategies to ameliorate or prevent substance misuse among patients living with pain.
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Affiliation(s)
- Elizabeth Charron
- Program for Addiction Research, Clinical Care, Knowledge, and Advocacy (PARCKA), Salt Lake City, Utah; Division of Epidemiology, University of Utah School of Medicine, Salt Lake City, Utah.
| | - Akiko Okifuji
- Department of Anesthesiology, University of Utah School of Medicine, Salt Lake City, Utah
| | - M Aryana Bryan
- Program for Addiction Research, Clinical Care, Knowledge, and Advocacy (PARCKA), Salt Lake City, Utah; Division of Epidemiology, University of Utah School of Medicine, Salt Lake City, Utah
| | - Sarah Reese
- School of Social Work, University of Montana, Missoula, Montana
| | - Jennifer L Brown
- Department of Psychology, University of Cincinnati College of Arts and Sciences, ML 0376 4130N Edwards One Center, Cincinnati, Ohio; Department of Psychiatry and Behavioral Neuroscience, University of Cincinnati College of Medicine, Cincinnati, Ohio; Center for Addiction Research, University of Cincinnati College of Medicine, Cincinnati, Ohio
| | - Andrew Ferguson
- Department of Psychiatry and Behavioral Neuroscience, University of Cincinnati College of Medicine, Cincinnati, Ohio; Center for Addiction Research, University of Cincinnati College of Medicine, Cincinnati, Ohio
| | - Udi E Ghitza
- National Institute on Drug Abuse, Center for Clinical Trials Network, Bethesda, Maryland
| | - T Winhusen
- Department of Psychiatry and Behavioral Neuroscience, University of Cincinnati College of Medicine, Cincinnati, Ohio; Center for Addiction Research, University of Cincinnati College of Medicine, Cincinnati, Ohio
| | - Gerald Cochran
- Program for Addiction Research, Clinical Care, Knowledge, and Advocacy (PARCKA), Salt Lake City, Utah; Division of Epidemiology, University of Utah School of Medicine, Salt Lake City, Utah
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Choi NG, Choi BY, DiNitto DM, Marti CN, Baker SD. Exposure reasons, other substance use, and medical outcomes of poison control center cases aged 50+ involving opioids, 2015-2020. Clin Toxicol (Phila) 2022; 60:362-370. [PMID: 34404278 PMCID: PMC11143472 DOI: 10.1080/15563650.2021.1965157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Revised: 07/09/2021] [Accepted: 08/01/2021] [Indexed: 01/25/2023]
Abstract
CONTEXT Rates of prescription opioid (PO) prescribing and filling remain high, and illicit opioid (IO) use has increased among late middle-aged and older adults. Research on PO and IO poisoning and their impacts among these age groups is needed. METHODS Data came from 2015 to 2020 poison control center cases aged 50+ (N = 83,135). We used χ2 tests to examine changes over the study period in the numbers of PO and IO cases, type of opioids used, exposure reasons, and medical outcomes. We fit multinomial logistic regression models to examine the associations of medical outcomes with exposure reasons and other medication/substance involvement. RESULTS Between 2015/2016 and 2020, the numbers and shares of PO-only cases steadily declined, but IO cases, with or without PO, nearly tripled, constituting almost 10% of all PCC opioid cases aged 50+ in 2020. The rates of intentional misuse/abuse increased among both PO-only and IO (with/without PO) cases during the study period, and the death rate among IO cases sharply increased in 2020. Compared to adverse reactions or other unintentional exposures, intentional misuse/abuse and suspected suicides were associated with significantly higher risks of serious outcomes (e.g., risk of death from intentional misuse/abuse: RRR = 22.11, 95% CI = 16.74-29.20 in PO-only cases and RRR = 6.95, 95% CI = 2.37-20.39 in IO cases with/without PO). The use of most other medications and substances was also significantly associated with serious outcomes. DISCUSSION Among older adults, medical outcomes in opioid poisoning cases have become more serious in recent years as intentional misuse/abuse became more common. Opioid use disorder treatment should be readily available and accessible, and alternatives to PO prescribing should be considered. CONCLUSIONS Among individuals aged 50+, PO poisoning cases decreased, but IO cases increased sharply from 2015 to 2020 with concomitant increases in intentional misuse/abuse and serious medical outcomes.
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Affiliation(s)
- Namkee G. Choi
- Steve Hicks School of Social Work, The University of Texas at Austin, Austin, TX, USA
| | - Bryan Y. Choi
- Department of Emergency Medicine, Philadelphia College of Osteopathic Medicine, Bayhealth Medical Center, Dover, DE, USA
| | - Diana M. DiNitto
- Steve Hicks School of Social Work, The University of Texas at Austin, Austin, TX, USA
| | - C. Nathan Marti
- Steve Hicks School of Social Work, The University of Texas at Austin, Austin, TX, USA
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McCabe SE, Schulenberg JE, Schepis TS, Evans-Polce RJ, Wilens TE, McCabe VV, Veliz PT. Trajectories of Prescription Drug Misuse Among US Adults From Ages 18 to 50 Years. JAMA Netw Open 2022; 5:e2141995. [PMID: 34982159 PMCID: PMC8728613 DOI: 10.1001/jamanetworkopen.2021.41995] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Accepted: 11/09/2021] [Indexed: 01/13/2023] Open
Abstract
Importance US adults born from 1965 to 1996 had high exposure to controlled medications, yet little is known about how this exposure has affected them over time. Prescription drug misuse (PDM) has increased among adults in the past 2 decades, with related increases in emergency department visits, overdoses, and deaths. Objectives To identify 32-year PDM trajectories involving opioids, stimulants, and sedatives or tranquilizers and to examine associations between these PDM trajectories and substance use disorder (SUD) symptoms in adulthood as well as between baseline characteristics and PDM trajectories. Design, Setting, and Participants This cohort study included 11 cohorts of adolescents who were followed up longitudinally from age 18 years (study start, 1976-1986) to age 50 years (2008-2018) in the Monitoring the Future (MTF) study, which included a national multistage random sample of US 12th grade students. Baseline surveys (modal age 18) were self-administered in classrooms. Ten follow-ups were conducted by mail. Data analysis was conducted from December 2020 to October 2021. Main Outcomes and Measures Sociodemographic variables were measured at baseline. PDM and SUD symptoms were measured at baseline and every follow-up. Latent profile analysis (LPA) was used to create PDM trajectory profiles. Associations between these PDM trajectories, SUD symptoms, and baseline sociodemographic characteristics were examined. Results The sample of 26 575 individuals was 50.8% (95% CI, 50.2%-51.4%) female and 79.3% (95% CI, 78.8%-79.8%) White. The baseline response rate ranged from 77% to 84%, and the 32-year retention rate was 53%. In adjusting for attrition, 45.7% (95% CI, 44.9%-46.4%) of the respondents reported past-year PDM at least once during the 32-year reporting period. Among those who reported PDM, the prevalence of poly-PDM was 40.3% (95% CI, 39.3%-41.3%). Based on LPA, the number of class-specific PDM trajectories ranged from 4 (prescription opioids) to 6 (prescription stimulants). For the class-combined analyses, we identified 8 PDM trajectories consisting of early peak trajectories (eg, age 18 years), later peak trajectories (eg, age 40 years), and a high-risk trajectory (eg, high frequency PDM at multiple ages). All PDM trajectories were associated with increased odds of developing SUD symptoms in middle adulthood, especially the later peak and high-risk trajectories compared with early peak trajectories (eg, peak at age 40 years: adjusted odds ratio [aOR], 5.17; 95% CI, 3.97-6.73; high-risk: aOR, 12.41; 95% CI, 8.47-18.24). Baseline characteristics associated with a high-risk trajectory were binge drinking (aOR, 1.69; 95% CI, 1.13-2.54), cigarette smoking (aOR, 2.30; 95% CI, 1.60-3.29), and marijuana use (aOR, 3.78; 95% CI, 2.38-6.01). More recent cohorts (eg, 1985-1986) had a higher risk of belonging to later peak PDM trajectories (ages 40 and 45 years) than the 1976-1978 cohort (age 40 years peak: aOR, 2.49; 95% CI, 1.69-3.68). Conclusions and Relevance In this cohort study, adults with later peak PDM trajectories were at increased risk of SUD symptoms in middle adulthood. These findings suggest the need to screen for PDM and SUD from adolescence through middle adulthood.
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Affiliation(s)
- Sean Esteban McCabe
- Center for the Study of Drugs, Alcohol, Smoking and Health, University of Michigan, Ann Arbor
- Institute for Social Research, University of Michigan, Ann Arbor
- Institute for Research on Women and Gender, University of Michigan, Ann Arbor
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor
| | - John E. Schulenberg
- Center for the Study of Drugs, Alcohol, Smoking and Health, University of Michigan, Ann Arbor
- Institute for Social Research, Department of Psychology, University of Michigan, Ann Arbor
| | - Ty S. Schepis
- Center for the Study of Drugs, Alcohol, Smoking and Health, University of Michigan, Ann Arbor
- Department of Psychology, Texas State University, San Marcos
| | - Rebecca J. Evans-Polce
- Center for the Study of Drugs, Alcohol, Smoking and Health, University of Michigan, Ann Arbor
| | - Timothy E. Wilens
- Center for the Study of Drugs, Alcohol, Smoking and Health, University of Michigan, Ann Arbor
- Department of Psychiatry, Massachusetts General Hospital and Harvard Medical School, Boston
| | - Vita V. McCabe
- Center for the Study of Drugs, Alcohol, Smoking and Health, University of Michigan, Ann Arbor
- Department of Surgery, University of Michigan, Ann Arbor
- Department of Psychiatry, University of Michigan, Ann Arbor
| | - Philip T. Veliz
- Center for the Study of Drugs, Alcohol, Smoking and Health, University of Michigan, Ann Arbor
- Institute for Social Research, University of Michigan, Ann Arbor
- Institute for Research on Women and Gender, University of Michigan, Ann Arbor
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16
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Ge S, Tian C, Wu L, Liu M, Lu H. Prescribed opioid use is associated with increased all-purpose emergency department visits and hospitalizations in community-dwelling older adults in the United States. Front Psychiatry 2022; 13:1092199. [PMID: 36582257 PMCID: PMC9792694 DOI: 10.3389/fpsyt.2022.1092199] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 11/21/2022] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND The geriatric and health characteristics of older adults make them more susceptible to the effects of opioids than younger groups. The number of older adults in the United States visiting the emergency department (ED) and overusing opioids has increased in recent years. Research examining their relationship is, however, limited. METHODS Using information from the 2020 National Health Interview Survey (NHIS), we included older adults aged 65 and older. To investigate the relationship between prescribed opioid use and 12-months ED visits and hospitalizations, linear regression and logistic regression models were built while adjusting for age, sex, ethnicity, education, employment, general health status, history of depression, and living arrangement. RESULTS Our study population consisted of 8,631 participants (mean age 74.3). Most of them were females (58.3%) and Caucasian (81.6%). About 16% of the participants used prescribed opioids over the past 12 months. Of the participants with prescribed opioid use, 65.1% of them did so to treat chronic pain. The adjusted regression models revealed that prescribed opioid use was independently and positively associated with 12-months ED visits (β = 0.22, 95% confidence interval [CI] 0.18, 0.26) and hospitalizations (Odds ratio [OR] = 3.78, 95% CI 3.29, 4.35). Other risk factors for 12-months ED visits and/or hospitalizations included advanced age, male gender, unemployment/retirement, African American ethnicity, living alone, fair or poor general health status, and history of depression. DISCUSSIONS Clinicians should screen older adults at high risk for ED visits and hospitalizations and explore multimodal pain management with them to help them reduce/stop using opioids. These efforts may decrease their chronic pain, opioid use, opioid use-related adverse health outcomes, ED visits, as well as hospitalizations.
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Affiliation(s)
- Song Ge
- RN-BSN Program, Department of Natural Sciences, University of Houston-Downtown, Houston, TX, United States
| | - Chong Tian
- School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Liang Wu
- Janssen R&D, San Diego, CA, United States
| | - Minhui Liu
- Xiangya School of Nursing, Central South University, Changsha, China
| | - Haidong Lu
- Department of Epidemiology of Microbial Diseases and the Public Health Modeling Unit, Yale School of Public Health, Yale University, New Haven, CT, United States
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Abstract
OBJECTIVES This study aims to investigate racial-ethnic differences in reasons for misuse of prescription medications among a nationally representative sample of US adults. METHODS We analyzed data from the 2015-2019 National Surveys on Drug Use and Health. The study population includes US adults (18-49 years old) who reported misuse of 3 types of prescription drugs (stimulants [n = 6139], sedatives and tranquilizers [n = 5643], and pain relievers [n = 8780]) for 3 reasons: medical-only (eg, to help with pain), recreational-only (eg, to get high), or combined medical and recreational reasons. Multinomial logistic regressions assessed the association between reasons of misuse of prescription medications and self-identified race-ethnicity. RESULTS Misuse of the 4 types of prescription medications was primarily motivated by medical reasons (63%-80%). Compared to non-Hispanic Whites, non-Hispanic Blacks (nHB), and Hispanics (H) were less likely to report misuse of pain relievers for combined (nHB: adjusted relative risk ratio [aRRR] = 0.6, 95% confidence interval [CI]: 0.4, 0.7; H; aRRR = 0.7, 95% CI: 0.5, 0.9) or recreational reasons (nHB: aRRR = 0.8, 95% CI: 0.6, 1.0; H; aRRR = 0.7, 95% CI: 0.6, 0.9) rather than medical-only reasons. The odds of misuse of sedatives and tranquilizers for recreational-only reasons as opposed to medical-only reasons were higher among nHB (aRRR = 1.9, 95% CI: 1.3, 2.7) and H (aRRR = 1.9, 95% CI: 1.4, 2.4) than among non-Hispanic Whites. CONCLUSIONS The increased misuse of prescription pain relievers for medical reasons among racial-ethnic minority groups demonstrates a continued need to investigate underlying structural factors driving these behaviors. The higher odds of sedative and tranquilizer misuse for recreational purposes among racial-ethnic minority groups warrant further investigation.
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Abstract
The world population is aging due to increasing life expectancy. The rate of drug use increases, and inappropriate prescribing is frequently encountered with advancing age. In addition, misuse and abuse of prescription drugs is a serious problem in older adults. It is challenging to detect substance and drug abuse in older patients because it may have fewer consequences in social, legal, and occupational fields. However, there is not enough information about the screening, evaluation, diagnosis, and treatment of abuse. Therefore, the awareness of health care professionals and others involved in older patients' care should be raised about the misuse and abuse of drugs.
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Affiliation(s)
- Esra Ates Bulut
- Department of Geriatric Medicine, Adana City Training and Research Hospital, Adana, Turkey
| | - Ahmet Turan Isik
- Unit for Brain Aging and Dementia, Department of Geriatric Medicine, Dokuz Eylul University, School of Medicine, 35340 Balcova, IZMIR, Turkey.
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19
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Schepis TS, Ford JA, McCabe SE. Co-ingestion of prescription drugs and alcohol in US adults aged 50 years or older. Hum Psychopharmacol 2021; 36:e2803. [PMID: 34237180 PMCID: PMC9254454 DOI: 10.1002/hup.2803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 06/09/2021] [Accepted: 06/18/2021] [Indexed: 11/07/2022]
Abstract
OBJECTIVE To examine prevalence of past-month prescription drug misuse (PDM) and alcohol co-ingestion and its correlates in adults age 50 or older. METHODS Data were from the 2015-2018 US National Survey on Drug Use and Health (n = 35,190). PDM-alcohol co-ingestion was defined as prescription opioid, tranquilizer/sedative, or stimulant misuse while "drinking alcohol or within a couple of hours of drinking." Co-ingestion prevalence was estimated, and logistic and negative binomial regressions examined the sociodemographic, physical health, mental health, substance use, and substance use disorder (SUD) correlates of co-ingestion. RESULTS Over 344,000 adults aged 50 years or older (0.3%) engaged in past-month PDM-alcohol co-ingestion, or 27.4% of those with past-month PDM. Past-month co-ingestion was linked to greater past-month alcohol use frequency and elevated adjusted odds ratios (aORs) for all examined substance use outcomes (e.g., non-PDM SUD aOR = 21.8; 49.7% prevalence rate). The aOR for suicidal ideation was 506% higher in those with co-ingestion than those without past-year PDM. CONCLUSIONS US adults aged 50 years or older with past-month PDM-alcohol co-ingestion are at high risk for SUD and concerning mental health symptoms. Screening for mental health and substance use treatment is warranted among aging adults with signs of PDM, especially involving co-ingestion.
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Affiliation(s)
- Ty S. Schepis
- Department of Psychology, Texas State University
- Center for the Study of Drugs, Alcohol, Smoking and Health, Department of Health Behavior and Biological Sciences, School of Nursing, University of Michigan
| | - Jason A. Ford
- Center for the Study of Drugs, Alcohol, Smoking and Health, Department of Health Behavior and Biological Sciences, School of Nursing, University of Michigan
- Department of Sociology, University of Central Florida
| | - Sean Esteban McCabe
- Center for the Study of Drugs, Alcohol, Smoking and Health, Department of Health Behavior and Biological Sciences, School of Nursing, University of Michigan
- Institute for Research on Women and Gender, University of Michigan
- Institute for Healthcare Policy and Innovation, University of Michigan
- Institute for Social Research, University of Michigan
- Rogel Cancer Center, University of Michigan
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20
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Han BH, Le A, Funk-White M, Palamar JJ. Cannabis and Prescription Drug Use Among Older Adults With Functional Impairment. Am J Prev Med 2021; 61:246-250. [PMID: 34288869 PMCID: PMC8299838 DOI: 10.1016/j.amepre.2021.01.042] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2020] [Revised: 01/02/2021] [Accepted: 01/24/2021] [Indexed: 01/31/2023]
Abstract
INTRODUCTION Psychoactive substance use may be risky for adults with functional impairments. This study investigates cannabis use and prescription opioid and tranquilizer/sedative (mis)use among adults aged ≥50 years reporting functional impairments in the U.S. METHODS This cross-sectional analysis of adults aged ≥50 years from the 2015-2019 cohorts of the National Survey on Drug Use and Health estimates the prevalence of past-year medical and nonmedical cannabis use and prescription opioid and tranquilizer/sedative use and misuse according to the number of functional impairments reported. The adjusted odds of medical and nonmedical use or misuse of each substance in relation to any impairment, the number of impairments, and specific impairments were estimated using logistic regression. Analyses were conducted in December 2020. RESULTS Compared with those reporting no impairments, those reporting any impairment were more likely to report the use of cannabis and the (mis)use of prescription opioids and tranquilizers/sedatives (all p<0.05). Prevalence of (mis)use increased for each drug as the number of impairments increased (all p<0.001). Having any impairment was associated with increased odds for medical cannabis use (AOR=2.28, 95% CI=1.57, 3.30) but not for nonmedical use and with increased odds for misuse of prescription opioids (AOR=1.62, 95% CI=1.38, 1.91) and tranquilizers/sedatives (AOR=1.59, 95% CI=1.20, 2.11). Impaired thinking was associated with increased odds for the use and misuse of each substance, and impaired ability to do errands was associated with increased odds for prescription opioid misuse (AOR=1.34, 95% CI=1.01, 1.78). CONCLUSIONS Prescription drug misuse is linked to functional impairments among adults aged ≥50 years and may pose a potential risk for this vulnerable population.
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Affiliation(s)
- Benjamin H Han
- Division of Geriatrics, Gerontology, and Palliative Care, Department of Medicine, UC San Diego School of Medicine, University of California San Diego, San Diego, California.
| | - Austin Le
- College of Dentistry, New York University, New York, New York; Department of Population Health, New York University Grossman School of Medicine, New York, New York
| | - Makaya Funk-White
- Division of Geriatrics, Gerontology, and Palliative Care, Department of Medicine, UC San Diego School of Medicine, University of California San Diego, San Diego, California
| | - Joseph J Palamar
- Department of Population Health, New York University Grossman School of Medicine, New York, New York
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Davis JP, Eddie D, Prindle J, Dworkin ER, Christie NC, Saba S, DiGuiseppi GT, Clapp JD, Kelly JF. Sex differences in factors predicting post-treatment opioid use. Addiction 2021; 116:2116-2126. [PMID: 33405314 PMCID: PMC8254742 DOI: 10.1111/add.15396] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 06/15/2020] [Accepted: 12/23/2020] [Indexed: 01/19/2023]
Abstract
BACKGROUND AND AIMS Several reports have documented risk factors for opioid use following treatment discharge, yet few have assessed sex differences, and no study has assessed risk using contemporary machine learning approaches. The goal of the present paper was to inform treatments for opioid use disorder (OUD) by exploring individual factors for each sex that are most strongly associated with opioid use following treatment. DESIGN Secondary analysis of Global Appraisal of Individual Needs (GAIN) database with follow-ups at 3, 6 and 12 months post-OUD treatment discharge, exploring demographic, psychological and behavioral variables that predict post-treatment opioid use. SETTING One hundred and thity-seven treatment sites across the United States. PARTICIPANTS Adolescents (26.9%), young adults (40.8%) and adults (32.3%) in treatment for OUD. The sample (n = 1,126) was 54.9% male, 66.1% white, 20% Hispanic, 9.8% multi-race/ethnicity, 2.8% African American and 1.3% other. MEASUREMENT Primary outcome was latency to opioid use over 1 year following treatment admission. RESULTS For women, regularized Cox regression indicated that greater withdrawal symptoms [hazard ratio (HR) = 1.31], younger age (HR = 0.88), prior substance use disorder (SUD) treatment (HR = 1.11) and treatment resistance (HR = 1.11) presented the largest hazard for post-treatment opioid use, while a random survival forest identified and ranked substance use problems [variable importance (VI) = 0.007], criminal justice involvement (VI = 0.006), younger age (VI = 0.005) and greater withdrawal symptoms (VI = 0.004) as the greatest risk factors. For men, Cox regression indicated greater conduct disorder symptoms (HR = 1.34), younger age (HR = 0.76) and multiple SUDs (HR = 1.27) were most strongly associated with post-treatment opioid use, while a random survival forests ranked younger age (VI = 0.023), greater conduct disorder symptoms (VI = 0.010), having multiple substance use disorders (VI = 0.010) and criminal justice involvement (VI = 0.006) as the greatest risk factors. CONCLUSION Risk factors for relapse to opioid use following opioid use disorder treatment appear to be, for women, greater substance use problems and withdrawal symptoms and, for men, younger age and histories of conduct disorder and multiple substance use disorder.
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Affiliation(s)
- Jordan P. Davis
- Suzanne Dworak-Peck School of Social Work, USC Center for Artificial Intelligence in Society, USC Center for Mindfulness Science, USC Institute for Addiction Science, University of Southern California, Los Angeles, CA, USA
| | - David Eddie
- Recovery Research Institute, Center for Addiction Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - John Prindle
- University of Southern California, Los Angeles, CA, USA
| | | | - Nina C. Christie
- Department of Psychology and the USC Brain and Creativity Institute, University of Southern California, Los Angeles, CA, USA
| | - Shaddy Saba
- Suzanne Dworak-Peck School of Social Work, USC Center for Artificial Intelligence in Society, USC Center for Mindfulness Science, USC Institute for Addiction Science, University of Southern California, Los Angeles, CA, USA
| | - Graham T. DiGuiseppi
- Suzanne Dworak-Peck School of Social Work, USC Center for Artificial Intelligence in Society, USC Center for Mindfulness Science, USC Institute for Addiction Science, University of Southern California, Los Angeles, CA, USA
| | - John D. Clapp
- Suzanne Dworak-Peck School of Social Work, USC Keck School of Medicine, USC Institute for Addiction Science, University of Southern California, Los Angeles, CA, USA
| | - John F. Kelly
- Recovery Research Institute, Center for Addiction Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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22
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Bardwell G, Ivsins A, Socías ME, Kerr T. Examining factors that shape use and access to diverted prescription opioids during an overdose crisis: A qualitative study in Vancouver, Canada. J Subst Abuse Treat 2021; 130:108418. [PMID: 34118706 DOI: 10.1016/j.jsat.2021.108418] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Revised: 04/13/2021] [Accepted: 04/15/2021] [Indexed: 12/17/2022]
Abstract
OBJECTIVE Prescription opioid (PO) diversion is widely regarded as a driver of overdose mortality. However, less is known about the rationale for using diverted POs during an overdose epidemic and how contextual factors (e.g., poverty, drug policies) may affect this practice. Therefore, we sought to examine this phenomenon. METHOD We conducted qualitative interviews with 24 participants who accessed diverted POs in Vancouver, Canada. Participants were recruited from ongoing cohort studies of people who use drugs (PWUD). RESULTS Participants preferred a variety of POs due to their known contents and lower overdose risk compared to street drugs and used them for pain relief and pleasure. Participants reported barriers in accessing POs from physicians, with some being cut off or having insufficient prescriptions. Prices for diverted POs varied and affected access among impoverished participants. These access challenges led some to acquire fentanyl. Some participants reported concerns over the contents of counterfeit pills, while others relied on trusted sources or using visual cues to identify legitimate pills. CONCLUSIONS Our findings demonstrate that diverted POs are being used by PWUD with the goal of reducing opioid-related harms, although PO use comes with challenges associated with limited accessibility and risks posed by counterfeit pills. Poverty also limited PO accessibility, leading some to purchase more toxic, yet affordable, street drugs. Given the risks and barriers affecting people seeking to use diverted POs, our findings emphasize the need for the continued implementation and evaluation of safer drug supply initiatives, including those providing access to various drug types.
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Affiliation(s)
- Geoff Bardwell
- Department of Medicine, University of British Columbia, St. Paul's Hospital, 608-1081 Burrard Street, Vancouver V6Z 1Y6, BC, Canada; British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver V6Z 2A9, BC, Canada.
| | - Andrew Ivsins
- Department of Medicine, University of British Columbia, St. Paul's Hospital, 608-1081 Burrard Street, Vancouver V6Z 1Y6, BC, Canada; British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver V6Z 2A9, BC, Canada
| | - M Eugenia Socías
- Department of Medicine, University of British Columbia, St. Paul's Hospital, 608-1081 Burrard Street, Vancouver V6Z 1Y6, BC, Canada; British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver V6Z 2A9, BC, Canada
| | - Thomas Kerr
- Department of Medicine, University of British Columbia, St. Paul's Hospital, 608-1081 Burrard Street, Vancouver V6Z 1Y6, BC, Canada; British Columbia Centre on Substance Use, 400-1045 Howe Street, Vancouver V6Z 2A9, BC, Canada
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23
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Lynch A, Arndt S, Acion L. Late- and Typical-Onset Heroin Use Among Older Adults Seeking Treatment for Opioid Use Disorder. Am J Geriatr Psychiatry 2021; 29:417-425. [PMID: 33353852 DOI: 10.1016/j.jagp.2020.12.005] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Revised: 12/03/2020] [Accepted: 12/04/2020] [Indexed: 12/28/2022]
Abstract
OBJECTIVE Analyze 10-year trends in opioid use disorder with heroin (OUD-H) among older persons and to compare those with typical-onset (age <30 years) to those with late (age 30+) onset. DESIGN Naturalistic observation using the most recent (2008-2017) Treatment Episode Data Set-Admissions (TEDS-A). SETTING Admission records in TEDS-A come from all public and private U.S. programs for substance use disorder treatment receiving public funding. PARTICIPANTS U.S. adults aged 55 years and older entering treatment for the first time between 2008 and 2017 to treat OUD-H. MEASUREMENTS Admission trends, demographics, substance use history. RESULTS The number of older adults who entered treatment for OUD-H nearly tripled between 2007 and 2017. Compared to those with typical-onset (before age 30), those with late-onset heroin use were more likely to be white, female, more highly educated, and rural. Older adults with late-onset were more likely to be referred to treatment by an employer and less likely to be referred by the criminal justice system. Those with late-onset were more likely to use heroin more frequently but less likely to inject heroin than those with typical-onset. Those with typical onset were more likely to receive medication for addiction treatment than those with late-onset. CONCLUSION Late-onset heroin use is increasing among older U.S. adults. Research is needed to understand the unique needs of this population better. As this population grows, geriatric psychiatrists may be increasingly called upon to provide specialized care to people with late-onset OUD-H.
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Affiliation(s)
- Alison Lynch
- Department of Psychiatry (AL, SA), University of Iowa, Iowa City, IA
| | - Stephan Arndt
- Department of Psychiatry (AL, SA), University of Iowa, Iowa City, IA.
| | - Laura Acion
- Instituto de Cálculo, Universidad de Buenos Aires - CONICET (LA), Argentina
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24
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Hogans BB, Siaton BC, Taylor MN, Katzel LI, Sorkin JD. Low Back Pain and Substance Use: Diagnostic and Administrative Coding for Opioid Use and Dependence Increased in U.S. Older Adults with Low Back Pain. PAIN MEDICINE (MALDEN, MASS.) 2021; 22:836-847. [PMID: 33594426 PMCID: PMC8599750 DOI: 10.1093/pm/pnaa428] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
OBJECTIVE Low back pain (LBP) is a leading cause of pain and disability. Substance use complicates the management of LBP, and potential risks increase with aging. Despite implications for an aging, diverse U.S. population, substance use and LBP comorbidity remain poorly defined. The objective of this study was to characterize LBP and substance use diagnoses in older U.S. adults by age, gender, and race. DESIGN Cross-sectional study of a random national sample. SUBJECTS Older adults including 1,477,594 U.S. Medicare Part B beneficiaries. METHODS Bayesian analysis of 37,634,210 claims, with 10,775,869 administrative and 92,903,649 diagnostic code assignments. RESULTS LBP was diagnosed in 14.8±0.06% of those more than 65 years of age, more in females than in males (15.8±0.08% vs. 13.4±0.09%), and slightly less in those more than 85 years of age (13.3±0.2%). Substance use diagnosis varied by substance: nicotine, 9.6±0.02%; opioid, 2.8±0.01%; and alcohol, 1.3±0.01%. Substance use diagnosis declined with advancing age cohort. Opioid use diagnosis was markedly higher for those in whom LBP was diagnosed (10.5%) than for those not diagnosed with LBP (1.5%). Most older adults (54.9%) with an opioid diagnosis were diagnosed with LBP. Gender differences were modest. Relative rates of substance use diagnoses in LBP were modest for nicotine and alcohol. CONCLUSIONS Older adults with LBP have high relative rates of opioid diagnoses, irrespective of gender or age. Most older adults with opioid-related diagnoses have LBP, compared with a minority of those not opioid diagnosed. In caring for older adults with LBP or opioid-related diagnoses, health systems must anticipate complexity and support clinicians, patients, and caregivers in managing pain comorbidities. Older adults may benefit from proactive incorporation of non-opioid pain treatments. Further study is needed.
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Affiliation(s)
- Beth B Hogans
- Geriatric Research Education and Clinical Center, VA Maryland Health Care System, Baltimore, Maryland
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, Maryland
| | - Bernadette C Siaton
- Geriatric Research Education and Clinical Center, VA Maryland Health Care System, Baltimore, Maryland
- Division of Rheumatology, Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland
| | | | - Leslie I Katzel
- Geriatric Research Education and Clinical Center, VA Maryland Health Care System, Baltimore, Maryland
- Division of Geriatrics, Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - John D Sorkin
- Geriatric Research Education and Clinical Center, VA Maryland Health Care System, Baltimore, Maryland
- Division of Geriatrics, Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA
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25
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Choflet A, Davidson J, Lee KC, Ye G, Barnes A, Zisook S. A comparative analysis of the substance use and mental health characteristics of nurses who complete suicide. J Clin Nurs 2021; 30:1963-1972. [PMID: 33763857 DOI: 10.1111/jocn.15749] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2021] [Accepted: 03/02/2021] [Indexed: 12/11/2022]
Abstract
AIMS AND OBJECTIVES To describe the substance use and mental health characteristics of nurses who complete suicide compared to non-nurses. BACKGROUND Nurses are at higher risk of suicide than the general population. The relationship between substance use, mental health and suicide in a large sample of nurses in the USA has not been previously described. DESIGN Retrospective observational quantitative analysis. METHODS Suicide data were retrospectively analysed in the Centers for Disease Control and Prevention National Violent Death Reporting System from 2003 to 2017. Data were compared between nurses who died by suicide (n = 2,306) and non-nurses who died by suicide (n = 185,620) using odds ratios calculations and chi-square test of proportions to detect independent risk factors of suicide completion in nurses. This study followed the STROBE guidelines. RESULTS Significant differences between nurses and non-nurses were found. Among decedents for whom substances were implicated as a cause of death, nurses were far more likely to be positive at the time of death for almost all substance classifications. Both male and female nurses were more likely than non-nurses to have a mental health problem reported. Among both female and male nurses, job problems were more prevalent compared to non-nurses (12.8% and 19.9% versus 7.2% and 11.9%, respectively). Female nurses were more likely to have a physical health problem compared to female non-nurses, male nurses and male non-nurses (26.2% versus 21.3%, 22% and 20.4%). CONCLUSION Unique relationships between substance use and mental health exist among nurses who complete suicide which may offer specific opportunities for interventions to reduce suicide. RELEVANCE TO CLINICAL PRACTICE Efforts to address workplace stress, facilitate self-referral for risky substance use, encourage mental health treatment and reduce the stigma associated with seeking help all offer potential interventions to reduce nurse suicide.
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Affiliation(s)
| | - Judy Davidson
- University of California San Diego, San Diego, CA, USA
| | - Kelly C Lee
- University of California San Diego, San Diego, CA, USA
| | - Gordon Ye
- University of California San Diego, San Diego, CA, USA
| | | | - Sidney Zisook
- University of California San Diego, San Diego, CA, USA
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26
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Diaz M, Tenney C, Boyd KE, Ford JA. Sexual Identity and Motivations for Prescription Drug Misuse Among U.S. Adults. LGBT Health 2021; 8:107-115. [PMID: 33566728 DOI: 10.1089/lgbt.2020.0294] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Purpose: Although we know that sexual minority populations, particularly bisexual individuals, tend to be at increased risk for substance use, less research has focused on prescription drug misuse (PDM). The current study is the first to assess differences in motivations for PDM by sexual identity and sex. This is important as research has established a link between certain motivations and adverse outcomes. Methods: This study used data from multiple years of the National Survey on Drug Use and Health (2015-2018). Respondents who reported past-year PDM were asked follow-up questions to identify motivations for PDM. We ran several weighted cross-tabulations to estimate the prevalence and 95% confidence intervals for motivations for PDM by sexual identity (i.e., heterosexual, lesbian or gay, and bisexual) for males and females separately. When chi-square tests were significant, post hoc comparisons using design-based multivariable regressions were conducted. Results: Prevalence rates for both PDM and substance use disorder associated with prescription drugs were higher among sexual minority adults than heterosexual adults. With regard to motives, bisexual females were more likely to endorse recreational motives (i.e., to get high) for prescription opioids, tranquilizers, and stimulants than heterosexual females. Gay males were more likely to endorse self-treatment motives (e.g., to relax, to lose weight) than both bisexual and heterosexual males. Conclusion: High prevalence rates and endorsement of recreational motives identify bisexual females as an important at-risk population. It is important for clinicians to consider how prevention, treatment, and intervention strategies focused on PDM may be improved to best target this unique population.
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Affiliation(s)
- Madelyn Diaz
- Department of Sociology, University of Central Florida, Orlando, Florida, USA
| | - Caralyn Tenney
- Department of Sociology, University of Central Florida, Orlando, Florida, USA
| | - Kelsey E Boyd
- Department of Sociology, University of Central Florida, Orlando, Florida, USA
| | - Jason A Ford
- Department of Sociology, University of Central Florida, Orlando, Florida, USA
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27
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Van Cleave JH, Booker SQ, Powell-Roach K, Liang E, Kawi J. A Scoping Review of Nursing's Contribution to the Management of Patients with Pain and Opioid Misuse. Pain Manag Nurs 2021; 22:58-68. [PMID: 33414010 DOI: 10.1016/j.pmn.2020.11.007] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Revised: 11/08/2020] [Accepted: 11/16/2020] [Indexed: 01/16/2023]
Abstract
BACKGROUND Nursing brings a unique lens to care of patients with pain and opioid misuse. AIMS This scoping review describes nursing's contribution to the literature on the management of patients with pain and opioid misuse, generating evidence to guide clinical care. DESIGN The scoping review was conducted according to Preferred Reporting Items for Systematic Review and Meta-Analyses extension for Scoping Reviews guideline. DATA SOURCES Using combined key terms ("opioid misuse," "pain," "nursing") in systematic searches in PubMed and Cumulative Index to Nursing and Allied Health Literature (CINAHL) electronic databases, snowball technique, and personal knowledge resulted in 108 relevant articles, reports, and websites. ANALYSIS METHOD Summative approach to content analysis was used to quantify and describe nursing's contribution to the literature. RESULTS Contributions of nurses emerged in the areas of research, clinical practice, policy, and education. The highest number of publications addressed research (50%, 54 of 108), whereas the fewest number of publications involved education (7%, 8 of 108). CONCLUSION Results provide a picture of the breadth of expertise and crucial leadership that nurses contribute to influence management of patients with pain and opioid misuse. IMPLICATIONS FOR NURSING This scoping review indicates the importance of continued support from key stakeholders, including training and interprofessional collaboration opportunities supported by the National Institutes of Health, to sustain nursing's contribution to quality care of patients with pain and opioid misuse. Ultimately, all health care professionals must collaborate to conduct rigorous research and construct evidence-based guidelines to inform policy initiatives and education strategies to solve the complex co-occurring epidemics of pain and opioid misuse.
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Affiliation(s)
| | - Staja Q Booker
- University of Florida, College of Nursing, Gainesville, Florida
| | | | - Eva Liang
- NYU Rory Meyers College of Nursing, New York, New York
| | - Jennifer Kawi
- University of Nevada, Las Vegas, School of Nursing, Las Vegas, Nevada
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28
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Abstract
Objectives: To examine rates and correlates of dual cannabis and prescription pain reliever (PPNR) use and misuse among U.S. individuals aged 50+ who reported past-year cannabis use. Methods: Using the 2015-2018 National Survey of Drug Use and Health, we examined cannabis nonuse/use and PPNR nonuse/use/misuse among all 35,229 respondents, and then focused on 2,632 past-year cannabis users to examine the risk of PPNR use but no misuse and the risk of PPNR misuse, compared to PPNR nonuse. Results: More than one-half of older cannabis users used PPNR in the past year. Multinomial logistic regression results show that the risks of PPNR use/no misuse and PPNR misuse were higher among those who had more chronic medical conditions and a major depressive episode. The risk of PPNR use/no misuse was also associated with high frequency and medical cannabis use. The risk of PPNR misuse was also associated with younger cannabis initiation age and cannabis and other illicit drug use disorders. Conclusions: Correlates of dual cannabis and PPNR use/misuse among older adults are poor physical and mental health problems and problematic cannabis use. Clinical Implications: Older adults with cannabis and PPNR misuse need access to evidence-based treatment, including medication-assisted treatment when needed.
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Affiliation(s)
- Namkee G Choi
- Steve Hicks School of Social Work, University of Texas at Austin , Austin, TX, USA
| | - Diana M DiNitto
- Steve Hicks School of Social Work, University of Texas at Austin , Austin, TX, USA
| | - Bryan Y Choi
- Department of Emergency Medicine, Brown University Warren Alpert Medical School , Providence, RI, USA
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29
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Schepis TS, Ford JA, Wilens TE, Teter CJ, Esteban S. Differences in Prescription Stimulant Misuse Motives Across Adolescents and Young Adults in the United States. J Clin Psychiatry 2020; 81:20m13302. [PMID: 33147656 PMCID: PMC7883338 DOI: 10.4088/jcp.20m13302] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Accepted: 05/26/2020] [Indexed: 10/23/2022]
Abstract
OBJECTIVE While prescription stimulant misuse (PSM) is common in adolescents and young adults (AYAs), PSM motives are poorly understood. This study examined a number of PSM motives across the AYA age spectrum using the 2015-2018 National Survey on Drug Use and Health. METHODS In all, 86,918 AYAs (aged 14-25 years) were included. Individual PSM motives (eg, to study) and motive categories (ie, cognitive enhancement only, recreational only, weight loss only, and combined motives) were examined by age. Logistic regression models examined links between individual motives or motive categories and educational status, substance use, DSM-IV substance use disorders (SUD), and mental health correlates. RESULTS Significant differences were found across AYAs in cognitive enhancement only (14 years = 40.4%; 24 and 25 years = 71.2%; P < .0001) and recreational only (14 years = 25.8%; 24 and 25 years = 9.8%; P < .0001) or combined PSM motives, (14 years = 32.3%; 24 and 25 years = 18.0%; P = .008); college students and graduates had particularly high rates of cognitive enhancement only (college = 78.2%; graduates = 74.7%; non-college = 63.5%). Recreational-only and combined motives were significantly elevated in AYAs with any past-year SUD, especially to get high (78%-136% higher in those with SUD; P ≤ .001). While any PSM was associated with higher odds of SUD and mental health outcomes, including suicidal ideation, odds were highest for recreational or combined motives. CONCLUSIONS Cognitive enhancement with PSM occurs more often in young adults compared to adolescents, college students endorse more cognitive enhancement than those not in school, and the presence of any PSM in AYAs is linked to more substance use, suicidal ideation, and other psychopathology. PSM prevention in adolescents as well as screening and intervention among AYA is highly recommended.
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Affiliation(s)
- Ty S. Schepis
- Department of Psychology, Texas State University, San Marcos, Texas, USA
| | - Jason A. Ford
- Department of Sociology, University of Central Florida, Orlando, Florida, USA
| | - Timothy E. Wilens
- Massachusetts General Hospital, Boston, Massachusetts, USA,Harvard Medical School, Cambridge, Massachusetts, USA
| | | | - Sean Esteban
- Center for the Study of Drugs, Alcohol, Smoking and Health, School of Nursing, University of Michigan, Ann Arbor, Michigan, USA,Institute for Research on Women and Gender, University of Michigan, Ann Arbor, Michigan, USA,Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, Michigan, USA,Center for Human Growth and Development, University of Michigan, Ann Arbor, Michigan, USA,Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA
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30
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Pielech M, Lunde CE, Becker SJ, Vowles KE, Sieberg CB. Comorbid chronic pain and opioid misuse in youth: Knowns, unknowns, and implications for behavioral treatment. AMERICAN PSYCHOLOGIST 2020; 75:811-824. [PMID: 32915025 PMCID: PMC9053101 DOI: 10.1037/amp0000655] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Chronic pain and opioid misuse occur in pediatric populations and can be associated with a range of negative adverse outcomes that may persist into adulthood. While the association between chronic pain, opioid prescribing, and opioid-related adverse consequences is reasonably well established in adults, the relation in pediatric patients is not well understood and the long-term impact of opioid exposure during childhood is yet to be fully revealed. The present review draws from the available literature on chronic and acute pediatric pain prevalence and treatment, opioid misuse, and adolescent substance use to address knowns and unknowns of comorbid pediatric chronic pain and opioid misuse. Additionally, gaps in knowledge regarding the prevalence and etiology of co-occurring chronic pain and opioid misuse in youth are identified. Hypothesized, modifiable risk factors associated with both pediatric pain and opioid misuse are considered. Due to a lack of empirically supported integrated treatments for comorbid chronic pain and opioid misuse in youth, this review examines the evidence base and best practices from both the chronic pain and opioid treatment literature to guide treatment recommendations for these comorbid conditions in youth. Recommendations are then provided to promote screening and mitigate risk of chronic pain and opioid misuse across a range of pediatric settings. Lastly, a comprehensive agenda to prevent and treat chronic pain and opioid misuse in adolescents and young adults is discussed. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
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Affiliation(s)
- Melissa Pielech
- Center for Alcohol and Addiction Studies, Brown University School of Public Health
| | - Claire E. Lunde
- Biobehavioral Pediatric Pain Lab, Department of Psychiatry, Boston Children’s Hospital
- Center for Pain and the Brain (P.A.I.N. Group), Department of Anesthesiology, Critical Care, and Pain Medicine, Boston Children’s Hospital
- Nuffield Department of Women’s and Reproductive Health, Medical Sciences Division, University of Oxford
| | - Sara J. Becker
- Center for Alcohol and Addiction Studies, Brown University School of Public Health
| | - Kevin E. Vowles
- Centre for Improving Health-Related Quality of Life, School of Psychology, Queen’s University Belfast
| | - Christine B. Sieberg
- Biobehavioral Pediatric Pain Lab, Department of Psychiatry, Boston Children’s Hospital
- Center for Pain and the Brain (P.A.I.N. Group), Department of Anesthesiology, Critical Care, and Pain Medicine, Boston Children’s Hospital
- Department of Psychiatry, Harvard Medical School
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31
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Schepis TS, Klare DL, Ford JA, McCabe SE. Prescription Drug Misuse: Taking a Lifespan Perspective. SUBSTANCE ABUSE-RESEARCH AND TREATMENT 2020; 14:1178221820909352. [PMID: 32214819 PMCID: PMC7065295 DOI: 10.1177/1178221820909352] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Accepted: 01/30/2020] [Indexed: 11/16/2022]
Abstract
Prescription drug misuse (PDM), or medication use without a prescription or in ways not intended by the prescriber, is a notable public health concern, especially in the United States. Accumulating research has characterized PDM prevalence and processes, but age-based or lifespan changes in PDM are understudied. Given age-based differences in the medical or developmental concerns that often underlie PDM, it is likely that PDM varies by age. This review summarizes the literature on PDM across the lifespan, examining lifespan changes in prevalence, sources, motives and correlates for opioid, stimulant, and tranquilizer/sedative (or benzodiazepine) PDM. In all, prevalence rates, sources and motives vary considerably by age group, with fewer age-based differences in correlates or risk factors. PDM prevalence rates tend to decline with aging, with greater use of physician sources and greater endorsement of self-treatment motives in older groups. Recreational motives (such as to get high) tend to peak in young adulthood, with greater use of peer sources or purchases to obtain medication for PDM in younger groups. PDM co-occurs with other substance use and psychopathology, including suicidality, across age groups. The evidence for lifespan variation in PDM is strongest for opioid PDM, with a need for more research on tranquilizer/sedative and stimulant PDM. The current literature is limited by the few studies of lifespan changes in PDM within a single sample, a lack of longitudinal research, little research addressing PDM in the context of polysubstance use, and little research on minority groups, such as sexual and gender minorities.
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Affiliation(s)
- Ty S Schepis
- Department of Psychology, Texas State University, San Marcos, TX, USA
| | - Dalton L Klare
- Department of Psychology, Texas State University, San Marcos, TX, USA
| | - Jason A Ford
- Department of Sociology, University of Central Florida, Orlando, FL, USA
| | - Sean Esteban McCabe
- Center for the Study of Drugs, Alcohol, Smoking and Health, School of Nursing, University of MI, Ann Arbor, Michigan, USA.,Institute for Research on Women and Gender, University of Michigan, Ann Arbor, MI, USA.,Center for Human Growth and Development, University of Michigan, Ann Arbor, Michigan, USA.,Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA
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