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Rogers JM, Weiss ST, Epstein DH, Grundmann O, Hill K, Smith KE. Kratom addiction per DSM-5 SUD criteria, and kratom physical dependence: Insights from dosing amount versus frequency. Drug Alcohol Depend 2024; 260:111329. [PMID: 38788532 DOI: 10.1016/j.drugalcdep.2024.111329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 04/15/2024] [Accepted: 05/08/2024] [Indexed: 05/26/2024]
Abstract
BACKGROUND Kratom products are widely used in the United States, with inadequate understanding of how dosing amounts/frequencies relate to outcomes. METHODS Between July-November 2022, we enrolled 395 active US adult kratom consumers into a remote study with a baseline survey. We examined self-reported typical dose amounts and frequencies across people and product types, and their associations with outcomes: multiple regression was used to examine whether amounts and frequencies (doses/day) were associated with acute effects, withdrawal symptoms, scores on the Subjective Opioid Withdrawal Scale (SOWS), and addiction (operationalized as DSM-5-based symptoms of kratom-use disorder, KUD). RESULTS Participants were 54.9% male, aged 38.1 on average, and 81.3% White. Mean length of kratom use was 5.7 years. Most (95.9%) reported regularly using whole-leaf kratom products; 16 (4.1%) reported regular extract use. SOWS scores were mild to moderate on average (13.5, SD 11.9). KUD symptom counts were mostly in the mild/moderate range (80.7%). Withdrawal and KUD symptoms were more closely associated with dose frequency than dose amount. Men reported more acute effects, withdrawal symptoms with cessation, and KUD symptoms than women. CONCLUSIONS Greater dose amount and frequency were systematically related to the number of withdrawal symptoms upon cessation and to KUD symptoms; the relationship was stronger for dose frequency than amount. Men may have more acute effects and more withdrawal and KUD symptoms than women. Although kratom may be used nonproblematically by some consumers, physical dependence (tolerance, withdrawal, or use to avoid withdrawal) and KUD become more likely with increasing dose frequency.
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Affiliation(s)
- Jeffrey M Rogers
- San Diego State University/University of California San Diego Joint Doctoral Program in Clinical Psychology, San Diego, CA, United States
| | - Stephanie T Weiss
- Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - David H Epstein
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Oliver Grundmann
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Katherine Hill
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, United States
| | - Kirsten E Smith
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States.
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Smith KE, Feldman JD, Dunn KE, McCurdy CR, Grundmann O, Garcia-Romeu A, Panlilio LV, Rogers JM, Sharma A, Fernandez SP, Kheyfets M, Epstein DH. Novel methods for the remote investigation of emerging substances: Application to kratom. Exp Clin Psychopharmacol 2024; 32:215-227. [PMID: 37213182 PMCID: PMC10663387 DOI: 10.1037/pha0000656] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
The botanical product commonly called "kratom" is still relatively novel to the United States. Like other natural products marketed as supplements, kratom is highly variable, both in terms of the alkaloids naturally occurring in kratom leaves and in terms of processing and formulation. Kratom products sold in the United States are not well-characterized, nor are daily use patterns among regular users. Surveys and case reports have comprised most of the literature on kratom use among humans. To advance our understanding of real-world kratom use, we developed a protocol for the remote study of regular kratom-using adults in the United States. Our study had three aspects implemented in one pool of participants nationwide: an in-depth online survey, 15 days of ecological momentary assessment (EMA) via smartphone app, and the collection and assay of the kratom products used by participants during EMA. Here, we describe these methods, which can be used to investigate myriad drugs or supplements. Recruiting, screening, and data collection occurred between July 20, 2022 and October 18, 2022. During this time, we demonstrated that these methods, while challenging from a logistical and staffing standpoint, are feasible and can produce high-quality data. The study achieved high rates of enrollment, compliance, and completion. Substances that are emerging or novel, but still largely legal, can be productively studied via nationwide EMA combined with assays of shipped product samples from participants. We discuss challenges and lessons learned so other investigators can adapt these methods. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
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Affiliation(s)
- Kirsten E. Smith
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Jeffrey D. Feldman
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Kelly E. Dunn
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Christopher R. McCurdy
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Oliver Grundmann
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Albert Garcia-Romeu
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Leigh V. Panlilio
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Jeffrey M. Rogers
- San Diego State University/University of California San Diego Joint Doctoral Program in Clinical Psychology, San Diego, CA, United States
| | - Abhisheak Sharma
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Salma-Pont Fernandez
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Marina Kheyfets
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - David H. Epstein
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
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Zamarripa CA, Spindle TR, Panlilio LV, Strickland JC, Feldman JD, Novak MD, Epstein DH, Dunn KE, McCurdy CR, Sharma A, Kuntz MA, Mukhopadhyay S, Raju KSR, Rogers JM, Smith KE. Effects of kratom on driving: Results from a cross-sectional survey, ecological momentary assessment, and pilot simulated driving Study. Traffic Inj Prev 2024; 25:594-603. [PMID: 38497810 DOI: 10.1080/15389588.2024.2327827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Accepted: 03/01/2024] [Indexed: 03/19/2024]
Abstract
OBJECTIVES Despite widespread kratom use, there is a lack of knowledge regarding its effects on driving. We evaluated the self-reported driving behaviors of kratom consumers and assessed their simulated-driving performance after self-administering kratom products. METHODS We present results from: 1) a remote, national study of US adults who regularly use kratom, and 2) an in-person substudy from which we re-recruited participants. In the national study (N = 357), participants completed a detailed survey and a 15-day ecological momentary assessment (EMA) that monitored naturalistic kratom use. For the remote study, outcomes were self-reported general and risky driving behaviors, perceived impairment, and driving confidence following kratom administration. For the in-person substudy, 10 adults consumed their typical kratom products and their driving performance on a high-fidelity driving simulator pre- and post-kratom administration was evaluated. RESULTS Over 90% of participants surveyed self-reported driving under the influence of kratom. Most reported low rates of risky driving behavior and expressed high confidence in their driving ability after taking kratom. This was consistent with EMA findings: participants reported feeling confident in their driving ability and perceived little impairment within 15-180 min after using kratom. In the in-person substudy, there were no significant changes in simulated driving performance after taking kratom. CONCLUSIONS Using kratom before driving appears routine, however, self-reported and simulated driving findings suggest kratom effects at self-selected doses among regular kratom consumers do not produce significant changes in subjective and objective measures of driving impairment. Research is needed to objectively characterize kratom's impact on driving in regular and infrequent consumers.
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Affiliation(s)
- C Austin Zamarripa
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Tory R Spindle
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Leigh V Panlilio
- Real-World, Assessment, Prediction, Treatment Unit, Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - Justin C Strickland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Jeffrey D Feldman
- Real-World, Assessment, Prediction, Treatment Unit, Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - Matthew D Novak
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - David H Epstein
- Real-World, Assessment, Prediction, Treatment Unit, Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - Kelly E Dunn
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Christopher R McCurdy
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Abhisheak Sharma
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Michelle A Kuntz
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Sushobhan Mukhopadhyay
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Kanumuri Siva Rama Raju
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Jeffrey M Rogers
- San Diego State University/University of California San Diego Joint Doctoral Program in Clinical Psychology, San Diego, California, USA
| | - Kirsten E Smith
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
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Smith KE, Rogers JM, Sharma A, McCurdy CR, Weiss ST, Dunn KE, Feldman JD, Kuntz MA, Mukhopadhyay S, Raju KSR, Taylor RC, Epstein DH. Responses to a "Typical" Morning Dose of Kratom in People Who Use Kratom Regularly: A Direct-Observation Study. J Addict Med 2024; 18:144-152. [PMID: 38174871 PMCID: PMC10939942 DOI: 10.1097/adm.0000000000001259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
INTRODUCTION Use of kratom has outpaced systematic study of its effects, with most studies reliant on retrospective self-report. METHODS We aimed to assess acute effects following kratom use in adults who use regularly, and quantify alkaloids in the products, urine, and plasma. Between July and November 2022, 10 adults came to our clinic and orally self-administered their typical kratom dose; blinding procedures were not used. Physiological measures included blood pressure, respiratory rate, heart rate, pulse oximetry, temperature, and pupil diameter. Subjective outcomes included Subjective Opioid Withdrawal Scale, Addiction Research Center Inventory, and Drug Effects Questionnaire. Psychomotor performance was also assessed. RESULTS Participants were 6 men and 4 women, mean age 41.2 years. Nine were non-Hispanic White; 1 was biracial. They had used kratom for 6.6 years (SD, 3.8 years) on average (2.0-14.1). Sessions were 190.89 minutes on average (SD, 15.10 minutes). Mean session dose was 5.16 g (median, 4.38 g; range, 1.1-10.9 g) leaf powder. Relative to baseline, physiological changes were minor. However, pupil diameter decreased (right, b = -0.70, P < 0.01; left, b = -0.73, P < 0.01) 40-80 minutes postdose and remained below baseline >160 minutes. Subjective Opioid Withdrawal Scale pre-dosing was mild (5.5 ± 3.3) and decreased postdose (b = [-4.0, -2.9], P < 0.01). Drug Effects Questionnaire "feeling effects" increased to 40/100 (SD, 30.5) within 40 minutes and remained above baseline 80 to 120 minutes (b = 19.0, P = 0.04), peaking at 72.7/100; 6 participants rated euphoria as mild on the Addiction Research Center Inventory Morphine-Benzedrine-scale. Psychomotor performance did not reliably improve or deteriorate postdosing. CONCLUSIONS Among regular consumers, we found few clinically significant differences pre- and post-kratom dosing. Alkaloidal contents in products were within expected ranges.
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Affiliation(s)
- Kirsten E. Smith
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Jeffrey M. Rogers
- San Diego State University/University of California San Diego Joint Doctoral Program in Clinical Psychology, San Diego, CA, United States
| | - Abhisheak Sharma
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Christopher R. McCurdy
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Stephanie T. Weiss
- Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Kelly E. Dunn
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Jeffrey D. Feldman
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Michelle A. Kuntz
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Sushobhan Mukhopadhyay
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Kanumuri Siva Rama Raju
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Richard C. Taylor
- Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - David H. Epstein
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
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Panlilio LV, Burgess-Hull AJ, Feldman JD, Rogers JM, Tyburski M, Smith KE, Epstein DH. Activity space during treatment with medication for opioid use disorder: Relationships with personality, mood, and drug use. J Subst Use Addict Treat 2024; 157:209219. [PMID: 37981240 PMCID: PMC10922786 DOI: 10.1016/j.josat.2023.209219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Revised: 09/15/2023] [Accepted: 11/13/2023] [Indexed: 11/21/2023]
Abstract
INTRODUCTION Activity space in people with substance use disorders (SUDs) has been assessed for theoretical reasons and for detection/prevention of relapse. In this observational study, we relate passively obtained activity space measures to mental states and behaviors relevant to the success of treatment for opioid use disorder. Our long-term goal is to use such data to assess risk in real time and to recognize when SUD patients might benefit from a just-in-time intervention. METHODS We used GPS data from 238 urban residents in the first 16 weeks of stabilization on medication for opioid use disorder to test preregistered hypotheses about activity space (distance traveled, number of locations, time spent moving, and psychosocial-hazard levels of neighborhoods where participants spent time) in relation to certain static variables (personality, mood propensities) and time-varying treatment-relevant behaviors such as craving and use of opioids and cocaine. RESULTS The most consistent findings were that 1) mobility decreased over the course of the study; 2) neuroticism was associated with overall lower mobility; 3) trait-like positive mood (averaged from momentary ratings) was associated with higher mobility; 4) participants who used cocaine more frequently had lower mobility; 5) early in treatment, participants spent less time moving (i.e., were more sedentary) on days when they were craving. Some of these findings were in the expected direction (i.e., the ones involving neuroticism and positive mood), and some were opposite to the expected direction (i.e., we expected cocaine use to be associated with higher mobility); others (e.g., changes in mobility over time or in relation to craving) involved nondirectional hypotheses. CONCLUSIONS Real-time information that patients actively provide is valuable for assessing their current state, but providing this information can be burdensome. The current results indicate that certain static or passively obtained data (personality variables and GPS-derived mobility information) are relevant to time-varying, treatment-relevant mental states and drug-related behavior, and therefore might be useful when incorporated into algorithms for detecting need for intervention in real time. Further research should assess how population-specific these relationships are, and how these passive measures can best be combined with low temporal-density, actively-provided data to obtain valid, reliable assessments with minimal burden.
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Affiliation(s)
- Leigh V Panlilio
- Real-world Assessment, Prediction, and Treatment (RAPT) Unit, National Institute on Drug Abuse Intramural Research Program (NIDA IRP), 251 Bayview Blvd, Baltimore, MD 21224, USA.
| | - Albert J Burgess-Hull
- Real-world Assessment, Prediction, and Treatment (RAPT) Unit, National Institute on Drug Abuse Intramural Research Program (NIDA IRP), 251 Bayview Blvd, Baltimore, MD 21224, USA.
| | - Jeffrey D Feldman
- Real-world Assessment, Prediction, and Treatment (RAPT) Unit, National Institute on Drug Abuse Intramural Research Program (NIDA IRP), 251 Bayview Blvd, Baltimore, MD 21224, USA.
| | - Jeffrey M Rogers
- Real-world Assessment, Prediction, and Treatment (RAPT) Unit, National Institute on Drug Abuse Intramural Research Program (NIDA IRP), 251 Bayview Blvd, Baltimore, MD 21224, USA; SDSU/UCSD Joint Doctoral Program (in Clinical Psychology), 6363 Alvarado Ct, San Diego, CA 92120, USA.
| | - Matthew Tyburski
- Real-world Assessment, Prediction, and Treatment (RAPT) Unit, National Institute on Drug Abuse Intramural Research Program (NIDA IRP), 251 Bayview Blvd, Baltimore, MD 21224, USA
| | - Kirsten E Smith
- Real-world Assessment, Prediction, and Treatment (RAPT) Unit, National Institute on Drug Abuse Intramural Research Program (NIDA IRP), 251 Bayview Blvd, Baltimore, MD 21224, USA.
| | - David H Epstein
- Real-world Assessment, Prediction, and Treatment (RAPT) Unit, National Institute on Drug Abuse Intramural Research Program (NIDA IRP), 251 Bayview Blvd, Baltimore, MD 21224, USA.
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Smith KE, Panlilio LV, Feldman JD, Grundmann O, Dunn KE, McCurdy CR, Garcia-Romeu A, Epstein DH. Ecological Momentary Assessment of Self-Reported Kratom Use, Effects, and Motivations Among US Adults. JAMA Netw Open 2024; 7:e2353401. [PMID: 38277146 PMCID: PMC10818224 DOI: 10.1001/jamanetworkopen.2023.53401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 12/05/2023] [Indexed: 01/27/2024] Open
Abstract
Importance Kratom products, which are sold legally in most of the US, contain alkaloids with opioidergic, adrenergic, and serotonergic activity. Millions of people use kratom to relieve pain, improve mood, or self-manage substance use disorders (SUDs). Kratom use has primarily been examined via surveys, in which recall biases among satisfied users may lead to minimization of transient negative outcomes. Further prospective study of kratom use, such as with ecological momentary assessment (EMA), is needed. Objective To characterize proximal motivators, effects, and patterns of kratom use and to assess whether use frequency is associated with motivations, effects, past-year criteria for SUD for kratom (KUD), or other substance use. Design, Setting, and Participants For this prospective cross-sectional study, an intensive longitudinal smartphone-based EMA in which participants' current behaviors and experiences were repeatedly sampled in real time was conducted between July 1 and October 31, 2022. Participants comprised a convenience sample of US adults who used kratom at least 3 days per week for at least 4 weeks at the time of online screening. Criteria for past-year KUD were based on the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition. Data analysis was performed between November 2022 and November 2023. Exposure The exposure was 13 401 kratom-use events across 15 days. Main Outcomes and Measures A baseline survey covering demographics, health, kratom attitudes and behaviors, use motivations, other substance use, and KUD was administered before EMA. Data for the following EMA entries were then collected: event-contingent entries for kratom use (product, dose, and proximal motivations), follow-up entries (short-term effects and consequences of use events), random-prompt entries (mood), beginning-of-day entries (effects of kratom on sleep), and end-of-day entries (daily subjective descriptions of kratom effects). Bayesian regression was used to estimate means and credible intervals. Results A total of 357 participants completed the EMA. Their mean (SD) age was 38.0 (11.1) years; more than half were men (198 [55.5%]). Participants reported overall motivators of use on the baseline survey that involved managing psychiatric and SUD problems, but proximal motivators evaluated during the EMA involved situation-specific needs such as increasing energy and productivity and decreasing pain. Acute effects were considered congruent with daily obligations. Use patterns, despite having some distinguishing features, were generally similar in their motivators and effects; participants used kratom predominantly during the daytime and seemed to find use frequencies that suited their needs. Higher use patterns were associated with symptoms of physical dependence (eg, withdrawal or tolerance). Co-used substances included caffeine, nicotine, vitamins, and cannabis. Conclusions and Relevance Most participants in this study reported using kratom in a seemingly nonproblematic way. When such use appeared problematic, the key element was usually that withdrawal avoidance became a proximal motivator. Longitudinal studies examining changes in kratom use patterns and effects over time are needed.
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Affiliation(s)
- Kirsten E. Smith
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Leigh V. Panlilio
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland
| | - Jeffrey D. Feldman
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Oliver Grundmann
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville
| | - Kelly E. Dunn
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Christopher R. McCurdy
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Albert Garcia-Romeu
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - David H. Epstein
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland
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Butelman ER, Huang Y, Epstein DH, Shaham Y, Goldstein RZ, Volkow ND, Alia-Klein N. Overdose mortality rates for opioids and stimulant drugs are substantially higher in men than in women: state-level analysis. Neuropsychopharmacology 2023; 48:1639-1647. [PMID: 37316576 PMCID: PMC10517130 DOI: 10.1038/s41386-023-01601-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 04/25/2023] [Accepted: 05/01/2023] [Indexed: 06/16/2023]
Abstract
Drug overdoses from opioids and stimulants are a major cause of mortality in the United States. It is unclear if there are stable sex differences in overdose mortality for these drugs across states, whether these differ across the lifespan, and if so, whether they can be accounted for by different levels of drug misuse. This was a state-level analysis of epidemiological data on overdose mortality, across 10-year age bins (age range: 15-74), using the CDC WONDER platform for decedents in the United States in 2020-1. The outcome measure was rate of overdose death (per 100,000) for: synthetic opioids (e.g., fentanyl), heroin, psychostimulants with potential for misuse (e.g., methamphetamine), and cocaine. Multiple linear regressions controlled for ethnic-cultural background, household net worth, and sex-specific rate of misuse (from NSDUH, 2018-9). For all these drug categories, males had greater overall overdose mortality than females, after controlling for rates of drug misuse. The mean male/female sex ratio of mortality rate was relatively stable across jurisdictions: synthetic opioids (2.5 [95% CI, 2.4-7]), heroin, (2.9 [95% CI, 2.7-3.1], psychostimulants (2.4 [95% CI, 2.3-5]), and cocaine (2.8 [95% CI, 2.6-9]). With data stratified in 10-year age bins, the sex difference generally survived adjustment (especially in the 25-64 age range). Results indicate that males are significantly more vulnerable than females to overdose deaths caused by opioid and stimulant drugs, taking into account differing state-level environmental conditions and drug misuse levels. These results call for research into diverse biological, behavioral, and social factors that underlie sex differences in human vulnerability to drug overdose.
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Affiliation(s)
- Eduardo R Butelman
- Neuropsychoimaging of Addiction and Related Conditions Research Program, Departments of Psychiatry and Neuroscience Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Yuefeng Huang
- Neuropsychoimaging of Addiction and Related Conditions Research Program, Departments of Psychiatry and Neuroscience Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Yavin Shaham
- National Institute on Drug Abuse (NIDA), Baltimore, MD, USA
| | - Rita Z Goldstein
- Neuropsychoimaging of Addiction and Related Conditions Research Program, Departments of Psychiatry and Neuroscience Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Nora D Volkow
- National Institute on Drug Abuse (NIDA), Baltimore, MD, USA
| | - Nelly Alia-Klein
- Neuropsychoimaging of Addiction and Related Conditions Research Program, Departments of Psychiatry and Neuroscience Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Argenyi MS, Evans JK, Gay Y, Epstein DH, Weiss ST. The Opioid Overdose Resuscitation Education for Addiction Counselors and Trainees (Opioid Overdose REACT) naloxone response education pilot project improved confidence and knowledge among addiction counselors and trainees. Clin Toxicol (Phila) 2023; 61:509-517. [PMID: 37427894 PMCID: PMC10528373 DOI: 10.1080/15563650.2023.2229508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 06/12/2023] [Accepted: 06/20/2023] [Indexed: 07/11/2023]
Abstract
INTRODUCTION Community programs to teach nonmedical laypeople how to recognize an opioid overdose and effectively resuscitate the victim using naloxone have proliferated recently as a significant component of harm-reduction efforts. Although many such programs target laypeople like first responders or friends and family members of people who use drugs, there are currently no programs that specifically target addiction counselors, despite their work with a client population at high risk of an opioid overdose. METHODS The four-hour curriculum designed by the authors covered opioid agonist and antagonist pharmacology; opioid toxidrome signs; legal implications and indications for using the naloxone kits; and hands-on training. Participants were two cohorts of addiction counselors and addiction counseling trainees at our institution and an affiliated Opioid Treatment Program methadone clinic. Surveys testing participant knowledge and confidence were conducted at baseline, immediately post-training, six months post-training, and 12 months post-training. RESULTS Overall, opioid and naloxone pharmacology knowledge, as well as the confidence to intervene in an overdose emergency, improved among participants in both cohorts. Knowledge scores at baseline (n = 36, median 5/10) improved significantly immediately post-training (n = 31, median 7/10, P < 0.0001, Wilcoxon signed-rank test) and were sustained six (n = 19) and 12 months (n = 11) later. Two participants reported using their naloxone kits to successfully reverse a client overdose in the 12 months after taking the course. DISCUSSION These results from our knowledge translation pilot project suggest that our educational program to train addiction counselors in opioid pharmacology and toxicology, allowing them to recognize and respond to an opioid overdose, is feasible and could be effective. Specific barriers to implementing such educational programs include cost, stigma, and unclear best practice for designing and conducting these programs. CONCLUSIONS Further study of providing opioid pharmacology education and overdose and naloxone training to addiction counselors and counseling trainees appears to be warranted.
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Affiliation(s)
- Michael S. Argenyi
- Wake Forest Addiction Research and Clinical Health Program, Department of Surgery, Wake Forest University School of Medicine, Winston-Salem, NC
- Department of Psychiatry, University of Iowa Hospitals and Clinics, Iowa City, IA
| | - Joni K. Evans
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC
| | - Yasmin Gay
- Wake Forest Addiction Research and Clinical Health Program, Department of Surgery, Wake Forest University School of Medicine, Winston-Salem, NC
| | - David H. Epstein
- Translational Addiction Medicine Branch, Intramural Research Program, National Institute on Drug Abuse, National Institutes of Health, Baltimore, MD
| | - Stephanie T. Weiss
- Wake Forest Addiction Research and Clinical Health Program, Department of Surgery, Wake Forest University School of Medicine, Winston-Salem, NC
- Translational Addiction Medicine Branch, Intramural Research Program, National Institute on Drug Abuse, National Institutes of Health, Baltimore, MD
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Moran LM, Panlilio LV, Hertzel SK, Bertz JW, Tyburski M, Etter JR, Epstein DH, Preston KL, Phillips KA. Health Outcomes by Neighborhood (HON): Effects of Neighborhood, Social Instability, and Health Factors on 12-Month Trajectories of Substance-Use Disorder Symptoms. Subst Use Misuse 2023; 58:1460-1472. [PMID: 37380598 PMCID: PMC10534204 DOI: 10.1080/10826084.2023.2223258] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/30/2023]
Abstract
BACKGROUND Previous studies have shown that environment and health can influence drug use trajectories and the effects of substance use disorder (SUD) treatments. We hypothesized that trajectories of drug use-related problems, based on changes in DSM-5 symptoms, would vary by type(s) of drugs used, health factors, and neighborhood characteristics. METHODS We assessed mental and physical health, stress, social instability, neighborhood characteristics (disorderliness and home value), and DSM-5 symptom counts at two study visits, 12 months apart, in a community sample (baseline N = 735) in Baltimore, MD. Three prominent categories of drug-use trajectory were identified with K-means cluster analysis of symptom counts: Persistent (4 or more symptoms at both visits or at Visit 2), Improved (decrease from 4 or more symptoms at Visit 1 to 3 or fewer symptoms at Visit 2), and Low-Stable (3 or fewer symptoms at both visits). Baseline health and neighborhood measures were tested as predictors of trajectory in mediation and moderation models. RESULTS Among people with current opioid- and/or stimulant-use, odds of an Improved trajectory were (1) decreased with neighborhood disorder and social instability, or (2) increased with home value and social instability. Odds of a Low-Stable trajectory were decreased by social instability and stress but increased in those who were older or self-identified as white. CONCLUSIONS Trajectories of drug use-related problems are influenced by sociodemographic variables, neighborhood factors, and health. Assessing DSM-5 symptom counts as an outcome measure may be valuable in monitoring or predicting long-term trajectories and treatment effectiveness.
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Affiliation(s)
- Landhing M Moran
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - Leigh V Panlilio
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - Sara K Hertzel
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - Jeremiah W Bertz
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - Matthew Tyburski
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - John R Etter
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - David H Epstein
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - Kenzie L Preston
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - Karran A Phillips
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
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Smith KE, Feldman JD, Dunn KE, McCurdy CR, Weiss ST, Grundmann O, Garcia-Romeu A, Nichels J, Epstein DH. Examining the paradoxical effects of kratom: a narrative inquiry. Front Pharmacol 2023; 14:1174139. [PMID: 37214465 PMCID: PMC10196254 DOI: 10.3389/fphar.2023.1174139] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 04/20/2023] [Indexed: 05/24/2023] Open
Abstract
Introduction: Surveys and case reports have documented kratom use in the United States (US) for over a decade. However, those reports have generally not examined in depth the role kratom plays in the lives of those who use it regularly for sustained periods. Until there are controlled studies of the pharmacology and subjective effects of kratom alkaloids in humans, one of the best sources of insight on kratom-product use remains qualitative data with nuanced descriptions of kratom effects from those who use it regularly. Method: We conducted semistructured qualitative interviews with adults who regularly use kratom products, as part of a laboratory study of kratom-product self-administration. This qualitative component of the study was conducted as a narrative case-report series (n = 10). Results: Despite some differences among participants, all experienced acute combination effects that were largely, even simultaneously, analgesic and stimulatory. Most participants had decreased their dosages over time, and one planned to quit. Five of the 10 participants met DSM-5-based criteria for kratom-use disorder (3 mild, 1 moderate, 1 severe, by symptoms counts). When kratom was inadvertently taken in larger than intended doses, participants described a constellation of symptoms that they called "the wobbles" (a jittery feeling accompanied by what seemed to be nystagmus); this was rare, but could be of scientific and clinical interest as a possible manifestation of serotonin syndrome. Most participants described tolerance but considered kratom generally safe at low-moderate doses, providing perceived benefits with less potential risk for adverse effects compared to pharmaceuticals or illicit drugs. Discussion: In-depth interview data like these help confirm and clarify findings from larger survey studies and clinician-driven case reports. They are needed to inform the policy practice regarding kratom and may also help inform future experimental designs.
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Affiliation(s)
- Kirsten E. Smith
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Jeffrey D. Feldman
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Kelly E. Dunn
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Christopher R. McCurdy
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Stephanie T. Weiss
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Oliver Grundmann
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Albert Garcia-Romeu
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Janeen Nichels
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - David H. Epstein
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
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Smith KE, Feldman JD, Schriefer D, Weiss ST, Grundmann O, Dunn KE, Singh D, McCurdy CR, Butera G, Epstein DH. Diagnostic Ambiguities and Underuse of Clinical Assessment Tools: A Systematic Review of Case Reports on Kratom Addiction and Physical Dependence. Curr Addict Rep 2023. [DOI: 10.1007/s40429-023-00474-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/09/2023]
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Belcher AM, Cole TO, Massey E, Billing AS, Wagner M, Wooten W, Epstein DH, Hoag SW, Wickwire EM, Greenblatt AD, Colloca L, Rotrosen J, Magder L, Weintraub E, Wish ED, Kaptchuk TJ. Effectiveness of Conditioned Open-label Placebo With Methadone in Treatment of Opioid Use Disorder: A Randomized Clinical Trial. JAMA Netw Open 2023; 6:e237099. [PMID: 37043203 PMCID: PMC10099063 DOI: 10.1001/jamanetworkopen.2023.7099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/13/2023] Open
Abstract
Importance Methadone treatment is the most effective evidence-based treatment for opioid use disorder (OUD), but challenges related to dosing and premature treatment dropout argue for adjunct interventions to improve outcomes. One potential behavioral intervention with low risk involves harnessing placebo effects. Objective To determine the effect of a pharmacologically conditioned open-label placebo (C-OLP) on 90-day methadone dose, retention, drug use, withdrawal, craving, quality of life, and sleep. Design, Setting, and Participants This 2-arm, open-label, single-blind randomized clinical trial was conducted between December 5, 2017, and August 2, 2019, in an academically affiliated community opioid treatment program. Analyses were conducted between October 1, 2019, and April 30, 2020. A total of 320 newly enrolled adults seeking treatment for moderate to severe OUD were assessed for study eligibility; 131 met eligibility criteria, provided informed consent, and were randomized to either C-OLP or treatment as usual (TAU) in an unequal-block (3:2) manner. Exclusion criteria were pregnancy, hospital/program transfers, and court-ordered treatment. Interventions Participants randomized to C-OLP received pharmacologic conditioning and a placebo pill and methadone, and participants randomized to TAU were given methadone only. Participants met with the study team 5 times: at baseline (treatment intake) and 2, 4, 8, and 12 weeks postbaseline. Interactions were balanced between the 2 groups. Main Outcomes and Measures Outcomes included 90-day methadone dose (primary) and treatment retention, drug use, withdrawal, craving, quality of life, and sleep quality (secondary). Analyses were conducted as intention-to-treat. Results Of the 131 people enrolled in the study, 54 were randomized to TAU and 77 to C-OLP. Mean (SD) age was 45.9 (11.2) years; most of the participants were Black or African American (83 [63.4%]) and male (84 [64.1%]). No significant group differences were observed in the mean (SD) 90-day methadone dose (83.1 [25.1] mg for group TAU, 79.4 [19.6] mg for group C-OLP; t = 0.621991; P = .43), but the groups differed significantly in their retention rates: 33 (61.1%) for TAU and 60 (77.9%) for C-OLP (χ21 = 4.356; P = .04; number needed to treat for the beneficial outcome of 3-month treatment retention, 6; 95% CI, 4-119). C-OLP participants also reported significantly better sleep quality. Conclusions and Relevance In this randomized clinical trial, C-OLP had no effect on the primary outcome of 90-day methadone dose. However, C-OLP participants were significantly more likely to remain in treatment. These findings support the use of C-OLP as a methadone treatment adjunct, but larger trials are needed to further examine the use of C-OLP. Trial Registration ClinicalTrials.gov Identifier: NCT02941809.
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Affiliation(s)
- Annabelle M Belcher
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore
| | - Thomas O Cole
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore
| | - Ebonie Massey
- Center for Substance Abuse Research, University of Maryland, College Park
| | - Amy S Billing
- Center for Substance Abuse Research, University of Maryland, College Park
| | - Michael Wagner
- Center for Substance Abuse Research, University of Maryland, College Park
| | - William Wooten
- Department of Epidemiology and Public Health, University of Maryland School of Medicine, Baltimore
| | - David H Epstein
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland
| | - Stephen W Hoag
- Applied Pharmaceutics Lab, University of Maryland School of Pharmacy, Baltimore
| | - Emerson M Wickwire
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore
- Sleep Disorders Center, Division of Pulmonary and Critical Care Medicine, University of Maryland School of Medicine, Baltimore
| | - Aaron D Greenblatt
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore
| | - Luana Colloca
- Pain and Translational Symptom Science, University of Maryland School of Nursing, Baltimore
| | - John Rotrosen
- Department of Psychiatry, NYU Grossman School of Medicine, New York, New York
| | - Lawrence Magder
- Department of Epidemiology and Public Health, University of Maryland School of Medicine, Baltimore
| | - Eric Weintraub
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore
| | - Eric D Wish
- Center for Substance Abuse Research, University of Maryland, College Park
| | - Ted J Kaptchuk
- Program in Placebo Studies, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts
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Butelman ER, Huang Y, Epstein DH, Shaham Y, Goldstein RZ, Volkow ND, Alia-Klein N. Overdose mortality rates for opioids or stimulants are higher in males than females, controlling for rates of drug misuse: State-level data. medRxiv 2023:2023.01.20.23284833. [PMID: 36711659 PMCID: PMC9882660 DOI: 10.1101/2023.01.20.23284833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Importance Drug overdoses from opioids like fentanyl and heroin and stimulant drugs such as methamphetamine and cocaine are a major cause of mortality in the United States, with potential sex differences across the lifespan. Objective To determine overdose mortality for specific drug categories across the lifespan of males and females, using a nationally representative state-level sample. Design State-level analyses of nationally representative epidemiological data on overdose mortality for specific drug categories, across 10-year age bins (age range: 15-74). Setting Population-based study of Multiple Cause of Death 2020-2021 data from the Centers of Disease Control and Prevention (CDC WONDER platform). Participants Decedents in the United States in 2020-2021. Main outcome measures The main outcome measure was sex-specific rates of overdose death (per 100,000) for: synthetic opioids excluding methadone (ICD-10 code: T40.4; predominantly fentanyl), heroin (T40.1), psychostimulants with potential for misuse, excluding cocaine (T43.6, predominantly methamphetamine; labeled "psychostimulants" hereafter), and cocaine (T40.5). Multiple regression analyses were used to control for ethnic-cultural background, household net worth, and sex-specific rate of misuse of the relevant substances (from the National Survey on Drug Use and Health, 2018-2019). Results For each of the drug categories assessed, males had greater overall overdose mortality than females, after controlling for rates of drug misuse. The mean male/female sex ratio of mortality rate for the separate drug categories was relatively stable across jurisdictions: synthetic opioids (2.5 [95%CI, 2.4-2.7]), heroin, (2.9 [95%CI, 2.7-3.1], psychostimulants (2.4 [95%CI, 2.3-2.5]), and cocaine (2.8 [95%CI, 2.6-2.9]). With data stratified in 10-year age bins, the sex difference generally survived adjustment for state-level ethnic-cultural and economic variables, and for sex-specific misuse of each drug type (especially for bins in the 25-64 age range). For synthetic opioids, the sex difference survived adjustment across the lifespan (i.e., 10-year age bins ranging from 15-74), including adolescence, adulthood and late adulthood. Conclusions and Relevance The robustly greater overdose mortality in males versus females for synthetic opioids (predominantly fentanyl), heroin, and stimulant drugs including methamphetamine and cocaine indicate that males who misuse these drugs are significantly more vulnerable to overdose deaths. These results call for research into diverse biological, behavioral, and social factors that underlie sex differences in human vulnerability to drug overdose.
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Affiliation(s)
- Eduardo R Butelman
- Neuropsychoimaging of Addiction and Related Conditions Research Program, Departments of Psychiatry and Neuroscience Icahn School of Medicine at Mount Sinai, New York, NY
| | - Yuefeng Huang
- Neuropsychoimaging of Addiction and Related Conditions Research Program, Departments of Psychiatry and Neuroscience Icahn School of Medicine at Mount Sinai, New York, NY
| | | | - Yavin Shaham
- National Institute on Drug Abuse (NIDA), Baltimore, MD
| | - Rita Z Goldstein
- Neuropsychoimaging of Addiction and Related Conditions Research Program, Departments of Psychiatry and Neuroscience Icahn School of Medicine at Mount Sinai, New York, NY
| | - Nora D Volkow
- National Institute on Drug Abuse (NIDA), Baltimore, MD
| | - Nelly Alia-Klein
- Neuropsychoimaging of Addiction and Related Conditions Research Program, Departments of Psychiatry and Neuroscience Icahn School of Medicine at Mount Sinai, New York, NY
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Feldman JD, Schriefer D, Smith KE, Weiss ST, Butera G, Dunn KE, Grundmann O, McCurdy CR, Singh D, Epstein DH. Omissions, Ambiguities, and Underuse of Causal Assessment Tools: a Systematic Review of Case Reports on Patients Who Use Kratom. Curr Addict Rep 2023. [DOI: 10.1007/s40429-023-00466-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/06/2023]
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15
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Pont-Fernandez S, Kheyfets M, Rogers JM, Smith KE, Epstein DH. Kava ( Piper methysticum) in the United States: the quiet rise of a substance with often subtle effects. Am J Drug Alcohol Abuse 2023; 49:85-96. [PMID: 36410029 DOI: 10.1080/00952990.2022.2140292] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Background: Piper methysticum, commonly called kava, has long been consumed in beverage form in the Pacific Islands. Kava use in the US has slowly increased since the 1990s, but is not assessed in major epidemiological surveys.Objectives: To analyze social-media posts about kava from current, past, and prospective users, for motivations, patterns of co-use, and effects.Methods: Text from Reddit posts, and accompanying metadata, were collected and thematically coded by two independent raters.Results: 423 posts were collected, spanning January 2006 through December 2021. Of the 1,211 thematic codes applied, 1,098 (90. 7%) were concordant. Motivations for use bifurcated into self-treatment (for psychiatric or physical health conditions) and recreation; these were not mutually exclusive. Kava was rarely considered strongly euphoriant, but was valued as an anxiolytic. Kava was frequently used with other substances, most commonly kratom. Kava was used at lower doses for self-treatment than for other purposes (pseudo-R2 = 0.11). Undesirable effects (gastrointestinal upset, fatigue) were mentioned, though less often than benefits. Hepatotoxicity, reported elsewhere as a rare, non-dose-related risk, was disputed on the basis of its not having been experienced by those posting.Conclusion: Kava appears to be conceptualized among Reddit posters as an anxiolytic with few risks or adverse effects. As it grows in popularity, especially among people who use other drugs that are more liable to misuse or addiction, it should be assessed in probability samples (i.e. in the major national drug surveys) and clinical practice for its risks, potential benefits, and possible drug-drug interactions.
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Affiliation(s)
- Salma Pont-Fernandez
- Real-world Assessment, Prediction, and Treatment Unit, Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
| | - Marina Kheyfets
- Real-world Assessment, Prediction, and Treatment Unit, Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
| | - Jeffrey M Rogers
- Real-world Assessment, Prediction, and Treatment Unit, Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
| | - Kirsten E Smith
- Real-world Assessment, Prediction, and Treatment Unit, Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
| | - David H Epstein
- Real-world Assessment, Prediction, and Treatment Unit, Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
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Smith KE, Dunn KE, Grundmann O, Garcia-Romeu A, Rogers JM, Swogger MT, Epstein DH. Social, psychological, and substance use characteristics of U.S. adults who use kratom: Initial findings from an online, crowdsourced study. Exp Clin Psychopharmacol 2022; 30:983-996. [PMID: 34735202 PMCID: PMC10726725 DOI: 10.1037/pha0000518] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Kratom, a plant that produces opioid-like effects, has gained popularity in the U.S. for self-treating symptoms of chronic pain, mood disorders, and substance-use disorders (SUDs). Most data on kratom are from surveys into which current kratom-using adults could self-select; such surveys may underrepresent people who have used kratom and chosen to stop. Available data also do not adequately assess important psychosocial factors surrounding kratom use. In this study, U.S. adults who reported past 6-month alcohol, opioid, and/or stimulant use (N = 1,670) were recruited via Amazon Mechanical Turk between September and December 2020. Of the 1,510 evaluable respondents, 202 (13.4%) reported lifetime kratom use. Kratom-using adults, relative to others, were typically younger, male, unpartnered, without children, and had lower income. They had higher rates of chronic pain (31.7% vs. 21.9%, p = .003), childhood adversity, anxiety, and depression (p < .001), and lower perceived social rank (d = .19, .02-.22) and socioeconomic status (d = .37 .16-.26). They also reported higher use rates for most substances (except alcohol); this included medically supervised and unsupervised use of prescription opioids and diverted opioid agonist therapy (OAT) medications. Most (83.2%) met diagnostic criteria for any past-year SUD. Those reporting kratom use were less likely to reside in an urban/suburban area. The strongest predictors of kratom use were use of other drugs: cannabidiol (OR = 3.73), psychedelics (OR = 3.39), and nonmedical prescription opioids (OR = 1.72). Another strong predictor was lifetime OAT utilization (OR = 2.31). Despite seemingly poorer psychosocial functioning and health among respondents reporting lifetime kratom use, use of other substances may be the strongest indicators of kratom use. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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Affiliation(s)
- Kirsten E. Smith
- Real-world Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland, United States
| | - Kelly E. Dunn
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine
| | - Oliver Grundmann
- College of Pharmacy, Department of Medicinal Chemistry, University of Florida
| | - Albert Garcia-Romeu
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine
| | - Jeffrey M. Rogers
- Real-world Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland, United States
| | - Marc T. Swogger
- Department of Psychiatry, University of Rochester Medical Center
| | - David H. Epstein
- Real-world Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland, United States
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Smith KE, Dunn KE, Rogers JM, Grundmann O, McCurdy CR, Garcia-Romeu A, Schriefer D, Swogger MT, Epstein DH. Kratom use as more than a "self-treatment". Am J Drug Alcohol Abuse 2022; 48:684-694. [PMID: 35767669 PMCID: PMC10927006 DOI: 10.1080/00952990.2022.2083967] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Revised: 04/05/2022] [Accepted: 05/22/2022] [Indexed: 01/31/2023]
Abstract
Background: Mitragyna speciosa (kratom) is increasingly used in the United States for its pharmacological effects. Kratom's relative novelty makes for a dynamic situation, such that use motivations are not firmly established and may be changing. Investigators and clinicians require frequent updates on kratom trends.Objectives: To assess the current state of kratom-use initiation, sourcing, motivations, preference, conceptualizations, and perceived stigma, using survey responses from current and former users.Methods: Between April-May 2021 we recontacted 289 respondents who reported lifetime kratom use (on an unrelated survey) to answer kratom-specific questions.Results: The sample (N=129) was majority female (51.9%) and white (71.9%). Most (69.0%) reported first trying kratom after 2015. Mean age of use initiation (29.9 years) was older than for other substances, including opioids. Kratom ranked as a preferred substance by 48.5%. The strongest drug association with past-year kratom use was vaped nicotine (OR=3.31,95% CI 1.23-8.88). Use was less likely among those prescribed buprenorphine in the past year (OR=0.03, CI 0.01-0.28). Past-month cannabis use (OR=4.18,CI 1.80-9.72) had the strongest association with past-month kratom use. Over 40 use motivations were endorsed, many (but not all) supporting the "self-treatment" narrative of kratom use, including use as an opioid, alcohol, or stimulant substitute. Treatment shortfalls were associated with decisions to try kratom.Conclusions: Kratom use motivations are diversifying, with multiple factors driving use. As sales continue to increase, the public-health, clinical, and policy responses to kratom should be grounded in rigorous bench-to-bedside scientific research. Comprehensive study of kratom is currently lacking.
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Affiliation(s)
- Kirsten E. Smith
- Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research ProgramReal-world, Baltimore, MD, USA
| | - Kelly E. Dunn
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Jeffrey M. Rogers
- Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research ProgramReal-world, Baltimore, MD, USA
| | - Oliver Grundmann
- College of Pharmacy, Department of Medicinal Chemistry, University of Florida, Gainesville, FL, USA
| | - Christopher R. McCurdy
- College of Pharmacy, Department of Medicinal Chemistry, University of Florida, Gainesville, FL, USA
| | - Albert Garcia-Romeu
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Destiny Schriefer
- Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research ProgramReal-world, Baltimore, MD, USA
| | - Marc T. Swogger
- Department of Psychiatry, University of Rochester Medical Center, Rochester, NY, USA
| | - David H. Epstein
- Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research ProgramReal-world, Baltimore, MD, USA
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Townsend EA, Blough BE, Epstein DH, Negus SS, Shaham Y, Banks ML. Effect of TRV130 and methadone on fentanyl-vs.-food choice and somatic withdrawal signs in opioid-dependent and post-opioid-dependent rats. Neuropsychopharmacology 2022; 47:2132-2139. [PMID: 35906489 PMCID: PMC9556538 DOI: 10.1038/s41386-022-01393-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 06/14/2022] [Accepted: 07/14/2022] [Indexed: 01/26/2023]
Abstract
The high efficacy mu-opioid receptor (MOR) agonist methadone is an effective opioid use disorder (OUD) medication used exclusively in opioid-dependent patients. However, methadone has undesirable effects that limit its clinical efficacy. Intermediate efficacy MOR agonists may treat OUD with fewer undesirable effects. We compared the effects of methadone with the intermediate efficacy MOR agonist TRV130 (oliceridine) on fentanyl-vs.-food choice and somatic withdrawal signs in opioid-dependent and post-opioid-dependent rats. Male rats (n = 20) were trained under a fentanyl-vs.-food choice procedure. Rats were then provided extended fentanyl (3.2 µg/kg/infusion) access (6 p.m.-6 a.m.) for 10 days to produce opioid dependence/withdrawal. Rats were treated with vehicle (n = 7), TRV130 (3.2 mg/kg; n = 8), or methadone (3.2 mg/kg; n = 5) three times per day after each extended-access session (8:30 a.m., 11 a.m., 1:30 p.m.). Withdrawal sign scoring (1:55 p.m.) and choice tests (2-4 p.m.) were conducted daily. Vehicle, TRV130, and methadone effects on fentanyl choice were redetermined in post-opioid-dependent rats. Vehicle-, TRV130-, and methadone-treated rats had similar fentanyl intakes during extended access. Vehicle-treated rats exhibited increased withdrawal signs and decreased bodyweights. Both methadone and TRV130 decreased these withdrawal signs. TRV130 was less effective than methadone to decrease fentanyl choice and increase food choice in opioid-dependent rats. Neither methadone nor TRV130 decreased fentanyl choice in post-opioid-dependent rats. Results suggest that higher MOR activation is required to reduce fentanyl choice than withdrawal signs in fentanyl-dependent rats. Additionally, given that TRV130 did not precipitate withdrawal in opioid-dependent rats, intermediate efficacy MOR agonists like TRV130 may facilitate the transition of patients with OUD from methadone to lower efficacy treatments like buprenorphine.
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Affiliation(s)
- E Andrew Townsend
- Department of Pharmacology and Toxicology, Virginia Commonwealth University, Richmond, VA, USA.
| | - Bruce E Blough
- Center for Drug Discovery, RTI International, Research Triangle Park, Durham, NC, USA
| | | | - S Stevens Negus
- Department of Pharmacology and Toxicology, Virginia Commonwealth University, Richmond, VA, USA
| | - Yavin Shaham
- Intramural Research Program, NIDA, NIH, Baltimore, MD, USA
| | - Matthew L Banks
- Department of Pharmacology and Toxicology, Virginia Commonwealth University, Richmond, VA, USA
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Stull SW, Mogle J, Bertz JW, Burgess-Hull AJ, Panlilio LV, Lanza ST, Preston KL, Epstein DH. Variability in intensively assessed mood: Systematic sources and factor structure in outpatients with opioid use disorder. Psychol Assess 2022; 34:966-977. [PMID: 35980695 PMCID: PMC10066936 DOI: 10.1037/pas0001160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
In intensive longitudinal studies using ecological momentary assessment, mood is typically assessed by repeatedly obtaining ratings for a large set of adjectives. Summarizing and analyzing these mood data can be problematic because the reliability and factor structure of such measures have rarely been evaluated in this context, which-unlike cross-sectional studies-captures between- and within-person processes. Our study examined how mood ratings (obtained thrice daily for 8 weeks; n = 306, person moments = 39,321) systematically vary and covary in outpatients receiving medication for opioid use disorder (MOUD). We used generalizability theory to quantify several aspects of reliability, and multilevel confirmatory factor analysis (MCFA) to detect factor structures within and across people. Generalizability analyses showed that the largest proportion of systematic variance across mood items was at the person level, followed by the person-by-day interaction and the (comparatively small) person-by-moment interaction for items reflecting low arousal. The best-fitting MCFA model had a three-factor structure both at the between- and within-person levels: positive mood, negative mood, and low-arousal states (with low arousal considered as either a separate factor or a subfactor of negative mood). We conclude that (a) mood varied more between days than between moments and (b) low arousal may be worth scoring and reporting separately from positive and negative mood states, at least in a MOUD population. Our three-factor structure differs from prior analyses of mood; more work is needed to understand the extent to which it generalizes to other populations. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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Affiliation(s)
- Samuel W. Stull
- Department of Biobehavioral Health, The Pennsylvania State University, University Park, PA, 16802, USA
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - Jacqueline Mogle
- The Edna Bennett Pierce Prevention Research Center, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Jeremiah W. Bertz
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - Albert J. Burgess-Hull
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - Leigh V. Panlilio
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - Stephanie T. Lanza
- Department of Biobehavioral Health, The Pennsylvania State University, University Park, PA, 16802, USA
- The Edna Bennett Pierce Prevention Research Center, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Kenzie L. Preston
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - David H. Epstein
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
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20
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Ellis JD, Mun CJ, Epstein DH, Phillips KA, Finan PH, Preston KL. Intra-individual variability and stability of affect and craving among individuals receiving medication treatment for opioid use disorder. Neuropsychopharmacology 2022; 47:1836-1843. [PMID: 35668168 PMCID: PMC9372042 DOI: 10.1038/s41386-022-01352-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 05/05/2022] [Accepted: 05/23/2022] [Indexed: 01/10/2023]
Abstract
Affect and craving are dynamic processes that are clinically relevant in opioid use disorder (OUD) treatment, and can be quantified in terms of intra-individual variability and stability. The purpose of the present analysis was to explore associations between opioid use and variability and stability of affect and craving among individuals receiving medication treatment for OUD (MOUD). Adults (N = 224) with OUD in outpatient methadone or buprenorphine treatment completed ecological momentary assessment (EMA) prompts assessing positive affect, negative affect, opioid craving, and opioid use. Dynamic structural equation modeling (DSEM) was used to quantify person-level indices of magnitude and stability of change. Beta regression was used to examine associations between intra-individual variability and stability and proportion of opioid-use days, when controlling for overall intensity of affect and craving. Results suggested that greater magnitude of craving variability was associated with opioid use on a greater proportion of days, particularly among individuals with lower average craving. Low average positive affect was also associated with higher proportion of days of use. Individuals who experience substantial craving variability in the context of lower average craving may be particularly vulnerable to opioid use during treatment. Ongoing assessment of craving may be useful in identifying treatment needs. Examining correlates of intra-individual variability and stability in MOUD treatment remains a relevant direction for future work.
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Affiliation(s)
- Jennifer D Ellis
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Chung Jung Mun
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Edson College of Nursing and Health Innovation, Arizona State University, Phoenix, AZ, USA
| | - David H Epstein
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD, USA
| | - Karran A Phillips
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD, USA
| | - Patrick H Finan
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
| | - Kenzie L Preston
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD, USA.
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21
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Sheck I, Tilchin C, Wagner J, Epstein DH, Burgess-Hull A, Jennings JM. Acceptability and Feasibility of Geographically Explicit Ecological Momentary Assessment Among Men Who Have Sex with Men. Arch Sex Behav 2022; 51:2429-2436. [PMID: 34779979 PMCID: PMC9294007 DOI: 10.1007/s10508-021-02159-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 09/07/2021] [Accepted: 09/14/2021] [Indexed: 06/13/2023]
Abstract
Syphilis among men who have sex with men (MSM) has increased greatly in the past twenty years in the U.S. Geographically explicit ecological momentary assessment (GEMA), in which behaviors are geotagged and contextualized in time and space, may contribute to a greater understanding of transmission risk. The objective was to determine the acceptability and feasibility of GEMA for assessing HIV and syphilis transmission risk behaviors among a sample of MSM. Participants responded to a brief survey five times a day for two weeks. Feasibility was measured by participant recruitment, enrollment, prompts received and answered, geotagged prompts, and technical interference with data collection. Acceptability was measured by ratings of enjoyment and willingness for future participation. Summaries of five behavioral measures from the brief survey were calculated. Among the 83 participants contacted, 67.5% (56) expressed interest, 98% (55) were scheduled, and 81.8% (45) were enrolled. Participants answered 78.3% (2,277) of prompts received and 87.7% (1,998) of answered prompts were geotagged. Overall, 70.5% (31) enjoyed participating and 91.1% (41) were willing to participate in the future. Among prompts answered, missingness was low for five behavioral measures (range 0.2% (4) to 0.7% (16)). Feasibility and acceptability were high and missingness was low on behavioral measures in this MSM study population. Most participants reported that they would participate again. Future work should focus on whether GEMA improves our understanding of syphilis and HIV transmission risk.
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Affiliation(s)
- Isabelle Sheck
- Center for Child and Community Health Research (CCHR), Department of Pediatrics, Johns Hopkins School of Medicine, The Johns Hopkins University Bayview Medical Center, 5200 Eastern Avenue, Mason F. Lord Bldg, Suite 4200, Baltimore, MD, 21224, USA
| | - Carla Tilchin
- Center for Child and Community Health Research (CCHR), Department of Pediatrics, Johns Hopkins School of Medicine, The Johns Hopkins University Bayview Medical Center, 5200 Eastern Avenue, Mason F. Lord Bldg, Suite 4200, Baltimore, MD, 21224, USA
- Department of Health, Behavior and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Jessica Wagner
- Center for Child and Community Health Research (CCHR), Department of Pediatrics, Johns Hopkins School of Medicine, The Johns Hopkins University Bayview Medical Center, 5200 Eastern Avenue, Mason F. Lord Bldg, Suite 4200, Baltimore, MD, 21224, USA
- Department of Health, Behavior and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - David H Epstein
- Intramural Research Program, National Institute on Drug Abuse, The Johns Hopkins University Bayview Medical Center, Baltimore, MD, USA
| | - Albert Burgess-Hull
- Intramural Research Program, National Institute on Drug Abuse, The Johns Hopkins University Bayview Medical Center, Baltimore, MD, USA
| | - Jacky M Jennings
- Center for Child and Community Health Research (CCHR), Department of Pediatrics, Johns Hopkins School of Medicine, The Johns Hopkins University Bayview Medical Center, 5200 Eastern Avenue, Mason F. Lord Bldg, Suite 4200, Baltimore, MD, 21224, USA.
- Department of Health, Behavior and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
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22
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Smith KE, Dunn KE, Epstein DH, Feldman JD, Garcia-Romeu A, Grundmann O, Henningfield JE, McCurdy CR, Rogers JM, Schriefer D, Singh D, Weiss ST. Need for clarity and context in case reports on kratom use, assessment, and intervention. Subst Abus 2022; 43:1221-1224. [PMID: 35657649 DOI: 10.1080/08897077.2022.2074608] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
This Letter to the Editor is a response to Broyan and colleagues who recently published a Case Report presenting data on 28 patients in the United States who identified kratom as their primary substance of use and who were subsequently induced on buprenorphine/naloxone for a reported diagnosis of kratom use disorder. We applaud the authors for helping to advance the science on kratom and recognize the difficulties in conducting kratom-related clinical assessment and research. However, a number of inconsistences and generalizations were identified in this Case Report, which also lacked some critical context. Importantly, such inconsistencies and generalizations can be observed throughout kratom-specific case reports. We feel this is now an important opportunity to highlight these issues that are present in the Broyan and colleagues Case report but emphasize that they are not unique to it. We do this with the hope that by acknowledging these issues it can help inform editors, clinicians, and researchers who may not be familiar with kratom and, as a result of this unfamiliarity, may inadvertently present findings in a manner that could confuse readers and even misinform clinical researchers and practitioners.
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Affiliation(s)
- Kirsten E Smith
- Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
| | - Kelly E Dunn
- Department of Psychiatry and Behavioral Sciences, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - David H Epstein
- Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
| | - Jeffrey D Feldman
- Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
| | - Albert Garcia-Romeu
- Department of Psychiatry and Behavioral Sciences, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Oliver Grundmann
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Jack E Henningfield
- Department of Psychiatry and Behavioral Sciences, The Johns Hopkins University School of Medicine, Baltimore, MD, USA.,Pinney Associates, Inc, Bethesda, MD, USA
| | - Christopher R McCurdy
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Jeffrey M Rogers
- Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA.,SDSU/UCSD Joint Doctoral Program in Clinical Psychology, San Diego, CA, USA
| | - Destiny Schriefer
- Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA.,The Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA
| | - Darshan Singh
- Centre for Drug Research, Universiti Sains Malaysia, Penang, Malaysia
| | - Stephanie T Weiss
- Translational Addiction Medicine Branch, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
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23
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Burgess-Hull AJ, Panlilio LV, Preston KL, Epstein DH. Trajectories of craving during medication-assisted treatment for opioid-use disorder: Subtyping for early identification of higher risk. Drug Alcohol Depend 2022; 233:109362. [PMID: 35217274 PMCID: PMC8978588 DOI: 10.1016/j.drugalcdep.2022.109362] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 02/14/2022] [Accepted: 02/14/2022] [Indexed: 12/18/2022]
Abstract
AIMS To examine evidence for subtypes of opioid craving trajectories during medication for opioid use disorder (MOUD), and to (a) test whether these subtypes differed on MOUD-related outcomes, and (b) determine whether nonresponders could be identified before treatment initiation. DESIGN, SETTING, AND PARTICIPANTS Outpatients (n = 211) being treated with buprenorphine or methadone for up to 16 weeks. Growth mixture modeling was used to identify unobserved craving-trajectory subtypes. Support Vector Machines (SVM) were trained to predict subtype membership from pretreatment data. MEASUREMENTS Self-reported opioid craving (Ecological Momentary Assessment - EMA - three random moments per day). Participant-initiated EMA reports of drug use or higher-than-usual stress. Addiction Severity Index (ASI) pretreatment. FINDINGS Four craving trajectories were identified: Low (73%); High and Increasing (HIC) (10.9%); Increasing and Decreasing (8.5%); and Rapidly Declining (7.6%). The HIC subgroup reported the highest use of heroin, any opiate, and cannabis during treatment. The Low Craving subgroup reported the lowest use of heroin or any opiate use, and the lowest levels of stress and drug-cue exposure during treatment. SVM models predicting HIC membership before treatment initiation had a sensitivity of 0.70, specificity of 0.78, and accuracy of 0.77. Including 3 weeks of EMA reports increased sensitivity to 0.78, specificity to 0.84, and accuracy to 0.85. CONCLUSIONS Subgroups of MOUD patients show distinct patterns of opioid craving during treatment. Subgroups differ on critical outcomes including drug-use lapse, stress, and exposure to drug cues. Data from enrollment and early in treatment may help focus clinical attention.
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Affiliation(s)
| | - Leigh V Panlilio
- Intramural Research Program, National Institute on Drug Abuse, USA
| | - Kenzie L Preston
- Intramural Research Program, National Institute on Drug Abuse, USA
| | - David H Epstein
- Intramural Research Program, National Institute on Drug Abuse, USA
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24
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Smith KE, Rogers JM, Dunn KE, Grundmann O, McCurdy CR, Schriefer D, Epstein DH. Searching for a Signal: Self-Reported Kratom Dose-Effect Relationships Among a Sample of US Adults With Regular Kratom Use Histories. Front Pharmacol 2022; 13:765917. [PMID: 35300296 PMCID: PMC8921773 DOI: 10.3389/fphar.2022.765917] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Accepted: 01/31/2022] [Indexed: 12/15/2022] Open
Abstract
There is limited understanding regarding kratom use among US adults. Although motivations for use are increasingly understood, typical kratom doses, threshold of (low and high) doses for perceived effectiveness, and effects produced during cessation are not well documented. We aimed to extend prior survey work by recruiting adults with current and past kratom exposure. Our goal was to better understand kratom dosing, changes in routines, and perception of effects, including time to onset, duration, and variability of beneficial and adverse outcomes from use and cessation. Among respondents who reported experiencing acute kratom effects, we also sought to determine if effects were perceived as helpful or unhelpful in meeting daily obligations. Finally, we attempted to detect any signal of a relationship between the amount of kratom consumed weekly and weeks of regular use with ratings of beneficial effects from use and ratings of adverse effects from cessation. We conducted an online survey between April-May 2021 by re-recruiting participants from a separate study who reported lifetime kratom use. A total of 129 evaluable surveys were collected. Most (59.7%) had used kratom >100 times and reported currently or having previously used kratom >4 times per week (62 weeks on average). Under half (41.9%) reported that they considered themselves to be a current "regular kratom user." A majority (79.8%) reported experiencing acute effects from their typical kratom dose and that onset of effects began in minutes but dissipated within hours. Over a quarter reported that they had increased their kratom dose since use initiation, whereas 18.6% had decreased. Greater severity of unwanted effects from ≥1 day of kratom cessation was predicted by more weeks of regular kratom use (β = 6.74, p = 0.02). Acute kratom effects were largely reported as compatible with, and sometimes helpful in, meeting daily obligations. In the absence of human laboratory studies, survey methods must be refined to more precisely assess dose-effect relationships. These can help inform the development of controlled observational and experimental studies needed to advance the public health understanding of kratom product use.
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Affiliation(s)
- Kirsten E Smith
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Jeffrey M Rogers
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Kelly E Dunn
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Oliver Grundmann
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Christopher R McCurdy
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, United States
| | - Destiny Schriefer
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - David H Epstein
- Real-World Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
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25
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Burgess-Hull AJ, Smith KE, Panlilio LV, Schriefer D, Preston KL, Alter A, Yeager C, Chizmar T, Delbridge T, Zamore K, Beeson J, Epstein DH. Nonfatal opioid overdoses before and after Covid-19: Regional variation in rates of change. PLoS One 2022; 17:e0263893. [PMID: 35263326 PMCID: PMC8906602 DOI: 10.1371/journal.pone.0263893] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Accepted: 01/29/2022] [Indexed: 01/15/2023] Open
Abstract
Background The Covid-19 pandemic and its accompanying public-health orders (PHOs) have led to (potentially countervailing) changes in various risk factors for overdose. To assess whether the net effects of these factors varied geographically, we examined regional variation in the impact of the PHOs on counts of nonfatal overdoses, which have received less attention than fatal overdoses, despite their public health significance. Methods Data were collected from the Overdose Detection Mapping Application Program (ODMAP), which recorded suspected overdoses between July 1, 2018 and October 25, 2020. We used segmented regression models to assess the impact of PHOs on nonfatal-overdose trends in Washington DC and the five geographical regions of Maryland, using a historical control time series to adjust for normative changes in overdoses that occurred around mid-March (when the PHOs were issued). Results The mean level change in nonfatal opioid overdoses immediately after mid-March was not reliably different in the Covid-19 year versus the preceding control time series for any region. However, the rate of increase in nonfatal overdose was steeper after mid-March in the Covid-19 year versus the preceding year for Maryland as a whole (B = 2.36; 95% CI, 0.65 to 4.06; p = .007) and for certain subregions. No differences were observed for Washington DC. Conclusions The pandemic and its accompanying PHOs were associated with steeper increases in nonfatal opioid overdoses in most but not all of the regions we assessed, with a net effect that was deleterious for the Maryland region as a whole.
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Affiliation(s)
- Albert J. Burgess-Hull
- National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland, United States of America
- * E-mail:
| | - Kirsten E. Smith
- National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland, United States of America
| | - Leigh V. Panlilio
- National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland, United States of America
| | - Destiny Schriefer
- National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland, United States of America
| | - Kenzie L. Preston
- National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland, United States of America
| | - Aliese Alter
- Office of National Drug Control Policy, High Intensity Drug Trafficking Area, Washington, DC, United States of America
| | - Christopher Yeager
- Office of National Drug Control Policy, High Intensity Drug Trafficking Area, Washington, DC, United States of America
| | - Timothy Chizmar
- Maryland Institute for Emergency Medical Services Systems (MIEMSS), Baltimore, Maryland, United States of America
| | - Ted Delbridge
- Maryland Institute for Emergency Medical Services Systems (MIEMSS), Baltimore, Maryland, United States of America
| | - Kenan Zamore
- District of Columbia Department of Health, Washington, DC, United States of America
| | - Jeff Beeson
- Office of National Drug Control Policy, High Intensity Drug Trafficking Area, Washington, DC, United States of America
| | - David H. Epstein
- National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland, United States of America
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26
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Bertz JW, Panlilio LV, Stull SW, Smith KE, Reamer D, Holtyn AF, Toegel F, Kowalczyk WJ, Phillips KA, Epstein DH, Silverman K, Preston KL. Being at work improves stress, craving, and mood for people with opioid use disorder: Ecological momentary assessment during a randomized trial of experimental employment in a contingency-management-based therapeutic workplace. Behav Res Ther 2022; 152:104071. [PMID: 35390535 PMCID: PMC9206864 DOI: 10.1016/j.brat.2022.104071] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Revised: 02/21/2022] [Accepted: 03/04/2022] [Indexed: 11/02/2022]
Abstract
Employment problems are common among people with substance use disorders (SUDs), and improving vocational functioning is an important aspect of SUD treatment. More detailed understanding of the psychosocial benefits of employment may help refine vocational interventions for people with SUDs. Here, we used ecological momentary assessment to measure possible affective improvements associated with work. Participants (n = 161) with opioid use disorder were randomized to work (job-skills training) in a contingency-management-based Therapeutic Workplace either immediately or after a waitlist delay. Throughout, participants responded via smartphone to randomly scheduled questionnaires. In linear mixed models comparing responses made at work vs. all other locations, being at work was associated with: less stress, less craving for opioids and cocaine, less negative mood, more positive mood, and more flow-like states. Some of these differences were also observed on workdays vs. non-workdays outside of work hours. These results indicate that benefits associated with work may not be restricted to being actually in the workplace; however, randomization did not reveal clear changes coinciding with the onset of work access. Overall, in contrast to work-associated negative moods measured by experience-sampling in the general population, Therapeutic Workplace participants experienced several types of affective improvements associated with work.
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27
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Abstract
People in remission from substance use disorders (SUDs) have a history of using their own experience (also referred to as "experiential knowledge" or "expertise") to support those in or seeking SUD remission. In recent years, people with this experiential knowledge are being incorporated into research protocols to better guide research questions and inform the real-world uptake of SUD treatments and recovery supports. In these research contexts, however, those with research expertise and addiction rarely speak freely about these overlapping perspectives. The aim of this commentary is to increase awareness regarding the existence of this group (addiction researchers with addiction) and to explore the possibility that their expertise may help advance addiction science while helping to reduce stigma.
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Affiliation(s)
- Samuel W. Stull
- National Institute on Drug Abuse Intramural Research
Program, 251 Bayview Blvd. Baltimore, Maryland, 21224, USA
- The Pennsylvania State University, Department of
Biobehavioral Health, State College, Pennsylvania 16803, USA
| | - Kirsten E. Smith
- National Institute on Drug Abuse Intramural Research
Program, 251 Bayview Blvd. Baltimore, Maryland, 21224, USA
| | - Noel Vest
- Stanford University – School of Medicine, Department
of Anesthesiology, Perioperative & Pain Medicine, 1070 Arastradero Road, Suite
200, Palo Alto, CA 94304
| | - Devin P. Effinger
- National Institute on Drug Abuse Intramural Research
Program, 251 Bayview Blvd. Baltimore, Maryland, 21224, USA
| | - David H. Epstein
- National Institute on Drug Abuse Intramural Research
Program, 251 Bayview Blvd. Baltimore, Maryland, 21224, USA
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Panlilio LV, Lee A, Smith KE, Epstein DH. Were self-described introverts "immune" to increased drug use and entrapment during the pandemic? Drug and Alcohol Dependence Reports 2022; 2:100024. [PMID: 35156103 PMCID: PMC8801242 DOI: 10.1016/j.dadr.2022.100024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Revised: 12/15/2021] [Accepted: 01/06/2022] [Indexed: 11/16/2022]
Abstract
Background Methods Results Conclusions
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Rogers JM, Smith KE, Schriefer D, Epstein DH. For Better or Worse: Self-reported Changes in Kratom and Other Substance Use as a Result of the COVID-19 Pandemic. Subst Abuse 2022; 16:11782218221123977. [PMID: 36199697 PMCID: PMC9527987 DOI: 10.1177/11782218221123977] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Accepted: 08/10/2022] [Indexed: 12/01/2022]
Abstract
Background: Kratom is taken to self-treat pain and symptoms of psychiatric disorders, including substance-use disorders (SUDs) and opioid withdrawal. Before COVID-19, kratom use was increasing in the US, however, there are few published data on whether that trend continued during the COVID-19 pandemic, which could have affected kratom use in multiple ways. Aim: To examine COVID-19-related changes in kratom use and how these changes were experienced, relative to changes in other commonly used substances. Methods: Using Amazon Mechanical Turk, 2615 evaluable surveys were completed between September 2020 and March 2021. Responses from past-month and past-year kratom-using adults (N = 174) indicating changes for the better or worse were examined using generalized linear mixed effects models, and relevant open-text responses (n = 85) were thematically coded. Results: For kratom 33% (n = 58) reported a Covid-related increase and 24% (n = 42) reported a Covid-related decrease. Controlling for changes in amount used, alcohol (OR = 5.02), tobacco (OR = 4.72), and nonmedical opioid use (OR = 3.42) were all more likely to have changed for the worse, compared with kratom use. Relative to decreases in kratom use, decreases in alcohol (OR = 3.21) and tobacco (OR = 6.18) use were more likely to be changes for the better. Cannabis use was the only substance to display a probability lower than 50% of being a decrease for the better, and of the increases, cannabis use displayed the highest probability of being for the better. Conclusions: Increases in kratom and cannabis use were less likely than alcohol and tobacco to be reported as changes for the worse, and decreases in kratom and cannabis use were more likely than alcohol and tobacco to be reported as changes for the better. These findings indicate that people differently conceptualize their relationships with kratom and cannabis, compared to their relationships with alcohol and tobacco.
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Affiliation(s)
- Jeffrey M Rogers
- National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
- San Diego State University/University of California San Diego Joint Doctoral Program in Clinical Psychology, San Diego, CA, USA
| | - Kirsten E Smith
- National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
| | - Destiny Schriefer
- National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
| | - David H Epstein
- National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, USA
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Rogers JM, Smith KE, Strickland JC, Epstein DH. Kratom Use in the US: Both a Regional Phenomenon and a White Middle-Class Phenomenon? Evidence From NSDUH 2019 and an Online Convenience Sample. Front Pharmacol 2021; 12:789075. [PMID: 34987402 PMCID: PMC8721145 DOI: 10.3389/fphar.2021.789075] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Accepted: 11/18/2021] [Indexed: 12/02/2022] Open
Abstract
Kratom products available in the United States are becoming increasingly diverse both in terms of content and in terms of how they are marketed. Prior survey research indicates that kratom has been primarily used in the US to self-treat anxiety, depression, pain, fatigue, and substance use disorder (SUD) symptoms. Kratom is also well-known for its use as a short- or long-term full opioid agonist substitute. Therefore, use may be greater in regions particularly impacted by addiction to prescription opioids. Use may also be greater in demographic groups targeted by media outlets (such as specific podcasts) in which kratom is touted. Here, we aimed to determine whether lifetime and past-year kratom use were associated with region of residence and with being young, White, post-secondary educated, and employed. To strengthen confidence in our findings, we analyzed data from two sources: our own crowdsourced online convenience sample and the 2019 National Survey on Drug Use and Health (NSDUH). In our sample (N = 2,615), 11.1% reported lifetime and 6.7% reported past-year kratom use, and the odds of kratom use were higher among people who were White, younger, at least high school educated, employed, and above the poverty line, as well as those reporting nonmedical opioid use, past-year SUD, or lifetime SUD treatment; residence was not a significant predictor. In NSDUH data, suburban residence and other demographic factors, concordant with those from the crowdsourced sample, were associated with kratom use. Taken together, the findings support a general "White middle-class suburban" profile of the modal kratom user, but more research is needed to understand it. In the interim, focus should be on our finding that lifetime nonmedical opioid use was associated with an up to five times greater likelihood of past-year kratom use, suggesting that drug-use history may presently be the strongest predictor of kratom use.
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Affiliation(s)
- Jeffrey M. Rogers
- Real-world Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Kirsten E. Smith
- Real-world Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
| | - Justin C. Strickland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - David H. Epstein
- Real-world Assessment, Prediction, and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, MD, United States
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Bertz JW, Smith KE, Panlilio LV, Stull SW, Reamer D, Murville ML, Sullivan M, Holtyn AF, Toegel F, Epstein DH, Phillips KA, Preston KL. Quality of life during a randomized trial of a therapeutic-workplace intervention for opioid use disorder: Web-based mobile assessments reveal effects of drug abstinence and access to paid work. Drug Alcohol Depend Rep 2021; 1:100011. [PMID: 36843907 PMCID: PMC9948824 DOI: 10.1016/j.dadr.2021.100011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Revised: 11/25/2021] [Accepted: 12/01/2021] [Indexed: 11/25/2022]
Abstract
Background Employment and improved quality of life (QOL) are, separately, valued outcomes of substance use disorder (SUD) treatment. It is also important to understand QOL changes caused by employment itself; therefore, we assessed QOL during a randomized trial of a contingency-management-based Therapeutic Workplace for people with opioid use disorder. Methods For 12 weeks, participants (n = 61) responded to QOL questionnaires in a mobile web app accessed with study-issued smartphones. At enrollment, participants were randomized to work in the Therapeutic Workplace immediately (immediate work group, IWG) or after a 3-week waitlist delay (delayed work group, DWG). Once both groups could work, wage-resetting contingencies were introduced for their opiate- and cocaine-urinalysis. Data were analyzed by (1) access to work with and without contingencies and (2) overall urinalysis-verified opiate- and cocaine-abstinence. Results DWG and/or IWG reported improvements in several QOL areas (sleep, transportation, recreation); however, they also reported increased money-related difficulties and less time spent with friends/family. These changes did not coincide with DWG's work access, but some (more sleep, money-related difficulties) coincided with the urinalysis contingencies. Greater opiate- and/or cocaine-abstinence was also associated with several improvements: sleep, paying bills, time spent with friends/family, and exercising. Surprisingly, intermediate cocaine abstinence was associated with reductions in work-capacity satisfaction and recreation. Conclusions Participants reported complex QOL differences during their experimental employment and associated with drug abstinence. Future work should help participants address issues that may be relevant to employment generally (e.g., time with friends/family) or contingency management specifically (e.g., money-related issues for non-abstinent participants).
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Affiliation(s)
- Jeremiah W. Bertz
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224, United States,Corresponding author.
| | - Kirsten E. Smith
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224, United States
| | - Leigh V. Panlilio
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224, United States
| | - Samuel W. Stull
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224, United States
| | - David Reamer
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224, United States
| | | | | | - August F. Holtyn
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Forrest Toegel
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - David H. Epstein
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224, United States
| | - Karran A. Phillips
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224, United States
| | - Kenzie L. Preston
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224, United States
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Venniro M, Panlilio LV, Epstein DH, Shaham Y. The protective effect of operant social reward on cocaine self-administration, choice, and relapse is dependent on delay and effort for the social reward. Neuropsychopharmacology 2021; 46:2350-2357. [PMID: 34400784 PMCID: PMC8580997 DOI: 10.1038/s41386-021-01148-6] [Citation(s) in RCA: 40] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Revised: 07/28/2021] [Accepted: 08/04/2021] [Indexed: 02/06/2023]
Abstract
Social reinforcement-based treatments are effective for many, but not all, people with addictions to drugs. We recently developed an operant rat model that mimics features of one such treatment, the community-reinforcement approach. In this model, rats uniformly choose social interaction over methamphetamine or heroin. Abstinence induced by social preference protects against the incubation of drug-seeking that would emerge during forced abstinence. Here, we determined whether these findings generalize to cocaine and whether delaying or increasing effort for social interaction could reveal possibly human-relevant individual differences in responsiveness. We trained male and female rats for social self-administration (6 days) and then for cocaine self-administration, initially for 2-h/day for 4 days, and then for 12-h/day continuously or intermittently for 8 days. We assessed relapse to cocaine seeking after 1 and 15 days. Between tests, the rats underwent either forced abstinence or social-choice-induced abstinence. After establishing stable social preference, we manipulated the delay for both rewards or for social reward alone, or the response requirements (effort) for social reward. Independent of cocaine-access conditions and sex, operant social interaction inhibited cocaine self-administration and prevented incubation of cocaine seeking. Preference for social access was decreased by the delay of both rewards or social reward alone, or by increased response requirements for social reward, with notable individual variability. This choice procedure can identify mechanisms of individual differences in an animal model of cocaine use and could thereby help screen medications for people who are relatively unresponsive to treatments based on rewarding social interaction.
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Affiliation(s)
- Marco Venniro
- Intramural Research Program, NIDA, NIH, Baltimore, USA.
- Department of Anatomy and Neurobiology, University of Maryland School of Medicine, Baltimore, MD, USA.
| | | | | | - Yavin Shaham
- Intramural Research Program, NIDA, NIH, Baltimore, USA.
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Finan PH, Letzen J, Epstein DH, Mun CJ, Stull S, Kowalczyk WJ, Agage D, Phillips KA, Pizzagalli DA, Preston KL. Reward Responsiveness in Patients with Opioid Use Disorder on Opioid Agonist Treatment: Role of Comorbid Chronic Pain. Pain Med 2021; 22:2019-2027. [PMID: 33624802 DOI: 10.1093/pm/pnab031] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
OBJECTIVE Evidence suggests that blunted reward responsiveness may account for poor clinical outcomes in both opioid use disorder (OUD) and chronic pain. Understanding how individuals with OUD and comorbid chronic pain (OUD+CP) respond to rewards is, therefore, of clinical interest because it may reveal a potential point of behavioral intervention. METHODS Patients with OUD (n = 28) and OUD+CP (n = 19) on opioid agonist treatment were compared on: 1) the Probabilistic Reward Task (an objective behavioral measure of reward response bias) and 2) ecological momentary assessment of affective responses to pleasurable events. RESULTS Both the OUD and the OUD+CP groups evidenced an increase in reward response bias in the Probabilistic Reward Task. The rate of change in response bias across blocks was statistically significant in the OUD group (B = 0.06, standard error [SE] = 0.02, t = 3.92, P < 0.001, 95% confidence interval [CI]: 0.03 to 0.09) but not in the OUD+CP group (B = 0.03, SE = 0.02, t = 1.90, P = 0.07, 95% CI: -0.002 to 0.07). However, groups did not significantly differ in the rate of change in response bias across blocks (B = 0.03, SE = 0.02, t = 1.21, P = 0.23, 95% CI: -0.02 to 0.07). Groups did not significantly differ on state measures of reward responsiveness (P's ≥0.50). CONCLUSIONS Overall, findings across objective and subjective measures were mixed, necessitating follow-up with a larger sample. The results suggest that although there is a reward response bias in patients with OUD+CP treated with opioid agonist treatment relative to patients with OUD without CP, it is modest and does not appear to translate into patients' responses to rewarding events as they unfold in daily life.
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Affiliation(s)
- Patrick H Finan
- School of Medicine, Johns Hopkins University, Baltimore, Maryland
| | - Janelle Letzen
- School of Medicine, Johns Hopkins University, Baltimore, Maryland
| | - David H Epstein
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland
| | - Chung Jung Mun
- School of Medicine, Johns Hopkins University, Baltimore, Maryland
| | - Samuel Stull
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland
| | - William J Kowalczyk
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland
| | - Daniel Agage
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland
| | - Karran A Phillips
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland
| | | | - Kenzie L Preston
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland
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Stull SW, Bertz JW, Panlilio LV, Kowalczyk WJ, Phillips KA, Moran LM, Lin JL, Vahabzadeh M, Finan PH, Preston KL, Epstein DH. I feel good? Anhedonia might not mean "without pleasure" for people treated for opioid use disorder. J Abnorm Psychol 2021; 130:537-549. [PMID: 34472889 DOI: 10.1037/abn0000674] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Anhedonia is usually defined as partial or total loss of the capacity for pleasure. People with anhedonia in the context of major depressive disorder may have an unexpected capacity for event-related mood brightening, observable when mood is assessed dynamically (with smartphone-based ecological momentary assessment [EMA]) rather than only statically via questionnaire. We used EMA to monitor mood and pleasant events for 4 weeks in 54 people being treated with opioid agonist medication for opioid-use disorder (OUD), which is also associated with anhedonia, said to manifest especially as loss of pleasure from nondrug reward. We compared OUD patients' EMA reports with those of 47 demographically similar controls. Background positive mood was lower in OUD patients than in controls, as we hypothesized (Cohen ds = .85 to 1.32, 95% CIs [.66, 1.55]), although, contrary to our hypothesis, background negative mood was also lower (ds = .82 to .85, 95% CIs [.73, .94]). As hypothesized, instances of nondrug pleasure were as frequent in OUD patients as in controls-and were not rated much less pleasurable (d = .18, 95% CI [-.03, .35]). Event-related mood brightening occurred in both abstinent and nonabstinent OUD patients (ds = .18 to .37, CIs [-.01, .57]) and controls (ds = .04 to .60, CIs [-.17, .79]), brightening before each event began earlier for controls than OUD patients, but faded similarly postevent across groups. Our findings add to the evidence that anhedonia does not rule out reactive mood brightening, which, for people with OUD being treated on opioid agonist medication, can be elicited by nondrug activities. (PsycInfo Database Record (c) 2021 APA, all rights reserved).
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Burgess-Hull AJ, Smith KE, Schriefer D, Panlilio LV, Epstein DH, Preston KL. Longitudinal patterns of momentary stress during outpatient opioid agonist treatment: A growth-mixture-model approach to classifying patients. Drug Alcohol Depend 2021; 226:108884. [PMID: 34229153 PMCID: PMC8377984 DOI: 10.1016/j.drugalcdep.2021.108884] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Revised: 05/25/2021] [Accepted: 06/10/2021] [Indexed: 11/27/2022]
Abstract
BACKGROUND We previously showed, in people starting treatment for opioid use disorder (OUD), that stress is neither necessary nor sufficient for lapses to drug use to occur, despite an association between the two. Both theoretical clarity and case-by-case prediction accuracy may require initial differentiation among patients. AIM To examine: (a) evidence for distinct overall trajectories of momentary stress during OUD treatment, (b) relationships between stress trajectory and treatment response, and (c) relationships between stress trajectory and momentary changes in stress and craving prior to lapses. METHODS We used ecological momentary assessment (EMA) to collect ratings of stress and craving 3x/day for up to 16 weeks in 211 outpatients during agonist treatment for OUD. With growth mixture models, we identified trajectories of stress. We used mixed effect models to examine trajectory-group differences in the dynamics of stress and craving just before lapses to any drug use. RESULTS We identified four trajectories of stress: Increasing (13.7 %); Moderate and Stable (23.7 %); Declining and Increasing (18 %); and Low (44.6 %). Overall drug use and opioid craving were lowest in the Low Stress group. Overall drug use was highest in the Moderate and Stable group. Alcohol use and opioid craving were highest in the Increasing Stress group. Opioid craving increased before lapse for most groups, but stress increased before lapses for only the Moderate and Stable group. CONCLUSION There are natural groupings of participants with distinct patterns of stress severity during OUD treatment. Momentary stress/craving/lapse associations may be better characterized when these groupings are considered first.
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Affiliation(s)
- Albert J. Burgess-Hull
- Address: National Institute on Drug Abuse, Intramural Research Program Clinical Pharmacology and Therapeutics Research Branch 251 Bayview Blvd. Suite 200, Room 01B606 Baltimore, Maryland, 21224, USA,
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Mun CJ, Finan PH, Epstein DH, Kowalczyk WJ, Agage D, Letzen JE, Phillips KA, Preston KL. Craving mediates the association between momentary pain and illicit opioid use during treatment for opioid-use disorder: an ecological momentary assessment study. Addiction 2021; 116:1794-1804. [PMID: 33220102 PMCID: PMC8137724 DOI: 10.1111/add.15344] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2020] [Revised: 10/21/2020] [Accepted: 11/17/2020] [Indexed: 02/02/2023]
Abstract
AIM To assess the role of momentary pain on opioid craving and illicit opioid use among individuals receiving opioid agonist treatment. DESIGN Observational study using ecological momentary assessment. SETTING The National Institute of Drug Abuse Intramural Research Program in the United States. PARTICIPANTS Fifty-six adults who qualified for opioid agonist treatment. MEASUREMENTS Participants completed randomly prompted assessments of pain severity, stress, negative mood, opioid craving and illicit opioid use for a mean of 66 days [standard deviation (SD) = 27]. Urine samples were collected two to three times/week throughout. FINDINGS Almost 70% of participants reported moderate average pain severity in the past 24 hours at intake and 35% of participants reported chronic pain. There were no significant differences in percent of opioid-positive urine samples (P = 0.73) and average level of opioid craving during the study period (P = 0.91) among opioid agonist treatment only patients versus opioid agonist treatment patients with chronic pain. However, momentary pain severity significantly predicted concurrent opioid craving [B = 0.02, 95% confidence interval (CI) = 0.01, 0.04], over and above stress and negative mood. Momentary opioid craving, in turn, significantly predicted illicit opioid use that was assessed in the next moment [odds ratio (OR) = 1.72, 95% CI = 1.12, 2.64), while controlling for autocorrelation and the effects of pain, negative mood and stress. Momentary opioid craving significantly mediated the prospective association between momentary pain and illicit opioid use (95% CI = 0.003, 0.032). Exploratory analysis revealed that momentary pain severity also significantly moderated the momentary association between stress and opioid craving (B = 0.02, 95% CI = 0.00, 0.04), such that when momentary pain severity increased, the association between the two intensified. CONCLUSIONS Among people receiving opioid agonist treatment, momentary pain appears to be indirectly associated with illicit opioid use via momentary opioid craving.
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Affiliation(s)
- Chung Jung Mun
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, 21224, United States,Address Correspondence to: Chung Jung Mun, Ph.D., 5510 Nathan Shock Drive, Suite 100, Baltimore MD, 21224, and, Kenzie L. Preston, Ph.D., National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224,
| | - Patrick H. Finan
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, 21224, United States
| | - David H. Epstein
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - William J. Kowalczyk
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - Daniel Agage
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - Janelle E. Letzen
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, 21224, United States
| | - Karran A. Phillips
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - Kenzie L. Preston
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States,Address Correspondence to: Chung Jung Mun, Ph.D., 5510 Nathan Shock Drive, Suite 100, Baltimore MD, 21224, and, Kenzie L. Preston, Ph.D., National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224,
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Panlilio LV, Stull SW, Bertz JW, Burgess-Hull AJ, Lanza ST, Curtis BL, Phillips KA, Epstein DH, Preston KL. Beyond abstinence and relapse II: momentary relationships between stress, craving, and lapse within clusters of patients with similar patterns of drug use. Psychopharmacology (Berl) 2021; 238:1513-1529. [PMID: 33558983 PMCID: PMC8141007 DOI: 10.1007/s00213-021-05782-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Accepted: 01/28/2021] [Indexed: 11/25/2022]
Abstract
RATIONALE Given that many patients being treated for opioid-use disorder continue to use drugs, identifying clusters of patients who share similar patterns of use might provide insight into the disorder, the processes that affect it, and ways that treatment can be personalized. OBJECTIVES AND METHODS We applied hierarchical clustering to identify patterns of opioid and cocaine use in 309 participants being treated with methadone or buprenorphine (in a buprenorphine-naloxone formulation) for up to 16 weeks. A smartphone app was used to assess stress and craving at three random times per day over the course of the study. RESULTS Five basic patterns of use were identified: frequent opioid use, frequent cocaine use, frequent dual use (opioids and cocaine), sporadic use, and infrequent use. These patterns were differentially associated with medication (methadone vs. buprenorphine), race, age, drug-use history, drug-related problems prior to the study, stress-coping strategies, specific triggers of use events, and levels of cue exposure, craving, and negative mood. Craving tended to increase before use in all except those who used sporadically. Craving was sharply higher during the 90 min following moderate-to-severe stress in those with frequent use, but only moderately higher in those with infrequent or sporadic use. CONCLUSIONS People who share similar patterns of drug-use during treatment also tend to share similarities with respect to psychological processes that surround instances of use, such as stress-induced craving. Cluster analysis combined with smartphone-based experience sampling provides an effective strategy for studying how drug use is related to personal and environmental factors.
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Affiliation(s)
- Leigh V Panlilio
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA.
| | - Samuel W Stull
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
- Department of Biobehavioral Health, The Pennsylvania State University, State College, PA, USA
| | - Jeremiah W Bertz
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | - Albert J Burgess-Hull
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | - Stephanie T Lanza
- Department of Biobehavioral Health, The Pennsylvania State University, State College, PA, USA
| | - Brenda L Curtis
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | - Karran A Phillips
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | - David H Epstein
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | - Kenzie L Preston
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
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Himelein-Wachowiak M, Giorgi S, Devoto A, Rahman M, Ungar L, Schwartz HA, Epstein DH, Leggio L, Curtis B. Bots and Misinformation Spread on Social Media: Implications for COVID-19. J Med Internet Res 2021; 23:e26933. [PMID: 33882014 PMCID: PMC8139392 DOI: 10.2196/26933] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2021] [Revised: 03/04/2021] [Accepted: 04/16/2021] [Indexed: 12/13/2022] Open
Abstract
As of March 2021, the SARS-CoV-2 virus has been responsible for over 115 million cases of COVID-19 worldwide, resulting in over 2.5 million deaths. As the virus spread exponentially, so did its media coverage, resulting in a proliferation of conflicting information on social media platforms-a so-called "infodemic." In this viewpoint, we survey past literature investigating the role of automated accounts, or "bots," in spreading such misinformation, drawing connections to the COVID-19 pandemic. We also review strategies used by bots to spread (mis)information and examine the potential origins of bots. We conclude by conducting and presenting a secondary analysis of data sets of known bots in which we find that up to 66% of bots are discussing COVID-19. The proliferation of COVID-19 (mis)information by bots, coupled with human susceptibility to believing and sharing misinformation, may well impact the course of the pandemic.
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Affiliation(s)
| | - Salvatore Giorgi
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD, United States
- Department of Computer and Information Science, University of Pennsylvania, Philadelphia, PA, United States
| | - Amanda Devoto
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD, United States
| | - Muhammad Rahman
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD, United States
| | - Lyle Ungar
- Department of Computer and Information Science, University of Pennsylvania, Philadelphia, PA, United States
| | - H Andrew Schwartz
- Department of Computer Science, Stony Brook Unversity, Stony Brook, NY, United States
| | - David H Epstein
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD, United States
| | - Lorenzo Leggio
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD, United States
| | - Brenda Curtis
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD, United States
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Smith KE, Rogers JM, Strickland JC, Epstein DH. When an obscurity becomes trend: social-media descriptions of tianeptine use and associated atypical drug use. Am J Drug Alcohol Abuse 2021; 47:455-466. [PMID: 33909525 DOI: 10.1080/00952990.2021.1904408] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Background: Originally believed to be an atypical antidepressant acting at serotonin transporters, tianeptine is now known to also be an atypical agonist at mu-opioid receptors. Its nonmedical use may be increasing amidst the broader context of novel drug and supplement use.Objectives: To analyze social-media text from current, former, and prospective tianeptine users for better understanding of their conceptualizations of tianeptine, motives for and patterns of use, and reported benefits and harms.Methods: Reddit posts were obtained and thematically coded; additional quantitative analyses were conducted.Results: A total of 210 posts mentioning tianeptine were made between 2012 and 2020. Eighteen thematic categories were identified, 10 of which were consistent with expected themes. Two independent raters coded all text, generating 1,382 unique codes, of which 1,090 were concordant (78.9% interrater agreement). Tianeptine use was frequently associated with use of other drugs, particularly kratom, phenibut, and racetams. People conceptualized and variously used tianeptine as an opioid, antidepressant, and "nootropic" (cognitive enhancer). Between 2014 and 2020, mentions of positive effects decreased, while mentions of adverse effects and withdrawal increased. Motivations for use included substitution or withdrawal mitigation for other drugs (especially opioids) and for kratom itself; self-treatment for psychiatric symptoms; and improvement of quality of life, mood, or performance. Descriptions of tolerance, withdrawal, and addiction were evident. Intravenous use was rare and strongly discouraged, with detrimental effects described.Conclusion: Tianeptine is recognized as an opioid (though not only an opioid) in online communities. Posts describe benefits, acute risks, and patterns of co-use that warrant greater clinical attention.
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Affiliation(s)
- Kirsten E Smith
- National Institute on Drug Abuse Intramural Research Program, Translational Addiction Medicine Branch, Baltimore, MD, USA
| | - Jeffery M Rogers
- National Institute on Drug Abuse Intramural Research Program, Translational Addiction Medicine Branch, Baltimore, MD, USA
| | - Justin C Strickland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - David H Epstein
- National Institute on Drug Abuse Intramural Research Program, Translational Addiction Medicine Branch, Baltimore, MD, USA
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Abstract
Purpose of Review Addiction scientists have begun using ambulatory assessment methods—including ecological momentary assessment (EMA), experience sampling, and daily diaries—to collect real-time or near-real-time reports of participants’ internal states in their natural environments. The goal of this short review is to synthesize EMA findings from our research group, which has studied several hundred outpatients during treatment for opioid-use disorder (OUD). (We cite pertinent findings from other groups, but have not tried to be comprehensive.) One of our main goals in using EMA is to examine momentary changes in internal states that proximally predict, or concurrently mark, events such as lapses to opioid use. Recent Findings We summarize findings evaluating several classes of momentary markers or predictors (craving, stress, negative and positive moods, and physical pain/discomfort) of lapses and other states/behaviors. Craving and some negatively valenced mood states are concurrently and prospectively associated with lapses to opioid use during treatment. Craving is also concurrently and prospectively associated with momentary changes in stress and mood. Convincing evidence has not yet emerged for stress as a robust redictor of lapse to opioid use; it appears to be contributory, but neither necessary nor sufficient. Summary Ambulatory assessment can capture changes in internal states and drug-related behaviors in situ and at high temporal resolution. We recommend research strategies that may increase the clinical and prognostic utility of ambulatory assessment, including denser sampling (i.e., more assessments per day) and more attention to heterogeneity across people and across populations.
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Affiliation(s)
- Albert Burgess-Hull
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD USA
| | - David H Epstein
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD USA
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Rogers JM, Epstein DH, Phillips K, Strickland JC, Preston KL. Exploring the Relationship Between Substance Use and Allostatic Load in a Treatment/Research Cohort and in a US Probability Sample (NHANES 2009-2016). Front Psychiatry 2021; 12:630195. [PMID: 34408672 PMCID: PMC8367194 DOI: 10.3389/fpsyt.2021.630195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 07/05/2021] [Indexed: 11/30/2022] Open
Abstract
Allostatic load, an operationalization for cumulative strain on physiology from adaptation (allostasis) to stress over a lifetime, can manifest as damage to cardiovascular, neuroendocrine, and metabolic systems. The concept of allostatic load may be particularly useful in research on substance-use disorders (SUDs) because SUD researchers have sought to better understand the relationship between chronic stressors and drug use. Theoretical models hold that SUDs can be conceptualized as a spiral toward a state of persistent allostasis (i.e., allostasis so persistent as to represent homeostasis at a new, unhealthy set point). Regardless of the extent to which those models are accurate, increased allostatic load could be a mechanism by which frequent drug administration increases risk for adverse outcomes. We conducted two secondary analyses to evaluate allostatic load in the context of drug use, including alcohol use, in a locally recruited sample with a high proportion of illicit substance use (N = 752) and in a nationally representative sample from the NHANES 2009-2016. We hypothesized that after controlling for age and other potential confounds, people with longer histories of drug use would have higher allostatic-load scores. Multiple regression was used to predict allostatic load from participants' drug-use histories while controlling for known confounds. In the locally recruited sample, we found that longer lifetime use of cocaine or opioids was related to increased allostatic load. In NHANES 2009-2016, we found few or no such associations. Lengthy histories of problematic non-medical substance use may facilitate more rapid increases in allostatic load than aging alone, and, together with findings from previous investigations, this finding suggests increased risk for chronic disease.
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Affiliation(s)
- Jeffrey M Rogers
- Behavioral Pharmacology and Therapeutics Research Branch, National Institute on Drug Abuse, National Institutes of Health, Baltimore, MD, United States
| | - David H Epstein
- Behavioral Pharmacology and Therapeutics Research Branch, National Institute on Drug Abuse, National Institutes of Health, Baltimore, MD, United States
| | - Karran Phillips
- Behavioral Pharmacology and Therapeutics Research Branch, National Institute on Drug Abuse, National Institutes of Health, Baltimore, MD, United States
| | - Justin C Strickland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Kenzie L Preston
- Behavioral Pharmacology and Therapeutics Research Branch, National Institute on Drug Abuse, National Institutes of Health, Baltimore, MD, United States
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Bossert JM, Kiyatkin E, Korah H, Hoots JK, Afzal A, Perekopskiy D, Thomas S, Fredriksson I, Blough BE, Negus SS, Epstein DH, Shaham Y. In a Rat Model of Opioid Maintenance, the G Protein-Biased Mu Opioid Receptor Agonist TRV130 Decreases Relapse to Oxycodone Seeking and Taking and Prevents Oxycodone-Induced Brain Hypoxia. Biol Psychiatry 2020; 88:935-944. [PMID: 32305216 PMCID: PMC7483192 DOI: 10.1016/j.biopsych.2020.02.014] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Revised: 02/13/2020] [Accepted: 02/13/2020] [Indexed: 12/25/2022]
Abstract
BACKGROUND Maintenance treatment with opioid agonists (buprenorphine, methadone) is effective for opioid addiction but does not eliminate opioid use in all patients. We modeled maintenance treatment in rats that self-administered the prescription opioid oxycodone. The maintenance medication was either buprenorphine or the G protein-biased mu opioid receptor agonist TRV130. We then tested prevention of oxycodone seeking and taking during abstinence using a modified context-induced reinstatement procedure, a rat relapse model. METHODS We trained rats to self-administer oxycodone (6 hours/day, 14 days) in context A; infusions were paired with discrete tone-light cues. We then implanted osmotic pumps containing buprenorphine or TRV130 (0, 3, 6, or 9 mg/kg/day) and performed 3 consecutive tests: lever pressing reinforced by oxycodone-associated discrete cues in nondrug context B (extinction responding), context-induced reinstatement of oxycodone seeking in context A, and reacquisition of oxycodone self-administration in context A. We also tested whether TRV130 maintenance would protect against acute oxycodone-induced decreases in nucleus accumbens oxygen levels. RESULTS In male rats, buprenorphine and TRV130 decreased extinction responding and reacquisition of oxycodone self-administration but had a weaker (nonsignificant) effect on context-induced reinstatement. In female rats, buprenorphine decreased responding in all 3 tests, while TRV130 decreased only extinction responding. In both sexes, TRV130 prevented acute brain hypoxia induced by moderate doses of oxycodone. CONCLUSIONS TRV130 decreased oxycodone seeking and taking during abstinence in a partly sex-specific manner and prevented acute oxycodone-induced brain hypoxia. We propose that G protein-biased mu opioid receptor agonists, currently in development as analgesics, should be considered as relapse prevention maintenance treatment for opioid addiction.
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Affiliation(s)
- Jennifer M. Bossert
- Behavioral Neuroscience Branch, IRP/NIDA/NIH, Baltimore, MD, U.S.A.,Correspondence: Jennifer M. Bossert ()
| | - Eugene Kiyatkin
- Behavioral Neuroscience Branch, IRP/NIDA/NIH, Baltimore, MD, U.S.A
| | - Hannah Korah
- Behavioral Neuroscience Branch, IRP/NIDA/NIH, Baltimore, MD, U.S.A
| | | | - Anum Afzal
- Behavioral Neuroscience Branch, IRP/NIDA/NIH, Baltimore, MD, U.S.A
| | | | - Shruthi Thomas
- Behavioral Neuroscience Branch, IRP/NIDA/NIH, Baltimore, MD, U.S.A
| | - Ida Fredriksson
- Behavioral Neuroscience Branch, IRP/NIDA/NIH, Baltimore, MD, U.S.A
| | - Bruce E. Blough
- Center for Drug Discovery, Research Triangle Institute, Research Triangle Park, NC, U.S.A
| | - S. Stevens Negus
- Dept. of Pharmacology and Toxicology, Virginia Commonwealth University, Richmond, VA, U.S.A
| | - David H. Epstein
- Clinical Pharmacology and Therapeutics Research Branch, IRP/NIDA/NIH, Baltimore, MD, U.S.A
| | - Yavin Shaham
- Behavioral Neuroscience Branch, IRP/NIDA/NIH, Baltimore, MD, U.S.A
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Hampson AJ, Schroeder JR, Ellefsen KN, Yammine L, Epstein DH, Preston KL, Huestis MA, Verrico CD. Subtherapeutic Acetazolamide Doses as a Noninvasive Method for Assessing Medication Adherence. Clin Pharmacol Ther 2020; 108:1203-1212. [PMID: 32496573 DOI: 10.1002/cpt.1929] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Accepted: 05/12/2020] [Indexed: 12/17/2022]
Abstract
Adherence monitoring is a vital component of clinical efficacy trials, as the regularity of medication consumption affects both efficacy and adverse effect profiles. Pill-counts do not confirm consumption, and invasive plasma assessments can only assist post hoc assessments. We previously reported on the pharmacokinetics of a potential adherence marker to noninvasively monitor dosage consumption during a trial without breaking a blind. We reported that consumption cessation of subtherapeutic 15 mg acetazolamide (ACZ) doses showed a predictable urinary excretion decay that was quantifiable for an extended period. The current study describes the clinical implementation of 15 mg ACZ doses as an adherence marker excipient in distinct cohorts taking ACZ for different "adherence" durations. We confirm that ACZ output did not change (accumulate) during 18-20 days of adherence, and developed and assessed urinary cutoffs as nonadherence indicators. We demonstrate that whereas an absolute concentration cutoff (989 ng/mL) lacked sensitivity, a creatinine normalized equivalent (1,376 ng/mg ACZ) was highly accurate at detecting nonadherence. We also demonstrate that during nonadherent phases of three trials, creatinine-normalized urinary ACZ elimination was reproducible within and across trials with low variability. Excretion was first order, with a decay half-life averaging ~ 2.0 days. Further, excretion remained quantifiable for 14 days, providing a long period during which the date of last consumption might be determined. We conclude that inclusion of 15 mg ACZ as a dosage form adherence marker excipient, provides a reliable and sensitive mechanism to confirm medication consumption and detect nonadherence during clinical efficacy trials.
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Affiliation(s)
- Aidan J Hampson
- Division of Therapies and Medical Consequences, National Institute on Drug Abuse, Rockville, Maryland, USA
| | - Jennifer R Schroeder
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - Kayla N Ellefsen
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA.,Travis County Medical Examiner's Office, Austin, Texas, USA
| | - Luba Yammine
- McGovern Medical School, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - David H Epstein
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - Kenzie L Preston
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA
| | - Marilyn A Huestis
- Intramural Research Program, National Institute on Drug Abuse, Baltimore, Maryland, USA.,Institute on Emerging Health Professions, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Christopher D Verrico
- Department of Psychiatry, Baylor College of Medicine, Houston, Texas, USA.,Research Service Line, Department of Veterans Affairs, Michael E. DeBakey VA Medical Center, Houston, Texas, USA
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Epstein DH, Tyburski M, Kowalczyk WJ, Burgess-Hull AJ, Phillips KA, Curtis BL, Preston KL. Prediction of stress and drug craving ninety minutes in the future with passively collected GPS data. NPJ Digit Med 2020; 3:26. [PMID: 32195362 PMCID: PMC7055250 DOI: 10.1038/s41746-020-0234-6] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2019] [Accepted: 02/06/2020] [Indexed: 12/16/2022] Open
Abstract
Just-in-time adaptive interventions (JITAIs), typically smartphone apps, learn to deliver therapeutic content when users need it. The challenge is to "push" content at algorithmically chosen moments without making users trigger it with effortful input. We trained a randomForest algorithm to predict heroin craving, cocaine craving, or stress (reported via smartphone app 3x/day) 90 min into the future, using 16 weeks of field data from 189 outpatients being treated for opioid-use disorder. We used only one form of continuous input (along with person-level demographic data), collected passively: an indicator of environmental exposures along the past 5 h of movement, as assessed by GPS. Our models achieved excellent overall accuracy-as high as 0.93 by the end of 16 weeks of tailoring-but this was driven mostly by correct predictions of absence. For predictions of presence, "believability" (positive predictive value, PPV) usually peaked in the high 0.70s toward the end of the 16 weeks. When the prediction target was more rare, PPV was lower. Our findings complement those of other investigators who use machine learning with more broadly based "digital phenotyping" inputs to predict or detect mental and behavioral events. When target events are comparatively subtle, like stress or drug craving, accurate detection or prediction probably needs effortful input from users, not passive monitoring alone. We discuss ways in which accuracy is difficult to achieve or even assess, and warn that high overall accuracy (including high specificity) can mask the abundance of false alarms that low PPV reveals.
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Affiliation(s)
- David H. Epstein
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224 USA
| | - Matthew Tyburski
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224 USA
| | - William J. Kowalczyk
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224 USA
| | - Albert J. Burgess-Hull
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224 USA
| | - Karran A. Phillips
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224 USA
| | - Brenda L. Curtis
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224 USA
| | - Kenzie L. Preston
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224 USA
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Finan PH, Mun CJ, Epstein DH, Kowalczyk WJ, Phillips KA, Agage D, Smith MT, Preston KL. Multimodal assessment of sleep in men and women during treatment for opioid use disorder. Drug Alcohol Depend 2020; 207:107698. [PMID: 31816489 PMCID: PMC9351606 DOI: 10.1016/j.drugalcdep.2019.107698] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/11/2019] [Revised: 10/01/2019] [Accepted: 10/14/2019] [Indexed: 01/05/2023]
Abstract
BACKGROUND Sleep disturbance is common in patients with opioid use disorder (OUD) receiving medication for addiction treatment. Differences between patients on the two primary agonist medications-methadone and buprenorphine-are not well understood. METHODS In patients receiving either methadone or buprenorphine treatment for OUD, we examined sleep continuity and architecture using ambulatory monitoring to gather both an objective measure (daily sleep EEG; M = 5.76 days, SD = 1.46) and a subjective measure (daily sleep diary; M = 54.10 days, SD = 25.10) of sleep. RESULTS Patients treated with buprenorphine versus methadone did not differ on any measure of sleep continuity or architecture. Women had longer EEG-derived total sleep time than men (d = -0.68, 95 % CI -1.32 to -0.09), along with lower %N2 (d = 0.94, 95 % CI 0.34-1.64) and greater %N3 (d = -0.94, 95 % CI -1.61 to -0.32). Self-reported sleep differed from EEG-derived estimates: wake after sleep onset was greater by EEG than by diary (d = 2.58, 95 % CI 1.74-3.63), and total sleep time and sleep efficiency were lower by EEG than by diary (d for sleep time = 2.93, 95 % CI 2.06-4.14; d for efficiency = 1.69, 95 % CI 0.98-2.49). CONCLUSIONS Patients treated with buprenorphine or methadone did not substantively differ in ambulatory measures of sleep. With both medications, there was a discrepancy between objective and subjective sleep measures. Further confirmatory evidence would inform the development of sleep-related recommendations for OUD patients undergoing agonist treatment.
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Affiliation(s)
- Patrick H. Finan
- Johns Hopkins University School of Medicine, Baltimore, MD, 21224, United States
| | - Chung Jung Mun
- Johns Hopkins University School of Medicine, Baltimore, MD, 21224, United States
| | - David H. Epstein
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - William J. Kowalczyk
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - Karran A. Phillips
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - Daniel Agage
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
| | - Michael T. Smith
- Johns Hopkins University School of Medicine, Baltimore, MD, 21224, United States
| | - Kenzie L. Preston
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, United States
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Stull SW, Panlilio LV, Moran LM, Schroeder JR, Bertz JW, Epstein DH, Preston KL, Phillips KA. The chippers, the quitters, and the highly symptomatic: A 12-month longitudinal study of DSM-5 opioid- and cocaine-use problems in a community sample. Addict Behav 2019; 96:183-191. [PMID: 31108264 DOI: 10.1016/j.addbeh.2019.04.030] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2019] [Revised: 04/25/2019] [Accepted: 04/26/2019] [Indexed: 12/21/2022]
Abstract
BACKGROUND Individual trajectories of drug use and drug-related problems are highly heterogeneous. There is no standard taxonomy of these trajectories, but one could be developed by defining natural categories based on changes in symptoms of substance-use disorders over time. METHODS Our study was conducted in a community sample in Baltimore, Maryland. At baseline, all participants were using opioids and/or cocaine, but none were in treatment. Drug use and symptomatology were assessed again at 12 months (N = 115). RESULTS We defined Quitters as participants who had not used for at least 30 days at follow-up (17%). For the remaining participants, we performed longitudinal cluster analysis on DSM symptom-counts, identifying three trajectory clusters: newly or persistently Symptomatic (40%) participants, Chippers (21.5%) with few symptoms, and Converted Chippers (21.5%) with improved symptom counts. Logistic regression showed that profiles of Quitters did not resemble Chippers, but instead resembled Symptomatic participants, having high probability of disorderly home neighborhood, nonwhite race, and negative mood. Quitters tended to have two protective factors: initiating opioid-agonist treatment during the study (reffect = 0.25, CL95 0.02-0.48) and lack of polydrug use (reffect = 0.25, CL95 0.004-0.49). Converted Chippers tended to be white, with orderly home neighborhoods and less negative mood (reffects 0.24 to 0.31, CL95 0.01-0.54). CONCLUSIONS Changes in DSM symptomology provided a meaningful measure of individual trajectories. Quitters shared psychosocial characteristics with Symptomatic participants, but not with participants who continued to use with few symptoms. This suggests that Quitters abstained out of necessity, not because their problems were less severe.
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Affiliation(s)
- Samuel W Stull
- National Institute on Drug Abuse, Intramural Research Program, National Institutes of Health, 251 Bayview Blvd., BRC Building, Suite 200, Baltimore, MD 21224, USA.
| | - Leigh V Panlilio
- National Institute on Drug Abuse, Intramural Research Program, National Institutes of Health, 251 Bayview Blvd., BRC Building, Suite 200, Baltimore, MD 21224, USA
| | - Landhing M Moran
- National Institute on Drug Abuse, Intramural Research Program, National Institutes of Health, 251 Bayview Blvd., BRC Building, Suite 200, Baltimore, MD 21224, USA
| | | | - Jeremiah W Bertz
- National Institute on Drug Abuse, Intramural Research Program, National Institutes of Health, 251 Bayview Blvd., BRC Building, Suite 200, Baltimore, MD 21224, USA
| | - David H Epstein
- National Institute on Drug Abuse, Intramural Research Program, National Institutes of Health, 251 Bayview Blvd., BRC Building, Suite 200, Baltimore, MD 21224, USA
| | - Kenzie L Preston
- National Institute on Drug Abuse, Intramural Research Program, National Institutes of Health, 251 Bayview Blvd., BRC Building, Suite 200, Baltimore, MD 21224, USA
| | - Karran A Phillips
- National Institute on Drug Abuse, Intramural Research Program, National Institutes of Health, 251 Bayview Blvd., BRC Building, Suite 200, Baltimore, MD 21224, USA
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Panlilio LV, Stull SW, Kowalczyk WJ, Phillips KA, Schroeder JR, Bertz JW, Vahabzadeh M, Lin JL, Mezghanni M, Nunes EV, Epstein DH, Preston KL. Stress, craving and mood as predictors of early dropout from opioid agonist therapy. Drug Alcohol Depend 2019; 202:200-208. [PMID: 31357121 PMCID: PMC6707374 DOI: 10.1016/j.drugalcdep.2019.05.026] [Citation(s) in RCA: 62] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/30/2019] [Revised: 05/09/2019] [Accepted: 05/18/2019] [Indexed: 01/10/2023]
Abstract
BACKGROUND Treatment with opioid agonists is effective for opioid use disorder, but early discontinuation of treatment is a major obstacle to success. Intensive longitudinal methods - which take many repeated measurements over time, usually in the field- have provided unique insight into the effects of stress, mood and craving on drug use while people are being treated; these methods might also be useful for studying the processes that lead people to drop out of treatment. METHODS Ecological momentary assessment (EMA) was conducted for up to 17 weeks by obtaining multiple electronic diary entries per day from 238 participants being treated with methadone or buprenorphine-naloxone. Survival analysis was used to study two outcomes: dropping out of treatment and noncompliance with EMA self-report requirements. Self-reports of stress, craving, and mood were used as time-varying predictors. Demographic and psychosocial variables measured with the Addiction Severity Index at the start of treatment were used as time-invariant predictors. RESULTS Dropping out of treatment was more likely in participants with more reported hassles (a measure of stress), higher levels of cocaine craving, lower levels of positive mood, a recent history of emotional abuse, a recent history of being bothered frequently by psychological problems, and with buprenorphine rather than methadone as their medication. In contrast, study noncompliance was not significantly associated with any of the variables analyzed. CONCLUSIONS Assessment of stress, craving and mood during treatment might identify people who are at greater risk of dropping out, and therapeutic interventions targeting these processes might increase retention.
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Affiliation(s)
- Leigh V. Panlilio
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | - Samuel W. Stull
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | - William J. Kowalczyk
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA,Present address: Hartwick College, Department of Psychology, Oneonta, NY, 13820, USA
| | - Karran A. Phillips
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | | | - Jeremiah W. Bertz
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | - Massoud Vahabzadeh
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | - Jia-Ling Lin
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | - Mustapha Mezghanni
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | - Edward V. Nunes
- Psychiatry, Columbia University Medical Center and New York State Psychiatric Institute, New York, NY, 10032, USA
| | - David H. Epstein
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA
| | - Kenzie L. Preston
- Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD, 21224, USA,Corresponding author: Kenzie L. Preston, Intramural Research Program, National Institute on Drug Abuse, 251 Bayview Blvd., Suite 200, Baltimore, MD 21224, USA,
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49
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Bertz JW, Epstein DH, Reamer D, Kowalczyk WJ, Phillips KA, Kennedy AP, Jobes ML, Ward G, Plitnick BA, Figueiro MG, Rea MS, Preston KL. Sleep reductions associated with illicit opioid use and clinic-hour changes during opioid agonist treatment for opioid dependence: Measurement by electronic diary and actigraphy. J Subst Abuse Treat 2019; 106:43-57. [PMID: 31540611 DOI: 10.1016/j.jsat.2019.08.011] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Revised: 08/13/2019] [Accepted: 08/13/2019] [Indexed: 01/15/2023]
Abstract
Sleep problems are commonly reported during opioid agonist treatment (OAT) for opioid use disorders. Inpatient studies have found both sleep disturbances and improved sleep during OAT. Illicit opioids can also disrupt sleep, but it is unclear how they affect sleep in outpatients receiving OAT. Therefore, we used electronic diary entries and actigraphy to measure sleep duration and timing in opioid-dependent participants (n = 37) treated with methadone (n = 15) or buprenorphine (n = 22). For 16 weeks, participants were assigned to attend our clinic under different operating hours in a crossover design: Early hours (07:00-09:00) vs. Late hours (12:00-13:00) for 4 weeks each in randomized order, followed for all participants by our Standard clinic hours (07:00-11:30) for 8 weeks. Throughout, participants made daily electronic diary self-reports of their sleep upon waking; they also wore a wrist actigraph for 6 nights in each of the three clinic-hour conditions. Drug use was assessed by thrice-weekly urinalysis. In linear mixed models controlling for other sleep-relevant factors, sleep duration and timing differed by drug use and by clinic hours. Compared to when non-using, participants slept less, went to bed later, and woke later when using illicit opioids and/or both illicit opioids and cocaine. Participants slept less and woke earlier when assigned to the Early hours. These findings highlight the role OAT clinic schedules can play in structuring the sleep/wake cycles of OAT patients and clarify some of the circumstances under which OAT patients experience sleep disruption in daily life.
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Affiliation(s)
- Jeremiah W Bertz
- National Institute on Drug Abuse, Intramural Research Program, Baltimore, MD, USA.
| | - David H Epstein
- National Institute on Drug Abuse, Intramural Research Program, Baltimore, MD, USA
| | - David Reamer
- National Institute on Drug Abuse, Intramural Research Program, Baltimore, MD, USA
| | - William J Kowalczyk
- National Institute on Drug Abuse, Intramural Research Program, Baltimore, MD, USA
| | - Karran A Phillips
- National Institute on Drug Abuse, Intramural Research Program, Baltimore, MD, USA
| | - Ashley P Kennedy
- National Institute on Drug Abuse, Intramural Research Program, Baltimore, MD, USA
| | - Michelle L Jobes
- National Institute on Drug Abuse, Intramural Research Program, Baltimore, MD, USA
| | - Greg Ward
- Rensselaer Polytechnic Institute, Lighting Research Center, Troy, NY, USA
| | - Barbara A Plitnick
- Rensselaer Polytechnic Institute, Lighting Research Center, Troy, NY, USA
| | - Mariana G Figueiro
- Rensselaer Polytechnic Institute, Lighting Research Center, Troy, NY, USA
| | - Mark S Rea
- Rensselaer Polytechnic Institute, Lighting Research Center, Troy, NY, USA
| | - Kenzie L Preston
- National Institute on Drug Abuse, Intramural Research Program, Baltimore, MD, USA
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50
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Belcher AM, Cole TO, Greenblatt AD, Hoag SW, Epstein DH, Wagner M, Billing AS, Massey E, Hamilton KR, Kozak ZK, Welsh CJ, Weintraub E, Wickwire EM, Wish ED, Kaptchuk TJ, Colloca L. Open-label dose-extending placebos for opioid use disorder: a protocol for a randomised controlled clinical trial with methadone treatment. BMJ Open 2019; 9:e026604. [PMID: 31230007 PMCID: PMC6596949 DOI: 10.1136/bmjopen-2018-026604] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2018] [Revised: 04/08/2019] [Accepted: 05/09/2019] [Indexed: 12/20/2022] Open
Abstract
INTRODUCTION More than 2 million individuals in the USA have an opioid use disorder (OUD). Methadone maintenance treatment is the gold standard of medication-based treatment for OUD, but high-dose methadone is associated with cardiotoxicity and respiratory complications, among other side effects. These adverse effects make enhancing the effectiveness of lower doses of methadone an attractive therapeutic goal. Long recognised for its capacity to enhance treatment outcomes for a wide range of neuropsychiatric disorders including pain, the placebo effect offers an as-yet untested avenue to such an enhancement. This approach is particularly compelling given that individuals with substance use disorder tend to have higher salience attribution and may thereby be more sensitive to placebo effects. Our study combines two promising clinical methodologies-conditioning/dose-extension and open-label placebo-to investigate whether placebo effects can increase the effective potency of methadone in treatment-seeking OUD patients. METHODS AND ANALYSIS A total of 120 newly enrolled treatment-seeking OUD patients will be randomly assigned to one of two different groups: either methadone plus daily placebo dose-extension (PDE; treatment group) or methadone/treatment as usual (control). Participants will meet with study team members five times over the course of 3 months of treatment with methadone (baseline, 2 weeks, and 1, 2 and 3 months postbaseline). Throughout this study time period, methadone dosages will be adjusted by an addiction clinician blind to patient assignment, per standard clinical methods. The primary outcome is methadone dose at 3 months. Secondary outcomes include self-report of drug use; 3-month urine toxicology screen results; and treatment retention. Exploratory outcomes include several environmental as well as personality factors associated with OUD and with propensity to demonstrate a placebo effect. ETHICS AND DISSEMINATION Human subjects oversight for this study is provided by the University of Maryland, Baltimore and University of Maryland, College Park Institutional Review Boards. Additionally, the study protocol is reviewed annually by an independent Data and Safety Monitoring Board. Study results will be disseminated via research conference presentations and peer-reviewed publications. TRIAL REGISTRATION NUMBER NCT02941809.
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Affiliation(s)
- Annabelle M Belcher
- Department of Psychiatry, Division of Addiction Research and Treatment, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Thomas O Cole
- Department of Psychiatry, Division of Addiction Research and Treatment, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Aaron D Greenblatt
- Department of Psychiatry, Division of Addiction Research and Treatment, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Stephen W Hoag
- Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, Maryland, USA
| | - David H Epstein
- Real-world Assessment, Prediction and Treatment Unit, National Institute on Drug Abuse Intramural Research Program, Baltimore, Maryland, USA
| | - Michael Wagner
- University of Maryland Center for Substance Abuse Research, College Park, Maryland, USA
| | - Amy S Billing
- University of Maryland Center for Substance Abuse Research, College Park, Maryland, USA
| | - Ebonie Massey
- University of Maryland Center for Substance Abuse Research, College Park, Maryland, USA
| | - Kristen R Hamilton
- Department of Psychology, University of Maryland, College Park, Maryland, USA
| | - Zofia K Kozak
- Medical School Training Program, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Christopher J Welsh
- Department of Psychiatry, Division of Addiction Research and Treatment, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Eric Weintraub
- Department of Psychiatry, Division of Addiction Research and Treatment, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Emerson M Wickwire
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore, Maryland, USA
- Sleep Disorders Center, Division of Pulmonary and Critical Care Medicine, Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Eric D Wish
- University of Maryland Center for Substance Abuse Research, College Park, Maryland, USA
| | - Ted J Kaptchuk
- Program in Placebo Studies, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Luana Colloca
- Department of Pain and Translational Symptom Science, University of Maryland School of Nursing, Baltimore, Maryland, USA
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