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1.
Am J Epidemiol ; 192(5): 748-756, 2023 05 05.
Article in English | MEDLINE | ID: mdl-36549900

ABSTRACT

Patients with opioid use disorder (OUD) tend to get assigned to one of 3 medications based on the treatment program to which the patient presents (e.g., opioid treatment programs tend to treat patients with methadone, while office-based practices tend to prescribe buprenorphine). It is possible that optimally matching patients with treatment type would reduce the risk of return to regular opioid use (RROU). We analyzed data from 3 comparative effectiveness trials from the US National Institute on Drug Abuse Clinical Trials Network (CTN0027, 2006-2010; CTN0030, 2006-2009; and CTN0051 2014-2017), in which patients with OUD (n = 1,459) were assigned to treatment with either injection extended-release naltrexone (XR-NTX), sublingual buprenorphine-naloxone (BUP-NX), or oral methadone. We learned an individualized rule by which to assign medication type such that risk of RROU during 12 weeks of treatment would be minimized, and then estimated the amount by which RROU risk could be reduced if the rule were applied. Applying our estimated treatment rule would reduce risk of RROU compared with treating everyone with methadone (relative risk (RR) = 0.79, 95% confidence interval (CI): 0.60, 0.97) or treating everyone with XR-NTX (RR = 0.71, 95% CI: 0.47, 0.96). Applying the estimated treatment rule would have resulted in a similar risk of RROU to that of with treating everyone with BUP-NX (RR = 0.92, 95% CI: 0.73, 1.11).


Subject(s)
Buprenorphine , Opioid-Related Disorders , Humans , Narcotic Antagonists/therapeutic use , Analgesics, Opioid/therapeutic use , Opioid-Related Disorders/drug therapy , Naltrexone/therapeutic use , Buprenorphine/therapeutic use , Buprenorphine, Naloxone Drug Combination/therapeutic use , Methadone/therapeutic use
2.
Addict Biol ; 28(1): e13248, 2023 01.
Article in English | MEDLINE | ID: mdl-36577720

ABSTRACT

The cognitive processing of drug-related cues and the subsequent dysregulation of behaviour play a central role in the pathophysiology of substance use disorders. Prior studies are limited by small sample sizes and a lack of immersion in stimulus presentation. In the present study, we recruited patients with methamphetamine use disorder (MUD; N = 1099) from four compulsory isolated detoxification centres and healthy control participants (N = 305). With a 12-min-long virtual reality (VR) protocol stimulus, we discovered that patients showed a decrease in electroencephalogram (EEG) power across alpha to gamma bands in anterior scalp regions under methamphetamine-related VR stimuli (e.g. a glass pipe and medical tubing) compared with the control stimuli (e.g. balls and cubes). Analysis of variance (ANOVA) showed that the interaction effects of stimuli type and group were significant in five EEG bands. Using generalised linear models, we classified the stimuli type (i.e. drug-related vs. drug-unrelated cues) in MUD patients with an f1 score of 90% on an out-of-sample testing set. The decreases of EEG between drug-related cues and drug-unrelated cues in delta, theta and alpha frequency bands are more frequently seen in patients than in healthy controls, perhaps reflecting general arousal and attenuated impulsive control. Our results suggest that EEG responses elicited by long-duration methamphetamine-related VR cues showed a specific signature, which may have future clinical implications.


Subject(s)
Methamphetamine , Substance-Related Disorders , Virtual Reality , Humans , Methamphetamine/adverse effects , Cues , Electroencephalography , Substance-Related Disorders/psychology
3.
Am J Addict ; 30(5): 470-476, 2021 09.
Article in English | MEDLINE | ID: mdl-34223681

ABSTRACT

BACKGROUND AND OBJECTIVES: Fentanyl and other highly potent synthetic opioids are the leading cause of opioid overdose deaths in the United States. METHODS: This study was an open-label, uncontrolled 12-week outpatient clinical trial to test the feasibility of a single-day induction onto extended-release buprenorphine (BXR) injection treatment for five adults (N = 5) with opioid use disorder using heroin-containing fentanyl. Participants were planned to receive three monthly BXR injections (300, 300, and 100 mg). RESULTS: After receiving 24 mg sublingual buprenorphine (SL-BUP), all five participants received the BXR 300 mg injection on the first day of induction. All five participants were retained for the full 3-month study period postinduction and received all three scheduled BXR injections. DISCUSSION AND CONCLUSION: This study provides preliminary evidence supporting the feasibility of inducting users of heroin-containing fentanyl onto BXR 300 mg in a single day. SCIENTIFIC SIGNIFICANCE: The ability to administer a long-acting injection of BXR that assures therapeutic serum levels for a month on the first day of treatment contact is a promising development for the treatment of OUD.


Subject(s)
Buprenorphine , Opioid-Related Disorders , Adult , Analgesics, Opioid/therapeutic use , Buprenorphine/therapeutic use , Fentanyl , Heroin , Humans , Narcotic Antagonists/therapeutic use , Opioid-Related Disorders/drug therapy , United States
4.
Am J Drug Alcohol Abuse ; 47(4): 467-475, 2021 07 04.
Article in English | MEDLINE | ID: mdl-34092158

ABSTRACT

Background: There is a need for alcohol use disorder (AUD) pharmacotherapy that can be administered to actively drinking outpatients. Pregabalin, a gabapentoid anticonvulsant, has preliminary evidence supporting effects on alcohol withdrawal and AUD.Objectives: To evaluate the safety, tolerability, and optimal dosing of pregabalin for treating AUD.Methods: In an open-label, 8-week, outpatient trial of eighteen adults (nine women) with AUD, participants were titrated to 600 mg/day (or the maximum tolerated dose) over 3 weeks and then maintained for 5 weeks.Results: The majority (11/14, 78.6%) of participants with at least one-week of medication exposure achieved a maximum dose of 600 mg/day. Mean retention was 6.8 weeks (SD = 2.6). Eighty percent (12/15) of participants with post-enrollment data reported any adverse effects during the trial; and for those reporting adverse effects the most common were drowsiness (33.3%, 4/12), and fogginess (25%, 3/12), dizziness (25%, 3/12), and insomnia (25%, 3/12). Two participants discontinued study medication due to adverse effects and one had a dose reduction. Mean Heavy Drinking Days (HDD)/week decreased significantly by 3.43 days (SD = 2.47; median (IQR) = 4.00 (1.00 to 5.50)); Wilcoxon signed rank test statistic ((S) = 49.5, p = .0006). Mean proportion of HDD significantly decreased on average by 48.7% (SD = 35.1%; median (IQR) = 57.1% (14.3% to 78.6%)). The proportion of abstinent days increased significantly on average by 36.1% (SD = 35.0%; median (IQR) = 17.9% (14.3% to 75.0%); S = 49.5, p = .0005).Conclusions: Pregabalin treatment of AUD appears to be safe and well tolerated in doses up to 600 mg per day.Trial Registration: clinicaltrials.gov identifier: NCT03256253.


Subject(s)
Alcoholism/drug therapy , Pregabalin/therapeutic use , Adult , Female , Humans , Male , Middle Aged , Pilot Projects , Substance Withdrawal Syndrome/drug therapy , Treatment Outcome , Young Adult
5.
Am J Addict ; 29(4): 345-348, 2020 07.
Article in English | MEDLINE | ID: mdl-32167629

ABSTRACT

BACKGROUND AND OBJECTIVES: Highly potent synthetic opioids (HPSO) are increasingly responsible for opioid overdose deaths in the United States. METHODS: In an open-label, uncontrolled trial to test the feasibility of extended-release buprenorphine (BXR) injection treatment of heroin-using individuals with opioid use disorder testing positive for HPSO, participants were enrolled and began an induction with sublingual BXR (n = 5). During the induction, ancillary medications (clonidine, clonazepam, zolpidem, and prochlorperazine) were provided for breakthrough opioid withdrawal symptoms. RESULTS: Two participants received the BXR injection on the second day of the induction and three participants on the third day. DISCUSSION AND CONCLUSION: All five participants were retained at least 1-month postinduction. SCIENTIFIC SIGNIFICANCE: It may be feasible to provide BXR treatment to HPSO-positive heroin users rapidly to achieve clinical stabilization. (Am J Addict 2020;00:00-00).


Subject(s)
Buprenorphine , Heroin Dependence , Adult , Buprenorphine/administration & dosage , Buprenorphine/adverse effects , Delayed-Action Preparations/administration & dosage , Delayed-Action Preparations/adverse effects , Female , Heroin Dependence/drug therapy , Heroin Dependence/psychology , Humans , Induction Chemotherapy/methods , Injections , Male , Middle Aged , Narcotic Antagonists/administration & dosage , Narcotic Antagonists/adverse effects , Psychotropic Drugs/therapeutic use , Substance Withdrawal Syndrome/diagnosis , Substance Withdrawal Syndrome/drug therapy , Treatment Outcome
6.
Am J Addict ; 28(6): 497-502, 2019 11.
Article in English | MEDLINE | ID: mdl-31538372

ABSTRACT

BACKGROUND AND OBJECTIVES: In a multisite, randomized study (CTN-0029), a 3-month course of Osmotic-Release Oral System Methylphenidate (OROS-MPH) improved smoking cessation in a group of patients with higher baseline severity in Attention-Deficit/Hyperactivity Disorder (ADHD). This treatment, however, worsened smoking cessation outcome in the group with lower baseline ADHD severity. We want to examine whether this differential treatment effect persisted after OROS-MPH was discontinued. METHODS: We conducted a secondary analysis of the 1-month follow-up data from CTN-0029 after the discontinuation of OROS-MPH (N = 134). Nicotine patch was tapered during this month. We tested whether OROS-MPH had an effect on self-reported 7-day abstinence by week, as well as possible treatment by baseline ADHD severity interactions. RESULTS: Abstinence diminished overall in time after the end of the treatment. In the high baseline severity group, patients who received OROS-MPH had an advantage in 7-day abstinence at week 15 (40% for OROS-MPH vs 20% for placebo, odds ratio = 2.63, P = .028). In the lower severity group (n = 121), no difference was detected (29% for OROS-MPH vs 32% for placebo, P = 1.00) between the two treatment groups. There was also a significant treatment by baseline ADHD severity interaction (P = .03). CONCLUSIONS AND SCIENTIFIC SIGNIFICANCE: OROS-MPH promotes abstinence beyond the course of treatment for patients with more severe ADHD, while the paradoxical effects in the lower baseline severity group is not persistent after medication discontinuation. Targeting ADHD in smoking cessation as a comorbidity therefore can have broader impact with more precise patient selection. (Am J Addict).


Subject(s)
Attention Deficit Disorder with Hyperactivity/complications , Central Nervous System Stimulants/therapeutic use , Methylphenidate/therapeutic use , Smoking Cessation/methods , Smoking/drug therapy , Tobacco Use Cessation Devices , Administration, Oral , Adolescent , Adult , Delayed-Action Preparations , Drug Administration Schedule , Drug Therapy, Combination , Female , Follow-Up Studies , Humans , Male , Middle Aged , Patient Selection , Self Report , Severity of Illness Index , Smoking/psychology , Treatment Outcome , Young Adult
8.
Am J Drug Alcohol Abuse ; 44(6): 653-659, 2018.
Article in English | MEDLINE | ID: mdl-29370538

ABSTRACT

BACKGROUND: A double blind, placebo-controlled randomized trial (NCT00253747) evaluating osmotic-release oral system methylphenidate (OROS-MPH) for smoking-cessation revealed a significant interaction effect in which participants with higher baseline ADHD severity had better abstinence outcomes with OROS-MPH while participants with lower baseline ADHD severity had worse outcomes. OBJECTIVES: This current report examines secondary outcomes that might bear on the mechanism for this differential treatment effect. METHODS: Longitudinal analyses were conducted to evaluate the effect of OROS-MPH on three secondary outcomes (ADHD symptom severity, nicotine craving, and withdrawal) in the total sample (N = 255, 56% Male), and in the high (N = 134) and low (N = 121) baseline ADHD severity groups. RESULTS: OROS-MPH significantly improved ADHD symptoms and nicotine withdrawal symptoms in the total sample, and exploratory analyses showed that in both higher and lower baseline severity groups, OROS-MPH statistically significantly improved these two outcomes. No effect on craving overall was detected, though exploratory analyses showed statistically significantly decreased craving in the high ADHD severity participants on OROS-MPH. No treatment by ADHD baseline severity interaction was detected for the outcomes. CONCLUSIONS: Methylphenidate improved secondary outcomes during smoking cessation independent of baseline ADHD severity, with no evident treatment-baseline severity interaction. Our results suggest divergent responses to smoking cessation treatment in the higher and lower severity groups cannot be explained by concordant divergence in craving, withdrawal and ADHD symptom severity, and alternative hypotheses may need to be identified.


Subject(s)
Attention Deficit Disorder with Hyperactivity/diagnosis , Smoking Cessation , Tobacco Use Disorder/therapy , Adult , Attention Deficit Disorder with Hyperactivity/complications , Attention Deficit Disorder with Hyperactivity/psychology , Central Nervous System Stimulants/therapeutic use , Double-Blind Method , Female , Humans , Longitudinal Studies , Male , Methylphenidate/therapeutic use , Middle Aged , Severity of Illness Index , Smoking/psychology , Tobacco Use Disorder/complications , Tobacco Use Disorder/psychology , Treatment Outcome
9.
Acad Psychiatry ; 42(3): 346-353, 2018 Jun.
Article in English | MEDLINE | ID: mdl-29302928

ABSTRACT

OBJECTIVE: The goal of this study was to identify trends in MD/PhD graduates entering psychiatry, to compare these trends with other specialties, and to review strategies for enhancing the physician-scientist pipeline. METHODS: Data on 226,588 medical students graduating from Liaison Committee on Medical Education accredited programs between 1999 and 2012 (6626 MD/PhDs) were used to evaluate the number, percentage, and proportion of MD/PhDs entering psychiatry in comparison with other specialties (neurology, neurosurgery, internal medicine, family medicine, and radiation oncology). Linear regression and multiple linear regression determined whether these values increased over time and varied by sex. RESULTS: Over 14 years, an average of 18 MD/PhDs (range 13-29) enrolled in psychiatry each year. The number of MD/PhDs going into psychiatry significantly increased, although these gains were modest (less than one additional MD/PhD per year). The proportion of students entering psychiatry who were MD/PhDs varied between 2.9 and 5.9 per 100 residents, with no significant change over time. There was also no change in the percentage of MD/PhDs entering psychiatry from among all MD/PhD graduates. The rate of increase in the number of MD/PhDs going into psychiatry did not differ significantly from other specialties except for family medicine, which is decreasing. The rate of MD/PhDs going into psychiatry was higher for women, suggesting closure of the sex gap in 17 years. CONCLUSIONS: Despite the increase in the number of MD/PhDs entering psychiatry, these numbers remain low. Expanding the cohort of physician-scientists dedicated to translational research in psychiatry will require a multipronged approach.


Subject(s)
Biomedical Research , Career Choice , Internship and Residency , Physicians/trends , Psychiatry/education , Biomedical Research/education , Biomedical Research/trends , Education, Medical, Graduate , Female , Humans , Male , Physicians/statistics & numerical data , Physicians, Women/statistics & numerical data , Physicians, Women/trends , Research Support as Topic , United States , Workforce
10.
Curr Psychiatry Rep ; 19(3): 14, 2017 Mar.
Article in English | MEDLINE | ID: mdl-28251590

ABSTRACT

Attention-deficit hyperactivity disorder (ADHD) and substance use disorders (SUDs) may have common etiologies. ADHD is more prevalent in patients with substance use disorders, and this pattern is consistent across different substances of abuse. Individuals with SUDs and ADHD exhibit significant variations in their clinical presentations. The developmental trajectory of ADHD to SUDs is complex: ADHD symptoms appear first in some patients but not in others. Many patients present with a heterogeneous collection of psychiatric and substance use co-morbidities, and these symptoms change over time. ADHD symptom severity is also highly variable, and more severe ADHD symptoms worsen co-morbid SUDs and complicate treatment. New longitudinal studies with innovative methods in high-risk populations and in community-based samples may clarify issues related to patient-treatment matching. When closely monitored, psychostimulant and other adjunct medications can be safely used to treat ADHD in this population, and such treatment may also improve outcome of SUDs. In particular, emerging evidence suggests individual-level tailoring ("precision medicine") approaches may represent a key pathway to improve clinical outcome.


Subject(s)
Attention Deficit Disorder with Hyperactivity/rehabilitation , Precision Medicine , Substance-Related Disorders/rehabilitation , Attention Deficit Disorder with Hyperactivity/diagnosis , Attention Deficit Disorder with Hyperactivity/physiopathology , Attention Deficit Disorder with Hyperactivity/psychology , Behavior, Addictive , Brain/drug effects , Brain/physiopathology , Brain Mapping , Central Nervous System Stimulants/therapeutic use , Combined Modality Therapy , Comorbidity , Dopamine/physiology , Humans , Long-Term Care , Neural Pathways/drug effects , Neural Pathways/physiopathology , Prevalence , Randomized Controlled Trials as Topic , Substance-Related Disorders/diagnosis , Substance-Related Disorders/physiopathology , Substance-Related Disorders/psychology
11.
BMC Infect Dis ; 15: 540, 2015 Nov 20.
Article in English | MEDLINE | ID: mdl-26589681

ABSTRACT

BACKGROUND: Arterial aneurysm is a known complication of syphilis, but the occurrence of femoral artery aneurysm secondary to the syphilitic disease has never been reported. CASE PRESENTATION: The present study described a 60-year-old Chinese male who presented with two aneurysms in the middle and lower segment of the right superficial femoral artery causing the symptoms of pain, coldness and numbness in the right lower limb. This case was diagnosed with syphilitic superficial femoral aneurysm because of positive syphilitic testing and the inflammatory cell infiltration around the adventitial vasa vasorum under the pathological examination. Anti-syphilis treatment, stent graft implantation and open surgery were attempted to eliminate the syphilis and aneurysm, which was ultimately successful, with no symptoms after a follow-up of 3 months. CONCLUSION: Combined open and endovascular repair may be effective and safe for treatment of syphilitic femoral artery aneurysms.


Subject(s)
Aneurysm/complications , Aneurysm/surgery , Femoral Artery/surgery , Syphilis/complications , Femoral Artery/pathology , Humans , Male , Middle Aged
12.
Am J Addict ; 24(4): 348-56, 2015 Jun.
Article in English | MEDLINE | ID: mdl-25659348

ABSTRACT

BACKGROUND AND OBJECTIVES: Osmotic-release oral system methylphenidate (OROS-MPH) did not show overall benefit as an adjunct smoking cessation treatment for adult smokers with ADHD in a randomized, placebo-controlled, multicenter clinical trial. A secondary analysis revealed a significant interaction between ADHD symptom severity and treatment-response to OROS-MPH, but did not account for other baseline covariates or estimate the magnitude of improvement in outcome if treatment were optimized. This present study addressed the gaps in how this relationship should inform clinical practice. METHODS: Using data from the Adult Smokers with ADHD Trial (N = 255, six sites in five US States), we build predictive models to calculate the probability of achieving prolonged abstinence, verified by self-report, and expired carbon monoxide measurement. We evaluate the potential improvement in achieving prolonged abstinence with and without stratification on baseline ADHD severity. RESULTS: Predictive modeling demonstrates that the interaction between baseline ADHD severity and treatment group is not affected by adjusting for other baseline covariates. A clinical trial simulation shows that giving OROS-MPH to patients with baseline Adult ADHD Symptom Rating Scale (ADHD-RS) >35 and placebo to those with ADHD-RS ≤35 would significantly improve the prolonged abstinence rate (52 ± 8% vs. 42 ± 5%, p < .001). CONCLUSIONS AND SCIENTIFIC SIGNIFICANCE: In smokers with ADHD, utilization of a simple decision rule that stratifies patients based on baseline ADHD severity can enhance overall achievement of prolonged smoking abstinence. Similar analysis methods should be considered for future clinical trials for other substance use disorders.


Subject(s)
Attention Deficit Disorder with Hyperactivity/drug therapy , Central Nervous System Stimulants/administration & dosage , Decision Support Techniques , Methylphenidate/administration & dosage , Precision Medicine , Smoking Cessation/methods , Smoking/adverse effects , Administration, Oral , Adult , Central Nervous System Stimulants/adverse effects , Comorbidity , Delayed-Action Preparations , Female , Humans , Male , Methylphenidate/adverse effects , Middle Aged
13.
Addiction ; 119(1): 149-157, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37712113

ABSTRACT

AIM: The aim of this study was to estimate how ongoing stimulant use affects return to illicit opioid use after initiation onto medication for opioid use disorder (MOUD). DESIGN: This was a secondary analysis of pooled data from two clinical trials comparing buprenorphine (BUP-NX) and extended-release naltrexone (XR-NTX). SETTING: Thirteen opioid treatment programs and HIV clinics across 10 states in the United States from 2014 to 2019 took part in this study. PARTICIPANTS: A total of 528 participants who initiated MOUD as part of trial participation were included. Nearly half (49%) were between 30 and 49 years of age, 69% were male and 66% were non-Hispanic White. MEASUREMENTS: The primary outcome was first self-reported day of non-prescribed opioid use following MOUD initiation, and the exposure of interest was daily stimulant use (methamphetamine, amphetamines or cocaine). Both were defined using time-line follow-back. Among participants reporting at least 1 day of illicit opioid use, we also examined relapse to ongoing use, defined as (1) 7 days of continuous opioid use or (2) 4 consecutive weeks with self-reported opioid use, one or more positive urine drug screens (UDS) for opioids or one or more missing UDS. FINDINGS: Forty-seven per cent of participants reported stimulant use following MOUD initiation, 58% returned to illicit opioid use and 66% of those relapsed to ongoing use. Stimulant use was strongly associated with increased risk of misusing opioids after MOUD initiation when measured daily [adjusted hazard ratio (aHR) = 9.23, 95% confidence interval (CI) = 6.80-12.50, P < 0.001] and over a 7-day period (aHR = 1.27 for each additional day, CI = 1.18-1.37, P < 0.001). Using stimulants weekly or more often was associated with increased likelihood of relapse to ongoing opioid use compared with less than weekly or no stimulant use (adjusted odds ratio = 2.30, CI = 1.05-5.39, P = 0.044). CONCLUSIONS: People initiated on medication for opioid use disorder who subsequently use stimulants appear to be more likely to return to and continue using non-prescribed opioids compared with those without stimulant use. The association appears to be stronger among patients who initiate buprenorphine compared with those who initiate extended-release naltrexone.


Subject(s)
Central Nervous System Stimulants , Opioid-Related Disorders , Female , Humans , Male , Analgesics, Opioid/adverse effects , Buprenorphine/therapeutic use , Central Nervous System Stimulants/adverse effects , Delayed-Action Preparations/therapeutic use , Naltrexone/therapeutic use , Opioid-Related Disorders/drug therapy , Opioid-Related Disorders/epidemiology , Recurrence , United States/epidemiology , Adult , Middle Aged , Clinical Trials as Topic
14.
medRxiv ; 2024 Mar 29.
Article in English | MEDLINE | ID: mdl-38585900

ABSTRACT

Contingency Management (CM) is a psychological treatment that aims to change behavior with financial incentives. In substance use disorders (SUDs), deployment of CM has been enriched by longstanding discussions around the cost-effectiveness of prized-based and voucher-based approaches. In prize-based CM, participants earn draws to win prizes, including small incentives to reduce costs, and the number of draws escalates depending on the duration of maintenance of abstinence. In voucher-based CM, participants receive a predetermined voucher amount based on specific substance test results. While both types have enhanced treatment outcomes, there is room for improvement in their cost-effectiveness: the voucher-based system requires enduring financial investment; the prize-based system might sacrifice efficacy. Previous work in computational psychiatry of SUDs typically employs frameworks wherein participants make decisions to maximize their expected compensation. In contrast, we developed new frameworks that clinical decision-makers choose actions, CM structures, to reinforce the substance abstinence behavior of participants. We consider the choice of the voucher or prize to be a sequential decision, where there are two pivotal parameters: the prize probability for each draw and the escalation rule determining the number of draws. Recent advancements in Reinforcement Learning, more specifically, in off-policy evaluation, afforded techniques to estimate outcomes for different CM decision scenarios from observed clinical trial data. We searched CM schemas that maximized treatment outcomes with budget constraints. Using this framework, we analyzed data from the Clinical Trials Network to construct unbiased estimators on the effects of new CM schemas. Our results indicated that the optimal CM schema would be to strengthen reinforcement rapidly in the middle of the treatment course. Our estimated optimal CM policy improved treatment outcomes by 32% while maintaining costs. Our methods and results have broad applications in future clinical trial planning and translational investigations on the neurobiological basis of SUDs.

15.
JAMA Psychiatry ; 81(1): 45-56, 2024 Jan 01.
Article in English | MEDLINE | ID: mdl-37792357

ABSTRACT

Importance: No existing model allows clinicians to predict whether patients might return to opioid use in the early stages of treatment for opioid use disorder. Objective: To develop an individual-level prediction tool for risk of return to use in opioid use disorder. Design, Setting, and Participants: This decision analytical model used predictive modeling with individual-level data harmonized in June 1, 2019, to October 1, 2022, from 3 multicenter, pragmatic, randomized clinical trials of at least 12 weeks' duration within the National Institute on Drug Abuse Clinical Trials Network (CTN) performed between 2006 and 2016. The clinical trials covered a variety of treatment settings, including federally licensed treatment sites, physician practices, and inpatient treatment facilities. All 3 trials enrolled adult participants older than 18 years, with broad pragmatic inclusion and few exclusion criteria except for major medical and unstable psychiatric comorbidities. Intervention: All participants received 1 of 3 medications for opioid use disorder: methadone, buprenorphine, or extended-release naltrexone. Main Outcomes and Measures: Predictive models were developed for return to use, which was defined as 4 consecutive weeks of urine drug screen (UDS) results either missing or positive for nonprescribed opioids by week 12 of treatment. Results: The overall sample included 2199 trial participants (mean [SD] age, 35.3 [10.7] years; 728 women [33.1%] and 1471 men [66.9%]). The final model based on 4 predictors at treatment entry (heroin use days, morphine- and cocaine-positive UDS results, and heroin injection in the past 30 days) yielded an area under the receiver operating characteristic curve (AUROC) of 0.67 (95% CI, 0.62-0.71). Adding UDS in the first 3 treatment weeks improved model performance (AUROC, 0.82; 95% CI, 0.78-0.85). A simplified score (CTN-0094 OUD Return-to-Use Risk Score) provided good clinical risk stratification wherein patients with weekly opioid-negative UDS results in the 3 weeks after treatment initiation had a 13% risk of return to use compared with 85% for those with 3 weeks of opioid-positive or missing UDS results (AUROC, 0.80; 95% CI, 0.76-0.84). Conclusions and Relevance: The prediction model described in this study may be a universal risk measure for return to opioid use by treatment week 3. Interventions to prevent return to regular use should focus on this critical early treatment period.


Subject(s)
Buprenorphine , Opioid-Related Disorders , Adult , Male , Humans , Female , Analgesics, Opioid/therapeutic use , Heroin/therapeutic use , Opioid-Related Disorders/drug therapy , Naltrexone/therapeutic use , Buprenorphine/therapeutic use , Narcotic Antagonists/therapeutic use
16.
Proc Natl Acad Sci U S A ; 107(23): 10713-8, 2010 Jun 08.
Article in English | MEDLINE | ID: mdl-20498080

ABSTRACT

In the antennal lobe of Drosophila, information about odors is transferred from olfactory receptor neurons (ORNs) to projection neurons (PNs), which then send axons to neurons in the lateral horn of the protocerebrum (LHNs) and to Kenyon cells (KCs) in the mushroom body. The transformation from ORN to PN responses can be described by a normalization model similar to what has been used in modeling visually responsive neurons. We study the implications of this transformation for the generation of LHN and KC responses under the hypothesis that LHN responses are highly selective and therefore suitable for driving innate behaviors, whereas KCs provide a more general sparse representation of odors suitable for forming learned behavioral associations. Our results indicate that the transformation from ORN to PN firing rates in the antennal lobe equalizes the magnitudes of and decorrelates responses to different odors through feedforward nonlinearities and lateral suppression within the circuitry of the antennal lobe, and we study how these two components affect LHN and KC responses.


Subject(s)
Drosophila melanogaster/physiology , Animals , Mushroom Bodies/physiology , Olfactory Receptor Neurons/physiology , Organ Size
17.
PLoS One ; 18(9): e0291248, 2023.
Article in English | MEDLINE | ID: mdl-37682922

ABSTRACT

INTRODUCTION: The efficacy of treatments for substance use disorders (SUD) is tested in clinical trials in which participants typically provide urine samples to detect whether the person has used certain substances via urine drug screenings (UDS). UDS data form the foundation of treatment outcome assessment in the vast majority of SUD clinical trials. However, existing methods to calculate treatment outcomes are not standardized, impeding comparability between studies and prohibiting reproducibility of results. METHODS: We extended the concept of a binary UDS variable to multiple categories: "+" [positive for substance(s) of interest], "-" [negative for substance(s)], "o" [patient failed to provide sample], "*" [inconclusive or mixed results], and "_" [no specimens required per study design]. This construct can be used to create a standardized and sufficient representation of UDS datastreams and sufficiently collapses longitudinal records into a single, compact "word", which preserves all information contained in the original data. RESULTS: We developed the R software package CTNote (available on CRAN) as a tool to enable computers to parse these "words". The software package contains five groups of routines: detect a substance use pattern, account for a specific trial protocol, handle missing UDS data, measure the longest period of consecutive behavior, and count substance use events. Executing permutations of these routines result in algorithms which can define SUD clinical trial endpoints. As examples, we provide three algorithms to define primary endpoints from seminal SUD clinical trials. DISCUSSION: Representing substance use patterns as a "word" allows researchers and clinicians an "at a glance" assessment of participants' responses to treatment over time. Further, machine readable use pattern summaries are a standardized method to calculate treatment outcomes and are therefore useful to all future SUD clinical trials. We discuss some caveats when applying this data summarization technique in practice and areas of future study.


Subject(s)
Algorithms , Substance-Related Disorders , Humans , Reproducibility of Results , Outcome Assessment, Health Care , Research Design
18.
Front Immunol ; 14: 1115305, 2023.
Article in English | MEDLINE | ID: mdl-36926326

ABSTRACT

Background: In recent years, immune checkpoint inhibitors (ICIs) had extremely rapid growth in anti-cancer and improved outcomes of many malignancies, specifically lung cancer. However, the incidence of ICIs-related adverse events also raised. Using this meta-analysis, ICIs-related respiratory disorders were investigated in lung cancer patients. Methods: Using Cochrane Library, Embase, and PubMed databases, we performed an integrated search for randomized controlled trials (RCTs) to compare respiratory disorders among different regimens. The data was prepared with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) reporting guideline, and the quality of included studies was evaluated based on the Cochrane manual. Results: In total, 22 RCTs were involved in this meta-analysis. Compared with ICIs, chemotherapy reduced the risk of interstitial lung disease (p = 0.03; SMD: 2.81; 95% CI: 1.08, 7.27), pleural effusion (p = 0.002; SMD: 2.12; 95% CI: 1.32, 3.42), and pneumonitis (p < 0.00001; SMD: 9.23; 95% CI: 4.57, 18.64). ICIs plus chemotherapy could provide a higher probability for patients to suffer pneumonitis than chemotherapy (p = 0.01; SMD: 1.96; 95% CI: 1.17, 3.28). In addition, single ICI brought a lower likelihood for patients suffering pneumonitis than double ICIs (p = 0.004; SMD: 2.17; 95% CI: 1.27, 3.69). Conclusion: ICIs-based treatment, such as ICIs alone, ICIs plus chemotherapy and double ICIs, can raise the incidences of some respiratory disorders in patients with lung cancer. It suggests that ICIs should be conducted based on a comprehensive consideration to prevent ICIs-related respiratory disorders. To a certain degree, this study might be provided to the clinician as a reference for ICIs practice. Systematic review registration: https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42022378901, identifier (CRD42022378901).


Subject(s)
Lung Neoplasms , Respiration Disorders , Respiratory Tract Diseases , Humans , Immune Checkpoint Inhibitors/adverse effects , Randomized Controlled Trials as Topic , Lung Neoplasms/drug therapy
19.
Front Bioeng Biotechnol ; 11: 1122997, 2023.
Article in English | MEDLINE | ID: mdl-36741757

ABSTRACT

Peripheral vascular disease caused by brucellosis is rarely seen around the world; thus, it is easily ignored by patients and doctors, leading to a lack of corresponding screening and delayed comprehensive treatment. Currently, there is no standard or guideline for diagnosing and treating peripheral arterial disease caused by brucellosis. From June 2021 to December 2022, four cases of abdominal aortic pseudoaneurysm caused by brucellosis disease were treated with endovascular aneurysm repair This study reported treatment results as follows and reviewed the incidence, treatment, and prognosis of abdominal aortic pseudoaneurysm caused by brucellosis.

20.
Front Bioeng Biotechnol ; 11: 1240651, 2023.
Article in English | MEDLINE | ID: mdl-37545894

ABSTRACT

Objective: Complex aortic lesions, especially those involving branches of the visceral artery, remain a challenge to treat. A single-center study using the Octopus technique to evaluate the safety and short-term effects of endovascular repair of complex aortic lesions was reported and documented. Methods: The data of six cases who underwent optimized Octopus surgery in our center from August 2020 to February 2022 were analyzed retrospectively. The choice of operation scheme, operation time, operation complications, and follow-up data were analyzed among them. Results: The average age of the six patients undergoing optimized Octopus surgery was 55.1 ± 17.2 years. Two cases were diagnosed as pararenal aortic aneurysms; four cases were aortic dissection involving the visceral artery. All cases achieved technical success; all visceral arteries were reconstructed as planned. A total of 17 visceral arteries were planned to be reconstructed; five celiac arteries were embolized. Three cases of gutter endoleak were found during the operation without embolization but with follow-up observation. There were two cases of slight damage to renal function and two cases of perioperative death. Other complications, such as intestinal ischemia and spinal cord ischemia, did not occur. Follow-up ranged from 6 months to 30 months. One patient died of gastrointestinal bleeding 6 months after the operation. At the 6 months follow-up, computed tomographic angiography showed that all internal leaks had disappeared. The patency rate of the visceral artery was 100%, and no complications, such as stent displacement and occlusion, occurred during the follow-up period. Conclusion: With fenestrated and branched stent grafts technology not widely available, and off label use not a viable option, Octopus technology for treating complex aortic lesions should be considered. The Octopus technique is an up-and-coming surgical method, but we should recognize its operation difficulty, operation-related complications, and long-term prognosis. We should pay attention to and continue to optimize Octopus technology.

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