Pilot TMS for Methamphetamine Use Disorder
- Conditions
- Methamphetamine-dependenceAddiction, DrugStimulant Dependence
- Interventions
- Device: Transcranial Magnetic Stimulation
- Registration Number
- NCT04449055
- Lead Sponsor
- Ryan M. Carnahan
- Brief Summary
This is a pilot study to test the feasibility of a recruitment strategy and study protocol to examine the effects of a dual target transcranial magnetic stimulation treatment in methamphetamine use disorder. The study will test intermittent theta burst stimulation (TBS) targeting the dorsolateral prefrontal cortex (DLPFC) combined with continuous TBS targeting the medial prefrontal cortex (MPFC) in people with methamphetamine use disorder (MAUD) who are engaged in psychosocial treatment. Intermittent TBS targeting the DLPFC is approved by the Food and Drug Administration for major depressive disorder, and continuous TBS targeting the MPFC has been studied in cocaine use disorder. We will administer this dual target TBS daily for 2 weeks, followed by three times weekly for 2 weeks, and monitor depressive symptoms, anxiety, sleep, craving, quality of life, and methamphetamine use for three months. Changes in functional connectivity of brain circuits will be evaluated with functional magnetic resonance imaging (fMRI) before and after treatment. We expect to observe changes in connectivity between the DLPFC, MPFC, and other regions implicated in addiction and impulsivity. Furthermore, we will evaluate if baseline differences in functional connectivity can be used to predict response. Psychological tests focusing on state impulsivity and risk taking will be administered, and we expect to observe reductions in these characteristics after treatment. We will test this protocol in 20 patients recruited from clinical care settings at University of Iowa Hospitals and Clinics, University of New Mexico Health System, and University of Utah Health to illustrate the feasibility of recruitment and completing the protocol, to support an external funding proposal.
- Detailed Description
Overview: This is a single-arm clinical trial, with historical controls as a comparison group for select outcomes. Subjects with MAUD will receive 16 sessions of dual-target theta burst stimulation to the DLPFC and MPFC over 4 weeks. We will follow outcomes for 12 weeks. Outcomes include treatment retention, craving, self-reported MA or stimulant use, urine drug screen results, depressive symptoms, anxiety symptoms, sleep quality, quality of life, response inhibition, and functional connectivity. Magnetic resonance imaging (MRI) to measure functional connectivity and a flanker task to measure response inhibition will be completed at baseline and four weeks. More detail is provided in the outcome measures section. Subjects will also complete the Big Five Inventory at baseline, a measure of personality characteristics, to explore how these relate to outcomes including retention in treatment and the study.
MR Image Acquisition: MRI will be completed at baseline and after the last TMS session. The MRI sessions will be conducted using research dedicated MRI scanners at each site. Anatomical images will include volumetric T1 and T2 weighted images with a 1.0 mm isotropic spatial resolution. Resting state fMRI will be performed to collect 20 minutes worth of data.
Statistical Analysis:
Retention in the Study and Psychosocial Treatment: We will describe the proportion of subjects who complete the 4-week TMS treatment period and complete each subsequent monthly follow-up visit. We will use Kaplan-Meier curves to describe retention in the study and in psychosocial treatment. If non-retention is common enough, we will use Cox regression to explore baseline measures as predictors of retention. We anticipate that multivariate analysis will not be feasible with the sample size.
Symptoms and Impulse Control Measures: Primary analyses for other measures will focus on changes over the 4-week TMS treatment period. Changes in symptoms evaluated weekly or biweekly (e.g. craving, depression, affect, anxiety, sleep) will be assessed using generalized linear mixed models with appropriate distributions. We anticipate a Poisson distribution for days of MA or other stimulant use and will use a binomial distribution with a logit link to evaluate changes in positive urine drug screens. Time will be the primary variable of interest to assess the slopes of change during treatment. Paired t-tests or Wilcoxon signed-rank tests will be used to evaluate changes in measures completed at baseline and after 4 weeks of treatment. We will compare measures at baseline and 4 weeks to those at 8 weeks and 12 weeks similarly, but in separate analyses since decay in effects may occur after TMS ends.
Functional Connectivity Analysis: fMRI functional connectivity analysis will be performed using a standard analysis pipeline. Functional images will undergo pre-processing including brain extraction, motion correction, spatial smoothing (6 mm FWHM), and temporal filtering (.008 Hz \< f \< 0.08 Hz). Following preprocessing, the fMRI signal will be corrected for potential sources of noise using image-based estimates and motion correction parameters. The resulting corrected time-series will be used for all functional connectivity analyses. Functional connectivity will be measured by extracting time-series data from the pre-processed imaging data for the regions of interest (ROIs). Multiple ROIs will be examined and will be defined as spheres (6mm radius) based on coordinate locations previously published by Yeo and colleagues. Specifically, we will focus on connectivity in the cingulo-opercular network involved in cognitive control and salience (DLPFC - anterior insula; DLPFC - anterior cingulate) and reward processing/motivation circuit (MPFC - ventral striatum). Analyses will be averaged across right and left hemispheres but we will also explore differences between right and left hemispheres. The time series from the ROIs will be cross-correlated with the time-series from the other ROIs to determine the strength of functional connectivity between regions. The resulting Pearson's r will be converted to Fisher's z scores to improve normality for the statistical analysis. We will treat each ROI pair connection (DLPFC - anterior insula, DLPFC - anterior cingulate, MPFC - ventral striatum) as a dependent variable. Primary analyses will use paired t-tests or Wilcoxon signed-rank tests to compare connectivity at baseline vs. after TMS treatment. We will explore correlates of connectivity and changes using Pearson or Spearman correlations and linear regression or mixed models.
Exploratory Analysis: Follow-up exploratory voxel-wise analyses will be conducted for functional connectivity, which will provide thousands of individual predictors. This will help confirm findings in large parcel ROI based analysis. We will use the same statistical models as used for the ROI based analysis described above but at the voxel level. Voxel-wise data creates a high-dimensional problem in which the number of predictors far exceeds the number of participants. Machine learning methods, such as random forest will be used to handle the high-dimensional sub-analyses. Random forest requires a minimum of data assumptions, automatically accounts for non-linear and interaction effects, and it has proven useful in identifying useful predictors in high-dimensional contexts.
Comparison with Historical Controls: We will compare retention in psychosocial treatment programs and positive urine drug screens from chart review with a historical control group of patients with MA use disorder matched on age, sex, site, and psychosocial treatment modality. Treatment retention will be compared using a log-rank test. Positive urine drug screens in each week of follow-up will be compared using generalized estimating equation models with a logit link, clustered on subject, with participation in the TMS study as the variable of interest.
Recruitment & Eligibility
- Status
- COMPLETED
- Sex
- All
- Target Recruitment
- 19
- Diagnosed with an active methamphetamine use disorder
- Is engaged in psychosocial treatment or articulates a plan to engage in psychosocial treatment for methamphetamine use disorder during the study period
- Age 18 to 60 years
- Able to consent for treatment and research participation
- English-speaking
- Receiving care from UIHC's Addiction Medicine service. This includes patients in the Crisis Stabilization Unit, seen by the inpatient consultation service, enrolling in partial hospitalization or intensive outpatient treatment, or seen in the outpatient Addiction Medicine clinics.
- Age less than 18 years
- Patients that are excluded during TMS assessment including: patients with epilepsy or seizure disorder, patients with implanted ferromagnetic equipment in their face or skull near the stimulation target.
- Current medical treatment with clozapine or stimulants.
- Current diagnosis of bipolar disorder, schizoaffective disorder, schizophrenia, that is deemed by research team psychiatrists not to have been drug-induced. Psychotic disorder not associated with drug use per the MINI International Neuropsychiatric Interview. Psychosis NOS, in remission, or drug-induced psychotic episodes are not exclusion criteria since these may be related to methamphetamine misuse.
- Lacks the mental capacity to provide informed consent (i.e. not able to demonstrate understanding of the risks and benefits of participation)
- Has a court appointed guardian.
- Unstable medical illness.
- Current diagnosis of neurological disorder or neurocognitive disorder.
- Prior neurosurgical procedure.
- History of seizure.
- History of ECT treatment within the past three months.
- History of any previous TMS treatment.
- Known inability to complete the protocol, as assessed by asking them if they are able to make it to all visits for this study without assistance.
MRI Exclusion criteria:
- Implanted device including pacemaker, coronary stent, defibrillator, or neurostimulation device that is not MRI-compatible
- Metal in body including bullets, shrapnel, metal slivers
- Claustrophobia
- Uncontrolled high blood pressure
- Atrial fibrillation
- Significant heart disease
- Hemodynamic instability
- Kidney disease
- Pregnant
Study & Design
- Study Type
- INTERVENTIONAL
- Study Design
- PARALLEL
- Arm && Interventions
Group Intervention Description DPFC first Transcranial Magnetic Stimulation Participants in this arm will undergo all study procedures including consent; pre-, during, and post-psychological assessments; pre- and post- MRI and fMRI; 16 treatments of dual target TMS over a 4-week period; and substance use-related assessments to include substance use, withdrawal symptoms, and cravings to use. This arm will receive the dorsolateral prefrontal cortex stimulation first. MPFC first Transcranial Magnetic Stimulation Participants in this arm will undergo all study procedures including consent; pre-, during, and post-psychological assessments; pre- and post- MRI and fMRI; 16 treatments of dual target TMS over a 4-week period; and substance use-related assessments to include substance use, withdrawal symptoms, and cravings to use. This arm will receive the medial prefrontal cortex stimulation first.
- Primary Outcome Measures
Name Time Method Retention in psychosocial treatment Baseline to 12 weeks (continuous--assessed weekly) Time to discontinuation of psychosocial treatment
Retention in the study Baseline to 12 weeks (continuous) Time to study dropout (to assess feasibility and tolerability of the protocol)
- Secondary Outcome Measures
Name Time Method Flanker Inhibitor Control and Attention Test, Age 12+ Baseline, 4 weeks Summary score of accuracy and reaction time (0-10), higher indicates stronger inhibitory control and attention.
Kirby Delay Discounting Questionnaire, 27 item Baseline, 4 weeks Summary score of discounting rate. Scores range from 0.00016 to 0.5, with smaller values indicating a lack of discounting and preference for delayed rewards, and higher values indicating strong discounting and preference for immediate rewards. Higher scores are associated with addictive behaviors.
Brief Addiction Monitor Risk Factors Subscale Baseline, 4 weeks, 8 weeks, 12 weeks Risk factors subscale. Scores range from 0 to 24 with higher scores indicating more risk.
Generalized Anxiety Disorder 7-item scale Baseline, 2 weeks, 4 weeks, 8 weeks, 12 weeks Total score. Scores range from 0 to 21 with higher scores indicating worse anxiety.
Urine drug screen positive for stimulant Baseline, 1 week, 2 weeks, 3 weeks, 4 weeks Urine dipstick positive or not for stimulants (amphetamine, methamphetamine, cocaine)
Brief Addiction Monitor Satisfaction with Progress Toward Achieving Recovery Goals Baseline, 4 weeks, 8 weeks, 12 weeks Item 17, satisfaction with progress toward achieving recovery goals. Scores range from 0 to 4 with higher scores indicating less satisfaction.
Quality of Life Enjoyment and Satisfaction Questionnaire-Short Form Baseline, 2 weeks, 4 weeks, 8 weeks, 12 weeks Total score. Scores range from 16 to 80 with higher scores indicating more satisfaction. Scores generally reported as a percent of the maximum possible score, such that scores can be calculated with missing responses as long as less than one-third of responses are missing.
Functional connectivity of the dorsolateral prefrontal cortex and anterior insula Baseline, 4 weeks Functional connectivity of the dorsolateral prefrontal cortex and anterior insula measured with fMRI, as defined by the temporal correlation in the blood-oxygen-level-dependent signals of the regions. Higher correlations indicate stronger functional connectivity.
Brief Addiction Monitor Protective Factors Subscale Baseline, 4 weeks, 8 weeks, 12 weeks Protective factors subscale. Scores range from 0 to 24 with higher scores indicating more protection.
Functional connectivity dorsolateral prefrontal cortex and anterior cingulate cortex Baseline, 4 weeks Functional connectivity of the dorsolateral prefrontal cortex and anterior cingulate cortex measured with fMRI, as defined by the temporal correlation in the blood-oxygen-level-dependent signals of the regions. Higher correlations indicate stronger functional connectivity.
Functional connectivity of the medial prefrontal cortex and ventral striatum Baseline, 4 weeks Functional connectivity of the medial prefrontal cortex and ventral striatum measured with fMRI, as defined by the temporal correlation in the blood-oxygen-level-dependent signals of the regions. Higher correlations indicate stronger functional connectivity.
Number of days of stimulant use in the past week Baseline, 1 week, 2 weeks, 3 weeks, 4 weeks, 8 weeks, 12 weeks Number of days (self-reported)
Brief substance craving scale 12 weeks Summary score of intensity, frequency and length of cravings in the last 24 hours
Brief Addiction Monitor Use Subscale Baseline, 4 weeks, 8 weeks, 12 weeks Use subscale. Scores range from 0 to 12 with higher scores indicating more use.
Patient Health Questionnaire--8 item scale Baseline, 2 weeks, 4 weeks, 8 weeks, 12 weeks Total score. Scores range from 0 to 24 with higher scores indicating worse depressive symptoms.
Positive and Negative Affect Scale Negative Affect Score Baseline, 2 weeks, 4 weeks, 8 weeks, 12 weeks Negative affect score. Scores range from 10 to 50 with lower scores indicating lower negative affect. Lower negative affect is a better outcome.
Difficulties in Emotion Regulation Scale--Short Form Baseline, 4 weeks Total score. Scores range from 18 to 90 with higher values indicating more difficulty with emotional regulation.
UPPS-P Impulsive Behavior Scale, 59-item revised version Baseline, 4 weeks Summary score. Scores range from 59 to 236 with higher scores indicating more impulsive behavior.
Assessment of Recovery Capital Baseline, 4 weeks, 8 weeks, 12 weeks Total score. Scores range from 0 to 50 with higher scores indicating greater recovery capital.
Positive and Negative Affect Scale Positive Affect Score Baseline, 2 weeks, 4 weeks, 8 weeks, 12 weeks Positive affect score. Scores range from 10 to 50 with higher scores indicating higher positive affect. Higher positive affect is a better outcome.
Pittsburgh Sleep Quality Index Baseline, 2 weeks, 4 weeks, 8 weeks, 12 weeks Total score. Scores range from 0 to 21, with lower scores indicating better sleep quality.
Trial Locations
- Locations (1)
University of Iowa
🇺🇸Iowa City, Iowa, United States