Adolescents' Use of Medications for Attention-Deficit/Hyperactivity Disorder and Subsequent Risk of Nonmedical Stimulant Use.

PURPOSE: This national prospective multicohort study examined the relationship between US adolescents' use of stimulant therapy for attention-deficit/hyperactivity disorder (ADHD) and subsequent risk of nonmedical stimulant use (i.e., nonmedical use of prescription stimulants and cocaine use) during young adulthood, relative to nonstimulant therapy and population controls. METHODS: Nationally representative multicohort panels of 11,905 US 12th-grade students were surveyed via self-administered questionnaires at baseline (age 18) and followed prospectively over six years into young adulthood (ages 19‒24). RESULTS: There were no statistically significant differences between adolescents who used stimulant therapy for ADHD compared to those who used only nonstimulant medications and population controls in their adjusted odds of nonmedical stimulant use incidence or prevalence during young adulthood, after adjusting for baseline covariates. DISCUSSION: The findings offer preliminary support that adolescents who use prescription stimulant or nonstimulant medications for ADHD when clinically indicated are not at greater risk for nonmedical stimulant use during young adulthood.

Systematic Review and Meta-Analysis: Medical and Recreational Cannabis Legalization and Cannabis Use Among Youth in the United States.

OBJECTIVE: Dramatic changes in state-level cannabis laws (CL) over the past 25 years have shifted societal beliefs throughout the United States, with unknown implications for youth. In the present study, we conducted an updated systematic review and meta-analysis examining estimated effects of medical cannabis legalization (MCL) and recreational cannabis legalization (RCL) on past-month cannabis use among US youth. METHOD: A systematic review was conducted following Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, followed by a subsequent meta-analysis investigating the associations between state-level cannabis laws (ie, MCL vs non-MCL, and RCL vs non-RCL) and past-month cannabis use prevalence among US adolescents and young adults. Supplemental analyses examined age-group effects and design-related factors. RESULTS: Our search identified 4,604 citations, 34 and 30 of which were included in qualitative and quantitative analyses, respectively. Meta-analysis of MCL studies identified no significant association between MCL and change in past-month youth cannabis use (odds ratio [OR] = 0.981, 95% CI = 0.960, 1.003). Meta-analysis of RCL studies showed significantly increased odds of past-month cannabis use (OR = 1.134, 95% CI = 1.116-1.153). Meta-analysis of more recent studies, however, showed a significantly increased odds of past-month cannabis use among both adolescents and young adults (OR = 1.089, 95% CI = 1.015,1.169, and OR = 1.221, 95% CI = 1.188,1.255, respectively). CONCLUSION: Cannabis legalization has complex and heterogenous effects on youth use that may differ across law types. Our meta-analytic results showed modest positive effects of RCL on past-month cannabis use (more so in young adults than in adolescents) and minimal effects of MCL on these outcomes in US youth. Given the shift toward recreational legalization, additional focus on RCL effects is warranted.

AACAP Endorses the Inclusion of Methylphenidate in the WHO Model Lists of Essential Medicines.

Despite decades of clinical use and a large body of evidence, the WHO continues to exclude methylphenidate for attention-deficit/hyperactivity disorder (ADHD) from its EML.1 The exclusion of methylphenidate has dire implications for millions of individuals with ADHD worldwide, especially those living in low and low-middle income countries (LMIC), where governmental decisions to make medicines available are contingent on EML listing.

A pilot study of virtual reality for inpatients with opioid use disorder.

BACKGROUND AND OBJECTIVES: While inpatient withdrawal management/acute stabilization can improve outcomes for individuals with opioid use disorder (OUD), patients often leave treatment early due to mood, tension, and cravings associated with opioid withdrawal. The aim of this study was to evaluate the feasibility and preliminary effectiveness of a novel virtual reality (VR) based intervention; 3D Therapy Thrive (3DTT). METHODS: Subjects with OUD (N = 32) were recruited from a community acute stabilization program and received up to two sessions of 3DTT. They completed questionnaires related to their overall satisfaction with the experience and side effects; as well as those related to mood, tension, and cravings. RESULTS: There were no reported side effects and the majority of subjects (94%) reported high satisfaction with the experience. Out of 62 patients approached, 33 patients agreed to participate (53%) 33 patients completed one, and 17 of these patients (52%) completed both sessions of 3DTT, with 19 participants (58%) completing their treatment protocols. Compared to baseline, 3DTT participants reported significant reductions in depression, tension, and cravings (p's < 0.001). DISCUSSION AND CONCLUSIONS: This pilot study supports the feasibility and preliminary effectiveness of 3DTT for improving outcomes for inpatients with OUD. Future randomized controlled trials are necessary to evaluate the efficacy of 3DTT for improving retention, reducing cravings, and improving mood and tension. SCIENTIFIC SIGNIFICANCE: This is the first study to evaluate the feasibility of a psychologically informed VR intervention in inpatients with OUD.

Patient Experiences Completing Patient Reported Outcome Measures in Behavioral Health Within a Health Safety-Net Setting.

Measurement based care (MBC), a practice that uses patient reported outcome measures (PROMs), is not widely used in behavioral health settings and little is known about the patient experience with MBC in safety-net settings. This study aimed to understand patient experiences completing PROMs on paper when presenting to an outpatient, behavioral health setting within a public safety-net hospital. Semi-structured interviews were conducted with 22 participants in English and Spanish. Participants were 42 years old (SD = 12.7), mostly white (36.4%) and Black (31.8%). Thematic analysis was used to analyze findings. Overall, participants were engaged with PROMs and described them as helpful for themselves and their clinicians. Participants also expressed themes focused on PROMs user-friendliness, including formatting, time to complete measures, and participant characteristics such as attention and literacy. These findings are important to consider to ensure equitable access to MBC when implemented in behavioral health in the health safety-net setting.

Attention-Deficit Hyperactivity Disorder Stimulant Therapy and Prescription Drug Misuse During Transition to Young Adulthood.

OBJECTIVE: Limited prospective data exist about the impact of stimulant therapy for attention-deficit hyperactivity disorder (ADHD) during adolescence on the risk for later prescription drug misuse (PDM; i.e., of benzodiazepines, opioids, and stimulants). METHODS: National longitudinal multicohort panels (baseline cohort years 2005-2017) of U.S. 12th grade students (N=11,066; ages 17 and 18 years) from the Monitoring the Future study were surveyed via self-administered questionnaires and followed up biennially during young adulthood (ages 19-24). A multivariable analysis was used to assess whether adolescents' lifetime history of stimulant therapy for ADHD was associated with subsequent PDM. RESULTS: Overall, 9.9% of adolescents reported lifetime stimulant therapy for ADHD at ages 17 and 18. No significant differences were found in the adjusted odds of later incidence or prevalence of past-year PDM during young adulthood between adolescents with lifetime stimulant therapy and adolescents with no stimulant therapy. Over the 5-year follow-up, past-year PDM during young adulthood was most prevalent among adolescents who reported both stimulant therapy and prescription stimulant misuse (53.1%) and those who reported prescription stimulant misuse only (51.5%). Compared with adolescents in a control group without lifetime stimulant therapy or misuse, adolescents reporting prescription stimulant misuse had significantly higher adjusted odds of later incidence and prevalence of PDM during young adulthood. CONCLUSIONS: Adolescents' stimulant therapy for ADHD was not significantly associated with increased risk for later PDM during young adulthood. In contrast, adolescents' misuse of prescription stimulants strongly predicted later PDM. Monitoring adolescents for prescription stimulant misuse may help identify and mitigate the risk for future PDM.

Design, Recruitment, and Implementation of Research Interventions Among Youth Experiencing Homelessness: A Systematic Review.

Transitional age youth experiencing homelessness (TAY-EH) represent an underserved and understudied population. While an increasing number of empirical interventions have sought to address the high burden of psychopathology in this population, findings remain mixed regarding intervention effectiveness. In this systematic review of behavioral health interventions for TAY-EH, we sought to examine the structural framework in which these interventions take place and how these structures include or exclude certain populations of youth. We also examined implementation practices to identify how interventions involving youth and community stakeholders effectively engage these populations. Based on PRISMA guidelines, searches of Medline, PsycInfo, Embase, Cochrane Central, Web of Science, and ClinicalTrials.gov databases were conducted, including English language literature published before October 2022. Eligible studies reported on interventions for adolescent or young adult populations ages 13-25 years experiencing homelessness. The initial search yielded 3850 citations; 353 underwent full text review and 48 met inclusion criteria, of which there were 33 unique studies. Studies revealed a need for greater geographic distribution of empirically based interventions, as well as interventions targeting TAY-EH in rural settings. Studies varied greatly regarding their operationalizations of homelessness and their method of intervention implementation, but generally indicated a need for increased direct-street outreach in participant recruitment and improved incorporation of youth feedback into intervention design. To our knowledge, this is the first systematic review to examine the representation of various groups of TAY-EH in the literature on substance use and mental health interventions. Further intervention research engaging youth from various geographic locations and youth experiencing different forms of homelessness is needed to better address the behavioral health needs of a variety of TAY-EH.

An Inpatient Protocol for the Treatment of Methamphetamine Withdrawal in Patients With and Without Opioid Use Disorder.

OBJECTIVE: Increasing rates of methamphetamine (METH) use, use disorders, and related overdoses are a growing public health problem. There are a lack of protocols addressing METH intoxication and withdrawal symptoms that manifest during acute withdrawal treatment resulting in inpatient management difficulties and premature discharges. This report presents a novel treatment protocol comprised of behavior-targeted and pharmacological components that aims to reduce the intensity and duration of METH intoxication and withdrawal related symptoms during early treatment, improve retention, and provide clinicians with a tool to meet this growing problem. METHODS: The protocol was developed by a team of addiction physicians and other clinical staff. Clinical and administrative staff at a community acute stabilization unit were trained and the protocol was implemented with patients presenting with METH use. Pharmacological interventions, including ascorbic acid, antipsychotics, and other sedatives are discussed, as are behavior-based orders. A retrospective quality assurance examination was conducted on patient characteristics and outcomes as well as focus groups with nursing staff. RESULTS: A total of 23 patients consecutively admitted to the unit used the protocol (100% male). Most patients (67%) displayed symptoms of METH use or withdrawal. Behavior-related interventions were used in 52% of patients, while 48% received behavior-related and pharmacological measures. Patient completion of the protocol was 83%, and the protocol's utility was supported by nursing staff. CONCLUSIONS: This retrospective evaluation of a novel METH withdrawal treatment protocol suggests feasibility, tolerability, and preliminary evidence of effectiveness, providing clinicians with a new tool that requires further study.

Is Early Onset of Nonmedical Prescription Stimulant Use Associated With Cocaine Use During Adolescence? Results From a National Study.

BACKGROUND: To examine the associations between early onset of nonmedical prescription stimulant use (NPSU) and cocaine use. METHODS: Nationally representative samples of high school seniors were surveyed annually. Data were collected via self-administered questionnaires in nationally representative public and private schools in the United States (1976-2020) as part of the Monitoring the Future Study. The sample consisted of 45 cohorts of 12th grade students (N = 121 909). The main outcome was lifetime, past-year, and past-month cocaine use. RESULTS: An estimated one in every 10 (10.1%) individuals reported lifetime NPSU while 8.5% reported any cocaine use. The vast majority of youth (87.2%) initiated NPSU before cocaine among those who reported both substances. Cocaine use was most prevalent among youth who reported early onset of NPSU in 8th grade or earlier (51.7%) followed by those who reported later onset of NPSU in 12th grade (24.7%), and those who never initiated NPSU (3.7%). Binary logistic regression analysis indicated that early onset of NPSU had greater adjusted odds of cocaine use compared to those with later onset of NPSU or those who never reported NPSU. Moreover, the adjusted odds of cocaine use were higher for adolescents who initiated NPSU before or after medical use of prescription stimulants compared to those with no history of medical use or NPSU. Similar results were found for lifetime, past-year, and past-month cocaine use as a function of NPSU onset; this association was stronger among more recent cohorts. CONCLUSIONS: Early onset of NPSU appears to be a signal of increased risk of cocaine use among US adolescents. NPSU should be included in screening and early prevention strategies among secondary school students. Health professionals, school officials, and families are encouraged to monitor youth for NPSU based on the increased risk of later cocaine use and related consequences.

Different factors identified by stakeholder group for barriers and facilitators to measurement-based care implementation in behavioral health clinics.

INTRODUCTION: Despite the benefits of measurement-based care (MBC) in the behavioral health setting, there have been difficulties in implementation and low saturation. Although barriers and facilitators to MBC implementation have been identified, research has generally only included the perspective of one stakeholder group. The current study aims to examine the similarities and differences-by stakeholder group-in the identified barriers to and facilitators of implementing MBC in the behavioral health setting. METHOD: A purposeful sampling approach was used to recruit and conduct interviews and focus groups with stakeholders (clinicians, clinic leaders, and administrative staff) from four behavioral health clinics at an academic medical center that is part of a larger healthcare system. The data coding process included a directed content analytic approach whereby the coding team used an iterative process to analyze deidentified transcripts starting with a codebook based on the Consolidated Framework for Implementation Research (CFIR) constructs. RESULTS: A total of 31 clinicians, 11 clinic leaders, and 8 administrative staff participated in the interviews and focus groups. There was convergence among all stakeholder regarding which CFIR constructs were identified as barriers and facilitators, but there were differences in the specific thematic factors identified by stakeholders as barriers and facilitators within each of these implementation constructs. The barriers and facilitators that stakeholders identified within each CFIR construct were often connected to their specific role in implementing MBC. CONCLUSION: Collecting information on barriers and facilitators to MBC implementation from the multiple stakeholders involved in the process may enhance successful implementation of MBC given the variation between groups in identified thematic factors. Administrative staff perspectives, which have not been reported in the literature, may be of particular importance in planning for successful MBC implementation.

Medication Treatment for Youth in Substance Use Disorder Residential Treatment.

OBJECTIVE: Residential is a common treatment setting for youth with high-severity substance use disorders (SUD). This study evaluated the prevalence of psychiatric symptoms and medication for youth in residential SUD treatment. METHODS: Youth in Massachusetts state licensed and funded SUD residential programs completed questionnaires assessing demographics, primary substance of use, and psychopathology symptoms (Youth Self Report [YSR]/Adult Self Report [ASR]). De-identified medication lists were provided by the programs. Descriptive statistics were used to describe the sample. RESULTS: Among the 47 youth who participated, 51.1% were male, 72.3% white, 83% non-Hispanic, mean age 20.7 years. Opioids were the most common primary substance identified by youth (51.1%), and 75% had at least one clinically elevated subscale on the YSR/ASR. Most youth were prescribed at least one medication (89.4%) with a mean of 2.9 medications. CONCLUSION: Youth in SUD residential treatment frequently have clinically elevated psychiatric symptoms, and psychotropic medication was commonly prescribed.

Treating Executive Function in Youth With Attention Deficit Hyperactivity Disorder: A Review of Pharmacological and Non-Pharmacological Interventions.

INTRODUCTION: Executive function (EF) deficits are common in youth with ADHD and pose significant functional impairments. The extent and effect of interventions addressing EF in youth with ADHD remain unclear. METHODS: We conducted a systematic literature review using PRISMA guidelines. Included studies were randomized controlled trials of interventions to treat EF in youth with ADHD. RESULTS: Our search returned 136 studies representing 11,443 study participants. We identified six intervention categories: nonstimulant pharmacological (N = 3,576 participants), neurological (N = 1,935), psychological (N = 2,387), digital (N = 2,416), physiological (N = 680), and combination (N = 366). The bulk of the evidence supported pharmacological interventions as most effective in mitigating EF, followed by psychological and digital interventions. CONCLUSION: A breadth of treatments exists for EF in youth with ADHD. Pharmacological, psychotherapeutic, and digital interventions had the most favorable, replicable outcomes. A lack of outcome standardization across studies limited treatment comparison. More data on the persistence of intervention effects are necessary.

The Resilient Youth Program: a promising skills-based online program for resiliency and stress management.

BACKGROUND: Prevention programs that target resilience may help youth address mental health difficulties and promote well-being during public health crises. AIMS: To examine the preliminary efficacy of the Resilient Youth Program (RYP). METHOD: The RYP was delivered remotely from a US academic medical centre to youth in the community via a naturalistic pilot study. Data from 66 youth (ages 6-18, Mage = 11.65, SD = 3.02) and their parents were collected via quality assurance procedures (May 2020 to March 2021). Pre/post-intervention child/parent-reported psychological and stress symptoms as well as well-being measures were compared via Wilcoxon signed rank tests. Child/parent-reported skills use data were collected. RESULTS: Among child-reported outcomes, there were significant decreases in physical stress (p = .03), anxiety (p = .004), depressive symptoms (p < .001) and anger (p = .002), as well as increased life satisfaction (p = .02). There were no significant differences in child-reported psychological stress (p = .06) or positive affect (p = .09). Among parent-reported child outcomes, there were significant decreases in psychological (p < .001) and physical stress (p = .03), anxiety (p < .001), depressive symptoms (p < .001), and anger (p < .002) as well as increased positive affect (p < .001) and life satisfaction (p < .001). Effect sizes ranged from small to medium; 77% of youth (73% of parents) reported using RYP skills. Age and gender were not associated with outcome change. CONCLUSIONS: The RYP may help reduce psychological/stress symptoms and increase well-being among youth; further research is needed.

Is age of onset and duration of stimulant therapy for ADHD associated with cocaine, methamphetamine, and prescription stimulant misuse?

BACKGROUND: To assess whether age of onset and duration of stimulant therapy for attention-deficit/hyperactivity disorder (ADHD) are associated with cocaine, methamphetamine, and prescription stimulant misuse during adolescence. METHODS: Nationally representative samples of US 10th and 12th grade students (N = 150,395) from the Monitoring the Future study were surveyed via self-administered questionnaires from 16 annual surveys (2005-2020). RESULTS: An estimated 8.2% of youth received stimulant therapy for ADHD during their lifetime (n = 10,937). More than one in 10 of all youth reported past-year prescription stimulant misuse (10.4%)-past-year cocaine (4.4%) and methamphetamine (2.0%) use were less prevalent. Youth who initiated early stimulant therapy for ADHD (≤9 years old) and for long duration (≥6 years) did not have significantly increased adjusted odds of cocaine or methamphetamine use relative to population controls (ie, non-ADHD and unmedicated ADHD youth). Youth who initiated late stimulant therapy for ADHD (≥10 years old) and for short duration (<1 year) had significantly higher odds of past-year cocaine or prescription stimulant misuse in adolescence than those initiating early stimulant therapy for ADHD (≤9 years old) and for long duration (≥6 years). Youth who initiated late stimulant therapy for ADHD (≥10 years) for short duration (<1 year) had significantly higher odds of past-year cocaine, methamphetamine, and prescription stimulant misuse versus population controls during adolescence. No differences in past-year cocaine, methamphetamine, and prescription stimulant misuse were found between individuals who only used non-stimulant therapy for ADHD relative to youth who initiated early stimulant therapy (≤9 years old) and for long duration (≥6 years). CONCLUSIONS: An inverse relationship was found between years of stimulant therapy and illicit and prescription stimulant misuse. Adolescents with later initiation and/or shorter duration of stimulant treatment for ADHD should be monitored for potential illicit and prescription stimulant misuse.

Mutual Mistrust: The Multilayered Experiences at the Intersection of Healthcare and Early Parenting Among Mothers With Opioid Use Disorder.

OBJECTIVE: The aim of the study is to explore the early parenting experiences among a cohort of postpartum individuals with opioid use disorder (OUD) both during and after the delivery hospitalization to identify areas of intervention to strengthen bonding and attachment. METHODS: Semistructured qualitative interviews with recently pregnant people with OUD assessed parenting needs, supports, and goals in the context of the demands of addiction treatment and early motherhood. Probes explored the relationship between early parenting experiences, addiction, and recovery, as well as enabling factors and barriers to mother-infant bonding. Interviews were completed between 2019 to 2020. A constant comparative methods approach was used for codebook development and analysis. RESULTS: Twenty-six women completed interviews a mean of 10.1 months postpartum. Twenty-four women were receiving methadone or buprenorphine treatment at delivery for OUD. Four interrelated themes emerged. Women experienced the following: (1) increased surveillance from healthcare workers who doubted their parenting ability; (2) a desire for a "normal" early parenting experience that was not disrupted by increased medical monitoring and surveillance; (3) complex and intersecting identities of being both a mother and a person in recovery; and (4) the importance of support from and advocacy by clinicians and peers to developing maternal confidence and connection. CONCLUSIONS: Interventions are needed to improve the early parenting experiences of opioid-exposed mother-infant dyads, to address the mutual mistrust between health care providers and parents, and to provide additional supports to families. Promotion of positive attachment and parental self-efficacy should be prioritized over increased surveillance and scrutiny to sustain maternal recovery trajectories into early childhood and foster family well-being.

Trends in Attention-Deficit Hyperactivity Disorder Diagnosis and Pharmacotherapy Among Adults With Opioid Use Disorder.

OBJECTIVE: This study aimed to assess nationwide trends in attention-deficit hyperactivity disorder (ADHD) diagnoses and pharmacotherapy among patients with opioid use disorder and ADHD and to examine factors predicting receipt of stimulant medications among patients receiving medications for opioid use disorder (MOUDs). METHODS: A claims-based database of commercially insured patients ages 13-64 was used to conduct two analyses: an annual cross-sectional study of 387,980 patients diagnosed as having opioid use disorder (2007-2017) to estimate the prevalence of ADHD diagnoses and pharmacotherapy, and a retrospective cohort study of 158,591 patients receiving MOUDs to test, with multivariable regression, the association between patient characteristics and receipt of stimulant medication. RESULTS: From 2007 to 2017, the prevalence of ADHD diagnoses increased from 4.6% to 15.1% and the rate of ADHD pharmacotherapy increased from 42.6% to 51.8% among patients with opioid use disorder. Among all patients receiving MOUDs, 10.5% received at least one prescription stimulant during the study period. Female sex; residence in the southern United States; and ADHD, mood, and anxiety disorder diagnoses were associated with increased likelihood of stimulant receipt. Stimulant use disorder and other substance use disorder diagnoses were associated with decreased likelihood of stimulant receipt. CONCLUSIONS: ADHD diagnoses and pharmacotherapy among patients with opioid use disorder have increased. A minority of patients with ADHD and taking MOUDs received a stimulant. Further study is needed of the benefits and risks of ADHD pharmacotherapy for patients with opioid use disorder.

Medications for Opioid Use Disorder for Youth: Patient, Caregiver, and Clinician Perspectives.

PURPOSE: Clinical trial data support use of medications for opioid use disorder (MOUD) in adolescents and young adults ("youth"), but qualitative data are lacking on the acceptability and importance of MOUD to youth, caregivers, and clinicians. We assessed how these stakeholders viewed the role of MOUD in treatment and recovery. METHODS: We recruited youth aged from 15 to 25 years with opioid use disorder who had received buprenorphine, naltrexone, or methadone and caregivers from a primary care-based youth addiction treatment program. We also recruited clinicians with addiction expertise from social work, nursing, pediatrics, internal medicine, and psychiatry. We conducted semistructured interviews assessing special considerations for MOUD use in youth. Three coders performed inductive and deductive thematic analysis of transcripts. RESULTS: Among 37 participants, including 15 youth (age range, 17-25 years), nine caregivers, and 13 clinicians, we identified three themes. (1) Medications support recovery in the short term: Youth described MOUD as beneficial in managing withdrawal symptoms. Notably, some youth and caregivers preferred to limit MOUD duration. (2) Medication adherence is affected by type of medication, dosing regimen, and route of administration. Participants endorsed long-acting, injectable MOUD for ease of use and youth's ability to continue engagement in "normal activities" without daily medication. (3) Caregiver involvement can support medication decisions and adherence. Youth and some clinicians described the need to assess caregiver involvement before incorporating them into treatment; caregivers and other clinicians described caregivers as critical in supporting accountability. DISCUSSION: MOUD is evidence-based, and its provision should be developmentally responsive and youth- and family-centered, incorporating caregivers when appropriate.

Diagnosing major depressive disorder and substance use disorder using the electronic health record: A preliminary validation study.

Background: One mechanism to examine if major depressive disorder (MDD) is related to the development of substance use disorder (SUD) is by leveraging naturalistic data available in the electronic health record (EHR). Rules for data extraction and variable construction linked to psychometrics validating their use are needed to extract data accurately. Objective: We propose and validate a methodologic framework for using EHR variables to identify patients with MDD and non-nicotine SUD. Methods: Proxy diagnoses and index dates of MDD and/or SUD were established using billing codes, problem lists, patient-reported outcome measures, and prescriptions. Manual chart reviews were conducted for the 1-year period surrounding each index date to determine (1) if proxy diagnoses were supported by chart notes and (2) if the index dates accurately captured disorder onset. Results: The results demonstrated 100% positive predictive value for proxy diagnoses of MDD. The proxy diagnoses for SUD exhibited strong agreement (Cohen's kappa of 0.84) compared to manual chart review and 92% sensitivity, specificity, positive predictive value, and negative predictive value. Sixteen percent of patients showed inaccurate SUD index dates generated by EHR extraction with discrepancies of over 6 months compared to SUD onset identified through chart review. Conclusions: Our methodology was very effective in identifying patients with MDD with or without SUD and moderately effective in identifying SUD onset date. These findings support the use of EHR data to make proxy diagnoses of MDD with or without SUD.