Adolescent, parent, and provider attitudes toward a machine learning based clinical decision support system for selecting treatment for youth depression.

BACKGROUND: Machine learning based clinical decision support systems (CDSSs) have been proposed as a means of advancing personalized treatment planning for disorders, such as depression, that have a multifaceted etiology, course, and symptom profile. However, machine learning based models for treatment selection are rare in the field of psychiatry. They have also not yet been translated for use in clinical practice. Understanding key stakeholder attitudes toward machine learning based CDSSs is critical for developing plans for their implementation that promote uptake by both providers and families. METHODS: In Study 1, a prototype machine learning based Clinical Decision Support System for Youth Depression (CDSS-YD) was demonstrated to focus groups of adolescents with a diagnosis of depression (n = 9), parents (n = 11), and behavioral health providers (n = 8). Qualitative analysis was used to assess their attitudes towards the CDSS-YD. In Study 2, behavioral health providers were trained in the use of the CDSS-YD and they utilized the CDSS-YD in a clinical encounter with 6 adolescents and their parents as part of their treatment planning discussion. Following the appointment, providers, parents, and adolescents completed a survey about their attitudes regarding the use of the CDSS-YD. RESULTS: All stakeholder groups viewed the CDSS-YD as an easy to understand and useful tool for making personalized treatment decisions, and families and providers were able to successfully use the CDSS-YD in clinical encounters. Parents and adolescents viewed their providers as having a critical role in the use the CDSS-YD, and this had implications for the perceived trustworthiness of the CDSS-YD. Providers reported that clinic productivity metrics would be the primary barrier to CDSS-YD implementation, with the creation of protected time for training, preparation, and use as a key facilitator. CONCLUSIONS: Machine learning based CDSSs, if proven effective, have the potential to be widely accepted tools for personalized treatment planning. Successful implementation will require addressing the system-level barrier of having sufficient time and energy to integrate it into practice.

An example of implementing a safety protocol in remote intervention and survey research with college students.

INTRODUCTION: This article draws attention to the need for open evaluation and reporting on safety protocols in survey and intervention research. We describe a protocol for responding to those who indicate increased risk of self-harm (i.e. suicidality or potentially lethal alcohol use) as an example and report on the outcome of our procedures. METHODS: Participants were first-year college students (n = 891) participating in an intervention trial for binge drinking. We describe the protocol, provide descriptive outcomes, and examine whether participant sex, attrition, or study intervention condition were related to endorsing items that indicated risk for suicidality or potentially lethal alcohol use. RESULTS: Of the 891 participants, 167 (18.7%) were identified as being at risk in one or more study wave. Of those, we were able to successfully contact 100 (59.9%), 76 (45.5%) by phone, and 24 (14.4%) by email. Of those 100, 78 accepted mental health resources as a result of outreach. Participant sex, attrition, and intervention condition were not related to risk. DISCUSSION: This article may aid other research teams in developing similar protocols. Strategies to reach an even greater proportion of high-risk participants are needed. A body of literature documenting published safety protocols in research and the associated outcomes would help to identify opportunities for improvement.

Effect of Problem Area on Outcomes Among Adolescents Treated With Interpersonal Psychotherapy for Depression.

OBJECTIVE: Interpersonal psychotherapy for adolescents (IPT-A) aims to treat depression by addressing one of four problem areas: grief, role disputes, role transitions, or interpersonal deficits. This study compared the characteristics of adolescents by problem area and evaluated the impact of problem area on outcomes. METHODS: Forty adolescents (ages 12-17) participated in a randomized trial of adaptive treatment strategies that included IPT-A. RESULTS: Adolescents with role disputes were younger than adolescents with interpersonal deficits or role transitions and had worse expectations for therapeutic alliance than those in the transitions group. Adolescents with interpersonal deficits had higher attachment avoidance than those in the transitions group. Posttreatment, adolescents in the transitions group had more severe depression and social adjustment problems than those in the deficits group and more social adjustment problems than those in the disputes group. CONCLUSIONS: This preliminary study's findings suggest that differing IPT-A problem areas may affect prognosis.

Change in dysfunctional attitudes and attachment in interpersonal psychotherapy for depressed adolescents.

ABSTRACT This study examined changes in depressed adolescents' reports of dysfunctional attitudes while receiving interpersonal psychotherapy (IPT-A) and the relationship between the change in dysfunctional attitudes and change in attachment anxiety and avoidance with IPT-A. Forty adolescents (age 12-17) participated in a 16-week randomized clinical trial of 4 adaptive treatment strategies that began with IPT-A and augmented treatment for insufficient responders by adding additional IPT-A sessions or the antidepressant medication, fluoxetine. Measures of attachment anxiety and avoidance (Experience in Close Relationships Scale-Revised [ECR-R]), dysfunctional attitudes (Dysfunctional Attitudes Scale [DAS]), and depression (Children's Depression Rating Scale-Revised [CDRS-R]) were administered at baseline and weeks 4, 8, 12, and 16. Adolescents demonstrated a significant decrease in dysfunctional attitudes (DAS) over the course of treatment. Reductions in dysfunctional attitudes (DAS) were also significantly associated with reductions in attachment anxiety and avoidance (ECR-R), controlling for depression (CDRS-R). Our results suggest that change in adolescents' attachment anxiety and avoidance may be an important mechanism of change in adolescents' dysfunctional thinking patterns.

Maltreatment timing, HPA axis functioning, multigenic risk, and depressive symptoms in African American youth: Differential associations without moderated mediation.

Utilizing a large (N = 739), ancestrally homogenous sample, the current study aimed to better understand biological risk processes involved in the development of depressive symptoms in maltreated, African American children age 8-12 years. Maltreatment was independently coded from Child Protective Services records and maternal report. Self-reported depressive symptoms were attained in the context of a week-long, summer research camp. DNA was acquired from buccal cell or saliva samples and genotyped for nine polymorphisms in four hypothalamic-pituitary-adrenal (HPA)-axis-related genes: FKBP5, NR3C1, NR3C2, and CRHR1. Salivary cortisol samples were collected each morning (9 a.m.) and late afternoon (4 p.m.) throughout the week to assess HPA functioning. Results revealed that experiences of maltreatment beginning prior to age 5 were most predictive of depressive symptoms, whereas maltreatment onset after age 5 was most predictive of HPA axis dysregulation (blunted daytime cortisol patterns). Multigenic risk did not relate to HPA functioning, nor did it moderate the relationship between maltreatment and HPA activity. There was no mediation of the relationship between maltreatment and depressive symptoms by HPA dysfunction. Results are interpreted through a developmental psychopathology lens, emphasizing the principle of equifinality while carefully appraising racial differences. Implications for future research, particularly the need for longitudinal studies, and important methodological considerations are discussed.

The role of attachment style in interpersonal psychotherapy for depressed adolescents.

OBJECTIVE(S): This study examined changes in depressed adolescents' reports of attachment anxiety and avoidance with interpersonal psychotherapy (IPT-A), and the relationship between attachment style and change in depression with IPT-A. METHOD: Forty adolescents (aged 12-17) participated in a 16-week randomized clinical trial of 4 adaptive treatment strategies for adolescent depression that began with IPT-A and augmented treatment for insufficient responders (n = 22) by adding additional IPT-A sessions (n = 11) or the antidepressant medication, fluoxetine (n = 11). Adolescents were 77.5% female and 22.5% male (mean age = 14.8, SD = 1.8). Ten percent of adolescents were Latino. Racial composition was 7.5% Asian, 7.5% American Indian/Alaska Native, 80.0% white, and 5.0% biracial. Measures of attachment style (Experience in Close Relationships Scale-Revised [ECR-R]) and depression (Children's Depression Rating Scale-Revised [CDRS-R]) were administered at baseline and Weeks 8 and 16. RESULTS: Attachment Anxiety and Avoidance (ECR-R) decreased significantly from baseline to Week 16. Baseline Avoidance positively predicted greater reductions in depression (CDRS-R), controlling for fluoxetine. Reductions in Anxiety and Avoidance were also significantly associated with reductions in CDRS-R, controlling for fluoxetine. CONCLUSIONS: Adolescents' reports of attachment anxiety and avoidance are amenable to intervention with IPT-A. IPT-A may be particularly beneficial for adolescents who report a high level of avoidant attachment. Clinical or methodological significance of this article Our findings suggest that attachment anxiety and avoidance are constructs that are amenable to intervention during adolescence, and therefore viable targets of treatment. IPT-A was found to be an effective intervention for addressing problems in attachment style, and decreases in attachment anxiety and avoidance were associated with reductions in depression. This provides support for selecting IPT-A as a treatment option for adolescents who are depressed and describe difficulty with attachment security. IPT-A appears to be particularly effective for adolescents with an avoidant attachment style, who experience discomfort with and have a tendency to avoid intimacy.

A Pilot Study of Stress System Activation in Children Enrolled in a Targeted Prevention Program: Implications for Personalization.

Empirically validated interventions addressing childhood psychological problems are now readily available, but success likely depends in part on accurately identifying which children will benefit from which intervention. This pilot study examined the stress activation and response system, first as a way to differentiate high versus low-risk children, and second to explore indicators of the stress system associated with favorable intervention response. METHOD: Participants (N = 43, 58% male) were school-aged children who qualified for inclusion in the Early Risers "Skills for Success" Prevention Program based on their elevated levels of aggressive and/or socially withdrawn behavior and a normally developing comparison group. Compared to the normally developing group, children who were participants in the intervention exhibited a more blunted cortisol response to the stress paradigm. However, for the children in the intervention group, elevated cortisol levels at the start of the stress paradigm were concurrently associated with internalizing problems and predictive of improvement in internalizing problems over time. These findings provide preliminary evidence that hypothalamic pituitary adrenal (HPA) axis biological variables may be helpful tools for identifying children who would benefit from intervention and personalizing interventions.

A Pilot SMART for Developing an Adaptive Treatment Strategy for Adolescent Depression.

This pilot study was conducted to assess the feasibility and acceptability of 4 adaptive treatment strategies (ATSs) for adolescent depression to plan for a subsequent full-scale clinical trial. The ATSs aim to address 2 questions that arise when personalizing treatment: (a) For adolescents treated with Interpersonal Psychotherapy for depressed adolescents (IPT-A; Mufson et al., 2004 ), at what time point should therapists make the determination that the adolescent is not likely to respond if the initial treatment plan is continued (week 4 or week 8)? (b) For adolescents who are judged to need their treatment augmented, should the therapist increase the number of IPT-A sessions or add pharmacotherapy (fluoxetine)? A 16-week pilot sequential multiple assignment randomized trial (SMART) was conducted with 32 adolescents (M age = 14.9) who had a diagnosis of major depressive disorder, dysthymic disorder, or depressive disorder not otherwise specified. Adolescents were primarily female (75%) and Caucasian (84.4%). Data regarding the feasibility and acceptability of the study and treatment procedures and treatment response rates were collected. Week 4 was the more feasible and acceptable decision point for assessing need for a change to treatment. Adolescents, parents, and therapists reported a range of attitudes about medication and more intensive therapy as treatment options. Results from the pilot study have yielded additional research questions for the full-scale SMART and will improve our ability to successfully conduct the trial.

Innovations in Practice: a pilot study of interpersonal psychotherapy for depressed adolescents and their parents.

BACKGROUND: Problems in adolescents' relationships with their parents are a significant risk factor for the development and maintenance of depression. The purpose of this pilot study was to examine the feasibility and acceptability of an adaptation of interpersonal psychotherapy for depressed adolescents (IPT-A) who were also experiencing problems in their relationships with parents. The adaptation includes greater and more structured parent involvement in the treatment (IPT-AP). METHOD: Fifteen adolescents (age 12-17) who were diagnosed with depression and were also experiencing conflictual or emotionally disengaged relationships with their parents (based on adolescent or parent report on the Conflict Behavior Questionnaire) participated in a 16 week randomized clinical trial of individually delivered IPT-A versus IPT-AP. Data regarding the feasibility and acceptability of IPT-AP were collected. Assessments of depression and family functioning were completed at baseline and weeks 4, 8, 12, and 16 by evaluators blind to treatment condition. RESULTS: IPT-AP was feasible to implement, and adolescents and parents reported high treatment satisfaction. Adolescents demonstrated significant improvements in depressive symptoms, general functioning, and family functioning. IPT-AP was more efficacious than individual IPT-A in improving adolescents' perceptions of father-adolescent relations and mothers' perceptions of mother-adolescent relations. CONCLUSIONS: Interpersonal psychotherapy for depressed adolescents and their parents was feasible to implement and acceptable to families, indicating that a full-scale randomized controlled trial to evaluate its efficacy is warranted.

Cultural Competency and Its Effect on Treatment Outcome of IPT-A in School-Based Health Clinics.

BACKGROUND: This paper assesses acculturation and ethnic matching of therapist and patient as predictors and moderators of treatment outcome in a 12-week effectiveness study of Interpersonal Psychotherapy for depressed adolescents (IPT-A) versus treatment as usual (TAU). The treatment was delivered in school-based health clinics in which care was provided for a predominantly Latino patient population. METHODS: Birthplace, length of residence in the United States (U.S.), and therapist-patient ethnic matching were examined as predictors and moderators of treatment outcomes for depression, social functioning, and global functioning scores. RESULTS: Birthplace significantly moderated treatment condition in predicting week 12 depression severity and improvement, and marginally significantly moderated treatment in predicting week 12 depression symptoms, with U.S.-born adolescents who received IPT-A having better outcomes. Birthplace predicted week 12 self-reports of depression, social (overall, school, and family) and global functioning, with U.S.-born adolescents faring worse across treatment conditions. Foreign-born adolescents treated with IPT-A as compared to TAU who lived for a longer period of time in the U.S. demonstrated better overall social functioning as compared to foreign-born adolescents who had lived for a shorter period of time in the U.S. Ethnic matching predicted significant reduction in depression severity and improved overall social functioning, and marginally significant improvement in week 12 depression scores, regardless of treatment condition. CONCLUSIONS: IPT-A may be a culturally responsive treatment for depressed Latino youth who are struggling with acculturation issues that affect their significant relationships. Ethnic matching appears beneficial for the general population in reducing depression and improving social functioning.

Engaging Black youth in depression and suicide prevention treatment within urban schools: study protocol for a randomized controlled pilot.

BACKGROUND: Depression continues to be an ongoing threat to adolescent well-being with Black adolescents being particularly vulnerable to greater burdens of depression as well as lower mental health service utilization. Black adolescents are likely to have untreated depression due to social network influences, varied perceptions of services and providers, or self-stigma associated with experiencing depressive symptoms. Furthermore, if or when treatment is initiated, low engagement and early termination are common. To address this gap, a trial is being conducted to preliminarily test the effectiveness of an engagement intervention targeting Black adolescents with depression in school mental health services in New York City. METHODS: A total of 60 Black middle and high school adolescents displaying depressive symptoms are equally randomized (based on school site) to the treatment arms. Both trial arms deliver Interpersonal Psychotherapy for Depressed Adolescents (IPT-A), a time-limited, evidence-based treatment for depression. Additionally, one arm pairs IPT-A with a brief, multi-level engagement intervention, the Making Connections Intervention (MCI), involving adolescents, caregivers, and clinicians. Outcomes of interest are group differences in depression and suicide ideation, adolescent and caregiver engagement, and mental health service use. DISCUSSION: This trial will serve as an efficacy assessment of the MCI among a sample of Black adolescent students with depressive symptoms. Clinical and implementation results will be used to inform future research to further test the MCI intervention in a larger sample. TRIAL REGISTRATION: Registered by ClinicalTrials.gov on May 3, 2019, identifier: NCT03940508.

Association between COVID-19-related loneliness or worry and symptoms of anxiety and depression among first-year college students.

OBJECTIVE: To examine the relationship between COVID-19-related distress and mental health among first-year college students. PARTICIPANTS: Data for this longitudinal study (n = 727) were collected before the school year (August 2019), end of fall semester (December 2019), and soon after the university suspended in-person instruction (April 2020). METHODS: We used multivariable log-linear and logistic regressions to examine continuous and dichotomous outcomes on the 9-item Patient Health Questionnaire and the 7-item Generalized Anxiety Disorder scale. RESULTS: The most consistent predictor of during-pandemic mental health was feeling extremely isolated (versus not at all), which was associated with increased symptom severity of depression (proportional change[95% CI] = 2.43[1.87, 3.15]) and anxiety (2.02[1.50, 2.73]) and greater odds of new moderate depression (OR[95% CI] = 14.83[3.00, 73.41]) and anxiety (24.74[2.91, 210.00]). Greater COVID-19-related concern was also related to increased mental health symptoms. CONCLUSIONS: Results highlight the need for mental health services during crises that lead to social isolation.

Adolescent, parent, and provider attitudes toward a machine-learning based clinical decision support system for selecting treatment for youth depression.

Background: Machine-learning based clinical decision support systems (CDSSs) have been proposed as a means of advancing personalized treatment planning for disorders, such as depression, that have a multifaceted etiology, course, and symptom profile. However, machine-learning based models for treatment selection are rare in the field of psychiatry. They have also not yet been translated for use in clinical practice. Understanding key stakeholder attitudes toward machine learning-based CDSSs is critical for developing plans for their implementation that promote uptake by both providers and families. Methods: In Study 1, a machine-learning based Clinical Decision Support System for Youth Depression (CDSS-YD) was demonstrated to focus groups of adolescents with a diagnosis of depression (n = 9), parents (n = 11), and behavioral health providers (n = 8). Qualitative analysis was used to assess their attitudes towards the CDSS-YD. In Study 2, behavioral health providers were trained in the use of the CDSS-YD and they utilized the CDSS-YD in a clinical encounter with 6 adolescents and their parents as part of their treatment planning discussion. Following the appointment, providers, parents, and adolescents completed a survey about their attitudes regarding the use of the CDSS-YD. Results: All stakeholder groups viewed the CDSS-YD as an easy to understand and useful tool for making personalized treatment decisions, and families and providers were able to successfully use the CDSS-YD in clinical encounters. Parents and adolescents viewed their providers as having a critical role in the use the CDSS-YD, and this had implications for the perceived trustworthiness of the CDSS-YD. Providers reported that clinic productivity metrics would be the primary barrier to CDSS-YD implementation, with the creation of protected time for training, preparation, and use as a key facilitator. Conclusions: The CDSS-YD has the potential to be a widely accepted and useful tool for personalized treatment planning. Successful implementation will require addressing the system-level barrier of having sufficient time and energy to integrate it into practice.

Designing a pilot sequential multiple assignment randomized trial for developing an adaptive treatment strategy.

There is growing interest in how best to adapt and readapt treatments to individuals to maximize clinical benefit. In response, adaptive treatment strategies (ATS), which operationalize adaptive, sequential clinical decision making, have been developed. From a patient's perspective an ATS is a sequence of treatments, each individualized to the patient's evolving health status. From a clinician's perspective, an ATS is a sequence of decision rules that input the patient's current health status and output the next recommended treatment. Sequential multiple assignment randomized trials (SMART) have been developed to address the sequencing questions that arise in the development of ATSs, but SMARTs are relatively new in clinical research. This article provides an introduction to ATSs and SMART designs. This article also discusses the design of SMART pilot studies to address feasibility concerns, and to prepare investigators for a full-scale SMART. We consider an example SMART for the development of an ATS in the treatment of pediatric generalized anxiety disorders. Using the example SMART, we identify and discuss design issues unique to SMARTs that are best addressed in an external pilot study prior to the full-scale SMART. We also address the question of how many participants are needed in a SMART pilot study. A properly executed pilot study can be used to effectively address concerns about acceptability and feasibility in preparation for (that is, prior to) executing a full-scale SMART.

Parent-adolescent emotion-related behavior during conflict in a clinical sample.

INTRODUCTION: Parents and adolescents often have conflict. Previous research has been inconsistent regarding the association between some parent behaviors during this conflict and adolescent symptoms. This study examines parents' behaviors during a conflict resolution discussion in a clinical sample, and the relationship between parents' behaviors and adolescents' depression and anxiety symptoms. METHODS: Depression and anxiety symptoms were self-reported by 22 adolescents of ages 13-17 who were diagnosed with depression. They also participated in an observed conflict resolution task with one parent. Using observationally coded data, we utilized two linear multiple regressions to assess how parent and adolescent emotion-related behaviors related to adolescents' depression and anxiety symptoms. RESULTS: Adolescents' conflict behaviors were not associated with their psychopathology symptoms. Parent conflict behaviors of support and withdrawal were both negatively associated with adolescent depression and anxiety, with parent contempt marginally associated with adolescent depression. CONCLUSIONS: In this clinical sample, parents of adolescents with low mood or anxiety demonstrated some reduced negative parenting behaviors (i.e., contempt and withdrawal), but also reduced positive parenting behavior (i.e., support). The results suggest that when some negative parenting behaviors are reduced, this may inadvertently reinforce depressive behaviors. The results also indicate the importance of increasing supportive parent behaviors.

Healthy emotions and relationships with teens-a guide for parents: An intervention development study of a parent-based intervention for adolescents with depression.

Problems in parent-adolescent relationships are a significant risk factor for the development of depression in adolescents. This paper describes the development of a novel and innovative intervention for parents of depressed adolescents that targets attachment-related parenting behaviors, including parent responses to adolescents' emotions (Healthy Emotions and Relationships with Teens-A Guide for Parents [HEART-P]; Reigstad, 2017) and provides results of an open pilot study that was conducted to assess the feasibility and acceptability of the intervention. 15 parents/parent dyads of adolescents (age 12-18) with a depression diagnosis (14 mothers, and one father) participated in a 10-week open trial of HEART-P. Data regarding acceptability and feasibility were collected. Self-report measures of parenting, stress, family relationships, and adolescent depression were also completed by parents at baseline, week 10, and 2 months post-intervention. Parents completed the intervention with 100% adherence to the protocol and expressed high levels of satisfaction. Parents reported reductions in parenting stress, improvement in the quality of their relationship with their adolescent, and improvement in the perception of their parenting skills, with effect sizes in the medium to large range. Adolescents reported reductions in depression, with effect sizes in the small to medium range. Outcomes appear positive and promising, and the intervention was feasible to implement and acceptable to families. Conducting a full-scale randomized control trial to evaluate the efficacy of this newly developed intervention is warranted and timely given the public health need for improved depression treatment outcomes.

Structural and Functional Neural Correlates of Treatment Response for Interpersonal Psychotherapy for Depressed Adolescents.

Precision medicine approaches hold tremendous promise to advance current clinical practice by providing information about which individuals will benefit from which treatments. This pilot study evaluated if baseline structure and function of the salience and emotion brain regions implicated in adolescent depression, specifically the amygdala and anterior cingulate cortex (ACC), predict response to Interpersonal Psychotherapy for Depressed Adolescents (IPT-A). Adolescents (n = 15; mean age = 14.5 (1.6); 80.0% female) diagnosed with a depressive disorder completed brain scans before the start of a 16 week trial of IPT-A. Clinical measures assessing depressive symptoms were completed before, during, and after a trial of therapy. Results show that at baseline, greater ACC activation in the context of an emotion-matching task and greater amygdala-ACC resting-state functional connectivity was related to greater improvement in depression symptoms. There was minimal evidence that brain structure predicted changes in depressive symptoms. The present study is the first to evaluate neural predictors of IPT-A response. While the results are preliminary, these findings suggest some avenues for future research to pursue in the hopes that more will benefit from treatment.

Predictors, Moderators, and Mediators Associated With Treatment Outcome in Randomized Clinical Trials Among Adolescents With Depression: A Scoping Review.

Importance: The application of precision medicine principles for the treatment of depressive disorders in adolescents requires an examination of the variables associated with depression outcomes in randomized clinical trials (RCTs). Objective: To describe predictors, moderators, and mediators associated with outcomes in RCTs for the treatment of depressive disorders in adolescents. Evidence Review: A scoping review of RCTs for the treatment of depression in adolescents was conducted. Databases searched included MEDLINE, Embase, APA PsycInfo, and CINAHL. Included publications tested predictors, moderators, and/or mediators associated with depression symptom outcomes (eg, symptom reduction, response, remission) in RCTs pertaining to the treatment of adolescents, ages 13 to 17 years. Predictors were defined as variables that were associated with depression outcomes, independent of treatment group. Moderators were defined as baseline variables that were associated with differential outcomes between treatment groups. Mediators were defined by a formal mediation analysis. In duplicate, variables were extracted and coded with respect to analysis type (univariable or multivariable), statistical significance, direction of effect size, reporting of a priori hypotheses, and adjustment for multiple comparisons. Aggregated results were summarized by variable domain and RCT sample. Findings: Eighty-one articles reporting on variables associated with outcomes across 33 RCTs were identified, including studies of biological (10 RCTs), psychosocial (18 RCTs), and combined (4 RCTs) treatments as well as a service delivery model (1 RCT). Fifty-three variable domains were tested as baseline predictors of depression outcome, 41 as moderators, 19 as postbaseline predictors, and 5 as mediators. Variable domains that were reported as significant in at least 3 RCTs included age, sex/gender, baseline depression severity, early response to treatment, sleep changes, parent-child conflict, overall psychopathology, suicidal ideation, hopelessness, functional impairment, attendance at therapy sessions, and history of trauma. Two publications reported a priori hypotheses and adjustment for multiple comparisons, both finding that baseline depression severity and family conflict were associated with poorer outcomes. Conclusions and Relevance: This review identified commonly researched variables requiring more scrutiny as well as underresearched variables to inform future study designs. Further efforts to discover predictors, moderators, and mediators associated with treatment response have great potential to optimize care for adolescents with depression.

Early patterns of symptom change signal remission with interpersonal psychotherapy for depressed adolescents.

BACKGROUND: This study examined whether reductions in depression symptoms at different time points over the course of therapy predict remission for depressed adolescents treated with interpersonal psychotherapy (IPT-A) or treatment as usual (TAU) delivered in school-based health clinics. METHODS: Participants were 63 adolescents (ages 12-18) drawn from a randomized controlled clinical trial examining the effectiveness of IPT-A Mufson et al. [2004; Archives of General Psychiatry 61:577-584]. Adolescents were randomized to receive IPT-A or TAU delivered by school-based mental health clinicians. Assessments were completed at baseline and weeks 4, 8, 12, and 16 (or at early termination) and included the Hamilton Rating Scale for Depression (HRSD; Hamilton [1967; British Journal of Social and Clinical Psychology 6:278-2962]). RESULTS: Receiver operating characteristic analysis was used to identify the time point and degree of reduction in HRSD that best predicted remission (HRSD <7) at the end of the trial (week 16). Week 4 was the best time point for classifying adolescents as likely to remit or not likely to remit for both IPT-A and TAU. A 16.2% reduction in HRSD from baseline represented the best combined sensitivity and specificity in predicting week 16 remission status for adolescents treated with IPT-A. A 24.4% reduction in depressive symptoms represented the best combined sensitivity and specificity in predicting remission status for TAU. CONCLUSIONS: These findings provide preliminary evidence of one early marker of remission with IPT-A. Replication with larger samples would suggest that depressed adolescents who have not demonstrated at least a 16.2% reduction in their depressive symptoms after 4 weeks of IPT-A may benefit from a change in the treatment plan.

Binge drinking before and after a COVID-19 campus closure among first-year college students.

PURPOSE: The COVID-19 pandemic is associated with reports of increased substance use. College students are a population of concern for high risk binge drinking and their behavior may be particularly impacted by COVID-19 campus closures. Therefore, we examine first-year college students' binge drinking soon after their university's pandemic-related suspension of in-person operations. METHODS: Students from a single campus (N = 741; age: M = 18.05, SD = 0.22) completed one assessment in April-May 2020 post-campus closure (March 2020) including theoretically-informed measures (e.g., drinking motives, norms) and two items of self-reported pre- and post-closure binge drinking frequency, the focus of these analyses. RESULTS: About half of students consistently reported not binge drinking pre- and post-closure; 6.75% reported a consistent frequency of binge drinking pre- and post-closure. Many (39.41%) reported lower 30-day binge drinking post-campus closure compared to their pre-closure reports; few (4.18%) reported higher 30-day binge drinking frequency post-campus closure. Students reporting lower binge drinking post-closure showed differences in coping, social, and enhancement drinking motives and isolation. Students reporting greater post-closure binge drinking reported higher perceived drinking norms and were more likely to be in Greek life. CONCLUSION: This study demonstrates self-reported patterns in binge drinking among first-year college students at the point of COVID-19 campus closures. Pandemic-related college closures may have been a temporary environmental intervention on this high-risk behavior for some students. Although many students were not binge drinking, some continued binge drinking after closure and may benefit from preventive interventions.