Action recommendations review in community-based therapy and depression and anxiety outcomes: a machine learning approach.

BACKGROUND: While the positive impact of homework completion on symptom alleviation is well-established, the pivotal role of therapists in reviewing these assignments has been under-investigated. This study examined therapists' practice of assigning and reviewing action recommendations in therapy sessions, and how it correlates with patients' depression and anxiety outcomes. METHODS: We analyzed 2,444 therapy sessions from community-based behavioral health programs. Machine learning models and natural language processing techniques were deployed to discern action recommendations and their subsequent reviews. The extent of the review was quantified by measuring the proportion of session dialogues reviewing action recommendations, a metric we refer to as "review percentage". Using Generalized Estimating Equations modeling, we evaluated the correlation between this metric and changes in clients' depression and anxiety scores. RESULTS: Our models achieved 76% precision in capturing action recommendations and 71.1% in reviewing them. Using these models, we found that therapists typically provided clients with one to eight action recommendations per session to engage in outside therapy. However, only half of the sessions included a review of previously assigned action recommendations. We identified a significant interaction between the initial depression score and the review percentage (p = 0.045). When adjusting for this relationship, the review percentage was positively and significantly associated with a reduction in depression score (p = 0.032). This suggests that more frequent review of action recommendations in therapy relates to greater improvement in depression symptoms. Further analyses highlighted this association for mild depression (p = 0.024), but not for anxiety or moderate to severe depression. CONCLUSIONS: An observed positive association exists between therapists' review of previous sessions' action recommendations and improved treatment outcomes among clients with mild depression, highlighting the possible advantages of consistently revisiting therapeutic homework in real-world therapy settings. Results underscore the importance of developing effective strategies to help therapists maintain continuity between therapy sessions, potentially enhancing the impact of therapy.

The equivalence of psychodynamic therapy and cognitive behavioral therapy for depressive disorders in adults: A meta-analytic review.

BACKGROUND: Meta-analyses on the relative efficacy of psychodynamic psychotherapy (PDT) and cognitive behavioral therapy (CBT) for depressive disorders are limited by heterogeneity in diagnostic samples and comparators and a lack of equivalence testing. OBJECTIVE: We addressed this through a meta-analytic test of the equivalence of manualized PDT and CBT in treating adults with depressive disorders as determined by diagnostic interviews. Sensitivity analyses evaluated the impact of pretreatment differences, mixed diagnostic samples, author allegiance, study quality, year of publication and outliers on findings. METHOD: A comprehensive literature search across multiple databases using reliable screening methods identified nine randomized controlled trials directly comparing manualized PDT and CBT for diagnosed depressive disorders in adults. Following pre-registration, we employed random effect models for our meta-analyses and two one-sided test procedures for equivalence testing. RESULTS: Independent raters determined that all studies were of adequate quality. Immediately posttreatment, depressive symptoms were statistically equivalent across PDT and CBT (k = 9; g = -0.11, 90% confidence interval [90% CI]: -0.24 to 0.02, pequivalence = .048, pNHST = .212, I2 = 32.7). At follow-up, the longest time point within a year, depressive symptoms were neither statistically equivalent nor statistically different (k = 6; g = -0.16, 90% CI: -0.31 to -0.02, pequivalence = .184, pNHST = .126, I2 = 0.00). CONCLUSION: The efficacy of manualized PDT is equal to manualized CBT immediately at posttreatment for depressive disorders in the adult general population. Nevertheless, insufficient data exists to reach a conclusion regarding equivalence at follow-up.

Identifying predictors of a favourable outcome for outpatients with a persistent depressive disorder treated with Cognitive Behavioural Analysis System of Psychotherapy: A prospective cohort study.

OBJECTIVES: Cognitive Behavioural Analysis System of Psychotherapy (CBASP) is the first therapy specifically developed for persistent depressive disorder (PDD). This study aimed to identify predictors of favourable treatment outcome after group CBASP and assess change in depression severity over 24 weeks. DESIGN: A prospective cohort study was conducted in patients with PDD treated with group-CBASP. METHODS: Outcomes were depression severity measured by the Inventory of Depression Severity-self-report (IDS-SR) after 6 and 12 months. Potential predictors investigated were baseline depression severity, prior antidepressant use, age, family status, income source, age of onset and childhood trauma. Multivariate logistic regression was performed to assess their effects with a ≥25% IDS-SR score decrease as the dependent variable. RESULTS: The IDS-SR score (range 0-84) significantly decreased from 37.78 at start to 33.45 at 6 months, an improvement which was maintained at 12 months. Having paid work and no axis I comorbidity significantly predicted favourable response. In the groups without a favourable outcome predictor a substantial percentage still showed at least partial response (16.7% and 19.2%). CONCLUSIONS: Source of income and axis I comorbidity were predictors of response to group-CBASP. Within the group without favourable outcome predictors, a subgroup showed at least partial response. These results suggest that group-CBASP has promise for patients who do not respond to standard treatments. Future studies should include outcome measures that take into account comorbidity and other clinically relevant changes, such as social functioning.

Improving Care for Late-Life Depression Through Partnerships With Community-Based Organizations: Results From the Care Partners Project.

OBJECTIVES: Collaborative care (CC) has demonstrated effectiveness for improving late-life depression in primary care, but clinics offering this service can find it challenging to address unmet social needs that may be contributing to their patients' depression. Clinics may benefit from better coordination and communication with community-based organizations (CBO) to strengthen depression treatment and to address unmet social needs. We evaluated the feasibility of adding a CBO to enhance standard collaborative care and the impact of such partnered care on older adults. DESIGN: Multisite, prepost evaluation. SETTING: Eight (n = 8) partnerships between primary care clinics and community-based organizations in California. PARTICIPANTS: A total of 707 depressed older adults (60 years or older) as evidenced by having a score of 10 or more on the Patient Health Questionnaire (PHQ-9) received care under the Care Partners project. INTERVENTION: A CBO partner was added to augment CC for late-life depression in primary care. MEASUREMENTS: The PHQ-9 was used to identify depressed older adults and to monitor depression symptom severity during a course of care. RESULTS: At baseline, the average PHQ-9 depression score across the partnerships was 15, indicating moderate depression severity. Participating patients saw an average 7-point reduction in their PHQ-9 score, baseline to last score assessed, with nearly half of all participants (48.4%) experiencing a 50% or greater improvement from their baseline score. CONCLUSIONS: Our findings suggest that partnering with a community-based organization is a feasible and effective way for primary care clinics to address late-life depression in their patients.

Electroconvulsive Therapy in Heart Transplant Patients: To Avoid or Embrace?

ABSTRACT: Patients with heart disease are at an increased risk of depression. Electroconvulsive therapy (ECT) is a highly effective treatment for severe depressive episodes. However, ECT may increase the risk for adverse outcomes in certain patients because of changes in blood pressure and heart rate secondary to an initial parasympathetic surge followed by a sympathetic surge and peripheral catecholamine release. In post-cardiac transplant patients, these acute hemodynamic changes on a denervated heart may bring clinical challenges. The available data on ECT in heart transplant patients are limited. The authors of this article present a summary of the available literature relating to ECT in heart transplant patients.The authors performed a literature search of 6 online databases yielding 6 English-language case reports of ECT in cardiac transplant patients. All patients experienced changes in hemodynamic variables during and immediately after ECT, ranging from moderate decrease in blood pressure to extreme hypertension. The cases did not report any serious cardiac complications during the course of ECT. In the 5 patients whose psychiatric responses to treatment were detailed, all had improvement in their depressive symptoms. Electroconvulsive therapy may be considered for severe cases of depression in patients with a history of cardiac transplant, but the potential benefit of ECT needs to be weighed against risks. In the limited number of cases reported in the literature, ECT seems to have been relatively safe and effective.

Association between pulse width and health-related quality of life after electroconvulsive therapy in patients with unipolar or bipolar depression: an observational register-based study.

AIMS: To examine the association between pulse width and HRQoL measured within one week after electroconvulsive therapy (ECT) and at six-month follow-up in patients with unipolar or bipolar depression. METHODS: This was an observational register study using data from the Swedish National Quality Registry for ECT (2011-2019). Inclusion criteria were: age ≥18 years; index treatment for unipolar/bipolar depression; unilateral electrode placement; information on pulse width; EQ-5D measurements before and after ECT. Multiple linear regressions were performed to investigate the association between pulse width (<0.5 ms; 0.5 ms; >0.5 ms) and HRQoL (EQ-5D-3L index; EQ VAS) one week after ECT (primary outcome) and six months after ECT (secondary outcome). RESULTS: The sample included 5,046 patients with unipolar (82%) or bipolar (18%) depression. At first ECT session, 741 patients (14.7%) had pulse width <0.5 ms, 3,639 (72.1%) had 0.5 ms, and 666 (13.2%) had >0.5 ms. There were no statistically significant associations between pulse width and HRQoL one week after ECT. In the subsample of patients with an EQ-5D index recorded six months after ECT (n = 730), patients receiving 0.5 ms had significantly lower HRQoL (-0.089) compared to <0.5 ms, after adjusting for demographic and clinical characteristics (p = .011). The corresponding analysis for EQ VAS did not show any statistically significant associations. CONCLUSION: No robust associations were observed between pulse width and HRQoL after ECT. On average, significant improvements in HRQoL were observed one week and six months after ECT for patients with unipolar or bipolar disease, independent of the pulse width received.

Novel mechanism-based treatments for pediatric anxiety and depressive disorders.

Pediatric anxiety and depressive disorders are common, can be highly impairing, and can persist despite the best available treatments. Here, we review research into novel treatments for childhood anxiety and depressive disorders designed to target underlying cognitive, emotional, and neural circuit mechanisms. We highlight three novel treatments lying along a continuum relating to clinical impact of the disorder and the intensity of clinical management required. We review cognitive training, which involves the lowest risk and may be applicable for problems with mild to moderate impact; psychotherapy, which includes a higher level of clinical involvement and may be sufficient for problems with moderate impact; and brain stimulation, which has the highest potential risks and is therefore most appropriate for problems with high impact. For each treatment, we review the specific underlying cognitive, emotional, and brain circuit mechanisms that are being targeted, whether treatments modify those underlying mechanisms, and efficacy in reducing symptoms. We conclude by highlighting future directions, including the importance of work that leverages developmental windows of high brain plasticity to time interventions to the specific epochs in childhood that have the largest and most enduring life-long impact.

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OBJECTIVES: Depression is often accompanied by various degrees of cognitive decline, with a high incidence. Guidelines recommend medication combined with psychological therapy. Solution focused group therapy (SFGT) is a newer group psychotherapy technique. This study aims to explore the difference between SFGT combined with escitalopram and only use escitalopram in treating depression. METHODS: A total of 84 patients who met the diagnostic criteria of international classification of diseases-10 (ICD-10) were enrolled into the combined group (SFGT combined with escitalopram, n=42) and the control group (only escitalopram, n=42) for an 8-week treatment. Patients were measured with the 24-item Hamilton Depression Scale (HAMD-24) and the Cognitive Flexibility Inventory (CFI) at baseline (T0), week 4 (T1), and week 8 (T2), respectively. Differences in depressive symptoms and cognitive flexibility between the 2 groups were compared and analyzed. RESULTS: At T2, 8 patients were dislodged in the combined group and 10 in the control group. There was no difference in the subscales and total scores of HAMD-24 and CFI between the 2 groups at T0 (all P>0.05). At T1 and T2, compared with the control group, the total scores and anxiety somatization, cognitive impairment, delay, and a sense of despair subscales scores of HAMD-24 were lower, and the total scores and subscales scores of CFI in the combined group were higher (all P<0.05). CONCLUSIONS: SFGT combined with escitalopram is more effective than monotherapy for improving the anxiety somatization symptoms, cognitive impairment, retardation symptoms and despair symptoms, and increasing the cognitive flexibility.

Fecal microbiota as a predictor of acupuncture responses in patients with postpartum depressive disorder.

Background: There are several clinical and molecular predictors of responses to antidepressant therapy. However, these markers are either too subjective or complex for clinical use. The gut microbiota could provide an easily accessible set of biomarkers to predict therapeutic efficacy, but its value in predicting therapy responses to acupuncture in patients with depression is unknown. Here we analyzed the predictive value of the gut microbiota in patients with postpartum depressive disorder (PPD) treated with acupuncture. Methods: Seventy-nine PPD patients were enrolled: 55 were treated with acupuncture and 24 did not received any treatment. The 17-item Hamilton depression rating scale (HAMD-17) was used to assess patients at baseline and after eight weeks. Patients receiving acupuncture treatment were divided into an acupuncture-responsive group or non-responsive group according to HAMD-17 scores changes. Baseline fecal samples were obtained from the patients receiving acupuncture and were analyzed by high-throughput 16S ribosomal RNA sequencing to characterize the gut microbiome. Results: 47.27% patients responded to acupuncture treatment and 12.5% patients with no treatment recovered after 8-week follow-up. There was no significant difference in α-diversity between responders and non-responders. The ß-diversity of non-responders was significantly higher than responders. Paraprevotella and Desulfovibrio spp. were significantly enriched in acupuncture responders, and these organisms had an area under the curve of 0.76 and 0.66 for predicting responder patients, respectively. Conclusions: Paraprevotella and Desulfovibrioare may be useful predictive biomarkers to predict PPD patients likely to respond to acupuncture. Larger studies and validation in independent cohorts are now needed to validate our findings.

Pre-clinical indications of brain stimulation treatments for non-affective psychiatric disorders, a status update.

Over the past two decades noninvasive brain stimulation (NIBS) techniques have emerged as powerful therapeutic options for a range of psychiatric and neurological disorders. NIBS are hypothesized to rebalance pathological brain networks thus reducing symptoms and improving functioning. This development has been fueled by controlled studies with increasing size and rigor aiming to characterize how treatments induce clinically effective change. Clinical trials of NIBS for specific indications have resulted in federal approval for unipolar depression, bipolar depression, smoking cessation, and obsessive-compulsive disorder in the United States, and several other indications worldwide. As a rapidly emerging field, there are numerous pre-clinical indications currently in development using a variety of electrical and magnetic, non-convulsive, and convulsive approaches. This review discusses the state-of-the-science surrounding promising avenues of NIBS currently in pre-approval stages for non-affective psychiatric disorders. We consider emerging therapies for psychosis, anxiety disorders, obsessive-compulsive disorder, and borderline personality disorder, utilizing transcranial magnetic stimulation (TMS), transcranial direct current stimulation (tDCS), and magnetic seizure therapy (MST), with an additional brief section for early-stage techniques including transcranial focused ultrasound stimulation (tFUS) and transcranial alternating current stimulation (tACS). As revealed in this review, there is considerable promise across all four psychiatric indications with different NIBS approaches. Positive findings are notable for the treatment of psychosis using tDCS, MST, and rTMS. While rTMS is already FDA approved for the treatment of obsessive-compulsive disorder, methodologies such as tDCS also demonstrate potential in this condition. Emerging techniques show promise for treating non-affective disorders likely leading to future regulatory approvals.

Electroconvulsive therapy improves somatic symptoms before mood in patients with depression: A directed network analysis.

BACKGROUND: The recent network perspective of depression conceptualizes depression as a dynamic network of causally related symptoms, that contrasts with the traditional view of depression as a discrete latent entity that causes all symptoms. Electroconvulsive therapy (ECT) is an effective treatment for severe depression, but little is known about the temporal trajectories of symptom improvement during a course of ECT. OBJECTIVE: To gain insight into the dynamics of depressive symptoms in individuals treated with ECT. METHODS: The Quick Inventory of Depressive Symptomatology (QIDS) was used to assess symptoms twice a week in 68 participants with a unipolar or bipolar depression treated with ECT, with an average of 12 assessments per participant. Dynamic time warping (DTW) was used to analyze individual time series data, which were subsequently aggregated to calculate a directed symptom network and the in- and out-strength for each symptom. RESULTS: Participants had a mean age of 49.6 (SD = 12.8) and 60% were female. Somatic symptoms (e.g., decreased weight) and suicidal ideation showed the highest out-strength values, indicating that their improvement tended to precede improvements in mood symptoms, which showed high in-strength. Sad mood had the highest in-strength, and thus appeared to be the last symptom to improve during ECT treatment (p < 0.001). CONCLUSION: This study addresses a gap in the existing literature on ECT, by first analysing the temporal trajectories of symptoms within individual patients and subsequently aggregating them to the group level. The results show that somatic symptoms tend to improve before mood symptoms during ECT.

[The history of electroconvulsive therapy in the Netherlands]. / Psychiatrie onder hoogspanning.

Electroconvulsive therapy (ECT) has a tumultuous history in the Netherlands. It was found to have particularly favorable results in patients with severe depression or catatonia. Inconvenient side effects such as fractures, muscle tears and memory loss, however, became apparent. Due to technical developments and application of anesthesia, these side effects decreased considerably. In the 1960s, the use of ECT decreased due to the rise of psychopharmaceuticals and the emergence of the antipsychiatry movement. The procedure regained popularity in the 1980s, following the favorable, yet cautious recommendations of the Dutch Health Council. Nevertheless, the use of ECT still remains limited today. The public outcry over the treatment has left its mark, leaving the sometimes life-saving treatment with a poor image. An overview of the historical development of ECT in the Netherlands may help to understand the significant stigma and fear of side effects patients continue to experience today.

Development of a mobile monitoring program for anxiety and depression in pregnancy and evaluation of 3-month results.

BACKGROUND: The aims of this study were to develop a mobile mental health application (app) to scan the symptoms of anxiety, depression, and related factors during pregnancy; examine the effect of the app on pregnant women; and determine the factors related to using such an app. METHODS: A software platform called Perinatal Anxiety Depression Monitoring Platform (PADIP) was developed. This study included 320 pregnant women: 160 in the PADIP group and 160 in the control group. The PADIP group was screened monthly for 3 months for depression, anxiety, and sleep quality, and instant feedback was provided on scale scores. RESULTS: During the follow-up period, there was a significant decrease in depression and anxiety scale scores in the PADIP group but no significant difference in scale scores in the control group. The interface used for the app was important for scale scores. It was preferred by pregnant women with a high education level, higher Perinatal Anxiety Screening Scale scores, and lower sleep quality scores. CONCLUSIONS: PADIP use was associated with a decrease in depression and anxiety scores of pregnant women. It was more useful for patients with higher education levels and a history of a psychiatric disorder, but further research is needed to develop a more comprehensive model.

Maternal aggressive behavior in interactions with adolescent offspring: Proximal social-cognitive predictors in depressed and nondepressed mothers.

Maternal depressive symptoms are associated with elevations in harsh parenting behavior, including criticism, negative affect, and hostile or coercive behavior, and these behaviors contribute to associations between maternal depressive symptomatology and child functioning. We used multilevel survival analysis to examine social-cognitive processes as proximal predictors of the onset and offset of maternal aggressive behavior during interactions with their adolescent children. Low-income women (N = 180) were selected for either: (a) elevated depressive symptoms and a history of treatment for depression (depressed group) or (b) not more than mild levels of current depressive symptomatology, no history of depression treatment, and no current mental health treatment (nondepressed group). These women and their adolescent children (ages 11-14, M = 12.93; 96 male sex, as assigned at birth) participated in a dyadic problem-solving interaction and mothers completed a video-mediated recall procedure, in which they watched a segment of the interaction, labeled their adolescents' affect, and made attributions for their behavior. Mothers in the depressed group were more likely to initiate aggressive behavior and, once initiated, were less likely to transition out of it. Mothers in both groups were less likely to transition out of aggressive behavior when they made negative attributions for their adolescents' behavior. Findings point to promising cognitive and behavioral targets for intervention. (PsycInfo Database Record (c) 2023 APA, all rights reserved).