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1.
Psychol Med ; 53(13): 6090-6101, 2023 10.
Artículo en Inglés | MEDLINE | ID: mdl-36404677

RESUMEN

BACKGROUND: Adding short-term psychodynamic psychotherapy (STPP) to antidepressants increases treatment efficacy, but it is unclear which patients benefit specifically. This study examined efficacy moderators of combined treatment (STPP + antidepressants) v. antidepressants for adults with depression. METHODS: For this systematic review and meta-analysis (PROSPERO registration number: CRD42017056029), we searched PubMed, PsycINFO, Embase.com, and the Cochrane Library from inception to 1 January 2022. We included randomized clinical trials comparing combined treatment (antidepressants + individual outpatient STPP) v. antidepressants in the acute-phase treatment of depression in adults. Individual participant data were requested and analyzed combinedly using mixed-effects models (adding Cochrane risk of bias items as covariates) and an exploratory machine learning technique. The primary outcome was post-treatment depression symptom level. RESULTS: Data were obtained for all seven trials identified (100%, n = 482, combined: n = 238, antidepressants: n = 244). Adding STPP to antidepressants was more efficacious for patients with high rather than low baseline depression levels [B = -0.49, 95% confidence interval (CI) -0.61 to -0.37, p < 0.0001] and for patients with a depressive episode duration of >2 years rather than <1 year (B = -0.68, 95% CI -1.31 to -0.05, p = 0.03) and than 1-2 years (B = -0.86, 95% CI -1.66 to -0.06, p = 0.04). Heterogeneity was low. Effects were replicated in analyses controlling for risk of bias. CONCLUSIONS: To our knowledge, this is the first study that examines moderators across trials assessing the addition of STPP to antidepressants. These findings need validation but suggest that depression severity and episode duration are factors to consider when adding STPP to antidepressants and might contribute to personalizing treatment selection for depression.


Asunto(s)
Psicoterapia Breve , Psicoterapia Psicodinámica , Adulto , Humanos , Depresión/terapia , Psicoterapia Psicodinámica/métodos , Psicoterapia Breve/métodos , Antidepresivos/uso terapéutico , Resultado del Tratamiento , Psicoterapia
2.
BMC Psychiatry ; 23(1): 290, 2023 04 26.
Artículo en Inglés | MEDLINE | ID: mdl-37101177

RESUMEN

BACKGROUND: Improving supportive social networks in forensic psychiatric patients is deemed important due to the protective effects of such networks on both mental health problems and criminal recidivism. Informal interventions targeted at social network enhancement by community volunteers showed positive effects in various patient and offender populations. However, these interventions have not specifically been studied in forensic psychiatric populations. Therefore, forensic psychiatric outpatients' and volunteer coaches' experiences with an informal social network intervention were explored in this study. METHODS: This qualitative study was based on semi-structured interviews conducted alongside an RCT. Forensic outpatients allocated to the additive informal social network intervention, and volunteer coaches, were interviewed 12 months after baseline assessment. Interviews were audio-recorded and transcribed verbatim. Reflexive thematic analysis was used to identify and report patterns in the data. RESULTS: We included 22 patients and 14 coaches in the study. The analysis of interviews revealed five main themes reflecting patients' and coaches' experiences: (1) dealing with patient receptivity, (2) developing social bonds, (3) receiving social support, (4) achieving meaningful change, and (5) using a personalized approach. Patient receptivity, including willingness, attitudes, and timing, was a common reported barrier affecting patients' engagement in the intervention. Both patients' and coaches' experiences confirmed that the intervention can be meaningful in developing new social bonds between them, in which patients received social support. Despite, experiences of meaningful and sustainable changes in patients' social situations were not clearly demonstrated. Coaches' experiences revealed broadened worldviews and an enhanced sense of fulfillment and purpose. Finally, a personalized, relationship-oriented rather than goal-oriented approach was feasible and preferable. CONCLUSION: This qualitative study showed positive experiences of both forensic psychiatric outpatients and volunteer coaches with an informal social network intervention in addition to forensic psychiatric care. Notwithstanding the limitations, the study suggests that these additive interventions provide an opportunity for forensic outpatients to experience new positive social interactions with individuals in the community, which can initiate personal development. Barriers and facilitators to engagement are discussed to improve further development and implementation of the intervention. TRIAL REGISTRATION: This study is registered at the Netherlands Trial Register (NTR7163, registration date: 16/04/2018).


Asunto(s)
Criminales , Pacientes Ambulatorios , Humanos , Psicoterapia , Actitud , Red Social
3.
Psychother Res ; : 1-10, 2023 Dec 18.
Artículo en Inglés | MEDLINE | ID: mdl-38109491

RESUMEN

Schema therapy is an effective treatment for personality disorders (PDs). The theory of schema therapy assumes that the decrease of global psychological distress is mediated by change in Early Maladaptive Schemas. The few studies that have investigated a temporal relationship have produced contradictory results. This study examined the temporal relationship between changes in Early Maladaptive Schemas and global psychological distress in Group Schema Therapy (GST) for patients with personality disorders.Assessments were made of 115 patients at baseline, after 20, 40 and after 60 sessions of treatment. We used the Young Schema Questionnaire (YSQ) to measure the severity of Early Maladaptive Schemas and the Symptom Check List-90 Revisited (SCL-90R) to measure global psychological distress. Linear mixed model analyzes were used to examine the temporal relationship between the initial phase (0-20 and 0-40 sessions) and the later phase (40-60 sessions).Change in Early Maladaptive Schemas does not precede change in global psychological distress. Conversely, global psychological distress does not precede change in Early Maladaptive Schemas; the improvement in both indicators is concurrent.In this study, we could not confirm that the decrease of Early Maladaptive Schemas precedes decrease of global psychological distress. We found a concurrent relationship.

4.
Psychol Med ; 52(3): 485-495, 2022 02.
Artículo en Inglés | MEDLINE | ID: mdl-32602830

RESUMEN

BACKGROUND: Two types of mentalization-based treatment (MBT), day hospital MBT (MBT-DH) and intensive outpatient MBT (MBT-IOP), have been shown to be effective in treating patients with borderline personality disorder (BPD). This study evaluated trajectories of change in a multi-site trial of MBT-DH and MBT-IOP at 36 months after the start of treatment. METHODS: All 114 patients (MBT-DH n = 70, MBT-IOP n = 44) from the original multicentre trial were assessed at 24, 30 and 36 months after the start of treatment. The primary outcome was symptom severity measured with the Brief Symptom Inventory. Secondary outcome measures included borderline symptomatology, personality and interpersonal functioning, quality of life and self-harm. Data were analysed using multilevel modelling and the intention-to-treat principle. RESULTS: Patients in both MBT-DH and MBT-IOP maintained the substantial improvements made during the intensive treatment phase and showed further gains during follow-up. Across both conditions, 83% of patients improved in terms of symptom severity, and 97% improved on borderline symptomatology. No significant differences were found between MBT-DH and MBT-IOP at 36 months after the start of treatment. However, trajectories of change were different. Whereas patients in MBT-DH showed greater improvement during the intensive treatment phase, patients in MBT-IOP showed greater continuing improvement during follow-up. CONCLUSIONS: Patients in both conditions showed similar large improvements over the course of 36 months, despite large differences in treatment intensity. MBT-DH and MBT-IOP were associated with different trajectories of change. Cost-effectiveness considerations and predictors of differential treatment outcome may further inform optimal treatment selection.


Asunto(s)
Trastorno de Personalidad Limítrofe , Mentalización , Trastorno de Personalidad Limítrofe/terapia , Estudios de Seguimiento , Hospitales , Humanos , Pacientes Ambulatorios , Calidad de Vida , Resultado del Tratamiento
5.
J Geriatr Psychiatry Neurol ; 35(6): 778-788, 2022 11.
Artículo en Inglés | MEDLINE | ID: mdl-34937438

RESUMEN

PURPOSE: Loneliness in adults increases with age. Although loneliness has been found to be associated with psychiatric disorders and dementia, no information is available on prevalence of loneliness in older psychiatric patients. The aims of this study were to examine prevalence of loneliness in older psychiatric outpatients, including gender differences and associations with psychiatric disorders and social isolation. METHODS: Cross-sectional study in an outpatient clinic for geriatric psychiatry between September 2013 and February 2018. Interviews were done in 181 patients. RESULTS: 80% of participants were lonely. Loneliness was associated with having contacts in less social network domains, in women but not in men. There were no associations with DSM-IV-TR-classifications. However, loneliness was associated with higher scores on questionnaires for depression and cognitive function. Intensity of treatment did not differ significantly between lonely and non-lonely participants. CONCLUSION: Loneliness is highly prevalent in older psychiatric outpatients, with men and women equally affected. Loneliness should be assessed in all older psychiatric patients, especially when they show high scores on symptom checklists or have a restricted social network.


Asunto(s)
Soledad , Pacientes Ambulatorios , Masculino , Humanos , Femenino , Anciano , Soledad/psicología , Estudios Transversales , Aislamiento Social/psicología , Encuestas y Cuestionarios
6.
Alcohol Alcohol ; 57(1): 113-124, 2022 Jan 08.
Artículo en Inglés | MEDLINE | ID: mdl-33588432

RESUMEN

AIMS: This systematic review and meta-analysis assessed the effectiveness of digital interventions addressing depressive symptoms and alcohol use simultaneously among people with co-occurring depression and problematic alcohol use. METHODS: Seven databases were searched for trials evaluating digital interventions aimed at depression and alcohol use. Random-effects meta-analyses were conducted to pool effects on depressive symptoms and alcohol use up to 3-month and 6-month follow-up. Overall quality for every outcome was assessed with GRADE (Grading of Recommendations Assessment, Development and Evaluation). RESULTS: The pooled effect of digital interventions compared to their comparators was in favour of digital interventions. Small but significant effects on depressive symptoms at 3-month follow-up were found (g = 0.34, 95% confidence interval (CI): 0.06-0.62, P = 0.02, k = 6) and non-significant effects at 6-month follow-up (g = 0.29, 95% CI: -0.16 to 0.73, P = 0.15, k = 5). For alcohol use, the pooled effect of digital interventions was small and non-significant at 3-month follow-up (g = 0.14, 95% CI: -0.02 to 0.30, P = 0.07, k = 6) and significant at 6-month follow-up (g = 0.14, 95% CI: 0.07-0.20, P = 0.005, k = 5). Sensitivity analysis indicated the latter finding to be sensitive to statistical estimator choice. Quality of evidence was moderate, except for depressive symptoms at 6-month follow-up for which it was low. CONCLUSION: Based on the literature, digital interventions are effective in reducing depressive symptoms at 3-month follow-up and alcohol use at 6-month follow-up among people with comorbid depression and problematic alcohol use. More high-quality trials are needed to confirm the current findings.


Asunto(s)
Consumo de Bebidas Alcohólicas , Depresión , Comorbilidad , Depresión/epidemiología , Depresión/terapia , Humanos
7.
Am J Psychother ; 75(1): 12-20, 2022 Jan 01.
Artículo en Inglés | MEDLINE | ID: mdl-35099263

RESUMEN

OBJECTIVE: Recent meta-analyses suggest that many patients with borderline personality disorder have a history of complex trauma. Although trauma is central in mentalization-based approaches to the understanding of borderline personality disorder, surprisingly little is known about the effects of trauma on outcomes of mentalization-based treatment (MBT). This article investigates the prevalence and impact of childhood trauma among patients with borderline personality disorder participating in a randomized controlled trial (RCT) comparing day hospital MBT (MBT-DH) and intensive outpatient MBT (MBT-IOP). METHODS: All 114 patients from the original multicenter RCT in the Netherlands were included in this study. Childhood trauma was assessed at baseline (with the Childhood Trauma Questionnaire), and its impact on symptom severity, interpersonal functioning, and borderline pathology was investigated through multilevel modeling for 36 months after the start of treatment. RESULTS: Childhood trauma was common among patients with borderline personality disorder referred to MBT, with more than 85% meeting cutoff criteria for substantial childhood trauma. Childhood trauma had little impact on outcomes of either MBT-DH or MBT-IOP in terms of improved borderline personality disorder features or interpersonal functioning. However, patients with substantial childhood trauma seemed to improve more rapidly with MBT-DH, as compared with MBT-IOP, in terms of symptom severity. In addition, patients with a history of emotional neglect showed more rapid changes in symptoms of borderline personality disorder with MBT-DH compared with MBT-IOP. CONCLUSIONS: Findings are discussed in the context of a social communicative approach to borderline personality disorder, with a focus on the need to address trauma in MBT.


Asunto(s)
Trastorno de Personalidad Limítrofe , Mentalización , Trastorno de Personalidad Limítrofe/epidemiología , Trastorno de Personalidad Limítrofe/psicología , Trastorno de Personalidad Limítrofe/terapia , Humanos , Terapia Basada en la Mentalización , Resultado del Tratamiento
8.
BMC Psychiatry ; 21(1): 265, 2021 05 22.
Artículo en Inglés | MEDLINE | ID: mdl-34022840

RESUMEN

BACKGROUND: Depressive disorders and problematic drinking often co-occur, also among young adults. These co-occurring conditions are associated with various negative health outcomes compared to both conditions alone. Early intervention by addressing alcohol use and depressive symptoms simultaneously in the same treatment might improve both conditions. However, evidence on the (cost-) effectiveness of digital combined depression and alcohol interventions for young adults is currently insufficient. We therefore developed an add-on digital alcohol moderation adherence-focussed guided intervention to complement treatment as usual (TAU) for depressive disorders. The digital intervention is a web-app, including 6 modules based on motivational interviewing and cognitive behavioural therapy. This study aims to evaluate the (cost-)effectiveness of a digital alcohol moderation intervention + TAU compared to TAU on alcohol and depression outcomes among young adults with co-occurring depressive disorders and problematic alcohol use. METHODS: One hundred fifty-six participants, aged 18-35 years, with problematic alcohol use and a diagnosed depressive disorder will participate in a pragmatic multicentre two-arm randomized controlled trial. Problematic alcohol use is operationalised as scoring ≥5 for women and ≥ 8 for men on the Alcohol Use Disorder Identification Test (AUDIT). Participants will be randomized to either the experimental group (digital alcohol intervention + TAU) or control group (TAU only). Participants will be recruited at three Dutch mental health care centres and through social media. Assessments take place at baseline and after 3, 6 and 12 months post-randomization. The primary outcome is treatment response at 6-month follow-up, operationalized as a composite score that combines alcohol use and depression measures and indicates whether treatment has been successful or not. Secondary outcomes are depressive symptoms and alcohol use (i.e. number of weekly standard drinks and AUDIT score). An economic evaluation will be conducted alongside the trial. DISCUSSION: This study evaluates the (cost-) effectiveness of an add-on digital alcohol moderation intervention for young adults who are in treatment for depressive disorders. If proven effective, the digital intervention could be implemented in mental health care and improve treatment for people with co-occurring depressive disorders and problematic alcohol use. TRIAL REGISTRATION: Pre-registered on October 29, 2019 in The Netherlands Trial Register ( NL8122 ).


Asunto(s)
Terapia Cognitivo-Conductual , Entrevista Motivacional , Análisis Costo-Beneficio , Depresión/complicaciones , Depresión/terapia , Femenino , Humanos , Masculino , Estudios Multicéntricos como Asunto , Países Bajos , Ensayos Clínicos Controlados Aleatorios como Asunto , Resultado del Tratamiento , Adulto Joven
9.
Aging Ment Health ; 25(12): 2246-2254, 2021 12.
Artículo en Inglés | MEDLINE | ID: mdl-33147982

RESUMEN

BACKGROUND: Loneliness and social isolation have both been found to be associated with increased mortality in previous studies. One potential underlying mechanism is via the hypothalamic-pituitary-adrenal axis. OBJECTIVE: This study aimed to examine the association between social network size and cortisol, to analyze the associations between both loneliness and social network size and mortality, and to examine to what extent the association between network size and/or loneliness and mortality is mediated by cortisol. DESIGN: The study group consisted of 443 depressed and non-depressed participants of the Netherlands Study of Depression in the Elderly (NESDO). Cross-sectional analysis of the association between social network size and cortisol measures was followed by a survival analysis of the associations between both social network size and loneliness and mortality. RESULTS: There were no significant associations between social network size and cortisol measures. Loneliness and small social network size were not associated with mortality. Age and partner status were more important predictors of mortality. CONCLUSION: As people grow older the variety of factors that influence mortality risk increases, diminishing the effect of a single factor. Prevention of early morbidity and mortality in older adults should be tailored to specific needs and risks, instead of aiming at one specific factor.


Asunto(s)
Hidrocortisona , Soledad , Anciano , Estudios Transversales , Humanos , Sistema Hipotálamo-Hipofisario , Sistema Hipófiso-Suprarrenal , Aislamiento Social , Red Social , Apoyo Social
10.
J Dual Diagn ; 17(4): 333-343, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-34569438

RESUMEN

OBJECTIVE: Economic evaluations of interventions for dual diagnosis patients are scarce. A recent randomized controlled trial has supported the effectiveness of the Self-wise, Otherwise, Streetwise (SOS) training to reduce victimization in dual diagnosis patients. The purpose of the current study was to analyze the cost-effectiveness and cost-utility of the SOS training as an add-on to care as usual (CAU). METHODS: We performed an economic evaluation from a societal perspective alongside the SOS trial. Participants were 250 dual diagnosis patients recruited at three locations from a large urban psychiatric service in the Netherlands. The main outcomes were treatment response for victimization and quality-adjusted life years (QALYs). Both costs and effects were measured across a 14-month follow-up. RESULTS: There was no significant difference between CAU + SOS and CAU in total costs (mean difference €4,859; 95% CI [-€4,795 to €14,513]) and QALY gains (mean difference 0.0012; 95% CI [-0.05 to 0.05]). Significantly more participants in CAU + SOS achieved treatment response for victimization compared to CAU (68% vs. 54%; mean difference 0.14; 95% CI [0.02 to 0.26]). The cost-effectiveness analysis indicated an 83% likelihood that CAU + SOS resulted in a higher treatment response rate for victimization at higher costs compared to CAU. The cost-utility analysis indicated that adding SOS-training to CAU is probably not cost-effective at conventional willingness-to-pay levels for QALYs. CONCLUSIONS: At a societal willingness-to-pay of €38,000 or more per extra treatment responder, adding SOS-training to usual care is probably more attractive than usual care alone with regard to cost-effectiveness. This is a considerable willingness to pay. However, the direct costs of offering the SOS training are expected to be minor. Our findings should be interpreted with caution due to the short follow-up period and absence of data on potential reductions in police and judicial costs other than prison costs.


Asunto(s)
Víctimas de Crimen , Análisis Costo-Beneficio , Diagnóstico Dual (Psiquiatría) , Humanos , Países Bajos
11.
Eat Weight Disord ; 26(3): 963-972, 2021 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-32472495

RESUMEN

PURPOSE: Bariatric surgery is the most effective long-term treatment for sustained weight loss in obesity. Studies have shown that not all patients lose the expected amount of weight. The aim of this study was to develop a better understanding of which behavioral and psychological factors are associated with suboptimal weight loss. METHODS: The present paper describes a cross-sectional study that included 140 participants. The mean follow-up period after bariatric surgery was 3.16 years. Eating disorder pathology (Eating Disorder Examination-Questionnaire), impulsivity (Barratt Impulsiveness scale-II) and depressive symptoms (Beck Depression Inventory) were compared with successful and suboptimal participants. A weight loss of more than or equal to 50% of excess weight, was considered to be successful. RESULTS: More than 81% of the participants met the criterion for successful weight loss. The suboptimal weight loss group reported more symptoms of eating disorder pathology (p = .001), more loss of control over eating (p = .001), and more avoidant behavior due to poor body image (p < .001). The suboptimal weight loss group scored higher on impulsivity (p = .007) and on depression (p < .001). More early weight loss was associated with better weight outcome later on (r = .491). Reporting more eating disorder pathology, a longer follow-up period and pre-operative super-obesity (body mass index ≥ 50 kg/m2) at the time of surgery were associated with poorer weight loss (p < .001). CONCLUSION: Eating disorder pathology, loss of control over eating and avoidant behavior due to poor body image, as well as depressive symptoms and impulsivity, (as reported postoperatively) are associated with suboptimal weight loss. Level III: Case-control analytic study.


Asunto(s)
Cirugía Bariátrica , Trastornos de Alimentación y de la Ingestión de Alimentos , Obesidad Mórbida , Estudios Transversales , Conducta Alimentaria , Humanos , Conducta Impulsiva , Obesidad Mórbida/cirugía , Pérdida de Peso
12.
Psychother Res ; 31(7): 831-842, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-33272104

RESUMEN

Objective: This naturalistic study examined the outcomes of group schema therapy for patients with personality disorders (PD) and the effect of psychological symptoms, early maladaptive schemas (EMS) and schema modes on outcome.Method: Assessments were made of 194 patients at baseline, during treatment, at treatment termination and at three-month follow-up. We used the Symptom Checklist-General Severity Index (SCL-GSI) to measure the remission-rate of global psychological distress and as a dependent variable in a multilevel model to conduct univariate and multiple variate analyses.Results: The research sample achieved medium symptom reduction (pre-post d = 0.65, 95% CI [0.39-0.91]) and the remission rate was about 30% after 60 sessions. These results remained stable at three-month follow-up (pre-follow-up d = 0.61, 95% CI [0.29-0.94]; 28.9%). Higher baseline scores on the SCL scale interpersonal sensitivity, the EMS defectiveness/shame and all the maladaptive schema modes together predicted improvements in global psychological distress after treatment.Conclusions: A long-term form of group schema therapy proved effective for a broad group of patients with PD. Internalizing symptoms seems predictive for improvement at outcome. Almost a third of the patients achieved remission. There is therefore room for improvement, possibly by increasing dose or intensity in combination with individual sessions.


Asunto(s)
Terapia Cognitivo-Conductual , Psicoterapia de Grupo , Humanos , Trastornos de la Personalidad/terapia , Terapia de Esquemas , Resultado del Tratamiento
13.
Br J Psychiatry ; 216(2): 79-84, 2020 02.
Artículo en Inglés | MEDLINE | ID: mdl-30791963

RESUMEN

BACKGROUND: Two types of mentalisation-based treatment (MBT) have been developed and empirically evaluated for borderline personality disorder (BPD): day hospital MBT (MBT-DH) and intensive out-patient MBT (MBT-IOP). No trial has yet compared their efficacy. AIMS: To compare the efficacy of MBT-DH and MBT-IOP 18 months after start of treatment. MBT-DH was hypothesised to be superior to MBT-IOP because of its higher treatment intensity. METHOD: In a multicentre randomised controlled trial (Nederlands Trial Register: NTR2292) conducted at three sites in the Netherlands, patients with BPD were randomly assigned to MBT-DH (n = 70) or MBT-IOP (n = 44). The primary outcome was symptom severity (Brief Symptom Inventory). Secondary outcome measures included borderline symptomatology, personality functioning, interpersonal functioning, quality of life and self-harm. Patients were assessed every 6 months from baseline to 18 months after start of treatment. Data were analysed using multilevel modelling based on intention-to-treat principles. RESULTS: Significant improvements were found on all outcome measures, with moderate to very large effect sizes for both groups. MBT-DH was not superior to MBT-IOP on the primary outcome measure, but MBT-DH showed a clear tendency towards superiority on secondary outcomes. CONCLUSIONS: Although MBT-DH was not superior to MBT-IOP on the primary outcome measure despite its greater treatment intensity, MBT-DH showed a tendency to be more effective on secondary outcomes, particularly in terms of relational functioning. Patients receiving MBT-DH and MBT-IOP, thus, seem to follow different trajectories of change, which may have important implications for clinical decision-making. Longer-term follow-up and cost-effectiveness considerations may ultimately determine the optimal intensity of specialised treatments such as MBT for patients with BPD.


Asunto(s)
Trastorno de Personalidad Limítrofe/psicología , Trastorno de Personalidad Limítrofe/terapia , Hospitales , Mentalización , Pacientes Ambulatorios/psicología , Adulto , Femenino , Humanos , Masculino , Países Bajos , Calidad de Vida , Conducta Autodestructiva , Resultado del Tratamiento
14.
BMC Med Inform Decis Mak ; 20(1): 332, 2020 12 10.
Artículo en Inglés | MEDLINE | ID: mdl-33302948

RESUMEN

BACKGROUND: Accurate prediction models for whether patients on the verge of a psychiatric criseis need hospitalization are lacking and machine learning methods may help improve the accuracy of psychiatric hospitalization prediction models. In this paper we evaluate the accuracy of ten machine learning algorithms, including the generalized linear model (GLM/logistic regression) to predict psychiatric hospitalization in the first 12 months after a psychiatric crisis care contact. We also evaluate an ensemble model to optimize the accuracy and we explore individual predictors of hospitalization. METHODS: Data from 2084 patients included in the longitudinal Amsterdam Study of Acute Psychiatry with at least one reported psychiatric crisis care contact were included. Target variable for the prediction models was whether the patient was hospitalized in the 12 months following inclusion. The predictive power of 39 variables related to patients' socio-demographics, clinical characteristics and previous mental health care contacts was evaluated. The accuracy and area under the receiver operating characteristic curve (AUC) of the machine learning algorithms were compared and we also estimated the relative importance of each predictor variable. The best and least performing algorithms were compared with GLM/logistic regression using net reclassification improvement analysis and the five best performing algorithms were combined in an ensemble model using stacking. RESULTS: All models performed above chance level. We found Gradient Boosting to be the best performing algorithm (AUC = 0.774) and K-Nearest Neighbors to be the least performing (AUC = 0.702). The performance of GLM/logistic regression (AUC = 0.76) was slightly above average among the tested algorithms. In a Net Reclassification Improvement analysis Gradient Boosting outperformed GLM/logistic regression by 2.9% and K-Nearest Neighbors by 11.3%. GLM/logistic regression outperformed K-Nearest Neighbors by 8.7%. Nine of the top-10 most important predictor variables were related to previous mental health care use. CONCLUSIONS: Gradient Boosting led to the highest predictive accuracy and AUC while GLM/logistic regression performed average among the tested algorithms. Although statistically significant, the magnitude of the differences between the machine learning algorithms was in most cases modest. The results show that a predictive accuracy similar to the best performing model can be achieved when combining multiple algorithms in an ensemble model.


Asunto(s)
Predicción/métodos , Hospitalización , Aprendizaje Automático , Trastornos Mentales/psicología , Adulto , Anciano , Algoritmos , Composición Familiar , Femenino , Humanos , Modelos Logísticos , Masculino , Persona de Mediana Edad , Curva ROC
15.
Psychother Res ; 30(2): 137-150, 2020 02.
Artículo en Inglés | MEDLINE | ID: mdl-30632922

RESUMEN

Objective: We use a new variable selection procedure for treatment selection which generates treatment recommendations based on pre-treatment characteristics for adults with mild-to-moderate depression deciding between cognitive behavioral (CBT) versus psychodynamic therapy (PDT). Method: Data are drawn from a randomized comparison of CBT versus PDT for depression (N = 167, 71% female, mean-age = 39.6). The approach combines four different statistical techniques to identify patient characteristics associated consistently with differential treatment response. Variables are combined to generate predictions indicating each individual's optimal-treatment. The average outcomes for patients who received their indicated treatment versus those who did not were compared retrospectively to estimate model utility. Results: Of 49 predictors examined, depression severity, anxiety sensitivity, extraversion, and psychological treatment-needs were included in the final model. The average post-treatment Hamilton-Depression-Rating-Scale score was 1.6 points lower (95%CI = [0.5:2.8]; d = 0.21) for those who received their indicated-treatment compared to non-indicated. Among the 60% of patients with the strongest treatment recommendations, that advantage grew to 2.6 (95%CI = [1.4:3.7]; d = 0.37). Conclusions: Variable selection procedures differ in their characterization of the importance of predictive variables. Attending to consistently-indicated predictors may be sensible when constructing treatment selection models. The small N and lack of separate validation sample indicate a need for prospective tests before this model is used.


Asunto(s)
Toma de Decisiones Clínicas/métodos , Terapia Cognitivo-Conductual , Técnicas de Apoyo para la Decisión , Depresión/diagnóstico , Trastorno Depresivo/diagnóstico , Evaluación de Procesos y Resultados en Atención de Salud , Psicoterapia Psicodinámica , Adulto , Femenino , Humanos , Masculino , Persona de Mediana Edad , Medicina de Precisión , Estudios Retrospectivos , Índice de Severidad de la Enfermedad
16.
J Dual Diagn ; 15(4): 312-323, 2019.
Artículo en Inglés | MEDLINE | ID: mdl-31566115

RESUMEN

Objective: Patients with both a substance use disorder and comorbid mental disorder, or dual diagnosis, form a heterogeneous group with complex treatment needs. Dual diagnosis patients have worse treatment outcomes compared to patients with substance use disorders alone. There is a lack of research focusing on predictors of treatment outcome in dual diagnosis patients. The aim of this study was to identify patient characteristics associated with abstinence in dual diagnosis patients. Methods: In a cohort design, we examined associations between baseline demographic and clinical patient characteristics and abstinence at 14-month follow-up in 102 dual diagnosis patients undergoing treatment in an addiction-psychiatry service in Amsterdam. Immigration, employment, housing, age, emotion regulation, psychiatric symptoms, and frequency and nature of substance abuse were examined as possible predictors of abstinence. Patients were considered abstinent if they had refrained from any substance use in the 30 days prior to the follow-up assessment, as measured with the Timeline Follow Back method. Results: In a multiple logistic regression analysis corrected for treatment utilization, being a first- or second-generation immigrant was associated with lower odds of abstinence (OR = 5.13; 95% CI [1.63, 18.18]), as well as higher levels of depressive and anxiety symptoms at baseline (OR = 0.90; 95% CI [0.81, 0.99]). Gender, age, housing, employment, emotion regulation, frequency and nature of substance abuse, and the psychiatric symptoms positive symptoms, negative symptoms, and manic excitement and disorganization did not show a significant relationship with abstinence. Conclusions: The results indicate that being a first- or second-generation immigrant and experiencing more symptoms of depression and anxiety are predictive of non-abstinence. Attention for linguistic and cultural congruence of dual diagnosis treatments may enhance abstinence in immigrants. Additionally, addressing symptoms of depression and anxiety in dual diagnosis treatment may be beneficial for the maintenance of abstinence. More research is needed on factors influencing treatment success in dual diagnosis patients.


Asunto(s)
Trastornos Mentales/epidemiología , Trastornos Relacionados con Sustancias/epidemiología , Trastornos Relacionados con Sustancias/terapia , Adulto , Estudios de Cohortes , Comorbilidad , Diagnóstico Dual (Psiquiatría) , Femenino , Humanos , Masculino , Persona de Mediana Edad , Resultado del Tratamiento
18.
Psychol Med ; 48(15): 2522-2529, 2018 11.
Artículo en Inglés | MEDLINE | ID: mdl-29478425

RESUMEN

BACKGROUND: Day hospital mentalization-based treatment (MBT-DH) is a promising treatment for borderline personality disorder (BPD) but its evidence base is still limited. This multi-site randomized trial compared the efficacy of MBT-DH delivered by a newly set-up service v. specialist treatment as usual (S-TAU) tailored to the individual needs of patients, and offered by a well-established treatment service. METHODS: Two mental healthcare institutes in The Netherlands participated in the study. Patients who met DSM-IV criteria for BPD and had a score of ⩾20 on the borderline personality disorder severity index (BPDSI) were randomly allocated to MBT-DH (N = 54) or S-TAU (N = 41). The primary outcome variable was the total score on the BPDSI. Secondary outcome variables included symptom severity, quality of life, and interpersonal functioning. Data were collected at baseline and every 6 months until 18-month follow-up, and were analyzed using multilevel analyses based on intention-to-treat principles. RESULTS: Both treatments were associated with significant improvements in all outcome variables. MBT-DH was not superior to S-TAU on any outcome variable. MBT-DH was associated with higher acceptability in BPD patients compared v. S-TAU, reflected in significantly higher early drop-out rates in S-TAU (34%) v. MBT-DH (9%). CONCLUSIONS: MBT-DH delivered by a newly set-up service is as effective as specialist TAU in The Netherlands in the treatment of BPD at 18-month follow-up. Further research is needed to investigate treatment outcomes in the longer term and the cost-effectiveness of these treatments.


Asunto(s)
Trastorno de Personalidad Limítrofe/terapia , Terapia Cognitivo-Conductual/métodos , Centros de Día/métodos , Mentalización , Evaluación de Procesos y Resultados en Atención de Salud , Adulto , Femenino , Estudios de Seguimiento , Humanos , Masculino , Persona de Mediana Edad , Psicoterapia de Grupo/métodos , Adulto Joven
19.
BMC Psychiatry ; 18(1): 29, 2018 02 02.
Artículo en Inglés | MEDLINE | ID: mdl-29394919

RESUMEN

BACKGROUND: Psychiatric patients are at high risk of becoming victim of a violent crime compared to the general population. Although most research has focused on patients with severe mental illness, depressed patients have been demonstrated to be prone to victimization as well. Victimization is associated with more severe symptomatology, decreased quality of life, and high risk of revictimization. Hence, there is a strong need for interventions that focus on preventing violent revictimization. Since emotion dysregulation is associated with both victimization and depression, we developed an internet-based Emotion Regulation Training (iERT) to reduce revictimization in depressed patients. This study aims to evaluate the clinical and cost-effectiveness of iERT added to Treatment As Usual (TAU) in reducing incidents of violent revictimization among depressed patients with a recent history of victimization. Furthermore, this study aims to examine secondary clinical outcomes, and moderators and mediators that may be associated with treatment outcomes. METHODS: In a multicenter randomized controlled trial with parallel group design, patients with a major depressive disorder and a history of violent victimization over the past three years (N = 200) will be allocated to either TAU + iERT (N = 100) or TAU only (N = 100), based on computer-generated stratified block randomization. Assessments will take place at baseline, 8 weeks, 14 weeks, and 6 months after start of treatment, and 12, 24, and 36 months after baseline. The primary outcome measure is the total number of violent victimization incidents at 12 months after baseline, measured with the Safety Monitor: an adequate self-report questionnaire that assesses victimization over the preceding 12 months. Secondary outcome measures and mediators include emotion dysregulation and depressive symptomatology. An economic evaluation with the societal perspective will be performed alongside the trial. DISCUSSION: This study is the first to examine the effectiveness of an intervention aimed at reducing violent revictimization in depressed patients. If effective, iERT can be implemented in mental health care, and contribute to the well-being of depressed patients. Furthermore, the results will provide insight into underlying mechanisms of revictimization. TRIAL REGISTRATION: The study is registered at the Netherlands Trial Register ( NTR5822 ). Date of registration: 4 April 2016.


Asunto(s)
Terapia Cognitivo-Conductual/métodos , Víctimas de Crimen/psicología , Trastorno Depresivo Mayor/psicología , Internet , Terapia Asistida por Computador , Terapia Cognitivo-Conductual/economía , Análisis Costo-Beneficio , Trastorno Depresivo Mayor/terapia , Humanos , Países Bajos , Proyectos de Investigación
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