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1.
Psychiatry Res ; 328: 115404, 2023 10.
Artículo en Inglés | MEDLINE | ID: mdl-37748239

RESUMEN

Major Depressive Disorder and Bipolar Disorder are psychiatric disorders associated with psychosocial impairment. Despite clinical improvement, functional complaints usually remain, mainly impairing occupational and cognitive performance. The aim of this study was to use machine learning techniques to predict functional impairment in patients with mood disorders. For that, analyzes were performed using a population-based cohort study. Participants diagnosed with a mood disorder at baseline and reassessed were considered (n = 282). Random forest (RF) with previous recursive feature selection and LASSO algorithms were applied to a training set with imputed data by bagged trees resulting in two main models. Following recursive feature selection, 25 variables were retained. The RF model had the best performance compared to LASSO. The most important variables in predicting functional impairment were sexual abuse, severity of depressive, anxiety, and somatic symptoms, physical neglect, emotional abuse, and physical abuse. The model demonstrated acceptable performance to predict functional impairment. However, our sample is composed of young participants and the model may not generalize to older individuals with mood disorders. More studies are needed in this direction. The presented calculator has clinical, sociodemographic, and environmental data, demonstrating that it is possible to use such information to predict functional performance.


Asunto(s)
Trastorno Bipolar , Trastorno Depresivo Mayor , Humanos , Estudios de Cohortes , Estudios de Seguimiento , Trastorno Depresivo Mayor/complicaciones , Trastorno Bipolar/psicología , Trastorno Ciclotímico/psicología
3.
Nat Aging ; 3(2): 213-228, 2023 02.
Artículo en Inglés | MEDLINE | ID: mdl-37118117

RESUMEN

Cognitive decline and mood disorders increase in frequency with age. Many efforts are focused on the identification of molecules and pathways to treat these conditions. Here, we demonstrate that systemic administration of growth differentiation factor 11 (GDF11) in aged mice improves memory and alleviates senescence and depression-like symptoms in a neurogenesis-independent manner. Mechanistically, GDF11 acts directly on hippocampal neurons to enhance neuronal activity via stimulation of autophagy. Transcriptomic and biochemical analyses of these neurons reveal that GDF11 reduces the activity of mammalian target of rapamycin (mTOR), a master regulator of autophagy. Using a murine model of corticosterone-induced depression-like phenotype, we also show that GDF11 attenuates the depressive-like behavior of young mice. Analysis of sera from young adults with major depressive disorder (MDD) reveals reduced GDF11 levels. These findings identify mechanistic pathways related to GDF11 action in the brain and uncover an unknown role for GDF11 as an antidepressant candidate and biomarker.


Asunto(s)
Depresión , Trastorno Depresivo Mayor , Ratones , Animales , Depresión/tratamiento farmacológico , Trastorno Depresivo Mayor/tratamiento farmacológico , Factores de Diferenciación de Crecimiento/genética , Fenotipo , Autofagia/genética , Mamíferos/metabolismo , Proteínas Morfogenéticas Óseas/genética
4.
J Psychiatr Res ; 158: 255-260, 2023 02.
Artículo en Inglés | MEDLINE | ID: mdl-36621181

RESUMEN

This study aims to compare the serum cytokine levels between controls, individuals with a current depressive episode (CDE) with childhood trauma and individuals with CDE without childhood trauma. This is a cross-sectional with paired sample nested in a population-based study. For the purposes of the current study, subjects who had psychotic symptoms, generalized anxiety disorder, and who refused to perform blood collection were excluded. Subsequently, only individuals who had a current depressive episode were selected (n = 76). Another 76 subjects were randomly paired by sex and age, constituting a population control group. The measurements of serum cytokine levels were performed using the multiplex analysis method. In the group with a CDE, when compared to the population control group, the following cytokines were high: IL-1ß, IL-2, IL-4, IL-6, IL-17A, IFN-γ and TNF-α (p < 0.05). On the other hand, there was a decrease in the levels of cytokines IL-10 (p = 0.027) and IL12p70 (p = 0.001). Bonferroni test demonstrates that there is no statistically significant difference in serum cytokine levels between subjects with a CDE, with and without trauma (p > 0.05). In a multivariable logistic regression, adjusting for socioeconomic status, tobacco, alcohol and illicit drugs abuse/dependence, and use of psychiatric medication, we found that cytokines serum levels remained associated with CDE even when adjusted for these potential confounders. Our findings demonstrate that monitoring cytokine levels and immune function may be beneficial in preventing the development of a CDE. However, future research is necessary to investigate the impact of trauma on the relationship between inflammation and CDE.


Asunto(s)
Experiencias Adversas de la Infancia , Trastornos Psicóticos , Humanos , Niño , Estudios Transversales , Citocinas , Factor de Necrosis Tumoral alfa , Biomarcadores
5.
J Psychiatr Res ; 157: 168-173, 2023 01.
Artículo en Inglés | MEDLINE | ID: mdl-36470198

RESUMEN

Prior studies have found an especially high prevalence of illicit substance use among adolescents and young adults in Brazil. The current study aimed to employ machine learning techniques to identify predictors of illicit substance abuse/dependence among a large community sample of young adults followed for 5 years. This prospective, population-based cohort study included a sample of young adults between the ages of 18-24 years from Pelotas, Brazil at baseline (T1). The Alcohol, Smoking and Substance Involvement Screening Test (ASSIST) was used to assess illicit substance abuse/dependence. A clinical interview was conducted to collect data on sociodemographic characteristics and psychopathology. Elastic net was used to generate a regularized linear model for the machine learning component of this study, which followed standard machine learning protocols. A total of 1560 young adults were assessed at T1, while 1244 were reassessed at the 5-year follow-up period (T2). The strongest predictors of illicit substance abuse/dependence at baseline (AUC of 0.83) were alcohol abuse/dependence, tobacco abuse/dependence, being in a current major depressive episode, history of a lifetime manic episode, current suicide risk, and male sex. The strongest predictors for illicit substance abuse/dependence at the 5-year follow-up (AUC: 0.79) were tobacco abuse/dependence at T1, history of a lifetime manic episode at T1, male sex, alcohol abuse/dependence at T1, and current suicide risk at T1. Our findings indicate that machine learning techniques hold the potential to predict illicit substance abuse/dependence among young adults using sociodemographic/clinical characteristics, with relatively high accuracy.


Asunto(s)
Alcoholismo , Trastorno Depresivo Mayor , Trastornos Relacionados con Sustancias , Tabaquismo , Adolescente , Adulto Joven , Humanos , Masculino , Adulto , Alcoholismo/epidemiología , Estudios de Cohortes , Estudios Prospectivos , Manía , Trastornos Relacionados con Sustancias/epidemiología , Tabaquismo/epidemiología
6.
Psychol Res Behav Manag ; 13: 1147-1157, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-33299365

RESUMEN

OBJECTIVE: This study seeks to investigate the cumulative incidence and risk factors of suicide attempts in an outpatient sample of adults diagnosed with major depressive disorder (MDD). MATERIALS AND METHODS: This is a longitudinal study with 377 patients aged between 18 and 60 years. Those were diagnosed with MDD with no history of suicide attempts when they sought care at the Mental Health Outpatient Clinic of the Catholic University of Pelotas and evaluated again 3 years after. Participants were evaluated with the Mini International Neuropsychiatric Interview (MINI Plus) and answered instruments of clinical investigation and a sociodemographic questionnaire. RESULTS: The cumulative incidence of suicide attempts in the sample was 10.1%. Youths aged up to 29 years (OR 2.23; 95% CI 1.13 to 4.64), with low schooling (OR 2.35; 95% CI 1.15 to 4.80), who suffered intense physical abuse during childhood (OR 2.77; 95% CI 1.31 to 5.84) and were at prior suicide risk (OR 3.39; 95% CI 1.56 to 7.37) were more likely to attempt suicide. CONCLUSION: The findings of this study may help health professionals identify depressed patients at greater risk for a first suicide attempt, supporting clinical decision and therapeutic planning.

7.
Bipolar Disord ; 21(5): 437-448, 2019 08.
Artículo en Inglés | MEDLINE | ID: mdl-30475430

RESUMEN

OBJECTIVES: Although clinical evidence suggests important differences between unipolar mania and bipolar-I disorder (BP-I), epidemiological data are limited. Combining data from nine population-based studies, we compared subjects with mania (M) or mania with mild depression (Md) to those with BP-I with both manic and depressive episodes with respect to demographic and clinical characteristics in order to highlight differences. METHODS: Participants were compared for gender, age, age at onset of mania, psychiatric comorbidity, temperament, and family history of mental disorders. Generalized linear mixed models with adjustment for sex and age as well as for each study source were applied. Analyses were performed for the pooled adult and adolescent samples, separately. RESULTS: Within the included cohorts, 109 adults and 195 adolescents were diagnosed with M/Md and 323 adults and 182 adolescents with BP-I. In both adult and adolescent samples, there was a male preponderance in M/Md, whereas lifetime generalized anxiety and/panic disorders and suicide attempts were less common in M/Md than in BP-I. Furthermore, adults with mania revealed bulimia/binge eating and drug use disorders less frequently than those with BP-I. CONCLUSIONS: The significant differences found in gender and comorbidity between mania and BP-I suggest that unipolar mania, despite its low prevalence, should be established as a separate diagnosis both for clinical and research purposes. In clinical settings, the rarer occurrence of suicide attempts, anxiety, and drug use disorders among individuals with unipolar mania may facilitate successful treatment of the disorder and lead to a more favorable course than that of BP-I disorder.


Asunto(s)
Trastorno Bipolar/epidemiología , Trastorno Bipolar/psicología , Trastorno Depresivo/epidemiología , Trastorno Depresivo/psicología , Adolescente , Adulto , Edad de Inicio , Ansiedad/epidemiología , Ansiedad/psicología , Comorbilidad , Femenino , Humanos , Masculino , Prevalencia , Trastornos Relacionados con Sustancias , Intento de Suicidio/estadística & datos numéricos , Temperamento , Adulto Joven
8.
J Nerv Ment Dis ; 205(12): 918-924, 2017 12.
Artículo en Inglés | MEDLINE | ID: mdl-29099406

RESUMEN

This study aimed to compare the effectiveness of narrative cognitive therapy (NCT) and cognitive behavior therapy (CBT) in the improvement of perception of quality of life in young adults with depression at 12-month follow-up. This was a randomized clinical trial conducted using seven sessions of NCT or CBT. Quality of life was measured using the Medical Outcomes Survey Short-Form General Health Survey. The sample included 97 patients. Considering only completers to be samples, CBT was more effective than NCT for improvement of physical functioning (p = 0.031), vitality (p = 0.013), and mental health (p = 0.002) at 12-month follow-up. However, in the intention-to-treat analysis, we found no difference between groups. Regardless of model, we found a significant improvement in all domains from baseline to postintervention and 6- and 12-month follow-ups, except for the bodily pain domain. In conclusion, both models were effective in the improvement of perception of quality of life.


Asunto(s)
Terapia Cognitivo-Conductual/métodos , Trastorno Depresivo Mayor/terapia , Terapia Narrativa/métodos , Evaluación de Resultado en la Atención de Salud , Calidad de Vida/psicología , Adolescente , Adulto , Femenino , Estudios de Seguimiento , Humanos , Masculino , Adulto Joven
9.
Psychiatry Res ; 246: 612-616, 2016 Dec 30.
Artículo en Inglés | MEDLINE | ID: mdl-27825790

RESUMEN

The aim of this study was to compare childhood trauma scores domains between Major Depressive Disorder (MDD) patients with and without suicide risk. This is cross-sectional study including a clinical sample of adults (18-60 years) diagnosed with MDD through the Mini International Neuropsychiatric Interview Plus version (MINI Plus). The Childhood Trauma Questionnaire (CTQ) was also used to verify types of trauma scores: abuse (emotional, physical, and sexual) and neglect (emotional and physical). Adjusted analysis was performed by linear regression. The sample was composed to 473 patients, suicide risk was observed in 16.3% of them. Suicide risk was independently associated with emotional abuse and neglect and sexual abuse, but not with physical abuse and neglect. Different domains of childhood trauma are associated with suicide risk in MDD population and emotional trauma should be considered a risk factor for suicide risk in MDD patients.


Asunto(s)
Adultos Sobrevivientes del Maltrato a los Niños/estadística & datos numéricos , Trastorno Depresivo Mayor/epidemiología , Trauma Psicológico/epidemiología , Suicidio/estadística & datos numéricos , Adolescente , Adulto , Estudios Transversales , Femenino , Humanos , Masculino , Persona de Mediana Edad , Riesgo , Adulto Joven
10.
J Psychiatr Res ; 75: 57-64, 2016 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-26802811

RESUMEN

Depression is a serious condition that is associated with great psychic suffering and major impairments on the patient's general health, quality of life, and social and occupational activities. In some cases, it may lead to suicide. Regardless of the innumerous research works that have already addressed depression in wide and specific facets, there is still a lot to grasp in order to effectively help preventing and treating depression. This work presents data from a randomized clinical trial that sought to evaluate the effectiveness of two brief psychotherapeutic for Depression: Cognitive Behavioral Therapy (CBT) and Supportive-Expressive Dynamic Psychotherapy (SEDP). This was a convenience sample composed of 46 individuals that were evaluated using a structured diagnostic interview and then randomly allocated to the SEDP group. We examined baseline and post-intervention serum levels of the Interleukin-6 (IL-6) and the Tumor Necrosis Factor (TNF-α) in addition to the severity of depressive symptoms according to the Outcome Questionnaire - 45.2 (OQ-45.2) and the Beck Depression Inventory (BDI). Results show that serum IL-6 and TNF-α levels, as well as the scores from the OQ-45.2 and the BDI significantly decreased after 16 sessions of SEDP (p < 0.001), except for the Interpersonal Relationship domain from the OQ-45. Despite the reduction of serum cytokines levels and OQ-45 and BDI scores, they were only significantly correlated regarding the social role domain from the OQ-45. Nonetheless, our data suggests an effective role of brief psychodynamic psychotherapy in the reduction of depressive symptoms and serum inflammatory levels that are associated with depression.


Asunto(s)
Depresión/sangre , Depresión/rehabilitación , Interleucina-6/sangre , Psicoterapia/métodos , Factor de Necrosis Tumoral alfa/sangre , Adulto , Ensayo de Inmunoadsorción Enzimática , Femenino , Humanos , Masculino , Persona de Mediana Edad , Escalas de Valoración Psiquiátrica , Estudios Retrospectivos , Estadísticas no Paramétricas , Adulto Joven
11.
Int J Psychiatry Clin Pract ; 12(1): 81-4, 2008.
Artículo en Inglés | MEDLINE | ID: mdl-24916502

RESUMEN

Objective. While there is a recommendation to screen for postpartum depression (PPD), there are worries about the validity of instruments other than the Edinburgh Postnatal Depression Scale; little is known about the construct validity of one of the most used screening instruments, the Beck Depression Inventory, in this period. Methods. This study evaluated the validity and reliability of the BDI in a population-based sample of women and their spouses (n=772) in the postpartum. Additionally, we compared factor scores within the couple. Results. Exploratory factor analysis demonstrated a two-factor solution (depressive symptoms and somatic symptoms), accounting for 44.01% of the total variance. Internal consistency was good (Cronbach's α=0.90). Women had higher scores than their partners in both factors (P<0.001), but not a higher proportion of the total score attributable to somatic symptoms. Conclusion. With little factor variance between women and men, and a similar proportion of somatic symptoms, these results should be taken to reinforce the validity of the BDI in the postpartum.

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