Machine learning applied to fMRI patterns of brain activation in response to mutilation pictures predicts PTSD symptoms.

BACKGROUND: The present study aimed to apply multivariate pattern recognition methods to predict posttraumatic stress symptoms from whole-brain activation patterns during two contexts where the aversiveness of unpleasant pictures was manipulated by the presence or absence of safety cues. METHODS: Trauma-exposed participants were presented with neutral and mutilation pictures during functional magnetic resonance imaging (fMRI) collection. Before the presentation of pictures, a text informed the subjects that the pictures were fictitious ("safe context") or real-life scenes ("real context"). We trained machine learning regression models (Gaussian process regression (GPR)) to predict PTSD symptoms in real and safe contexts. RESULTS: The GPR model could predict PTSD symptoms from brain responses to mutilation pictures in the real context but not in the safe context. The brain regions with the highest contribution to the model were the occipito-parietal regions, including the superior parietal gyrus, inferior parietal gyrus, and supramarginal gyrus. Additional analysis showed that GPR regression models accurately predicted clusters of PTSD symptoms, nominal intrusion, avoidance, and alterations in cognition. As expected, we obtained very similar results as those obtained in a model predicting PTSD total symptoms. CONCLUSION: This study is the first to show that machine learning applied to fMRI data collected in an aversive context can predict not only PTSD total symptoms but also clusters of PTSD symptoms in a more aversive context. Furthermore, this approach was able to identify potential biomarkers for PTSD, especially in occipitoparietal regions.

The COVID-19 pandemic and its impact on mental health of healthcare workers / A pandemia de COVID-19 e seu impacto na saúde mental dos profissionais de saúde

ABSTRACT The COVID-19 pandemic has imposed a health crisis around the world. Health professionals are frequently exposed to stressors that put them at high risk for the development or progression of disabling mental disorders, including posttraumatic stress disorder (PTSD). To understand how pandemic stressors have affected the mental health of healthcare workers, our group conducted a longitudinal and nationwide survey. We investigated the occurrence of traumatic events related to the COVID-19 pandemic and the association between exposure to these events and PTSD symptomatology. Importantly, we also investigated factors that might increase or decrease the risk for PTSD. Depression symptoms were also investigated. The results of the first wave of the project were published in a series of three articles, each focused on different risk or protective factors. The results showed that female sex, young age, a lack of adequate personal protective equipment, social isolation and a previous history of mental illness were consistent predictors of PTSD symptoms. Healthcare workers who reported high levels of peritraumatic tonic immobility, a defensive response that is involuntary, reflexive, and evoked by an intense and inescapable threat, also exhibited an increase in the probability of being diagnosed with PTSD. On the other hand, professional recognition had a negative relationship with PTSD and depression symptoms, emerging as a significant protective factor for psychological health. The identification of protective and risk factors in these situations is crucial to guide the adoption of long-term measures in work environments that will enhance the psychological health of these professionals.

RESUMO A pandemia de COVID-19 impôs uma crise de saúde no mundo. Profissionais de saúde foram frequentemente expostos a estressores que os colocam em alto risco para o desenvolvimento ou progressão de transtornos mentais incapacitantes, incluindo o transtorno de estresse pós-traumático (TEPT). Para entender como esses estressores afetaram a saúde mental desses profissionais, nosso grupo realizou um estudo longitudinal nacional. Investigamos a ocorrência de eventos traumáticos especificamente relacionados à pandemia e a associação entre a exposição a esses eventos traumáticos e a sintomatologia do TEPT. É importante ressaltar que também investigamos fatores que podem aumentar ou diminuir o risco de TEPT. Sintomas de depressão também foram investigados. Os resultados da primeira onda do projeto foram publicados em uma série de três artigos, cada um focado em diferentes fatores de risco ou proteção. Os resultados mostraram que sexo feminino, idade jovem, falta de equipamento de proteção individual adequado, isolamento social e história prévia de doença mental foram preditores consistentes de sintomas de TEPT. Os profissionais de saúde que relataram altos níveis de imobilidade tônica, uma resposta peritraumática involuntária e reflexa evocada em situações de ameaça intensa e inescapável, exibiram aumento na probabilidade de um provável diagnóstico de TEPT. Por outro lado, reconhecimento profissional teve relação negativa com sintomas de TEPT e depressão, emergindo como importante fator de proteção para a saúde mental. Identificar fatores protetores ou de risco nessas situações é fundamental para orientar a adoção de medidas de longo prazo nos ambientes de trabalho que melhorem a saúde mental desses profissionais.

Tonic immobility is associated with posttraumatic stress symptoms in healthcare professionals exposed to COVID-19-related trauma.

The Coronavirus Disease 2019 (COVID-19) pandemic has exposed healthcare workers (HCW) to traumatic situations that might lead to the development of posttraumatic stress disorder (PTSD). An important vulnerability factor for PTSD is the peritraumatic tonic immobility (TI) reaction, an involuntary and reflexive defensive response evoked by an intense and inescapable threat. TI is largely understudied in humans and has not been investigated during trauma related to COVID-19. For HCW, the pandemic context might be experienced as an intense and potentially inescapable threat, i.e., an overwhelming situation. Here, we investigated if TI response occurred during traumatic events related to the pandemic and its association with posttraumatic stress symptoms (PTSS). An online survey of 1001 HCW investigated COVID-19-related traumatic experiences, TI and PTSS. TI was reported for all types of traumatic events, and multivariate regression models revealed that TI was significantly associated with PTSS severity. HCW who reported high TI scores exhibited an increase of 9.08 times the probability of having a probable diagnosis of PTSD. Thus, TI was evoked by pandemic-related traumatic situations and associated with PTSS severity and higher odds of a PTSD diagnosis. Tonic immobility occurrence should be screened, and psychoeducation about its reflexive biological nature should be introduced.

The invisible scars of emotional abuse: a common and highly harmful form of childhood maltreatment.

BACKGROUND: Childhood maltreatment (CM) is unfortunately widespread globally and has been linked with an increased risk of a variety of psychiatric disorders in adults, including posttraumatic stress disorder (PTSD). These associations are well established in the literature for some maltreatment forms, such as sexual and physical abuse. However, the effects of emotional maltreatment are much less explored, even though this type figures among the most common forms of childhood maltreatment. Thus, the present study aims to investigate the impact of each type of childhood maltreatment, both individually and conjointly, on revictimization and PTSD symptom severity using a nonclinical college student sample. METHODS: Five hundred and two graduate and undergraduate students participated in the study by completing questionnaires assessing lifetime traumatic experiences in general, maltreatment during childhood and PTSD symptoms. Bivariate and multivariate negative binomial regressions were applied to examine the associations among childhood maltreatment, revictimization, and PTSD symptom severity. RESULTS: Our results showed that using bivariate models, all types of CM were significantly associated with revictimization and PTSD symptom severity. Multivariate models showed that emotional abuse was the type of maltreatment associated with the highest incidence rates of revictimization and PTSD symptom severity. CONCLUSIONS: These data provide additional evidence of the harmful effects of childhood maltreatment and its long-term consequences for individuals' mental health. Notably, the findings highlight the importance of studying the impacts of emotional abuse, which seems to be a highly prevalent, understudied, and chronic form of maltreatment that is as toxic as other maltreatment forms.

COVID-19 pandemic impact on children and adolescents' mental health: Biological, environmental, and social factors.

Since the Coronavirus disease 2019 (COVID-19) pandemic, caused by Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) was announced, we had an unprecedented change in the way we organize ourselves socially and in our daily routine. Children and adolescents were also greatly impacted by the abrupt withdrawal from school, social life and outdoor activities. Some of them also experienced domestic violence growing. The stress they are subjected to directly impacts their mental health on account of increased anxiety, changes in their diets and in school dynamics, fear or even failing to scale the problem. Our aim is to bring up a discussion under different aspects and to alert public health and government agents about the need for surveillance and care of these individuals. We hope that the damage to their mental health as a result of the side effect of this pandemic can be mitigated by adequate and timely intervention.

Localization of p27kip1 in the developing avian retina: sustained expression in the mature tissue.

p27kip1 is a cyclin/CDK inhibitor that is expressed in cells that exit cell cycle and turn post-mitotic. Here, we characterized the expression and localization of p27kip1 during the development of the chick embryo retina. Expression of p27kip1 in this tissue begins at embryonic day 5 (E5), increasing as development proceeds. In contrast to the expression in the developing rat retina that markedly decreases after postnatal day 6, expression of p27kip1 in the chick retina decreases only slightly ( approximately 30%) after E12. Thereafter, it remains highly expressed in the tissue. p27kip1 expression increases in an orderly succession. By E5, immunoreactivity was observed over beta-tubulin III (TUJ-1) positive cell bodies located in the prospective Ganglion Cell Layer. By E7, p27kip1 was also detected over elongated cell nuclei located in the inner and outer portions of the Neuroblastic Layer and over cell bodies in the middle of the Inner Plexiform Layer. By E12, besides labeled cell bodies, labeled processes from amacrine cells and from cells at the GCL in the IPL were identified. In retinas from post-hatched chicken, immunoreactivity was observed over cell bodies located at all nuclear layers. Several differentiated ChAT positive cholinergic cells were labeled for p27kip1. Our data suggest that, as in the retina of other species, p27kip1 is expressed in cells that are exiting cell cycle and differentiating in the early developing chick embryo retina. However, as opposed to rodents and amphibians, neuronal expression of p27kip1 is sustained in the adult chick retina, indicating that its expression is differently regulated during development in this specie.