RESUMO
Clinical studies of major depression (MD) generally focus on group effects, yet interindividual differences in brain function are increasingly recognized as important and may even impact effect sizes related to group effects. Here, we examine the magnitude of individual differences in relation to group differences that are commonly investigated (e.g., related to MD diagnosis and treatment response). Functional MRI data from 107 participants (63 female, 44 male) were collected at baseline, 2, and 8â weeks during which patients received pharmacotherapy (escitalopram, N = 68) and controls (Nâ =â 39) received no intervention. The unique contributions of different sources of variation were examined by calculating how much variance in functional connectivity was shared across all participants and sessions, within/across groups (patients vs controls, responders vs nonresponders, female vs male participants), recording sessions, and individuals. Individual differences and common connectivity across groups, sessions, and participants contributed most to the explained variance (>95% across analyses). Group differences related to MD diagnosis, treatment response, and biological sex made significant but small contributions (0.3-1.2%). High individual variation was present in cognitive control and attention areas, while low individual variation characterized primary sensorimotor regions. Group differences were much smaller than individual differences in the context of MD and its treatment. These results could be linked to the variable findings and difficulty translating research on MD to clinical practice. Future research should examine brain features with low and high individual variation in relation to psychiatric symptoms and treatment trajectories to explore the clinical relevance of the individual differences identified here.
Assuntos
Antidepressivos , Encéfalo , Transtorno Depressivo Maior , Individualidade , Imageamento por Ressonância Magnética , Humanos , Masculino , Transtorno Depressivo Maior/tratamento farmacológico , Transtorno Depressivo Maior/fisiopatologia , Transtorno Depressivo Maior/diagnóstico por imagem , Feminino , Adulto , Encéfalo/diagnóstico por imagem , Encéfalo/fisiopatologia , Encéfalo/efeitos dos fármacos , Antidepressivos/uso terapêutico , Pessoa de Meia-Idade , Escitalopram/farmacologia , Citalopram/uso terapêutico , Adulto Jovem , ConectomaRESUMO
Neural network-level changes underlying symptom remission in major depressive disorder (MDD) are often studied from a single perspective. Multimodal approaches to assess neuropsychiatric disorders are evolving, as they offer richer information about brain networks. A FATCAT-awFC pipeline was developed to integrate a computationally intense data fusion method with a toolbox, to produce a faster and more intuitive pipeline for combining functional connectivity with structural connectivity (denoted as anatomically weighted functional connectivity (awFC)). Ninety-three participants from the Canadian Biomarker Integration Network for Depression study (CAN-BIND-1) were included. Patients with MDD were treated with 8 weeks of escitalopram and adjunctive aripiprazole for another 8 weeks. Between-group connectivity (SC, FC, awFC) comparisons contrasted remitters (REM) with non-remitters (NREM) at baseline and 8 weeks. Additionally, a longitudinal study analysis was performed to compare connectivity changes across time for REM, from baseline to week-8. Association between cognitive variables and connectivity were also assessed. REM were distinguished from NREM by lower awFC within the default mode, frontoparietal, and ventral attention networks. Compared to REM at baseline, REM at week-8 revealed increased awFC within the dorsal attention network and decreased awFC within the frontoparietal network. A medium effect size was observed for most results. AwFC in the frontoparietal network was associated with neurocognitive index and cognitive flexibility for the NREM group at week-8. In conclusion, the FATCAT-awFC pipeline has the benefit of providing insight on the 'full picture' of connectivity changes for REMs and NREMs while making for an easy intuitive approach.
RESUMO
Vocational programs typically focus on building the skills of autistic youth. However, there is growing recognition that the supportive environment (or ecosystem) around an individual plays an important role in finding and maintaining work. Programs at the ecosystem-level can be established by coordinating support before high school ends. Cocreation of a vocational program by support providers can facilitate an integrated effort to prepare autistic youth for employment. In this study, we describe and evaluate the Job-Train Program (JTP), a vocational program for autistic high school students codesigned with educators and a community-based social services agency. A school board, community-based social services agency, and academics partnered to cocreate JTP. JTP combined skill teaching and paid supported employment on a university campus. This pilot study evaluated JTP using qualitative and quantitative data. Twelve autistic youth were recruited, aged 15-18 years (10 males, 2 females) with an average intelligence quotient of 101.9 (standard deviation = 14.4), from the Wechsler Abbreviated Scale of Intelligence-2. Youth and parents completed self-report measures (pre-post), including the primary outcome, Canadian Occupational Performance Measure (COPM). Post-JTP, interviews, focus groups, and surveys collected additional information from youth (n = 11), parents (n = 10), job coaches (n = 5), and employers (n = 8). Youth COPM scores indicated significant improvements in self-perceived ratings of skill performance (z = -2.5, p = 0.01) and satisfaction (z = -2.6, p = 0.01). Qualitative data corroborated COPM results noting youth skill improvements in self-esteem, independence, communication, and understanding work. Findings demonstrated a promising vocational training model for autistic high school students informing the development of integrated service pathways to support preparation for employment.
Why was this program developed?: When autistic young people leave school, they can experience difficulties in getting a job. We need to test whether job training might be helpful for autistic young people when they are leaving school. Current support focuses mostly on developing educational skills, but it is important that we think about the strengths and abilities of the individual within their environment. In this study, we worked with educators from schools and a community service agency (who support autistic adults) to develop a job training support program for autistic youth. What does this program do?: We designed the 13-week Job-Train Program (JTP) to provide training and paid work experience, develop work abilities, and increase support around the autistic youth. Participants took part in weekly group sessions about work skills, and they did 8 weeks of paid work, supported by a job coach on a university campus. How did researchers evaluate the program?: Twelve autistic high school students (age 1518) took part, and eight university departments hosted work experiences. We used several approaches to see if the program was helping and to identify areas where we could improve the program in the future. Ten parents and 11 autistic youth completed the Canadian Occupational Performance Measure (COPM) before and after the program, so we could see if there were any changes in work-related skills. We also completed interviews with youth, focus groups with parents, and surveys with job coaches to gather feedback. What were the early findings?: Scores on the COPM questionnaire showed that the young people rated themselves as more skilled and they were more satisfied with their skills after the program. Parent ratings showed a similar pattern. When we spoke to youth, parents, and job coaches, they mentioned improvements in responsibility and independence. Eight employers in university departments gained awareness of autistic youth as employees and all were willing to be part of the program again. Parents suggested that having more training of advocacy skills would help youth with gaining work in the future. What were the weaknesses of this project?: We did not assess how well the job coaches did in delivering the program or exactly how they made accommodations within the work experience jobs. Autistic individuals and their parents were not included in program development. What are the next steps?: We now plan to include autistic youth and their parents in further refining the program. We also plan to follow up with the youth who took part, to see how they are doing in the long term. We also will improve the support provided by job coaches. How will this work help autistic adults now or in future?: The JTP approach may help autistic youth as they go into employment and could provide high-quality support for the transition to adulthood. We also show that university campuses could be great places for autistic youth to gain experience, so in the future hope that universities and schools work together more to help support autistic youth.
RESUMO
Recent behavioral and electrocortical studies have found that shy and socially anxious adults are hypersensitive to the processing of negative and ambiguous facial emotions. We attempted to extend these findings by examining the neural correlates of affective face processing in shy adults using an event-related fMRI design. We presented pairs of faces that varied in affective valence and intensity. The faces were morphed to alter the degree of intensity of the emotional expressive faces. Twenty-four (12 shy and 12 non-shy) young adult participants then made same/different judgments to these faces while in an MR scanner. We found that shy adults exhibited greater neural activation across a distinct range of brain regions to pairs of faces expressing negative emotions, moderate levels of emotional intensity, and emotional faces that were incongruent with one another. In contrast, non-shy individuals exhibited greater neural activation across a distinct range of brain regions to pairs of faces expressing positive emotions, low levels of emotional intensity, and emotional faces that were congruent with one another. Findings suggest that there are differences in neural responses between shy and non-shy adults when viewing affective faces that vary in valence, intensity, and discrepancy.
Assuntos
Humanos , Masculino , Feminino , Adulto Jovem , Expressão Facial , Imageamento por Ressonância Magnética , TimidezRESUMO
Recent behavioral and electrocortical studies have found that shy and socially anxious adults are hypersensitive to the processing of negative and ambiguous facial emotions. We attempted to extend these findings by examining the neural correlates of affective face processing in shy adults using an event-related fMRI design. We presented pairs of faces that varied in affective valence and intensity. The faces were morphed to alter the degree of intensity of the emotional expressive faces. Twenty-four (12 shy and 12 non-shy) young adult participants then made same/different judgments to these faces while in an MR scanner. We found that shy adults exhibited greater neural activation across a distinct range of brain regions to pairs of faces expressing negative emotions, moderate levels of emotional intensity, and emotional faces that were incongruent with one another. In contrast, non-shy individuals exhibited greater neural activation across a distinct range of brain regions to pairs of faces expressing positive emotions, low levels of emotional intensity, and emotional faces that were congruent with one another. Findings suggest that there are differences in neural responses between shy and non-shy adults when viewing affective faces that vary in valence, intensity, and discrepancy.(AU)