Searched for: school:SOM
Department/Unit:Child and Adolescent Psychiatry
Relative importance of symptoms, cognition, and other multilevel variables for psychiatric disease classifications by machine learning
Walsh-Messinger, Julie; Jiang, Haoran; Lee, Hyejoo; Rothman, Karen; Ahn, Hongshik; Malaspina, Dolores
This study used machine-learning algorithms to make unbiased estimates of the relative importance of various multilevel data for classifying cases with schizophrenia (n = 60), schizoaffective disorder (n = 19), bipolar disorder (n = 20), unipolar depression (n = 14), and healthy controls (n = 51) into psychiatric diagnostic categories. The Random Forest machine learning algorithm, which showed best efficacy (92.9% SD: 0.06), was used to generate variable importance ranking of positive, negative, and general psychopathology symptoms, cognitive indexes, global assessment of function (GAF), and parental ages at birth for sorting participants into diagnostic categories. Symptoms were ranked most influential for separating cases from healthy controls, followed by cognition and maternal age. To separate schizophrenia/schizoaffective disorder from bipolar/unipolar depression, GAF was most influential, followed by cognition and paternal age. For classifying schizophrenia from all other psychiatric disorders, low GAF and paternal age were similarly important, followed by cognition, psychopathology and maternal age. Controls misclassified as schizophrenia cases showed lower nonverbal abilities, mild negative and general psychopathology symptoms, and younger maternal or older paternal age. The importance of symptoms for classification of cases and lower GAF for diagnosing schizophrenia, notably more important and distinct from cognition and symptoms, concurs with current practices. The high importance of parental ages is noteworthy and merits further study.
PMID: 31132573
ISSN: 1872-7123
CID: 3921292
Caregiver Daily Reporting of Symptoms in Autism Spectrum Disorder: Observational Study Using Web and Mobile Apps
Bangerter, Abigail; Manyakov, Nikolay V; Lewin, David; Boice, Matthew; Skalkin, Andrew; Jagannatha, Shyla; Chatterjee, Meenakshi; Dawson, Geraldine; Goodwin, Matthew S; Hendren, Robert; Leventhal, Bennett; Shic, Frederick; Ness, Seth; Pandina, Gahan
BACKGROUND:Currently, no medications are approved to treat core symptoms of autism spectrum disorder (ASD). One barrier to ASD medication development is the lack of validated outcome measures able to detect symptom change. Current ASD interventions are often evaluated using retrospective caregiver reports that describe general clinical presentation but often require recall of specific behaviors weeks after they occur, potentially reducing accuracy of the ratings. My JAKE, a mobile and Web-based mobile health (mHealth) app that is part of the Janssen Autism Knowledge Engine-a dynamically updated clinical research system-was designed to help caregivers of individuals with ASD to continuously log symptoms, record treatments, and track progress, to mitigate difficulties associated with retrospective reporting. OBJECTIVE:My JAKE was deployed in an exploratory, noninterventional clinical trial to evaluate its utility and acceptability to monitor clinical outcomes in ASD. Hypotheses regarding relationships among daily tracking of symptoms, behavior, and retrospective caregiver reports were tested. METHODS:Caregivers of individuals with ASD aged 6 years to adults (N=144) used the My JAKE app to make daily reports on their child's sleep quality, affect, and other self-selected specific behaviors across the 8- to 10-week observational study. The results were compared with commonly used paper-and-pencil scales acquired over a concurrent period at regular 4-week intervals. RESULTS:Caregiver reporting of behaviors in real time was successfully captured by My JAKE. On average, caregivers made reports 2-3 days per week across the study period. Caregivers were positive about their use of the system, with over 50% indicating that they would like to use My JAKE to track behavior outside of a clinical trial. More positive average daily reporting of overall type of day was correlated with 4 weekly reports of lower caregiver burden made at 4-week intervals (r=-0.27, P=.006, n=88) and with ASD symptoms (r=-0.42, P<.001, n=112). CONCLUSIONS:My JAKE reporting aligned with retrospective Web-based or paper-and-pencil scales. Use of mHealth apps, such as My JAKE, has the potential to increase the validity and accuracy of caregiver-reported outcomes and could be a useful way of identifying early changes in response to intervention. Such systems may also assist caregivers in tracking symptoms and behavior outside of a clinical trial, help with personalized goal setting, and monitoring of progress, which could collectively improve understanding of and quality of life for individuals with ASD and their families. TRIAL REGISTRATION/BACKGROUND:ClinicalTrials.gov NCT02668991;Â https://clinicaltrials.gov/ct2/show/NCT02668991.
PMCID:6454343
PMID: 30912762
ISSN: 2368-7959
CID: 4173682
Internet-based, therapist-guided, cognitive-behavioural therapy for body dysmorphic disorder with global eligibility for inclusion: an uncontrolled pilot study
Gentile, Andrew J; La Lima, Christopher; Flygare, Oskar; Enander, Jesper; Wilhelm, Sabine; Mataix-Cols, David; Rück, Christian
OBJECTIVES/OBJECTIVE:Cognitive-behavioural therapy (CBT) has been shown to be an effective treatment for body dysmorphic disorder (BDD), but access to treatment around the world is limited. One way to increase access is to administer CBT remotely via the internet. This study represents the first effort to remotely deliver a therapist-supported, internet-based CBT treatment with no restrictions on enrolment based on geographical location, and it aims to assess whether this treatment can be delivered safely across international borders, with outcomes comparable to previous BDD-NET trials. DESIGN/METHODS:Uncontrolled clinical trial. PARTICIPANTS/METHODS:Patients (n=32) in nine different countries were recruited primarily through internet advertisements. INTERVENTION/METHODS:BDD-NET is a 12-week treatment, consisting of eight treatment modules previously shown to be effective in a Swedish version. SETTING/METHODS:Therapists based at a single, secondary care centre in Sweden provided active guidance and feedback throughout the treatment via asynchronous electronic messages. MAIN OUTCOME MEASURE/METHODS:The clinician-administered Yale-Brown Obsessive Compulsive Scale for BDD (BDD-YBOCS). Symptom severity was assessed pretreatment, mid-treatment (6 weeks), post-treatment and at the 3-month follow-up. RESULTS:There were significant improvements on BDD-YBOCS scores (F(3, 71.63)=31.79, p<0.001), that were maintained at 3-month follow-up. Mean differences from baseline in BDD-YBOCS scores were -8.12 (week 6), -12.63 (post-treatment) and -11.71 (3-month follow-up). 47% and 50% of participants were considered treatment responders at post-treatment and 3-month follow-up, respectively. Additionally, remission rates were 28% at post-treatment and 44% at 3-month follow-up. The treatment was also deemed acceptable by patients. CONCLUSIONS:The results suggest that BDD-NET can be safely and effectively delivered across international borders to a culturally diverse sample. Larger scale randomised controlled trials with more participants from non-Western cultures are warranted to further validate the cross-cultural generalisability of this treatment. TRIAL REGISTRATION NUMBER/BACKGROUND:NCT03517384.
PMCID:6475214
PMID: 30904854
ISSN: 2044-6055
CID: 4037382
Psychosis during Attention Deficit-Hyperactivity Disorder Treatment with Stimulants [Comment]
Cortese, Samuele
PMID: 30893541
ISSN: 1533-4406
CID: 3749122
Post-traumatic stress and related symptoms among juvenile detention residents: Results from intake screening
McNair, Felicia Debbra; Havens, Jennifer; Surko, Michael; Weinberger, Emily; Baetz, Carly; Moaveni, Mahtab; Bart, Amanda; Marr, Mollie; Quinlan, Carol; Horwitz, Sarah McCue
BACKGROUND:Juvenile justice-involved youth have high rates of trauma exposure, physical and sexual abuse and PTSD. Several factors have been found to be related to PTSD symptoms in youth including number and chronicity of traumatic events. OBJECTIVE:To simultaneously examine the relationships between allostatic load (defined here as number of traumatic experiences), poly-victimization (exposure to two or more forms of victimization based on 5 of the 6 categories in Ford et al.'s 2010 study), physical/sexual abuse and PTSD in justice-involved youth. PARTICIPANTS AND SETTING/METHODS:The sample consisted of 1984 youth in juvenile detention in a Northeastern city. The sample was 73.4% male and the majority of youth were either African American or Hispanic. METHODS:Clinicians collected demographic and psychosocial information, and measured symptoms of PTSD, depression, and problematic substance use. RESULTS:Results showed that youth with more traumas, those who experienced poly-victimization and those who experienced physical/sexual assault/abuse were not only more likely to have PTSD, but also more likely to have depression, thoughts of suicide/self-harm, and problematic substance use (as indicated by the presence of 2 or more of 6 possible indicators). Poly-victimization was a stronger correlate of PTSD than number of traumas or physical/sexual assault/abuse. However, among youth with PTSD, number of traumas was associated with co-occurring problems while poly-victimization and physical/sexual assault/abuse were not. CONCLUSIONS:Findings can be used to help direct resources to juvenile justice-involved youth who are most in need of treatment.
PMID: 30903924
ISSN: 1873-7757
CID: 3763142
Blocking a rash diagnosis: a rare case of infective endocarditis [Case Report]
Halford, Brittne; Piazza, Mariah Barstow; Berka, Haley; Taylor, Caitlin
We report a case of a previously healthy, afebrile patient who presented with subacute bilateral lower extremity rash and complete heart block, which was later found to be secondary to infective endocarditis. His transoesophageal echocardiogram detected multiple vegetations and blood cultures were positive for Granulicatella adiacens, a nutritionally variant streptococcus that is a normal component of oral flora and thought to be responsible for approximately 5% of all cases of streptococcal endocarditis. Due to concerns for renal failure, the patient was treated with an unconventional regimen of ampicillin and ceftriaxone. He underwent a valve replacement and pacemaker placement and has done well since hospital discharge.
PMCID:6453397
PMID: 30898951
ISSN: 1757-790x
CID: 5344982
Disseminating clinical and fiscal practices across the New York State behavioral healthcare system
Acri, Mary; Fuss, Ashley Ann; Quintero, Patricia; Hoagwood, Kimberly; McKay, Mary M; Cleek, Andrew
In order to facilitate the adoption of innovative practices in the mental health service system, providers require access to both new information and methodologies, and ongoing training, supervision and consultation. Technical Assistance centers have been proposed as a way to disseminate effective interventions through the provision of resources including information, ongoing training and consultation. The purpose of this study is to describe the New York State Technical Assistance Center's reach across the child public mental health service system and variations in characteristics of training activities, including dosage, content and method of format. Between 2011 and 2015, 460 (92.6%) of all New York State mental health clinics attended a training. The most highly attended events focused on business practices, followed by evidence-based treatments and clinic practices, and trauma-informed care. All were delivered via a webinar format, and were less than one day in duration. The behavioral health service system must be equipped to adapt to changing clinical and business practices in order to provide quality care and remain fiscally viable. New York State's TA center reached the majority of child mental health service providers across the state. Next steps are to closely examine the impact of TA supports upon adoption and sustained use of practices. Implications of these findings and additional future directions are presented.
PMID: 30887913
ISSN: 1541-034x
CID: 3734962
Relative Concentration of Brain Iron (rcFe) Derived from Standard Functional MRI [PrePrint]
Colcombe, Stan J; Milham, Michael P; MacKay-Brandt, Anna; Franco, Alex; Castellanos, FX; Craddock, R Cameron; Cloud, Jessica
ORIGINAL:0014347
ISSN: 2692-8205
CID: 4151782
Body odor disgust sensitivity is associated with prejudice towards a fictive group of immigrants
Zakrzewska, Marta; Olofsson, Jonas K; Lindholm, Torun; Blomkvist, Anna; Liuzza, Marco Tullio
Why are certain individuals persistent in opposing immigration? The behavioral immune system framework implies that a psychological mechanism, which adapted to detect and avoid pathogen threats, is also reflected in contemporary social attitudes. Moreover, prejudice towards outgroups might be partially driven by implicit pathogen concerns related to the perceived dissimilarity with these groups' hygiene and food preparation practices. Disgust, a universal core emotion supposedly evolved to avoid pathogen threats, as well as olfaction, both play a pivotal role in evoking disgust. In an online study (N = 800), we investigated whether individual differences in body odor disgust sensitivity (BODS) correlate with negative attitudes towards a fictive refugee group. The data analysis plan and hypotheses were preregistered. Results show that body odor disgust sensitivity is associated with xenophobia: BODS was positively associated with negative attitudes towards the fictive group. This relationship was partially mediated by perceived dissimilarities of the group in terms of hygiene and food preparation. Our finding suggests prejudice might be rooted in sensory mechanisms.
PMID: 30639587
ISSN: 1873-507x
CID: 3682102
Unique infant neurobiology produces distinctive trauma processing
Opendak, Maya; Sullivan, Regina M
Trauma experienced in early life has unique neurobehavioral outcomes related to later life psychiatric sequelae. Recent evidence has further highlighted the context of infant trauma as critical, with trauma experienced within species-atypical aberrations in caregiving quality as particularly detrimental. Using data from primarily rodent models, we review the literature on the interaction between trauma and attachment in early life, which highlights the role of the caregiver's presence in engagement of attachment brain circuitry and suppressing threat processing by the amygdala. Together these data suggest that infant trauma processing and its enduring effects are impacted by both the immaturity of brain areas for processing trauma and the unique functioning of the early-life brain, which is biased towards forming robust attachments regardless of the quality of care. Understanding the critical role of the caregiver in further altering early life brain processing of trauma is important for developing age-relevant treatment and interventions.
PMID: 30889546
ISSN: 1878-9307
CID: 3735022