More than the sum of their parts: A Behavioral Tractography analysis of distress wellbeing and context reveals dynamic signatures of psychosis and autism.
Sandini, C.; Imparato, A.; Feller, C.; Ilen, L.; Reich, N.; Graser, C.; Eliez, S.; Stringaris, A.; Schneider, M.
Show abstract
Current psychiatric assessments oversimplify mental health phenomena. Ecological-Momentary-Assessment (EMA) captures richer dynamic interactions between psychological and contextual variables, but the resulting complexity currently hinders clinical translation. Here we propose an innovative approach to analyze dynamic clinical data by accounting for variations within and across symptom clusters over time. We term this approach Behavioral-Tractography. We validate Behavioral-Tractography in independent typically-developing samples and in the clinically-challenging differential diagnosis of psychosis genetic vulnerability in 22q11.2 Deletion Syndrome (22q11DS) and idiopathic Autism Spectrum Disorder (ASD). A novel 2-dimensional rationality/valence structure predicted behavioral fluctuations with striking consistency across typically-developing and clinical samples. Characterizing dynamic interactions between variables within such a shared coordinate system, provided an intuitive 3D-view of both transdiagnostic and population-specific behavioral pathways. 22q11DS and ASD presented opposite behavioral dynamics, recapitulating Bayesian models of psychosis and autism, and were further differentiated by pathways mediating emergence and consequences of motivational and social wellbeing.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Reconciling Dimensional and Categorical Models of Autism Heterogeneity: a Brain Connectomics & Behavioral Study 96%
- Connectome-wide mega-analysis reveals robust patterns of atypical functional connectivity in autism 95%
- Network controllability in transmodal cortex predicts psychosis spectrum symptoms 94%
Similar papers in this journal
- Subtly altered topological asymmetry of brain structural covariance networks in autism spectrum disorder across 43 datasets from the ENIGMA consortium 95%
- Connectome dysfunction in patients at clinical high risk for psychosis and modulation by oxytocin 94%
- ADHD symptoms map onto noise-driven structure-function decoupling between hub and peripheral brain regions 94%
Similar papers in this journal
- Psychotic-like experiences, polygenic risk scores for schizophrenia and structural properties of the salience, default mode and central-executive networks in healthy participants from UK Biobank 93%
- Maternal depressive symptoms, neonatal white matter, and toddler social-emotional development 93%
- Patient-derived Brain Organoids Reveal Divergent Neuronal Activity Across Subpopulations of Autism Spectrum Disorder 93%
Similar papers in this journal
- Treatment outcome is associated with pre-treatment connectome measures across psychiatric disorders - evidence for connectomic reserve? 94%
- Characterising grey-white matter relationships in recent-onset psychosis and its association with cognitive function 93%
- Longitudinal changes of ADHD symptoms in association with white matter microstructure: a tract-specific fixel-based analysis 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.