bioRxivNeurosciencePreprint
Reproducible functional connectivity endophenotype confers high risk of ASD diagnosis in a subset of individuals
Sebastian Georg Wenzel UrchsiD, Hien D. NguyeniD, Clara A. MoreauiD, Christian L. DansereauiD, Angela TamiD, Alan Charles EvansiD, Pierre BelleciD
Abstract
Functional connectivity (FC) analyses of individuals with autism spectrum disorder (ASD) have established robust alterations of brain connectivity at the group level. Yet, the translation of these imaging findings into robust markers of individual risk is hampered by the extensive heterogeneity among ASD individuals. Here, we report an FC endophenotype that confers a greater than 7-fold risk increase of ASD diagnosis, yet is still identified in an estimated 1 in 200 individuals in the general population. By focusing on a subset of individuals with ASD and highly predictive FC alterations, we achieved a greater than 3-fold increase in risk over previous predictive models. The identified FC risk endophenotype was characterized by underconnectivity of transmodal brain networks and generalized to independent data. Our results demonstrate the ability of a highly targeted prediction model to meaningfully decompose part of the heterogeneity of the autism spectrum. The identified FC signature may help better delineate the multitude of etiological pathways and behavioural symptoms that challenge our understanding of the autism spectrum.
- organism: human
- assay: imaging
- research focus: differential expression
- research focus: gene regulatory network inference
- research focus: cell-cell communication
- research focus: spatial domain detection
- approach: statistical model
- Citations
- 2
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Machine learning approach to identify resting-state functional connectivity pattern serving as an endophenotype of autism spectrum disorder
Bun Yamagata, Takashi Itahashi, … Yuta Y. Aoki·Brain Imaging and BehaviorPeer-reviewed·Oct 2, 2018
- The functional brain organization of an individual predicts measures of social abilities in autism spectrum disorder
Evelyn M. R. Lake, Emily S. Finn, … Robert Todd Constable·Biological PsychiatryPeer-reviewed·Mar 7, 2019
- Functional connectivity-based subtypes of individuals with and without autism spectrum disorder
Amanda K. Easson, Zainab Fatima, Anthony Randal McIntosh·Network NeurosciencePeer-reviewed·Sep 14, 2018
- Functional connectivity differences in early infancy precede autism symptoms: a multivariate pattern analysis
Abigail H. Dickinson, Manjari Daniel, … Shafali Jeste·bioRxiv·Dec 6, 2019
- Reproducible functional connectivity alterations are associated with autism spectrum disorder
Štefan Holiga, Joerg F. Hipp, … Juergen Dukart·bioRxiv·Jul 17, 2018
- Functional idiosyncrasy has a shared topography with group-level connectivity alterations in autism
Oualid M. Benkarim, Casey Paquola, … Boris C. Bernhardt·bioRxiv·Dec 18, 2020