Diagnostic Classification for Human Autism and Obsessive-Compulsive Disorder Based on Machine Learning From a Primate Genetic Model.

The American Journal of Psychiatry
Yafeng ZhanZheng Wang

Abstract

Psychiatric disorders commonly comprise comorbid symptoms, such as autism spectrum disorder (ASD), obsessive-compulsive disorder (OCD), and attention deficit hyperactivity disorder (ADHD), raising controversies over accurate diagnosis and overlap of their neural underpinnings. The authors used noninvasive neuroimaging in humans and nonhuman primates to identify neural markers associated with DSM-5 diagnoses and quantitative measures of symptom severity. Resting-state functional connectivity data obtained from both wild-type and methyl-CpG binding protein 2 (MECP2) transgenic monkeys were used to construct monkey-derived classifiers for diagnostic classification in four human data sets (ASD: Autism Brain Imaging Data Exchange [ABIDE-I], N=1,112; ABIDE-II, N=1,114; ADHD-200 sample: N=776; OCD local institutional database: N=186). Stepwise linear regression models were applied to examine associations between functional connections of monkey-derived classifiers and dimensional symptom severity of psychiatric disorders. Nine core regions prominently distributed in frontal and temporal cortices were identified in monkeys and used as seeds to construct the monkey-derived classifier that informed diagnostic classification in human auti...Continue Reading

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Citations

Jan 2, 2021·The American Journal of Psychiatry·Odile A van den Heuvel
Dec 23, 2020·European Journal of Neurology : the Official Journal of the European Federation of Neurological Societies·Liang FengLingjing Jin
Jan 2, 2021·The American Journal of Psychiatry·Ned H Kalin
Jun 27, 2021·Journal of Neuroscience Methods·Ming XuJing Sui

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Methods Mentioned

BETA
transgenic
dissection

Software Mentioned

ABIDE
FreeSurfer
Data Processing Assistant for Resting - State fMRI

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