logo
Loading...
Major depressive disorder on a neuromorphic continuum
Medicine and HealthNature Communications

Major depressive disorder on a neuromorphic continuum

J. Li, Z. Long, et al.

Using a Bayesian model on multisite structural MRI, this study decomposes major depressive disorder into three latent disease factors with continuous individual expressions linked to distinct neurotransmitter receptors and transporters from open PET data. Factor patterns predict symptom improvement and are stable longitudinally. This research was conducted by the authors listed in the <Authors> tag.... show more
Abstract
The heterogeneity of major depressive disorder (MDD) has hindered clinical translation and neuromarker identification. Biotyping facilitates solving the problems of heterogeneity by dissecting MDD patients into discrete sub-groups. However, interindividual variations suggest that depression may be conceptualized as a continuum rather than as a category. We use a Bayesian model to decompose structural MRI features of MDD patients from a multisite cross-sectional cohort into three latent disease factors (spatial pattern) and continuum factor compositions (individual expression). The disease factors are associated with distinct neurotransmitter receptors/transporters obtained from open PET sources. Increases in cortical thickness in sensory and decreases in orbitofrontal cortices (Factor 1) associate with norepinephrine and 5-HT2A density; decreases in the cingulo-opercular network and subcortex (Factor 2) associate with norepinephrine and 5-HTT density; and increases in social and affective brain systems (Factor 3) relate to 5-HTT density. Disease factor patterns can also be used to predict depressive symptom improvement in patients from the longitudinal cohort. Moreover, individual factor expressions in MDD are stable over time in a longitudinal cohort, with differentially expressed disease controls from a transdiagnostic cohort. Collectively, our data-driven disease factors reveal that patients with MDD organize along continuous dimensions that affect distinct sets of regions.
Publisher
Nature Communications
Published On
Mar 11, 2025
Authors
Jiao Li, Zhiliang Long, Gong-Jun Ji, Shaoqiang Han, Yuan Chen, Guanqun Yao, Yong Xu, Kerang Zhang, Yong Zhang, Jingliang Cheng, Kai Wang, Huafu Chen, Wei Liao
Tags
major depressive disorderbiotypingBayesian modelstructural MRIneurotransmitter receptors/transportersPET imaginglatent disease factors
Listen, Learn & Level Up
Over 10,000 hours of research content in 25+ fields, available in 22+ languages.
No more digging through PDFs, just hit play and absorb the world's latest research in your language, on your time.
listen to research audio papers with researchbunny