Transcriptomic Similarity Informs Neuromorphic Deviations in Depression Biotypes

神经科学 相似性(几何) 萧条(经济学) 神经形态工程学 计算生物学 生物 转录组 心理学 基因 遗传学 基因表达 计算机科学 人工智能 人工神经网络 宏观经济学 经济 图像(数学)
作者
Jiao Li,Zhiliang Long,Wei Sheng,Lian Du,Jiang Qiu,Huafu Chen,Wei Liao
出处
期刊:Biological Psychiatry [Elsevier BV]
卷期号:95 (5): 414-425 被引量:31
标识
DOI:10.1016/j.biopsych.2023.08.003
摘要

Background Major depressive disorder (MDD) is complicated by population heterogeneity, motivating the investigation of biotypes through imaging-derived phenotypes. However, neuromorphic heterogeneity in MDD remains unclear, and how the correlated gene expression (CGE) connectome constrains these neuromorphic anomalies in MDD biotypes has not yet been studied. Methods Here, we related cortical thickness deviations in MDD biotypes to a pattern of CGE connectome. Cortical thickness was estimated from 3-dimensional T1-weighted magnetic resonance images in 2 independent cohorts (discovery cohort: N = 425; replication cohort: N = 217). The transcriptional activity was measured according to Allen Human Brain Atlas. A density peak–based clustering algorithm was used to identify MDD biotypes. Results We found that patients with MDD were clustered into 2 replicated biotypes based on single-patient regional deviations from healthy control participants across 2 datasets. Biotype 1 mainly exhibited cortical thinning across the brain, whereas biotype 2 mainly showed cortical thickening in the brain. Using brainwide gene expression data, we found that deviations of transcriptionally connected neighbors predicted regional deviation for both biotypes. Furthermore, putative CGE-informed epicenters of biotype 1 were concentrated on the cognitive control circuit, whereas biotype 2 epicenters were located in the social perception circuit. The patterns of epicenter likelihood were separately associated with depression- and anxiety-response maps, suggesting that epicenters of MDD biotypes may be associated with clinical efficacies. Conclusions Our findings linked the CGE connectome and neuromorphic deviations to identify distinct epicenters in MDD biotypes, providing insight into how microscale gene expressions informed MDD biotypes.
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