A neuroimaging-based precision medicine framework for depression

神经影像学 萧条(经济学) 重性抑郁障碍 前额叶皮质 亚型 磁刺激 神经功能成像 医学 队列 心理学 精神科 临床心理学 内科学 心情 认知 刺激 程序设计语言 经济 宏观经济学 计算机科学
作者
Yao Xiao,Fay Y. Womer,Shuai Dong,Rongxin Zhu,Ran Zhang,Jingyu Yang,Luheng Zhang,Juan Liu,Weixiong Zhang,Zhongchun Liu,Xizhe Zhang,Fei Wang
出处
期刊:Asian Journal of Psychiatry [Elsevier]
卷期号:91: 103803-103803 被引量:5
标识
DOI:10.1016/j.ajp.2023.103803
摘要

Symptom-based diagnostic criteria of depression leads to notorious heterogeneity and subjectivity. The study was conducted in two stages at two sites: development of a neuroimaging-based subtyping and precise repetitive transcranial magnetic stimulation (rTMS) strategy for depression at Center 1 and its clinical application at Center 2. Center 1 identified depression subtypes and subtype-specific rTMS targets based on amplitude of low frequency fluctuation (ALFF) in a cohort of 238 major depressive disorder patients and 66 healthy controls (HC). Subtypes were identified using a Gaussian Mixture Model, and subtype-specific rTMS targets were selected based on dominant brain regions prominently differentiating depression subtypes from HC. Subsequently, one classifier was employed and 72 hospitalized, depressed youths at Center 2 received two-week precise rTMS. MRI and clinical assessments were obtained at baseline, midpoint, and treatment completion for evaluation. Two neuroimaging subtypes of depression, archetypal and atypical depression, were identified based on distinct frontal-posterior functional imbalance patterns as measured by ALFF. The dorsomedial prefrontal cortex was identified as the rTMS target for archetypal depression, and the occipital cortex for atypical depression. Following precise rTMS, ALFF alterations were normalized in both archetypal and atypical depressed youths, corresponding with symptom response of 90.00% in archetypal depression and 70.73% in atypical depression. A precision medicine framework for depression was developed based on objective neurobiomarkers and implemented with promising results, actualizing a subtyping-treatment-evaluation closed loop in depression. Future randomized controlled trials are warranted.
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