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Biomarkers and their use to detect the pathological profile of depression in mammals

机译:生物标记物及其在哺乳动物抑郁症病理特征检测中的应用

摘要

To provide a system for detecting a depressive symptom of a subject animal.SOLUTION: A system comprises: a storage device for storing information for identifying a classifier from signals obtained by measuring in time series, using brain activity detection means, signals showing brain activity in a plurality of predetermined areas in a brain of a mammal at a resting state in a health state and depression state, the classifier being generated so that, from functional connectivity between the predetermined areas extracted using a sparse canonical correlation analysis related to a disease label for a depressive symptom using machine learning, the disease label for the depressive symptom is discriminated on the basis of a weighted sum of the functional connectivity by characteristic selection using sparse logistic regression, the selected functional connectivity including at least one selected from a first functional connectivity between a left dorsolateral prefrontal cortex and a left precuneus and left posterior cingulate cortex and a second functional connectivity between a left inferior frontal gyrus opercular part and a right dorsomedial prefrontal cortex and right supplementary motor area; and discrimination means for generating a classification result for a depressive symptom of a subject animal using the classifier.SELECTED DRAWING: Figure 5
机译:本发明提供一种检测受试动物抑郁症状的系统。解决方案:一种系统包括:存储设备,用于存储用于从通过使用大脑活动检测装置测量时间序列获得的信号中识别分类器的信息,该信号显示哺乳动物在处于健康状态和抑郁状态的静息状态下大脑中多个预定区域的大脑活动,所述分类器的生成使得,从使用与使用机器学习的抑郁症状的疾病标签相关的稀疏典型相关分析提取的预定区域之间的功能连接性,通过使用稀疏逻辑回归的特征选择,基于功能连接性的加权和来鉴别抑郁症状的疾病标签,所选功能性连接包括从左背外侧前额叶皮质和左楔前叶及左后扣带回皮质之间的第一功能性连接以及左额下回盖部和右背内侧前额叶皮质及右辅助运动区之间的第二功能性连接中选择的至少一个;以及识别装置,用于使用所述分类器生成针对对象动物的抑郁症状的分类结果。所选图纸:图5

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