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多站点、多障碍静息态磁共振图像数据库。

A multi-site, multi-disorder resting-state magnetic resonance image database.

机构信息

Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan.

Department of Psychiatry, Boston University School of Medicine, Massachusetts, USA.

出版信息

Sci Data. 2021 Aug 30;8(1):227. doi: 10.1038/s41597-021-01004-8.

Abstract

Machine learning classifiers for psychiatric disorders using resting-state functional magnetic resonance imaging (rs-fMRI) have recently attracted attention as a method for directly examining relationships between neural circuits and psychiatric disorders. To develop accurate and generalizable classifiers, we compiled a large-scale, multi-site, multi-disorder neuroimaging database. The database comprises resting-state fMRI and structural images of the brain from 993 patients and 1,421 healthy individuals, as well as demographic information such as age, sex, and clinical rating scales. To harmonize the multi-site data, nine healthy participants ("traveling subjects") visited the sites from which the above datasets were obtained and underwent neuroimaging with 12 scanners. All participants consented to having their data shared and analyzed at multiple medical and research institutions participating in the project, and 706 patients and 1,122 healthy individuals consented to having their data disclosed. Finally, we have published four datasets: 1) the SRPBS Multi-disorder Connectivity Dataset 2), the SRPBS Multi-disorder MRI Dataset (restricted), 3) the SRPBS Multi-disorder MRI Dataset (unrestricted), and 4) the SRPBS Traveling Subject MRI Dataset.

摘要

使用静息态功能磁共振成像 (rs-fMRI) 的精神障碍机器学习分类器最近作为一种直接研究神经回路与精神障碍之间关系的方法引起了关注。为了开发准确且可推广的分类器,我们编译了一个大型的、多站点的、多障碍的神经影像学数据库。该数据库包含来自 993 名患者和 1421 名健康个体的静息态 fMRI 和大脑结构图像,以及年龄、性别和临床评分量表等人口统计学信息。为了协调多站点数据,9 名健康参与者(“旅行受试者”)访问了获得上述数据集的站点,并使用 12 台扫描仪进行神经影像学检查。所有参与者都同意在参与该项目的多个医疗机构共享和分析他们的数据,并且有 706 名患者和 1122 名健康个体同意公开他们的数据。最后,我们发布了四个数据集:1)SRPBS 多障碍连接数据集 2),SRPBS 多障碍 MRI 数据集(受限),3)SRPBS 多障碍 MRI 数据集(不受限制),以及 4)SRPBS 旅行主题 MRI 数据集。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/06cf/8405782/3e48328102b6/41597_2021_1004_Fig1_HTML.jpg

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