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全自动缰核分割技术在大型磁共振成像数据集上提供了稳健可靠的体积估计,提示了精神疾病中引人关注的发育轨迹。

Fully Automated Habenula Segmentation Provides Robust and Reliable Volume Estimation Across Large Magnetic Resonance Imaging Datasets, Suggesting Intriguing Developmental Trajectories in Psychiatric Disease.

机构信息

University Health Network, Toronto, Ontario, Canada; Cerebral Imaging Centre, Douglas Mental Health University Institute, McGill University, Montreal, Quebec, Canada.

Sunnybrook Research Institute, Toronto, Ontario, Canada.

出版信息

Biol Psychiatry Cogn Neurosci Neuroimaging. 2020 Sep;5(9):923-929. doi: 10.1016/j.bpsc.2020.01.004. Epub 2020 Jan 31.

Abstract

Studies of habenula (Hb) function and structure provided evidence of its involvement in psychiatric disorders, including schizophrenia and bipolar disorder. Previous studies using magnetic resonance imaging (manual/semiautomated segmentation) have reported conflicting results. Aiming to improve Hb segmentation reliability and the study of large datasets, we describe a fully automated protocol that was validated against manual segmentations and applied to 3 datasets (childhood/adolescence and adult bipolar disorder and schizophrenia). It achieved reliable Hb segmentation, providing robust volume estimations across a large age range and varying image acquisition parameters. Applying it to clinically relevant datasets, we found smaller Hb volumes in the adult bipolar disorder dataset and larger volumes in the adult schizophrenia dataset compared with healthy control subjects. There are indications that Hb volume in both groups shows deviating developmental trajectories early in life. This technique sets a precedent for future studies, as it allows for fast and reliable Hb segmentation and will be publicly available.

摘要

缰核(Hb)功能和结构的研究为其在精神疾病中的作用提供了证据,包括精神分裂症和双相情感障碍。先前使用磁共振成像(手动/半自动分割)的研究报告了相互矛盾的结果。为了提高 Hb 分割的可靠性和研究大型数据集,我们描述了一种全自动方案,该方案经过手动分割验证,并应用于 3 个数据集(儿童/青少年和成人双相情感障碍和精神分裂症)。它实现了可靠的 Hb 分割,在很大的年龄范围内和不同的图像采集参数下提供了稳健的体积估计。将其应用于具有临床意义的数据集,我们发现与健康对照组相比,成人双相情感障碍数据集的 Hb 体积较小,而成人精神分裂症数据集的体积较大。有迹象表明,这两个组的 Hb 体积在生命早期都显示出偏离的发育轨迹。这项技术为未来的研究树立了榜样,因为它允许快速和可靠的 Hb 分割,并将公开发布。

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