Department of Psychiatry, The First Affiliated Hospital of Harbin Medical University, 23 Youzheng Street, Nangang District, Harbin, 150001, China.
The First Specialized Hospital of Harbin, No. 217 Hongwei Road, Daowai District, Harbin, 150010, China.
J Med Syst. 2019 Apr 2;43(5):131. doi: 10.1007/s10916-019-1215-7.
In order to study the application of multi-modal magnetic resonance imaging (MRI) fusion technology in schizophrenia, a 4-way multi-modal fusion method based on mCCA+jICA is used to fuse the local consistency and functional network connection of resting-state functional MRI, gray matter volume of structural MRI, and partial anisotropy of diffusion MRI four characteristics of large sample of schizophrenic patients in multi-site China, trying to find out the common characteristics of function and structure of significant differences between schizophrenia and healthy controls. It is found that compared with normal people, schizophrenic patients show higher local consistency, lower gray matter volume, lower functional network connectivity and decreased white matter integrity in the anterior thalamic radiation, upper bundle and other bundles in brain areas such as basal ganglia network, hippocampus and prominence network. There is a significant correlation between a thalamocortical perceptual loop and auditory hallucination in schizophrenia, and there is a high degree of spatial consistency and commonality among the three MRI features. The higher the volume of gray matter in the dorsolateral and medial prefrontal cortex is, the higher the integrity of white matter fibers such as corticospinal tract, superior longitudinal tract and anterior thalamic radiation is, the higher the digital backward score is, and the better the working memory ability of the subjects is.
为了研究多模态磁共振成像(MRI)融合技术在精神分裂症中的应用,采用基于 mCCA+jICA 的 4 路多模态融合方法,对来自中国多中心大样本的精神分裂症患者的静息态功能 MRI 的局部一致性和功能网络连接、结构 MRI 的灰质体积以及弥散 MRI 的部分各向异性 4 种特征进行融合,试图找出精神分裂症与健康对照之间存在显著差异的功能和结构的共同特征。研究发现,与正常人相比,精神分裂症患者在前丘脑辐射等脑区的基底节网络、海马和突显网络的局部一致性较高,灰质体积较低,功能网络连接较低,白质完整性降低。精神分裂症的丘脑皮质感觉回路与幻听有显著相关性,3 种 MRI 特征之间具有高度的空间一致性和共性。背外侧前额叶和内侧前额叶的灰质体积越高,皮质脊髓束、上纵束和前丘脑辐射等白质纤维的完整性越高,数字倒背得分越高,受试者的工作记忆能力越好。