地图集(解剖学)
磁共振弥散成像
脑形态计量学
白质
神经影像学
脑图谱
大脑定位
空间归一化
功能磁共振成像
脑解剖学
神经科学
模式识别(心理学)
计算机科学
人工智能
磁共振成像
解剖
心理学
生物
医学
放射科
体素
标识
DOI:10.1038/s41597-022-01476-2
摘要
Abstract Brain atlases play important roles in studying anatomy and function of the brain. As increasing interests in multi-modal magnetic resonance imaging (MRI) approaches, such as combining structural MRI, diffusion weighted imaging (DWI), and resting-state functional MRI (rs-fMRI), there is a need to construct integrated brain atlases based on these three imaging modalities. This study constructed a multi-modal brain atlas for a Chinese aging population (n = 180, age: 22–79 years), which consists of a T1 atlas showing the brain morphology, a high angular resolution diffusion imaging (HARDI) atlas delineating the complex fiber architecture, and a rs-fMRI atlas reflecting brain intrinsic functional organization in one stereotaxic coordinate. We employed large deformation diffeomorphic metric mapping (LDDMM) and unbiased diffeomorphic atlas generation to simultaneously generate the T1 and HARDI atlases. Using spectral clustering, we generated 20 brain functional networks from rs-fMRI data. We demonstrated the use of the atlas to explore the coherent markers among the brain morphology, functional networks, and white matter tracts for aging and gender using joint independent component analysis.
科研通智能强力驱动
Strongly Powered by AbleSci AI