Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, United States.
Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, United States.
Neuroimage. 2023 Nov 15;282:120387. doi: 10.1016/j.neuroimage.2023.120387. Epub 2023 Oct 1.
High quality, high resolution T-weighted (Tw) and diffusion tensor imaging (DTI) brain templates located in a common space can enhance the sensitivity and precision of template-based neuroimaging studies. However, such multimodal templates have not been constructed for the older adult brain. The purpose of this work which is part of the MIITRA atlas project was twofold: (A) to develop 0.5 mm isotropic resolution Tw and DTI templates that are representative of the brain of non-demented older adults and are located in the same space, using advanced multimodal template construction techniques and principles of super resolution on data from a large, diverse, community cohort of 400 non-demented older adults, and (B) to systematically compare the new templates to other standardized templates. It was demonstrated that the new MIITRA-0.5mm Tw and DTI templates are well-matched in space, exhibit good definition of brain structures, including fine structures, exhibit higher image sharpness than other standardized templates, and are free of artifacts. The MIITRA-0.5mm Tw and DTI templates allowed higher intra-modality inter-subject spatial normalization precision as well as higher inter-modality intra-subject spatial matching of older adult Tw and DTI data compared to other available templates. Consequently, MIITRA-0.5mm templates allowed detection of smaller inter-group differences for older adult data compared to other templates. The MIITRA-0.5mm templates were also shown to be most representative of the brain of non-demented older adults compared to other templates with submillimeter resolution. The new templates constructed in this work constitute two of the final products of the MIITRA atlas project and are anticipated to have important implications for the sensitivity and precision of studies on older adults.
高质量、高分辨率 T 加权(Tw)和弥散张量成像(DTI)脑模板位于共同空间中,可以提高基于模板的神经影像学研究的敏感性和精度。然而,针对老年人大脑尚未构建此类多模态模板。这项工作是 MIITRA 图谱项目的一部分,目的有二:(A)使用先进的多模态模板构建技术和超分辨率原理,基于来自一个大型、多样化的社区队列 400 名非痴呆老年人的数据,构建 0.5 毫米各向同性分辨率 Tw 和 DTI 模板,该模板具有代表性,适用于非痴呆老年人大脑,并位于同一空间;(B)系统比较新模板与其他标准化模板。结果表明,新的 MIITRA-0.5mm Tw 和 DTI 模板在空间上匹配良好,大脑结构定义良好,包括精细结构,比其他标准化模板具有更高的图像清晰度,并且无伪影。与其他可用模板相比,MIITRA-0.5mm Tw 和 DTI 模板允许更精确的同模态内个体空间归一化,以及更高的老年人大脑 Tw 和 DTI 数据的模态间内个体空间匹配。因此,与其他模板相比,MIITRA-0.5mm 模板允许检测到老年人大脑数据中更小的组间差异。与具有亚毫米分辨率的其他模板相比,MIITRA-0.5mm 模板还被证明最能代表非痴呆老年人的大脑。本工作构建的新模板是 MIITRA 图谱项目的最终产品之一,预计对老年人大脑研究的敏感性和精度具有重要意义。