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Diffusion MRI microstructural models in the cervical spinal cord - Application, normative values, and correlations with histological analysis

机译:宫颈脊髓胶质脊髓微孔的扩散MRI微结构模型 - 与组织学分析的应用,规范值和相关性

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Multi-compartment tissue modeling using diffusion magnetic resonance imaging has proven valuable in the brain, offering novel indices sensitive to the tissue microstructural environment in vivo on clinical MRI scanners. However, application, characterization, and validation of these models in the spinal cord remain relatively understudied. In this study, we apply a diffusion "signal" model (diffusion tensor imaging, DTI) and two commonly implemented "microstructural" models (neurite orientation dispersion and density imaging, NODDI; spherical mean technique, SMT) in the human cervical spinal cord of twenty-one healthy controls. We first provide normative values of DTI, SMT, and NODDI indices in a number of white matter ascending and descending pathways, as well as various gray matter regions. We then aim to validate the sensitivity and specificity of these diffusion-derived contrasts by relating these measures to indices of the tissue microenvironment provided by a histological template. We find that DTI indices are sensitive to a number of microstructural features, but lack specificity. The microstructural models also show sensitivity to a number of microstructure features; however, they do not capture the specific microstructural features explicitly modelled. Although often regarded as a simple extension of the brain in the central nervous system, it may be necessary to re-envision, or specifically adapt, diffusion microstructural models for application to the human spinal cord with clinically feasible acquisitions - specifically, adjusting, adapting, and re-validating the modeling as it relates to both theory (i.e. relevant biology, assumptions, and signal regimes) and parameter estimation (for example challenges of acquisition, artifacts, and processing).
机译:使用扩散磁共振成像的多隔室组织建模已经证明大脑有价值,为临床MRI扫描仪提供了对体内组织微观结构环境敏感的新型索引。然而,脊髓中这些模型的应用,表征和验证仍然相对较低。在这项研究中,我们应用扩散“信号”模型(扩散张量成像,DTI)和两种常用的“微观结构”模型(神经态取向分散和密度成像,Noddi;球形平均技术,SMT)的颈脊帘线二十一度健康的控制。我们首先在许多白种上升和下降途径中提供DTI,SMT和Noddi指数的规范值,以及各种灰质区域。然后,我们的目的是通过将这些措施与组织学模板提供的组织微环境的索引相关,验证这些扩散衍生的对比度的敏感性和特异性。我们发现DTI指数对许多微观结构特征敏感,但缺乏特异性。微观结构模型还显示了对多种微观结构特征的敏感性;但是,它们不会捕获明确建模的特定微观结构特征。虽然经常被视为中枢神经系统中大脑的简单延伸,但可能需要重新设想或特别适应扩散微观结构模型,以便在临床上可行的采集中应用于人脊髓 - 特别是调整,调整,调整,并重新验证建模,因为它涉及理论(即相关生物学,假设和信号制度)和参数估计(例如获取,工件和处理的挑战)。

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