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Enhancing the utility of complex-valued functional magnetic resonance imaging detection of neurobiological processes through postacquisition estimation and correction of dynamic B 0 errors and motion

机译:通过采集后估计以及动态B 0误差和运动的校正来增强神经生物学过程的复值功能磁共振成像检测的实用性

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摘要

Functional magnetic resonance imaging (fMRI) time series analysis is typically performed using only the magnitude portion of the data. The phase information remains unused largely due to its sensitivity to temporal variations in the magnetic field unrelated to the functional response of interest. These phase changes are commonly the result of physiologic processes such as breathing or motion either inside or outside the imaging field of view. As a result, although the functional phase response carries pertinent physiological information concerning the vasculature, one aspect of which is the location of large draining veins, the full hemodynamic phase response is understudied and is poorly understood, especially in comparison with the magnitude response. It is likely that the magnitude and phase contain disjoint information, which could be used in tandem to better characterize functional hemodynamics. In this work, simulated and human fMRI experimental data are used to demonstrate how statistical analysis of complex-valued fMRI time series can be problematic, and how robust analysis using these powerful and flexible complex-valued statistics is possible through postprocessing with correction for dynamic magnetic field fluctuations in conjunction with estimated motion parameters. These techniques require no special pulse sequence modifications and can be applied to any complex-valued echo planar imaging data set. This analysis shows that the phase component appears to contain information complementary to that in the magnitude and that processing and analysis techniques are available to investigate it in a robust and flexible manner.
机译:通常仅使用数据的幅度部分执行功能磁共振成像(fMRI)时间序列分析。相位信息之所以未使用,很大程度上是由于其对磁场中与感兴趣的功能响应无关的时间变化的敏感性。这些相变通常是成像过程内部或外部的生理过程(如呼吸或运动)的结果。结果,尽管功能性相反应携带有关脉管系统的相关生理信息,其一方面是大引流静脉的位置,但对整个血流动力学相反应的研究仍很少,尤其是与幅度反应相比,了解甚少。幅度和相位可能包含不相交的信息,这些信息可以串联使用以更好地表征功能性血流动力学。在这项工作中,模拟的和人类的fMRI实验数据被用来证明复杂值fMRI时间序列的统计分析如何会出现问题,以及如何通过对动态磁场进行校正的后处理来使用这些强大而灵活的复杂值统计进行鲁棒性分析场波动与估计的运动参数一起。这些技术不需要特殊的脉冲序列修改,并且可以应用于任何复数值回波平面成像数据集。此分析表明,相位分量似乎包含与幅度信息互补的信息,并且可以使用处理和分析技术以健壮和灵活的方式对其进行调查。

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