f-Sim:一个准真实的fMRI模拟工具箱,使用数字脑幻象和模拟噪声

H. Parmar, Xiangyu Liu, Hua Xie, B. Nutter, S. Mitra, L. R. Long, Sameer Kiran Antani
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引用次数: 2

摘要

功能磁共振成像(fMRI)使用一种无创技术,通过测量血氧水平依赖(BOLD)信号来研究人类大脑的功能,已经研究了几十年。然而,由于相当低的信号电平、高噪声电平、伪影、缺乏接地真值和许多其他固有问题,在实现bold诱导信号的正确解释方面仍然存在一些潜在问题。我们在这里介绍了一个基于MATLAB的fMRI模拟器(f-Sim)的开发,该模拟器使用数字幻脑生成准真实的4D fMRI体积,包括建模噪声。在研究局部或全脑激活和功能连接模式时,这些4D fMRI数据可以为任务诱发和静息状态设计下实验获得的数据假设基本事实。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
f-Sim: A quasi-realistic fMRI simulation toolbox using digital brain phantom and modeled noise
Functional Magnetic Resonance Imaging (fMRI) uses a noninvasive technique to study the functionality of the human brain by measuring the Blood Oxygenation Level Dependent (BOLD) signal and has been researched for decades. However, some potential problems still remain in achieving correct interpretation of BOLD-induced signals due to quite low signal levels, high noise levels, artifacts, lack of ground truth and a number of other inherent problems. We present here the development of a MATLAB based fMRI simulator (f-Sim) using digital phantom brain that generates quasi-realistic 4D fMRI volumes including modeled noise. Such 4D fMRI data can serve to hypothesize ground truth for experimentally acquired data under both task-evoked and resting state designs in investigation of localized or whole brain activation and functional connectivity patterns.
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