Zarahn E
Center for Cognitive Neuroscience, University of Pennsylvania, Philadelphia, Pennsylvania, 19104, USA.
Neuroimage. 2000 Jun;11(6 Pt 1):783-96. doi: 10.1006/nimg.2000.0560.
Some cognitive neuroscientific hypotheses might concern neural responses occurring during particular periods of time in a behavioral trial. Here, these particular periods of time are referred to as temporal components of the trial. A difficulty in using BOLD fMRI to test hypotheses about neural responses during temporal components is that some information is irretrievably lost when neural responses are hemodynamically transformed. As a result, one cannot in general use the fMRI signal to unambiguously specify if there was a neural response during a given temporal component. However, adoption of a linear-time invariant model for the transform from neural signal to fMRI signal and constraint of the space of underlying neural waveforms might allow one to ask such questions. Here, the basic theory relevant to this issue and a corresponding method are discussed. The application of this method to fMRI time series data collected during the performance of a delayed-response trial is provided as an illustrative example.
一些认知神经科学假设可能涉及行为试验中特定时间段内发生的神经反应。在此,这些特定时间段被称为试验的时间成分。使用血氧水平依赖性功能磁共振成像(BOLD fMRI)来检验关于时间成分期间神经反应的假设时存在一个困难,即当神经反应进行血液动力学转换时,一些信息会不可挽回地丢失。因此,一般来说,人们无法使用功能磁共振成像信号来明确确定在给定的时间成分期间是否存在神经反应。然而,采用从神经信号到功能磁共振成像信号转换的线性时不变模型以及对潜在神经波形空间的约束,可能会使人们能够提出这样的问题。在此,讨论了与该问题相关的基本理论和相应方法。作为一个示例,给出了该方法在延迟反应试验执行过程中收集的功能磁共振成像时间序列数据上的应用。