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Modeling of the hemodynamic responses in block design fMRI studies

机译:功能块磁共振成像研究中血液动力学反应的建模

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摘要

The hemodynamic response function (HRF) describes the local response of brain vasculature to functional activation. Accurate HRF modeling enables the investigation of cerebral blood flow regulation and improves our ability to interpret fMRI results. Block designs have been used extensively as fMRI paradigms because detection power is maximized; however, block designs are not optimal for HRF parameter estimation. Here we assessed the utility of block design fMRI data for HRF modeling. The trueness (relative deviation), precision (relative uncertainty), and identifiability (goodness-of-fit) of different HRF models were examined and test–retest reproducibility of HRF parameter estimates was assessed using computer simulations and fMRI data from 82 healthy young adult twins acquired on two occasions 3 to 4 months apart. The effects of systematically varying attributes of the block design paradigm were also examined. In our comparison of five HRF models, the model comprising the sum of two gamma functions with six free parameters had greatest parameter accuracy and identifiability. Hemodynamic response function height and time to peak were highly reproducible between studies and width was moderately reproducible but the reproducibility of onset time was low. This study established the feasibility and test–retest reliability of estimating HRF parameters using data from block design fMRI studies.
机译:血液动力学反应功能(HRF)描述了脑血管对功能激活的局部反应。准确的HRF建模可以研究大脑的血流调节,并提高我们解释fMRI结果的能力。块设计已被广泛用作fMRI范例,因为检测能力得到了最大化。但是,块设计对于HRF参数估计不是最佳的。在这里,我们评估了用于HRF建模的功能块设计fMRI数据的实用性。检查了不同HRF模型的真实性(相对偏差),精度(相对不确定性)和可识别性(拟合优度),并使用计算机模拟和fMRI数据评估了82名健康年轻人的HRF参数估计值的重测重现性双胞胎相隔3到4个月两次。还检查了块设计范式的系统变化属性的影响。在我们对五个HRF模型的比较中,包含两个伽马函数和六个自由参数的模型具有最大的参数准确性和可识别性。在研究之间,血流动力学响应函数的高度和到达峰的时间高度可重现,宽度可中等重现,但发作时间的重现性较低。这项研究建立了使用块设计fMRI研究数据估算HRF参数的可行性和重测可靠性。

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