Pinto Joana, Jorge João, Sousa Inês, Vilela Pedro, Figueiredo Patrícia
Institute for Systems and Robotics, Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal.
Institute for Systems and Robotics, Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal; Biomedical Imaging Research Center, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.
Neuroimage. 2016 Jul 15;135:223-31. doi: 10.1016/j.neuroimage.2016.02.037. Epub 2016 Feb 22.
Cerebrovascular reactivity (CVR) reflects the capacity of blood vessels to adjust their caliber in order to maintain a steady supply of brain perfusion, and it may provide a sensitive disease biomarker. Measurement of the blood oxygen level dependent (BOLD) response to a hypercapnia-inducing breath-hold (BH) task has been frequently used to map CVR noninvasively using functional magnetic resonance imaging (fMRI). However, the best modeling approach for the accurate quantification of CVR maps remains an open issue. Here, we compare and optimize Fourier models of the BOLD response to a BH task with a preparatory inspiration, and assess the test-retest reproducibility of the associated CVR measurements, in a group of 10 healthy volunteers studied over two fMRI sessions. Linear combinations of sine-cosine pairs at the BH task frequency and its successive harmonics were added sequentially in a nested models approach, and were compared in terms of the adjusted coefficient of determination and corresponding variance explained (VE) of the BOLD signal, as well as the number of voxels exhibiting significant BOLD responses, the estimated CVR values, and their test-retest reproducibility. The brain average VE increased significantly with the Fourier model order, up to the 3rd order. However, the number of responsive voxels increased significantly only up to the 2nd order, and started to decrease from the 3rd order onwards. Moreover, no significant relative underestimation of CVR values was observed beyond the 2nd order. Hence, the 2nd order model was concluded to be the optimal choice for the studied paradigm. This model also yielded the best test-retest reproducibility results, with intra-subject coefficients of variation of 12 and 16% and an intra-class correlation coefficient of 0.74. In conclusion, our results indicate that a Fourier series set consisting of a sine-cosine pair at the BH task frequency and its two harmonics is a suitable model for BOLD-fMRI CVR measurements based on a BH task with preparatory inspiration, yielding robust estimates of this important physiological parameter.
脑血管反应性(CVR)反映了血管调节其管径以维持稳定脑灌注供应的能力,并且它可能提供一种敏感的疾病生物标志物。利用功能磁共振成像(fMRI),通过测量对诱导高碳酸血症的屏气(BH)任务的血氧水平依赖(BOLD)反应,已被频繁用于无创绘制CVR。然而,准确量化CVR图谱的最佳建模方法仍然是一个未解决的问题。在此,我们在10名健康志愿者的两组fMRI实验中,比较并优化了对带有预备吸气的BH任务的BOLD反应的傅里叶模型,并评估了相关CVR测量的重测可重复性。以嵌套模型方法依次添加BH任务频率及其连续谐波处的正弦 - 余弦对的线性组合,并在调整后的决定系数、BOLD信号的相应方差解释(VE)、表现出显著BOLD反应的体素数量、估计的CVR值及其重测可重复性方面进行比较。大脑平均VE随着傅里叶模型阶数显著增加,直至三阶。然而,有反应的体素数量仅在二阶之前显著增加,从三阶开始减少。此外,在二阶之后未观察到CVR值的显著相对低估。因此,得出二阶模型是所研究范式的最佳选择。该模型还产生了最佳的重测可重复性结果,受试者内变异系数为12%和16%,组内相关系数为0.74。总之,我们的结果表明,由BH任务频率处的正弦 - 余弦对及其两个谐波组成的傅里叶级数集是基于带有预备吸气的BH任务的BOLD - fMRI CVR测量的合适模型,能够对这一重要生理参数进行可靠估计。