Lewis Emma B, Fox Nicholas C
Dementia Research Group, Institute of Neurology, University College London, London, WC1N 3BG, UK.
Neuroimage. 2004 Sep;23(1):75-83. doi: 10.1016/j.neuroimage.2004.04.030.
Longitudinal MR imaging is increasingly being used to measure cerebral atrophy progression in dementia and other neurological disorders. Differences in intensity inhomogeneity between serial scans can confound these measurements. This differential bias also distorts nonlinear registration and makes both manual and automated segmentation of tissue type less reliable. A technique is described for the correction of this differential bias that makes no assumptions about signal distribution, bias field or signal homogeneity. Instead, the bias field calculation is performed on the basis that the remaining structure in the difference image of registered serial scans has small-scale structure. The differential bias field is of much larger scale and can thus be obtained by applying an appropriate filter to the difference image. The serial scan pair is then corrected for the differential bias field and atrophy measurement can be performed on the corrected scan pair. Application of a known, simulated bias field to real serial MR images was shown to alter atrophy measurements significantly. The differential correction method recovered the applied differential bias field and thereby improved atrophy measurements. This method was then applied to serial imaging in patients with dementia using a set of serial scan pairs with visually identified, significant differential bias and a set of scan pairs with negligible differential bias. Differential bias correction specifically reduced the variance of the atrophy measure significantly for the scans with significant differential bias.
纵向磁共振成像越来越多地用于测量痴呆和其他神经系统疾病中的脑萎缩进展。连续扫描之间强度不均匀性的差异会混淆这些测量。这种差异偏差还会扭曲非线性配准,并使组织类型的手动和自动分割变得不太可靠。本文描述了一种校正这种差异偏差的技术,该技术不对信号分布、偏差场或信号均匀性做任何假设。相反,偏差场计算是基于配准后的连续扫描差异图像中剩余结构具有小尺度结构这一前提进行的。差异偏差场的尺度要大得多,因此可以通过对差异图像应用适当的滤波器来获得。然后对连续扫描对进行差异偏差场校正,并对校正后的扫描对进行萎缩测量。将已知的模拟偏差场应用于真实的连续磁共振图像显示,这会显著改变萎缩测量结果。差异校正方法恢复了应用的差异偏差场,从而改善了萎缩测量。然后将该方法应用于痴呆患者的连续成像,使用一组具有视觉识别的显著差异偏差的连续扫描对和一组差异偏差可忽略不计的扫描对。差异偏差校正特别显著地降低了具有显著差异偏差的扫描的萎缩测量方差。