Department of Neuroradiology, Medical Center, University of Freiburg, Breisacher Str. 64, 79106, Freiburg, Germany.
Faculty of Medicine, University of Freiburg, Freiburg, Germany.
Neuroradiology. 2022 Apr;64(4):715-726. doi: 10.1007/s00234-021-02823-7. Epub 2021 Oct 9.
To evaluate a MRI postprocessing tool for the enhanced and rapid detection of focal cortical dysplasia (FCD).
MP2RAGE sequences of 40 consecutive, so far MRI-negative patients and of 32 healthy controls were morphometrically analyzed to highlight typical FCD features. The resulting morphometric maps served as input for an artificial neural network generating a FCD probability map. The FCD probability map was inversely normalized, co-registered to the MPRAGE2 sequence, and re-transferred into the PACS system. Co-registered images were scrolled through "within a minute" to determine whether a FCD was present or not.
Fifteen FCD, three subcortical band heterotopias (SBH), and one periventricular nodular heterotopia were identified. Of those, four FCD and one SBH were only detected by MRI postprocessing while one FCD and one focal polymicrogryia were missed, respectively. False-positive results occurred in 21 patients and 22 healthy controls. However, true positive cluster volumes were significantly larger than volumes of false-positive clusters (p < 0.001). The area under the curve of the receiver operating curve was 0.851 with a cut-off volume of 0.05 ml best indicating a FCD.
Automated MRI postprocessing and presentation of co-registered output maps in the PACS allowed for rapid (i.e., "within a minute") identification of FCDs in our clinical setting. The presence of false-positive findings currently requires a careful comparison of postprocessing results with conventional MR images but may be reduced in the future using a neural network better adapted to MP2RAGE images.
评估一种 MRI 后处理工具,用于增强和快速检测局灶性皮质发育不良(FCD)。
对 40 例连续的、迄今为止 MRI 阴性的患者和 32 例健康对照者的 MP2RAGE 序列进行形态计量学分析,以突出典型的 FCD 特征。所得形态计量图作为输入,用于生成 FCD 概率图的人工神经网络。将 FCD 概率图进行逆归一化,与 MPRAGE2 序列配准,并重新传输到 PACS 系统。配准后的图像在“一分钟内”滚动,以确定是否存在 FCD。
共发现 15 例 FCD、3 例皮质下带状异位(SBH)和 1 例脑室周围结节性异位。其中,4 例 FCD 和 1 例 SBH 仅通过 MRI 后处理检测到,而分别漏诊了 1 例 FCD 和 1 例局灶性多微小脑回。21 例患者和 22 例健康对照者出现假阳性结果。然而,真阳性聚类体积明显大于假阳性聚类体积(p<0.001)。受试者工作特征曲线的曲线下面积为 0.851,最佳截断体积为 0.05ml,可指示 FCD。
在我们的临床环境中,自动的 MRI 后处理和呈现配准后的输出图可以快速(即在“一分钟内”)识别 FCD。目前,假阳性发现的存在需要仔细比较后处理结果与常规 MR 图像,但未来可以使用更适合 MP2RAGE 图像的神经网络来减少这种情况。