Department of Radiology, Zhujiang Hospital, Southern Medical University, No. 253, Industrial Road, Guangzhou, China.
Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Währinger Gürtel 18-20, 1090, Vienna, Austria.
Eur Radiol. 2024 Oct;34(10):6384-6395. doi: 10.1007/s00330-024-10729-0. Epub 2024 Apr 24.
To identify brain edema in fetuses with Chiari II malformation using a multiparametric approach including structural T2-weighted, diffusion tensor imaging (DTI) metrics, and MRI-based radiomics.
A single-center retrospective review of MRI scans obtained in fetuses with Chiari II was performed. Brain edema cases were radiologically identified using the following MR criteria: brain parenchymal T2 prolongation, blurring of lamination, and effacement of external CSF spaces. Fractional anisotropy (FA) values were calculated from regions of interest (ROI), including hemispheric parenchyma, internal capsule, and corticospinal tract, and compared group-wise. After 1:1 age matching and manual single-slice 2D segmentation of the fetal brain parenchyma using ITK-Snap, radiomics features were extracted using pyradiomics. Areas under the curve (AUCs) of the features regarding discriminating subgroups were calculated.
Ninety-one fetuses with Chiari II underwent a total of 101 MRI scans at a median gestational age of 24.4 weeks and were included. Fifty scans were visually classified as Chiari II with brain edema group and showed significantly reduced external CSF spaces compared to the nonedema group (9.8 vs. 18.3 mm, p < 0.001). FA values of all used ROIs were elevated in the edema group (p < 0.001 for all ROIs). The 10 most important radiomics features showed an AUC of 0.81 (95%CI: 0.71, 0.91) for discriminating between Chiari II fetuses with and without edema.
Brain edema in fetuses with Chiari II is common and radiologically detectable on T2-weighted fetal MRI sequences, and DTI-based FA values and radiomics features provide further evidence of microstructure differences between subgroups with and without edema.
A more severe phenotype of fetuses with Chiari II malformation is characterized by prenatal brain edema and more postnatal clinical morbidity and disability. Fetal brain edema is a promising prenatal MR imaging biomarker candidate for optimizing the risk-benefit evaluation of selection for fetal surgery.
Brain edema of fetuses prenatally diagnosed with Chiari II malformation is a common, so far unknown, association. DTI metrics and radiomics confirm microstructural differences between the brains of Chiari II fetuses with and without edema. Fetal brain edema may explain worse motor outcomes in this Chiari II subgroup, who may substantially benefit from fetal surgery.
采用多参数方法,包括结构 T2 加权、扩散张量成像(DTI)指标和基于 MRI 的放射组学,识别 Chiari II 畸形胎儿的脑水肿。
对 Chiari II 胎儿的 MRI 扫描进行了单中心回顾性研究。使用以下磁共振标准从脑实质 T2 延长、分层模糊和外部 CSF 空间消失方面在影像学上识别脑水肿病例。从感兴趣区域(ROI)计算各向异性分数(FA)值,包括半球实质、内囊和皮质脊髓束,并进行组间比较。在 1:1 年龄匹配和使用 ITK-Snap 手动对胎儿脑实质进行单次 2D 切片分割后,使用 pyradiomics 提取放射组学特征。计算特征区分亚组的曲线下面积(AUC)。
91 例 Chiari II 胎儿共进行了 101 次 MRI 扫描,中位妊娠周龄为 24.4 周,均纳入研究。50 次扫描经视觉分类为 Chiari II 伴脑水肿组,与非脑水肿组相比,外部 CSF 空间明显减小(9.8 vs. 18.3mm,p<0.001)。所有使用 ROI 的 FA 值在水肿组升高(所有 ROI 的 p<0.001)。10 个最重要的放射组学特征在区分 Chiari II 胎儿有无脑水肿方面的 AUC 为 0.81(95%CI:0.71,0.91)。
Chiari II 胎儿的脑水肿很常见,在 T2 加权胎儿 MRI 序列上可放射学检测到,基于 DTI 的 FA 值和放射组学特征进一步证明了有和无水肿亚组之间的微观结构差异。
Chiari II 畸形胎儿更严重的表型特征是产前脑水肿,以及更多的产后临床发病率和残疾。胎儿脑水肿是产前 MRI 成像生物标志物的一个有前途的候选物,可优化胎儿手术选择的风险效益评估。
Chiari II 畸形产前诊断的胎儿脑水肿是一种常见的、目前未知的关联。DTI 指标和放射组学确认了 Chiari II 胎儿有和无水肿的脑之间的微观结构差异。胎儿脑水肿可能解释了该 Chiari II 亚组的运动结果更差,他们可能会从胎儿手术中获得实质性获益。