Buchert Ralph, Huppertz Hans-Jürgen, Wegner Florian, Berding Georg, Brendel Matthias, Apostolova Ivayla, Buhmann Carsten, Poetter-Nerger Monika, Dierks Alexander, Katzdobler Sabrina, Klietz Martin, Levin Johannes, Mahmoudi Nima, Rinscheid Andreas, Quattrone Andrea, Rogozinski Sophia, Rumpf Jost-Julian, Schneider Christine, Stoecklein Sophia, Spetsieris Phoebe G, Eidelberg David, Sabri Osama, Barthel Henryk, Wattjes Mike P, Höglinger Günter
Department of Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
Swiss Epilepsy Center, Klinik Lengg, Zurich, Switzerland.
J Neurol Neurosurg Psychiatry. 2024 Aug 8;96(3). doi: 10.1136/jnnp-2024-333590.
Diagnostic criteria for progressive supranuclear palsy (PSP) include midbrain atrophy in MRI and hypometabolism in [F]fluorodeoxyglucose (FDG)-positron emission tomography (PET) as supportive features. Due to limited data regarding their relative and sequential value, there is no recommendation for an algorithm to combine both modalities to increase diagnostic accuracy. This study evaluated the added value of sequential imaging using state-of-the-art methods to analyse the images regarding PSP features.
The retrospective study included 41 PSP patients, 21 with Richardson's syndrome (PSP-RS), 20 with variant PSP phenotypes (vPSP) and 46 sex- and age-matched healthy controls. A pretrained support vector machine (SVM) for the classification of atrophy profiles from automatic MRI volumetry was used to analyse T1w-MRI (output: MRI-SVM-PSP score). Covariance pattern analysis was applied to compute the expression of a predefined PSP-related pattern in FDG-PET (output: PET-PSPRP expression score).
The area under the receiver operating characteristic curve for the detection of PSP did not differ between MRI-SVM-PSP and PET-PSPRP expression score (p≥0.63): about 0.90, 0.95 and 0.85 for detection of all PSP, PSP-RS and vPSP. The MRI-SVM-PSP score achieved about 13% higher specificity and about 15% lower sensitivity than the PET-PSPRP expression score. Decision tree models selected the MRI-SVM-PSP score for the first branching and the PET-PSPRP expression score for a second split of the subgroup with normal MRI-SVM-PSP score, both in the whole sample and when restricted to PSP-RS or vPSP.
FDG-PET provides added value for PSP-suspected patients with normal/inconclusive T1w-MRI, regardless of PSP phenotype and the methods to analyse the images for PSP-typical features.
进行性核上性麻痹(PSP)的诊断标准包括MRI显示中脑萎缩以及[F]氟脱氧葡萄糖(FDG)正电子发射断层扫描(PET)显示代谢减低等支持性特征。由于关于它们相对和先后价值的数据有限,目前尚无关于联合两种检查方式以提高诊断准确性的算法推荐。本研究采用先进方法对PSP特征图像进行序列成像分析,评估其附加价值。
本回顾性研究纳入41例PSP患者,其中21例为理查森综合征(PSP-RS),20例为变异型PSP表型(vPSP),并选取46例年龄和性别匹配的健康对照。使用预训练的支持向量机(SVM)对自动MRI容积测定的萎缩轮廓进行分类,以分析T1加权MRI(输出:MRI-SVM-PSP评分)。应用协方差模式分析计算FDG-PET中预定义的PSP相关模式的表达(输出:PET-PSPRP表达评分)。
检测PSP的受试者工作特征曲线下面积在MRI-SVM-PSP评分和PET-PSPRP表达评分之间无差异(p≥0.63):检测所有PSP、PSP-RS和vPSP的曲线下面积分别约为0.90、0.95和0.85。MRI-SVM-PSP评分的特异性比PET-PSPRP表达评分高约13%,敏感性低约15%。决策树模型在整个样本以及仅限于PSP-RS或vPSP时,均选择MRI-SVM-PSP评分作为第一次分支,选择PET-PSPRP表达评分作为MRI-SVM-PSP评分正常亚组的第二次分割。
对于T1加权MRI正常/不确定的疑似PSP患者,FDG-PET具有附加价值,无论PSP表型以及分析PSP典型特征图像的方法如何。