Nicoletti G, Caligiuri M E, Cherubini A, Morelli M, Novellino F, Arabia G, Salsone M, Quattrone A
From the Institute of Bioimaging and Molecular Physiology (G.N., M.E.C., A.C., F.N., M.S., A.Q.), National Research Council, Catanzaro, Italy
From the Institute of Bioimaging and Molecular Physiology (G.N., M.E.C., A.C., F.N., M.S., A.Q.), National Research Council, Catanzaro, Italy.
AJNR Am J Neuroradiol. 2017 Mar;38(3):523-530. doi: 10.3174/ajnr.A5048. Epub 2016 Dec 29.
The superior cerebellar peduncle is damaged in progressive supranuclear palsy. However, alterations differ between progressive supranuclear palsy with Richardson syndrome and progressive supranuclear palsy-parkinsonism. In this study, we propose an automated tool for superior cerebellar peduncle integrity assessment and test its performance in patients with progressive supranuclear palsy with Richardson syndrome, progressive supranuclear palsy-parkinsonism, Parkinson disease, and healthy controls.
Structural and diffusion MRI was performed in 21 patients with progressive supranuclear palsy with Richardson syndrome, 9 with progressive supranuclear palsy-parkinsonism, 20 with Parkinson disease, and 30 healthy subjects. In a fully automated pipeline, the left and right superior cerebellar peduncles were first identified on MR imaging by using a tractography-based atlas of white matter tracts; subsequently, volume, mean diffusivity, and fractional anisotropy were extracted from superior cerebellar peduncles. These measures were compared across groups, and their discriminative power in differentiating patients was evaluated in a linear discriminant analysis.
Compared with those with Parkinson disease and controls, patients with progressive supranuclear palsy with Richardson syndrome showed alterations of all superior cerebellar peduncle metrics (decreased volume and fractional anisotropy, increased mean diffusivity). Patients with progressive supranuclear palsy-parkinsonism had smaller volumes than those with Parkinson disease and controls and lower fractional anisotropy than those with Parkinson disease. Patients with progressive supranuclear palsy with Richardson syndrome had significantly altered fractional anisotropy and mean diffusivity in the left superior cerebellar peduncle compared with those with progressive supranuclear palsy-parkinsonism. Discriminant analysis with the sole use of significant variables separated progressive supranuclear palsy-parkinsonism from progressive supranuclear palsy with Richardson syndrome with 70% accuracy and progressive supranuclear palsy-parkinsonism from Parkinson disease with 74% accuracy.
We demonstrate the feasibility of an automated approach for extracting multimodal MR imaging metrics from the superior cerebellar peduncle in healthy subjects and patients with parkinsonian. We provide evidence that structural and diffusion measures of the superior cerebellar peduncle might be valuable for computer-aided diagnosis of progressive supranuclear palsy subtypes and for differentiating patients with progressive supranuclear palsy-parkinsonism from with those with Parkinson disease.
进行性核上性麻痹患者的小脑上脚会受损。然而,理查森综合征型进行性核上性麻痹和帕金森型进行性核上性麻痹的改变有所不同。在本研究中,我们提出一种用于评估小脑上脚完整性的自动化工具,并在理查森综合征型进行性核上性麻痹、帕金森型进行性核上性麻痹、帕金森病患者及健康对照中测试其性能。
对21例理查森综合征型进行性核上性麻痹患者、9例帕金森型进行性核上性麻痹患者、20例帕金森病患者及30名健康受试者进行了结构和扩散磁共振成像检查。在一个完全自动化的流程中,首先通过基于纤维束成像的白质纤维束图谱在磁共振成像上识别出左右小脑上脚;随后,从小脑上脚提取体积、平均扩散率和各向异性分数。对这些指标进行组间比较,并在线性判别分析中评估其区分患者的能力。
与帕金森病患者和对照组相比,理查森综合征型进行性核上性麻痹患者的所有小脑上脚指标均有改变(体积和各向异性分数降低,平均扩散率升高)。帕金森型进行性核上性麻痹患者的体积小于帕金森病患者和对照组,各向异性分数低于帕金森病患者。与帕金森型进行性核上性麻痹患者相比,理查森综合征型进行性核上性麻痹患者左小脑上脚的各向异性分数和平均扩散率有显著改变。仅使用显著变量进行判别分析时,区分帕金森型进行性核上性麻痹和理查森综合征型进行性核上性麻痹的准确率为70%,区分帕金森型进行性核上性麻痹和帕金森病的准确率为74%。
我们证明了一种从健康受试者和帕金森病患者的小脑上脚提取多模态磁共振成像指标的自动化方法的可行性。我们提供的证据表明,小脑上脚的结构和扩散测量指标可能对进行性核上性麻痹亚型的计算机辅助诊断以及区分帕金森型进行性核上性麻痹患者和帕金森病患者具有重要价值。