Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan.
Department of Diagnostic Radiology, Tokyo Metropolitan Geriatric Hospital and Institute of Gerontology, Tokyo, Japan.
Eur J Nucl Med Mol Imaging. 2021 Jun;48(6):1833-1841. doi: 10.1007/s00259-020-05168-0. Epub 2021 Jan 3.
We aimed to evaluate the diagnostic performances of quantitative indices obtained from dopamine transporter (DAT) single-photon emission computed tomography (SPECT) and I-metaiodobenzylguanidine (MIBG) scintigraphy for Parkinsonian syndromes (PS) using the classification and regression tree (CART) analysis.
We retrospectively enrolled 216 patients with or without PS, including 80 without PS (NPS) and 136 with PS [90 Parkinson's disease (PD), 21 dementia with Lewy bodies (DLB), 16 progressive supranuclear palsy (PSP), and 9 multiple system atrophy (MSA). The striatal binding ratio (SBR), putamen-to-caudate ratio (PCR), and asymmetry index (AI) were calculated using DAT SPECT. The heart-to-mediastinum uptake ratio (H/M) based on the early (H/M [Early]) and delayed (H/M [Delay]) images and cardiac washout rate (WR) were calculated from MIBG scintigraphy. The CART analysis was used to establish a diagnostic decision tree model for differentiating PS based on these quantitative indices.
The sensitivity, specificity, positive predictive value, negative predictive value, and accuracy were 87.5, 96.3, 93.3, 92.9, and 93.1 for NPS; 91.1, 78.6, 75.2, 92.5, and 83.8 for PD; 57.1, 95.9, 60.0, 95.4, and 92.1 for DLB; and 50.0, 98.0, 66.7, 96.1, and 94.4 for PSP, respectively. The PCR, WR, H/M (Delay), and SBR indices played important roles in the optimal decision tree model, and their feature importance was 0.61, 0.22, 0.11, and 0.05, respectively.
The quantitative indices showed high diagnostic performances in differentiating NPS, PD, DLB, and PSP, but not MSA. Our findings provide useful guidance on how to apply these quantitative indices in clinical practice.
我们旨在使用分类回归树(CART)分析评估多巴胺转运体(DAT)单光子发射计算机断层扫描(SPECT)和碘-间位碘苄胍(MIBG)闪烁显像获得的定量指标在帕金森综合征(PS)中的诊断性能。
我们回顾性纳入了 216 例伴有或不伴有 PS 的患者,其中 80 例无 PS(NPS),136 例有 PS[90 例帕金森病(PD)、21 例路易体痴呆(DLB)、16 例进行性核上性麻痹(PSP)和 9 例多系统萎缩(MSA)]。使用 DAT SPECT 计算纹状体结合比(SBR)、壳核与尾状核比值(PCR)和不对称指数(AI)。根据早期(H/M[早期])和延迟(H/M[延迟])图像计算 MIBG 闪烁显像的心脏与纵隔摄取比(H/M)和心脏清除率(WR)。采用 CART 分析建立基于这些定量指标的 PS 鉴别诊断决策树模型。
NPS 的敏感性、特异性、阳性预测值、阴性预测值和准确率分别为 87.5%、96.3%、93.3%、92.9%和 93.1%;PD 为 91.1%、78.6%、75.2%、92.5%和 83.8%;DLB 为 57.1%、95.9%、60.0%、95.4%和 92.1%;PSP 为 50.0%、98.0%、66.7%、96.1%和 94.4%。PCR、WR、H/M(延迟)和 SBR 指数在最佳决策树模型中起重要作用,其特征重要性分别为 0.61、0.22、0.11 和 0.05。
定量指标在鉴别 NPS、PD、DLB 和 PSP 方面具有较高的诊断性能,但在 MSA 中则不然。我们的研究结果为如何在临床实践中应用这些定量指标提供了有用的指导。