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磁共振动态磁敏感对比灌注指标在成人术前鉴别孤立性小脑幕下肿瘤中的应用

MR dynamic-susceptibility-contrast perfusion metrics in the presurgical discrimination of adult solitary intra-axial cerebellar tumors.

作者信息

Pons-Escoda Albert, Garcia-Ruiz Alonso, Garcia-Hidalgo Clemente, Gil-Solsona Ruben, Naval-Baudin Pablo, Martin-Noguerol Teodoro, Fernandez-Coello Alejandro, Flores-Casaperalta Susanie, Fernandez-Viñas Montserrat, Gago-Ferrero Pablo, Oleaga Laura, Perez-Lopez Raquel, Majos Carles

机构信息

Radiology Department, Hospital Universitari de Bellvitge, Feixa Llarga SN, 08907, L'Hospitalet de Llobregat, Barcelona, Spain.

Neuro-Oncology Unit, Institut d'Investigació Biomedica de Bellvitge, IDIBELL, Barcelona, Spain.

出版信息

Eur Radiol. 2023 Dec;33(12):9120-9129. doi: 10.1007/s00330-023-09892-7. Epub 2023 Jul 13.

Abstract

OBJECTIVES

Adult solitary intra-axial cerebellar tumors are uncommon. Their presurgical differentiation based on neuroimaging is crucial, since management differs substantially. Comprehensive full assessment of MR dynamic-susceptibility-contrast perfusion-weighted imaging (DSC-PWI) may reveal key differences between entities. This study aims to provide new insights on perfusion patterns of these tumors and to explore the potential of DSC-PWI in their presurgical discrimination.

METHODS

Adult patients with a solitary cerebellar tumor on presurgical MR and confirmed histological diagnosis of metastasis, medulloblastoma, hemangioblastoma, or pilocytic astrocytoma were retrospectively retrieved (2008-2023). Volumetric segmentation of tumors and normal-appearing white matter (for normalization) was semi-automatically performed on CE-T1WI and coregistered with DSC-PWI. Mean normalized values per patient tumor-mask of relative cerebral blood volume (rCBV), percentage of signal recovery (PSR), peak height (PH), and normalized time-intensity curves (nTIC) were extracted. Statistical comparisons were done. Then, the dataset was split into training (75%) and test (25%) cohorts and a classifier was created considering nTIC, rCBV, PSR, and PH in the model.

RESULTS

Sixty-eight patients (31 metastases, 13 medulloblastomas, 13 hemangioblastomas, and 11 pilocytic astrocytomas) were included. Relevant differences between tumor types' nTICs were demonstrated. Hemangioblastoma showed the highest rCBV and PH, pilocytic astrocytoma the highest PSR. All parameters showed significant differences on the Kruskal-Wallis tests (p < 0.001). The classifier yielded an accuracy of 98% (47/48) in the training and 85% (17/20) in the test sets.

CONCLUSIONS

Intra-axial cerebellar tumors in adults have singular and significantly different DSC-PWI signatures. The combination of perfusion metrics through data-analysis rendered excellent accuracies in discriminating these entities.

CLINICAL RELEVANCE STATEMENT

In this study, the authors constructed a classifier for the non-invasive imaging presurgical diagnosis of adult intra-axial cerebellar tumors. The resultant tool can be a support for decision-making in the clinical practice and enables optimal personalized patient management.

KEY POINTS

• Adult intra-axial cerebellar tumors exhibit specific, singular, and statistically significant different MR dynamic-susceptibility-contrast perfusion-weighted imaging (DSC-PWI) signatures. • Data-analysis, applied to MR DSC-PWI, could provide added value in the presurgical diagnosis of solitary cerebellar metastasis, medulloblastoma, hemangioblastoma, and pilocytic astrocytoma. • A classifier based on DSC-PWI metrics yields excellent accuracy rates and could be used as a support tool for radiologic diagnosis with clinician-friendly displays.

摘要

目的

成人孤立性小脑幕内肿瘤并不常见。术前基于神经影像学进行鉴别诊断至关重要,因为治疗方法差异很大。对磁共振动态磁敏感对比灌注加权成像(DSC-PWI)进行全面评估可能会揭示不同肿瘤实体之间的关键差异。本研究旨在提供有关这些肿瘤灌注模式的新见解,并探讨DSC-PWI在其术前鉴别诊断中的潜力。

方法

回顾性检索2008年至2023年术前磁共振检查发现孤立性小脑肿瘤且经组织学确诊为转移瘤、髓母细胞瘤、血管母细胞瘤或毛细胞型星形细胞瘤的成年患者。在增强T1加权成像(CE-T1WI)上对肿瘤和正常白质(用于标准化)进行体积分割,并与DSC-PWI图像配准。提取每位患者肿瘤区域的相对脑血容量(rCBV)、信号恢复百分比(PSR)、峰值高度(PH)和标准化时间-强度曲线(nTIC)的平均标准化值。进行统计学比较。然后,将数据集分为训练组(75%)和测试组(25%),并在模型中考虑nTIC、rCBV、PSR和PH创建一个分类器。

结果

纳入68例患者(31例转移瘤、13例髓母细胞瘤、13例血管母细胞瘤和11例毛细胞型星形细胞瘤)。结果显示不同肿瘤类型的nTIC存在显著差异。血管母细胞瘤的rCBV和PH最高,毛细胞型星形细胞瘤的PSR最高。所有参数在Kruskal-Wallis检验中均显示出显著差异(p<0.001)。该分类器在训练集中的准确率为98%(47/48),在测试集中的准确率为85%(17/20)。

结论

成人小脑幕内肿瘤具有独特且显著不同的DSC-PWI特征。通过数据分析将灌注指标相结合,在鉴别这些肿瘤实体时具有很高的准确率。

临床相关性声明

在本研究中,作者构建了一个用于成人小脑幕内肿瘤术前无创成像诊断的分类器。所得工具可为临床实践中的决策提供支持,并实现最佳的个性化患者管理。

关键点

• 成人小脑幕内肿瘤表现出特定、独特且具有统计学显著差异的磁共振动态磁敏感对比灌注加权成像(DSC-PWI)特征。• 应用于磁共振DSC-PWI的数据分析可为孤立性小脑转移瘤、髓母细胞瘤、血管母细胞瘤和毛细胞型星形细胞瘤的术前诊断提供附加价值。• 基于DSC-PWI指标的分类器具有很高的准确率,可作为一种支持工具用于放射学诊断,并具有临床医生友好的显示界面。

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