Pons-Escoda Albert, Garcia-Ruiz Alonso, Naval-Baudin Pablo, Martinez-Zalacain Ignacio, Castell Josep, Camins Angels, Vidal Noemi, Bruna Jordi, Cos Monica, Perez-Lopez Raquel, Oleaga Laura, Warnert Esther, Smits Marion, Majos Carles
Radiology Department, Feixa Llarga SN, Hospital Universitari de Bellvitge, 08907, Barcelona, Spain.
Neuro-oncology Unit, Feixa Llarga SN, Institut d'Investigació Biomèdica de Bellvitge- IDIBELL, 08907, Barcelona, Spain.
Eur Radiol. 2024 Aug;34(8):5320-5330. doi: 10.1007/s00330-024-10611-z. Epub 2024 Jan 29.
Presurgical differentiation between astrocytomas and oligodendrogliomas remains an unresolved challenge in neuro-oncology. This research aims to provide a comprehensive understanding of each tumor's DSC-PWI signatures, evaluate the discriminative capacity of cerebral blood volume (CBV) and percentage of signal recovery (PSR) percentile values, and explore the synergy of CBV and PSR combination for pre-surgical differentiation.
Patients diagnosed with grade 2 and 3 IDH-mutant astrocytomas and IDH-mutant 1p19q-codeleted oligodendrogliomas were retrospectively retrieved (2010-2022). 3D segmentations of each tumor were conducted, and voxel-level CBV and PSR were extracted to compute mean, minimum, maximum, and percentile values. Statistical comparisons were performed using the Mann-Whitney U test and the area under the receiver operating characteristic curve (AUC-ROC). Lastly, the five most discriminative variables were combined for classification with internal cross-validation.
The study enrolled 52 patients (mean age 45-year-old, 28 men): 28 astrocytomas and 24 oligodendrogliomas. Oligodendrogliomas exhibited higher CBV and lower PSR than astrocytomas across all metrics (e.g., mean CBV = 2.05 and 1.55, PSR = 0.68 and 0.81 respectively). The highest AUC-ROCs and the smallest p values originated from CBV and PSR percentiles (e.g., PSRp70 AUC-ROC = 0.84 and p value = 0.0005, CBVp75 AUC-ROC = 0.8 and p value = 0.0006). The mean, minimum, and maximum values yielded lower results. Combining the best five variables (PSRp65, CBVp70, PSRp60, CBVp75, and PSRp40) achieved a mean AUC-ROC of 0.87 for differentiation.
Oligodendrogliomas exhibit higher CBV and lower PSR than astrocytomas, traits that are emphasized when considering percentiles rather than mean or extreme values. The combination of CBV and PSR percentiles results in promising classification outcomes.
The combination of histogram-derived percentile values of cerebral blood volume and percentage of signal recovery from DSC-PWI enhances the presurgical differentiation between astrocytomas and oligodendrogliomas, suggesting that incorporating these metrics into clinical practice could be beneficial.
• The unsupervised selection of percentile values for cerebral blood volume and percentage of signal recovery enhances presurgical differentiation of astrocytomas and oligodendrogliomas. • Oligodendrogliomas exhibit higher cerebral blood volume and lower percentage of signal recovery than astrocytomas. • Cerebral blood volume and percentage of signal recovery combined provide a broader perspective on tumor vasculature and yield promising results for this preoperative classification.
术前鉴别星形细胞瘤和少突胶质细胞瘤仍是神经肿瘤学中一个尚未解决的挑战。本研究旨在全面了解每种肿瘤的动态对比增强灌注加权成像(DSC-PWI)特征,评估脑血容量(CBV)和信号恢复百分比(PSR)百分位数的鉴别能力,并探索CBV和PSR联合用于术前鉴别的协同作用。
回顾性纳入2010年至2022年期间诊断为2级和3级异柠檬酸脱氢酶(IDH)突变型星形细胞瘤以及IDH突变型1p19q共缺失少突胶质细胞瘤的患者。对每个肿瘤进行三维分割,提取体素水平的CBV和PSR,计算其均值、最小值、最大值和百分位数。采用曼-惠特尼U检验和受试者操作特征曲线下面积(AUC-ROC)进行统计学比较。最后,将五个最具鉴别力的变量组合进行分类,并进行内部交叉验证。
该研究纳入了52例患者(平均年龄45岁,男性28例):28例星形细胞瘤和24例少突胶质细胞瘤。在所有指标上,少突胶质细胞瘤的CBV均高于星形细胞瘤,而PSR低于星形细胞瘤(例如,平均CBV分别为2.05和1.55,PSR分别为0.68和0.81)。最高的AUC-ROC和最小的p值来自CBV和PSR百分位数(例如,PSR第70百分位数的AUC-ROC = 0.84,p值 = 0.0005;CBV第75百分位数的AUC-ROC = 0.8,p值 = 0.0006)。均值、最小值和最大值的结果较低。将五个最佳变量(PSR第65百分位数、CBV第70百分位数、PSR第60百分位数、CBV第75百分位数和PSR第40百分位数)组合用于鉴别,平均AUC-ROC为0.87。
少突胶质细胞瘤的CBV高于星形细胞瘤,PSR低于星形细胞瘤,在考虑百分位数而非均值或极值时,这些特征更为突出。CBV和PSR百分位数的联合产生了有前景的分类结果。
脑血容量直方图衍生的百分位数与DSC-PWI信号恢复百分比的联合增强了星形细胞瘤和少突胶质细胞瘤的术前鉴别,表明将这些指标纳入临床实践可能有益。
• 脑血容量和信号恢复百分比百分位数的无监督选择增强了星形细胞瘤和少突胶质细胞瘤的术前鉴别。• 少突胶质细胞瘤的脑血容量高于星形细胞瘤,信号恢复百分比低于星形细胞瘤。• 脑血容量和信号恢复百分比联合提供了关于肿瘤血管系统的更广阔视角,并为这种术前分类产生了有前景的结果。