Häger Wille, Lazzeroni Marta, Astaraki Mehdi, Toma-Daşu Iuliana
Department of Physics, Stockholm University, Stockholm, Sweden.
Department of Oncology and Pathology, Karolinska Institute, Stockholm, Sweden.
Adv Radiat Oncol. 2022 May 5;7(5):100987. doi: 10.1016/j.adro.2022.100987. eCollection 2022 Sep-Oct.
High-grade glioma (HGG) is a common form of malignant primary brain cancer with poor prognosis. The diffusive nature of HGGs implies that tumor cell invasion of normal tissue extends several centimeters away from the visible gross tumor volume (GTV). The standard methodology for clinical volume target (CTV) delineation is to apply a 2- to 3-cm margin around the GTV. However, tumor recurrence is extremely frequent. The purpose of this paper was to introduce a framework and computational model for the prediction of normal tissue HGG cell invasion and to investigate the agreement of the conventional CTV delineation with respect to the predicted tumor invasion.
A model for HGG cell diffusion and proliferation was implemented and used to assess the tumor invasion patterns for 112 cases of HGGs. Normal brain structures and tissues as well as the GTVs visible on diagnostic images were delineated using automated methods. The volumes encompassed by different tumor cell concentration isolines calculated using the model for invasion were compared with the conventionally delineated CTVs, and the differences were analyzed. The 3-dimensional-Hausdorff distance between the CTV and the volumes encompassed by various isolines was also calculated.
In 50% of cases, the CTV failed to encompass regions containing tumor cell concentrations of 614 cells/mm³ or greater. In 84% of cases, the lowest cell concentration completely encompassed by the CTV was ≥1 cell/mm³. In the remaining 16%, the CTV overextended into normal tissue. The Hausdorff distance was on average comparable to the CTV margin.
The standard methodology for CTV delineation appears to be inconsistent with HGG invasion patterns in terms of size and shape. Tumor invasion modeling could therefore be useful in assisting in the CTV delineation for HGGs.
高级别胶质瘤(HGG)是一种常见的原发性恶性脑癌,预后较差。HGG的扩散特性意味着肿瘤细胞对正常组织的侵袭会延伸至距离可见大体肿瘤体积(GTV)数厘米远的地方。临床靶区(CTV)勾画的标准方法是在GTV周围施加2至3厘米的边界。然而,肿瘤复发极为频繁。本文的目的是引入一个预测正常组织中HGG细胞侵袭的框架和计算模型,并研究传统CTV勾画与预测的肿瘤侵袭情况的一致性。
实施了一个HGG细胞扩散和增殖模型,并用于评估112例HGG的肿瘤侵袭模式。使用自动化方法勾画正常脑结构和组织以及诊断图像上可见的GTV。将使用侵袭模型计算的不同肿瘤细胞浓度等值线所包含的体积与传统勾画的CTV进行比较,并分析差异。还计算了CTV与各种等值线所包含体积之间的三维豪斯多夫距离。
在50%的病例中,CTV未能涵盖肿瘤细胞浓度≥614个细胞/mm³的区域。在84%的病例中,CTV完全涵盖的最低细胞浓度≥1个细胞/mm³。在其余16%的病例中,CTV过度延伸至正常组织。豪斯多夫距离平均与CTV边界相当。
就大小和形状而言,CTV勾画的标准方法似乎与HGG的侵袭模式不一致。因此,肿瘤侵袭建模可能有助于辅助HGG的CTV勾画。