diffuse astrocytic glioma

  • 文章类型: Journal Article
    目的:2021年,WHO中枢神经系统(CNS)肿瘤分类标准增加了弥漫性星形胶质细胞瘤的诊断,IDH野生型,具有胶质母细胞瘤的分子特征,世卫组织4级(DAG-G)。尽管组织学分级较低,但DAG-G可能表现出胶质母细胞瘤(GBM)的侵袭性和恶性。因此,精确的术前诊断可以帮助神经外科医生制定更精细的个性化治疗计划。本研究旨在建立基于术前MRI影像组学的DAG-G无创鉴别预测模型。
    方法:华山医院经病理证实的脑胶质瘤患者,复旦大学,对2019年9月至2021年7月间的数据进行回顾性分析。此外,利用武汉协和医院和徐州市肿瘤医院的两个外部验证数据集来验证预测模型的可靠性和准确性。使用半自动工具ITK-SNAP(4.0.0版)在患者的术前MRI图像上描绘了两个感兴趣区域(ROI),分别命名为最大异常区域(ROI1)和肿瘤区域(ROI2),应用Pyradiomics3.0进行特征提取。使用最小绝对收缩和选择算子(LASSO)滤波器和Spearman相关系数进行特征选择。六个分类器,包括高斯朴素贝叶斯(GNB),K-最近邻(KNN),随机森林(RF),自适应提升(AB),以及具有线性核和多层感知器(MLP)的支持向量机(SVM),用于构建预测模型,并通过五次交叉验证评估了六个分类器的预测性能。此外,使用曲线下面积(AUC)评估预测模型的性能,精度(PRE),和其他指标。
    结果:根据纳入和排除标准,172例2-3级星形细胞瘤患者最终纳入研究,共有44例患者符合DAG-G的诊断。在DAG-G的预测任务中,GNB分类器的平均AUC为0.74±0.07,KNN分类器为0.89±0.04,RF分类器为0.96±0.03,AB分类器为0.97±0.02,SVM分类器为0.88±0.05,MLP分类器为0.91±0.03,其中,AB分类器取得了最好的预测性能。此外,AB分类器在武汉协和医院和徐州肿瘤医院获得的两个外部验证数据集中获得的AUC分别为0.91和0.89,分别。
    结论:本研究建立的基于术前MRI影像组学的预测模型基本可以实现前瞻性,非侵入性,和DAG-G的准确诊断,这对进一步优化此类患者的治疗计划具有重要意义,包括扩大手术范围和积极进行放射治疗,靶向治疗,或手术后的其他治疗,从根本上最大限度地提高患者的预后。
    OBJECTIVE: In 2021, the WHO central nervous system (CNS) tumor classification criteria added the diagnosis of diffuse astrocytic glioma, IDH wild-type, with molecular features of glioblastoma, WHO grade 4 (DAG-G). DAG-G may exhibit the aggressiveness and malignancy of glioblastoma (GBM) despite the lower histological grade, and thus a precise preoperative diagnosis can help neurosurgeons develop more refined individualized treatment plans. This study aimed to establish a predictive model for the non-invasive identification of DAG-G based on preoperative MRI radiomics.
    METHODS: Patients with pathologically confirmed glioma in Huashan Hospital, Fudan University, between September 2019 and July 2021 were retrospectively analyzed. Furthermore, two external validation datasets from Wuhan Union Hospital and Xuzhou Cancer Hospital were also utilized to verify the reliability and accuracy of the prediction model. Two regions of interest (ROI) were delineated on the preoperative MRI images of the patients using the semi-automatic tool ITK-SNAP (version 4.0.0), which were named the maximum anomaly region (ROI1) and the tumor region (ROI2), and Pyradiomics 3.0 was applied for feature extraction. Feature selection was performed using a least absolute shrinkage and selection operator (LASSO) filter and a Spearman correlation coefficient. Six classifiers, including Gauss naive Bayes (GNB), K-nearest neighbors (KNN), Random forest (RF), Adaptive boosting (AB), and Support vector machine (SVM) with linear kernel and multilayer perceptron (MLP), were used to build the prediction models, and the prediction performance of the six classifiers was evaluated by fivefold cross-validation. Moreover, the performance of prediction models was evaluated using area under the curve (AUC), precision (PRE), and other metrics.
    RESULTS: According to the inclusion and exclusion criteria, 172 patients with grade 2-3 astrocytoma were finally included in the study, and a total of 44 patients met the diagnosis of DAG-G. In the prediction task of DAG-G, the average AUC of GNB classifier was 0.74 ± 0.07, that of KNN classifier was 0.89 ± 0.04, that of RF classifier was 0.96 ± 0.03, that of AB classifier was 0.97 ± 0.02, that of SVM classifier was 0.88 ± 0.05, and that of MLP classifier was 0.91 ± 0.03, among which, AB classifier achieved the best prediction performance. In addition, the AB classifier achieved AUCs of 0.91 and 0.89 in two external validation datasets obtained from Wuhan Union Hospital and Xuzhou Cancer Hospital, respectively.
    CONCLUSIONS: The prediction model constructed based on preoperative MRI radiomics established in this study can basically realize the prospective, non-invasive, and accurate diagnosis of DAG-G, which is of great significance to help further optimize treatment plans for such patients, including expanding the extent of surgery and actively administering radiotherapy, targeted therapy, or other treatments after surgery, to fundamentally maximize the prognosis of patients.
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  • 文章类型: Journal Article
    目的:坏死或微血管增生以前是胶质母细胞瘤(GBM)诊断的标志。2021年WHO分类现在将没有胶质母细胞瘤组织学特征的IDH野生型弥漫性星形胶质细胞瘤(否则将被分类为2级或3级)视为分子GBM(molGBM),如果它们具有以下任何分子异常:TERT启动子突变,EGFR扩增,或染色体+7/-10拷贝变化。我们假设这些肿瘤是早期组织学GBM,最终会发展出经典的组织学特征。
    方法:回顾性分析了2017年11月至2021年10月在我们机构的三个三级护理中心诊断为molGBM的65例连续患者的病历。本研究仅包括因肿瘤复发而接受再次手术且其组织在最初诊断和复发时可用的患者。详细的临床,组织病理学,并介绍了射线照相方案。
    结果:5例患者纳入我们的最终队列。3例(60%)患者因原发部位复发而接受了再次手术,2例(40%)因远端复发而接受了再次手术。4例(80%)患者在最初诊断时没有微血管增生和假性面带坏死,但在复发时出现。射线照相,所有肿瘤都表现出对比增强,然而,在最初诊断时,它们均未显示GBM的经典影像学特征。
    结论:在本手稿中,我们提供了一个假设的初步数据,即molGBM是在疾病自然史早期诊断的早期组织学GBM,最终会发生坏死和微血管增生。需要进一步的相关研究来支持这一假设。
    OBJECTIVE: The presence of necrosis or microvascular proliferation was previously the hallmark for glioblastoma (GBM) diagnosis. The 2021 WHO classification now considers IDH-wildtype diffuse astrocytic tumors without the histological features of glioblastoma (that would have otherwise been classified as grade 2 or 3) as molecular GBM (molGBM) if they harbor any of the following molecular abnormalities: TERT promoter mutation, EGFR amplification, or chromosomal + 7/-10 copy changes. We hypothesize that these tumors are early histological GBM and will eventually develop the classic histological features.
    METHODS: Medical records from 65 consecutive patients diagnosed with molGBM at three tertiary-care centers from our institution were retrospectively reviewed from November 2017-October 2021. Only patients who underwent reoperation for tumor recurrence and whose tissue at initial diagnosis and recurrence was available were included in this study. The detailed clinical, histopathological, and radiographic scenarios are presented.
    RESULTS: Five patients were included in our final cohort. Three (60%) patients underwent reoperation for recurrence in the primary site and 2 (40%) underwent reoperation for distal recurrence. Microvascular proliferation and pseudopalisading necrosis were absent at initial diagnosis but present at recurrence in 4 (80%) patients. Radiographically, all tumors showed contrast enhancement, however none of them showed the classic radiographic features of GBM at initial diagnosis.
    CONCLUSIONS: In this manuscript we present preliminary data for a hypothesis that molGBMs are early histological GBMs diagnosed early in their natural history of disease and will eventually develop necrosis and microvascular proliferation. Further correlative studies are needed in support of this hypothesis.
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  • 文章类型: Journal Article
    目的:胶质母细胞瘤(GBM)的组织学诊断是通过坏死或微血管增生(histGBM)的存在来确定的。2021年WHO分类现在将没有胶质母细胞瘤组织学特征的IDH野生型弥漫性星形胶质细胞瘤(否则将被分类为2级或3级)视为分子GBM(molGBM,WHO4级)如果它们具有以下任何分子异常:TERT启动子突变,EGFR扩增,或染色体+7/-10拷贝变化。这项研究的目的是探索和比较histGBM和molGBM之间的生存结果。
    方法:2017年11月至2021年10月在我们机构的三个三级护理学术中心诊断为GBM的患者的病历。仅包括接受辅助放化疗的患者。未进行分子特征检测或具有IDH突变的患者被排除。进行单变量和多变量分析以评估无进展(PFS)和总体生存(OS)。
    结果:包括708例连续患者;643例histGBM和65例molGBM。中位PFS分别为8个月(histGBM)和13个月(molGBM)(p=0.0237),中位OS分别为21个月(histGBM)和26个月(molGBM)(p=0.435)。对molGBM亚组的多变量分析显示,如果MRI上有对比增强,PFS更差(HR6.224[CI95%2.187-17.714],p<0.001)和MGMT甲基化患者的PFS(HR0.026[CI95%0.065-0.655],p=0.007)。
    结论:与histGBM相比,moleGBM具有相似的OS,但PFS明显更长。对比增强和MGMT甲基化的存在似乎会影响该肿瘤子集的临床行为。
    OBJECTIVE: Histological diagnosis of glioblastoma (GBM) was determined by the presence of necrosis or microvascular proliferation (histGBM). The 2021 WHO classification now considers IDH-wildtype diffuse astrocytic tumors without the histological features of glioblastoma (that would have otherwise been classified as grade 2 or 3) as molecular GBM (molGBM, WHO grade 4) if they harbor any of the following molecular abnormalities: TERT promoter mutation, EGFR amplification, or chromosomal + 7/- 10 copy changes. The objective of this study was to explore and compare the survival outcomes between histGBM and molGBM.
    METHODS: Medical records for patients diagnosed with GBM at the three tertiary care academic centers of our institution from November 2017 to October 2021. Only patients who underwent adjuvant chemoradiation were included. Patients without molecular feature testing or with an IDH mutation were excluded. Univariable and multivariable analyses were performed to evaluate progression-free (PFS) and overall- survival (OS).
    RESULTS: 708 consecutive patients were included; 643 with histGBM and 65 with molGBM. Median PFS was 8 months (histGBM) and 13 months (molGBM) (p = 0.0237) and median OS was 21 months (histGBM) versus 26 months (molGBM) (p = 0.435). Multivariable analysis on the molGBM sub-group showed a worse PFS if there was contrast enhancement on MRI (HR 6.224 [CI 95% 2.187-17.714], p < 0.001) and a superior PFS on patients with MGMT methylation (HR 0.026 [CI 95% 0.065-0.655], p = 0.007).
    CONCLUSIONS: molGBM has a similar OS but significantly longer PFS when compared to histGBM. The presence of contrast enhancement and MGMT methylation seem to affect the clinical behavior of this subset of tumors.
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  • 文章类型: Journal Article
    OBJECTIVE: In 2018, cIMPACT-NOW update 3 concluded that WHO grade II/III IDH-wildtype diffuse astrocytomas that contain TERT promoter mutations, chromosome 7 gain/10 loss, and/or EGFR amplification, correspond to a WHO grade IV diagnosis and should be classified as Diffuse astrocytic glioma, IDH-wildtype, with molecular features of glioblastoma, WHO grade IV (DAG-G). We present a single-institution series of patients with DAG-G and IDH-mutant astrocytomas and compare their clinical, molecular, and radiographic characteristics.
    METHODS: Patient data was retrospectively extracted from the EMR for all patients undergoing surgical biopsy/resection of a diffuse astrocytoma at our institution from 2018 to 2020. Clinical presentation, molecular alterations, radiographic appearance, surgery, and survival were reviewed for each patient.
    RESULTS: Six DAG-G patients were identified in our cohort. All patients had diffuse disease, and presented with expansile, T2 hyperintense lesions with minimal enhancement. Compared to patients with classic IDH-mutant astrocytomas, mean age for DAG-G patients was older (68 vs 33 years, p < 0.0001), tumors were more diffuse (p = 0.02), with patients more likely to present with focal deficits and receive a biopsy only (p = 0.005). Overall survival was significantly shorter for DAG-G patients (p = 0.03).
    CONCLUSIONS: Patients with DAG-G are more likely to be older than typical IDH-mutant diffuse astrocytoma patients. They are more likely to present with tumors in a diffuse pattern with focal deficits. When such patients are encountered, prompt biopsy/resection to confirm the diagnosis and immediate initiation of adjuvant therapy is recommended, as the disease progression and overall prognosis is similar to glioblastoma.
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