F.3 Multicentre prospective validation of integrated molecular classification of meningiomas and prediction of recurrence risk using DNA methylation

JZ Wang, V. Patil, A. Landry, C. Gui, A. Ajisebutu, C Wilson, A. Cohen Gadol, A. Rebchuk, S. Makarenko, S. Yip, K. Aldape, F. Nassiri, G. Zadeh
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Abstract

Background: Meningiomas have significant heterogeneity between patients, making prognostication challenging. For this study, we prospectively validate the prognostic capabilities of a DNA methylation-based predictor and multiomic molecular groups (MG) of meningiomas. Methods: DNA methylation profiles were generated using the Illumina EPICarray. MG were assigned as previously published. Performance of our methylation-based predictor and MG were compared with WHO grade using generalized boosted regression modeling by generating time-dependent receiver operating characteristic (ROC) curves and computing area under the ROC curves (AUCs) along with their 95% confidence interval using bootstrap resampling. Results: 295 meningiomas treated from 2018-2021 were included. Methylation-defined high-risk meningiomas had significantly poorer PFS and OS compared to low-risk cases (p<0.0001). Methylation risk increased with higher WHO grade and MG. Higher methylome risk (HR 4.89, 95%CI 2.02-11.82) and proliferative MG (HR 4.11, 95%CI 1.29-13.06) were associated with significantly worse PFS independent of WHO grade, extent of resection, and adjuvant RT. Both methylome-risk and MG classification predicted 3- and 5-year PFS and OS more accurately than WHO grade alone (ΔAUC=0.10-0.23). 42 cases were prescribed adjuvant RT prospectively although RT did not significantly improve PFS in high-risk cases (p=0.41). Conclusions: Molecular profiling outperforms conventional WHO grading for prognostication in an independent, prospectively collected cohort of meningiomas.
F.3 脑膜瘤综合分子分类的多中心前瞻性验证以及利用DNA甲基化预测复发风险
背景:脑膜瘤患者之间存在明显的异质性,这使得预后判断具有挑战性。在这项研究中,我们前瞻性地验证了基于DNA甲基化的预测因子和脑膜瘤多组分子组(MG)的预后能力。研究方法使用 Illumina EPICarray 生成 DNA 甲基化图谱。MG的分配与之前发表的一样。通过广义提升回归模型,生成与时间相关的接收者操作特征曲线(ROC),计算ROC曲线下面积(AUC)及其95%置信区间,并使用自引导重采样将我们基于甲基化的预测因子和MG的性能与WHO分级进行比较。结果:纳入了2018-2021年治疗的295例脑膜瘤。与低风险病例相比,甲基化定义的高风险脑膜瘤的PFS和OS明显较差(P<0.0001)。甲基化风险随着WHO分级和MG的升高而增加。较高的甲基化组风险(HR 4.89,95%CI 2.02-11.82)和增生性 MG(HR 4.11,95%CI 1.29-13.06)与较差的 PFS 相关,与 WHO 分级、切除范围和辅助 RT 无关。甲基化组风险和MG分级预测3年和5年的PFS和OS都比单独预测WHO分级更准确(ΔAUC=0.10-0.23)。42例病例接受了前瞻性辅助RT治疗,尽管RT并未显著改善高风险病例的PFS(P=0.41)。结论在独立、前瞻性收集的脑膜瘤队列中,分子图谱在预后判断方面优于传统的WHO分级。
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