Department of Neurosurgery, Omics Laboratory, Hermelin Brain Tumor Center, Henry Ford Health, Detroit, MI, USA.
Department of Public Health, Biostatistics, Henry Ford Health, Detroit, MI, USA.
Nat Commun. 2023 Sep 13;14(1):5669. doi: 10.1038/s41467-023-41434-z.
Recurrence of meningiomas is unpredictable by current invasive methods based on surgically removed specimens. Identification of patients likely to recur using noninvasive approaches could inform treatment strategy, whether intervention or monitoring. In this study, we analyze the DNA methylation levels in blood (serum and plasma) and tissue samples from 155 meningioma patients, compared to other central nervous system tumor and non-tumor entities. We discover DNA methylation markers unique to meningiomas and use artificial intelligence to create accurate and universal models for identifying and predicting meningioma recurrence, using either blood or tissue samples. Here we show that liquid biopsy is a potential noninvasive and reliable tool for diagnosing and predicting outcomes in meningioma patients. This approach can improve personalized management strategies for these patients.
脑膜瘤的复发是不可预测的,目前的侵入性方法是基于手术切除的标本。使用非侵入性方法识别可能复发的患者可以为治疗策略提供信息,无论是干预还是监测。在这项研究中,我们分析了 155 名脑膜瘤患者的血液(血清和血浆)和组织样本中的 DNA 甲基化水平,与其他中枢神经系统肿瘤和非肿瘤实体进行了比较。我们发现了脑膜瘤特有的 DNA 甲基化标记物,并使用人工智能创建了准确且通用的模型,用于识别和预测脑膜瘤的复发,无论是使用血液还是组织样本。在这里,我们表明液体活检是一种潜在的非侵入性和可靠的工具,可用于诊断和预测脑膜瘤患者的预后。这种方法可以改善这些患者的个性化管理策略。