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通过无监督机器学习对罕见脑肿瘤进行分类:通过一个 IDH 野生型胶质母细胞瘤的不寻常病例说明深度甲基化和拷贝数分析的临床意义。

Differentiation of rare brain tumors through unsupervised machine learning: Clinical significance of in-depth methylation and copy number profiling illustrated through an unusual case of IDH wildtype glioblastoma.

出版信息

Clin Neuropathol. 2021 Jan-Feb;40(1):17-24. doi: 10.5414/NP301305.

DOI:10.5414/NP301305
PMID:32870144
Abstract

Methylation profiling has become a mainstay in brain tumor diagnostics since the introduction of the first publicly available classification tool by the German Cancer Research Center in 2017. We demonstrate the capability of this system through an example of a rare case of IDH wildtype glioblastoma diagnosed in a patient previously treated for T-cell acute lymphoblastic leukemia. Our novel in-house diagnostic tool EpiDiP provided hints arguing against a radiation-induced tumor, identified a novel recurrent genetic aberration, and thus informed about a potential therapeutic target.

摘要

自 2017 年德国癌症研究中心推出首个公开可用的分类工具以来,甲基化分析已成为脑肿瘤诊断的主要手段。我们通过一个罕见的 IDH 野生型胶质母细胞瘤病例来说明该系统的能力,该病例是在一名曾接受 T 细胞急性淋巴细胞白血病治疗的患者中诊断出来的。我们新的内部诊断工具 EpiDiP 提供了一些线索,表明这不是一个辐射诱导的肿瘤,还鉴定了一种新的复发性遗传异常,从而为潜在的治疗靶点提供了信息。

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