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通过算法推导的分子通路是人类胶质瘤的有效分级和生存生物标志物。

Algorithmically Deduced Molecular Pathway Is a Potent Grade and Survival Biomarker of Human Gliomas.

作者信息

Zolotovskaia Marianna, Tkachev Victor, Sorokin Maxim, Garazha Andrew, Kim Ella, Kantelhardt Sven Rainer, Bikar Sven-Ernö, Zottel Alja, Šamec Neja, Kuzmin Denis, Sprang Bettina, Moisseev Alexey, Giese Alf, Efimov Victor, Jovčevska Ivana, Buzdin Anton

机构信息

Omicsway Corp., Walnut, CA 91789, USA.

Moscow Institute of Physics and Technology, Dolgoprudny 141701, Russia.

出版信息

Cancers (Basel). 2021 Aug 16;13(16):4117. doi: 10.3390/cancers13164117.

DOI:10.3390/cancers13164117
PMID:34439271
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8394245/
Abstract

Gliomas are the most common malignant brain tumors with high mortality rates. Recently we showed that the gene has a role in glioblastoma progression. Here we reconstructed the molecular pathway using the human interactome model. We assessed the biomarker capacity of expression and its pathway as the overall survival (OS) and progression-free survival (PFS) biomarkers. To this end, we used three literature and one experimental RNA sequencing datasets collectively covering 566 glioblastomas (GBM) and 1097 low-grade gliomas (LGG). The activation level of deduced pathway showed strong biomarker characteristics and significantly outperformed the expression level itself. For all relevant datasets, it could robustly discriminate GBM and LGG ( < 1.63 × 10, AUC > 0.74). High pathway activation level was associated with poor OS in LGG ( < 0.001), and low PFS in LGG ( < 0.001) and GBM ( < 0.05). pathway activation level was poor prognosis biomarker for OS ( < 0.05) and PFS ( < 0.05) in LGG with mutation, for PFS in LGG with wild type ( < 0.001) and mutant with 1p/19q codeletion( < 0.05), in GBM with unmethylated ( < 0.05), and in GBM with wild type ( < 0.05). Thus, we conclude that the activation level of the pathway is a potent new-generation diagnostic and prognostic biomarker for multiple molecular subtypes of GBM and LGG.

摘要

神经胶质瘤是最常见的恶性脑肿瘤,死亡率很高。最近我们发现该基因在胶质母细胞瘤进展中起作用。在此,我们使用人类相互作用组模型重建了分子途径。我们评估了该基因表达及其途径作为总生存期(OS)和无进展生存期(PFS)生物标志物的生物标志物能力。为此,我们使用了三个文献数据集和一个实验性RNA测序数据集,共涵盖566例胶质母细胞瘤(GBM)和1097例低级别胶质瘤(LGG)。推导的该途径的激活水平显示出强大的生物标志物特征,并且明显优于该基因表达水平本身。对于所有相关数据集,它能够可靠地区分GBM和LGG(P<1.63×10,AUC>0.74)。高该途径激活水平与LGG的OS较差(P<0.001)、LGG和GBM的PFS较低(P<0.001和P<0.05)相关。该途径激活水平是LGG中发生该基因突变时OS(P<0.05)和PFS(P<0.05)、LGG中野生型该基因时PFS(P<0.001)以及1p/19q共缺失的该基因突变异型时PFS(P<0.05)、GBM中该基因未甲基化时PFS(P<0.05)以及GBM中野生型该基因时PFS(P<0.05)的不良预后生物标志物。因此,我们得出结论,该途径的激活水平是GBM和LGG多种分子亚型的一种有效的新一代诊断和预后生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/995586e730aa/cancers-13-04117-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/dd877945eccf/cancers-13-04117-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/b81a6222ac77/cancers-13-04117-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/dbf0bfcb0637/cancers-13-04117-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/c7b7d727fbf6/cancers-13-04117-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/1d03638e4c5d/cancers-13-04117-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/44411704d0e8/cancers-13-04117-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/73f05b43a0b2/cancers-13-04117-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/ecd447afb9b9/cancers-13-04117-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/995586e730aa/cancers-13-04117-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/dd877945eccf/cancers-13-04117-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/b81a6222ac77/cancers-13-04117-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/dbf0bfcb0637/cancers-13-04117-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/c7b7d727fbf6/cancers-13-04117-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/1d03638e4c5d/cancers-13-04117-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/44411704d0e8/cancers-13-04117-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/73f05b43a0b2/cancers-13-04117-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/ecd447afb9b9/cancers-13-04117-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c85/8394245/995586e730aa/cancers-13-04117-g009.jpg

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