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Multigene signature for predicting prognosis of patients with 1p19q co-deletion diffuse glioma

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机构: [1]Univ Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA; [2]Univ Texas MD Anderson Canc Ctr, Dept Biostat, Houston, TX 77030 USA; [3]Univ Texas MD Anderson Canc Ctr, Dept Bioinformat & Computat Biol, Houston, TX 77030 USA; [4]Univ Texas Houston, Grad Sch Biomed Sci, Program Bioinformat & Biostat, Houston, TX USA; [5]Capital Med Univ, Beijing Tiantan Hosp, Dept Neurosurg, Beijing, Peoples R China; [6]Jackson Lab Genom Med, 10 Discovery Dr, Farmington, CT 06032 USA
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关键词: elastic net Cox regression model glioma 1p/19q co-deletion prognostic factor

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Background. Co-deletion of 1p and 19q marks a diffuse glioma subtype associated with relatively favorable overall survival; however, heterogeneous clinical outcomes are observed within this category. Methods. We assembled gene expression profiles and sample annotation of 374 glioma patients carrying the 1p/19q co-deletion. We predicted 1p/19q status using gene expression when annotation was missing. A first cohort was randomly split into training (n = 170) and a validation dataset (n = 163). A second validation set consisted of 41 expression profiles. An elastic-net penalized Cox proportional hazards model was applied to build a classifier model through cross-validation within the training dataset. Results. The selected 35-gene signature was used to identify high-risk and low-risk groups in the validation set, which showed significantly different overall survival (P = .00058, log-rank test). For time-to-death events, the high-risk group predicted by the gene signature yielded a hazard ratio of 1.78 (95% confidence interval, 1.02-3.11). The signature was also significantly associated with clinical outcome in the The Cancer Genome Atlas (CGA) IDH-mutant 1p/19q wild-type and IDH-wild-type glioma cohorts. Pathway analysis suggested that high risk was associated with increased acetylation activity and inflammatory response. Tumor purity was found to be significantly decreased in high-risk IDH-mutant with 1p/19q co-deletion gliomas and IDH-wild-type glioblastomas but not in IDH-wild-type lower grade or IDH-mutant, non-co-deleted gliomas. Conclusion. We identified a 35-gene signature that identifies high-risk and low-risk categories of 1p/19q positive glioma patients. We have demonstrated heterogeneity amongst a relatively new glioma subtype and provided a stepping stone towards risk stratification.

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出版当年[2016]版:
大类 | 1 区 医学
小类 | 1 区 临床神经病学 2 区 肿瘤学
最新[2023]版:
大类 | 1 区 医学
小类 | 1 区 临床神经病学 1 区 肿瘤学
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出版当年[2015]版:
Q1 CLINICAL NEUROLOGY Q1 ONCOLOGY
最新[2023]版:
Q1 CLINICAL NEUROLOGY Q1 ONCOLOGY

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第一作者机构: [1]Univ Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA; [4]Univ Texas Houston, Grad Sch Biomed Sci, Program Bioinformat & Biostat, Houston, TX USA;
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通讯机构: [1]Univ Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA; [3]Univ Texas MD Anderson Canc Ctr, Dept Bioinformat & Computat Biol, Houston, TX 77030 USA; [6]Jackson Lab Genom Med, 10 Discovery Dr, Farmington, CT 06032 USA
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