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Identification of urinary metabolic biomarkers for histone 3 lysine27-to-methionine mutation diagnosis in brainstem gliomas

生物标志物 代谢组学 尿 曲线下面积 代谢物 医学 生物标志物发现 肿瘤科 内科学 生物信息学 生物 遗传学 蛋白质组学 基因
作者
Xiaoou Li,Wei Sun,Zhengguang Guo,Feng Qi,Tian Li,Yujin Wang,Mingxin Zhang,Aiwei Wang,Zhuang Jiang,Luyang Xie,Yiying Mai,Yi Wang,Zhenhua Wu,Nan Ji,Yang Zhang,Liwei Zhang
出处
期刊:Neuro-oncology [Oxford University Press]
卷期号:27 (6): 1536-1549
标识
DOI:10.1093/neuonc/noaf038
摘要

Abstract Background Brainstem gliomas (BSGs) harboring a histone 3 lysine27-to-methionine (H3K27M) mutation represent one of the deadliest brain tumors with a dismal prognosis, as they exhibit a much worse response to therapy compared to the wildtype BSGs. Early noninvasive recognition of the H3K27M mutation is paramount for clinical decision-making in treating BSGs. Methods Plasma and urine samples were prospectively collected from BSG patients before biopsy or surgical resection and were chronologically divided into discovery, test, and validation cohorts. Utilizing the discovery and test cohort samples, an untargeted metabolomic strategy was exploited to identify candidate metabolite biomarkers, related to the H3K27M mutation. The candidate biomarkers were validated in the validation cohort with a targeted metabolomic method. Results Differential metabolomic profiles were detected between the H3K27M-mutant and wild-type BSGs in both the plasma and urine, the metabolomic changes were more dramatic in urine than in plasma. After rigorous screening for candidate biomarkers and validation with a targeted metabolomic approach, 3 metabolites, nomilin, Lys–Leu, and Hawkinsin, emerged as significantly elevated biomarkers in H3K27M-mutant BSG urine samples. The biomarker panel combining the 3 metabolites had a diagnostic area under the curve (AUC) of approximately 75%. Furthermore, the biomarker panel improved the prediction accuracy of radiomics/clinical models to an AUC value as high as 93.38%. Conclusions A urinary metabolite biomarker panel that exhibited high accuracy for noninvasive prediction of the H3K27M mutation status in BSG patients was identified. This panel has the potential to improve the predictive performance of current radiomics models or clinical features.
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