Alexander P Landry, Justin Z Wang, Leeor S Yefet, Jeff Liu, Vikas Patil, Wen-Jiang Zhang, Julio Sosa, Yosef Ellenbogen, Chloe Gui, Andrew Ajisebutu, Kenneth Aldape, Andrew Gao, Thomas Kislinger, Eric X Chen, Farshad Nassiri, Gelareh Zadeh
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Validation was performed using targeted high performance liquid chromatography-mass spectrometry (HPLC-MS/MS).</p><p><strong>Results: </strong>Global metabolic profiling identified 560 unique biochemicals. We identified a 21-metabolite outcome signature which is strongly predictive of outcome after adjusting for WHO grade, extent of resection, and receipt of adjuvant radiotherapy (HR = 326.49, 95% CI = 16.72-6375.48, P < .0001). The abundance of N6-trimethyllysine was associated with earlier time to recurrence on our whole cohort (log-rank P = .009) and within hypermetabolic and WHO grade 2 tumors specifically; this was validated using targeted HPLC-MS/MS on two cohorts. Consensus RNA and protein expression analysis demonstrated as association between N6-trimethyllysine abundance and activation of oxidative phosphorylation pathways, which portended worse outcomes in the hypermetabolic subgroup but, interestingly, better outcomes in the proliferative subgroup. By contrast, upregulated pyruvate and lactate transporters were associated with worse outcomes in proliferative meningiomas specifically.</p><p><strong>Conclusions: </strong>This is the first study to demonstrate a subgroup-specific prognostic role of N6-trimethyllysine in hypermetabolic meningiomas, offering increasingly granular outcome predictions using a widely accessible technique (HPLC-MS/MS). 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引用次数: 0
摘要
背景:我们的团队和其他人最近已经确定了脑膜瘤的四个分子群,具有独特的潜在生物学和结局。群体特异性代谢物谱的相关性(特别是在高代谢肿瘤中)尚未被探索。方法:我们对代表每个分子组和WHO分级的脑膜瘤进行了非靶向代谢谱分析。使用Cox回归确定预后生化物质,并使用基于RNA和蛋白质的途径分析探索其生物学重要性。采用靶向高效液相色谱-质谱(HPLC-MS/MS)进行验证。结果:全球代谢分析鉴定了560种独特的生物化学物质。我们确定了21种代谢物的结局特征,在调整WHO分级、切除程度和接受辅助放疗后,它可以强烈预测结果(HR 326.49, 95%CI 16.72-6375.48, p < 0.0001)。在我们的整个队列中,n6 -三甲基赖氨酸的丰度与更早的复发时间相关(log-rank p = 0.009),特别是在高代谢和WHO 2级肿瘤中;在两个队列中使用靶向HPLC-MS/MS验证了这一点。RNA和蛋白质表达分析一致表明,n6 -三甲基赖氨酸丰度与氧化磷酸化途径的激活之间存在关联,这预示着高代谢亚组的预后较差,但有趣的是,增生性亚组的预后较好。相反,在增殖性脑膜瘤中,丙酮酸和乳酸转运蛋白的上调与较差的预后相关。结论:这是第一个证明n6 -三甲基赖氨酸在高代谢脑膜瘤中亚组特异性预后作用的研究,使用广泛使用的技术(HPLC-MS/MS)提供越来越精细的结果预测。我们还建议在亚组特异性治疗之间的首选能量利用和潜在需求的根本差异。
Metabolic profiling of meningioma reveals novel subgroup-specific biologic insights and outcome dependencies.
Background: Our group and others have recently identified four molecular groups of meningioma, with unique underlying biology and outcomes. The relevance of group-specific metabolite profiles (particularly among hypermetabolic tumors), has not been explored.
Methods: We performed untargeted metabolic profiling of meningiomas representing each molecular group and World Health Organization (WHO) grade. Prognostic biochemicals were identified using Cox regression and their biological importance was explored using RNA and protein-based pathway analyses. Validation was performed using targeted high performance liquid chromatography-mass spectrometry (HPLC-MS/MS).
Results: Global metabolic profiling identified 560 unique biochemicals. We identified a 21-metabolite outcome signature which is strongly predictive of outcome after adjusting for WHO grade, extent of resection, and receipt of adjuvant radiotherapy (HR = 326.49, 95% CI = 16.72-6375.48, P < .0001). The abundance of N6-trimethyllysine was associated with earlier time to recurrence on our whole cohort (log-rank P = .009) and within hypermetabolic and WHO grade 2 tumors specifically; this was validated using targeted HPLC-MS/MS on two cohorts. Consensus RNA and protein expression analysis demonstrated as association between N6-trimethyllysine abundance and activation of oxidative phosphorylation pathways, which portended worse outcomes in the hypermetabolic subgroup but, interestingly, better outcomes in the proliferative subgroup. By contrast, upregulated pyruvate and lactate transporters were associated with worse outcomes in proliferative meningiomas specifically.
Conclusions: This is the first study to demonstrate a subgroup-specific prognostic role of N6-trimethyllysine in hypermetabolic meningiomas, offering increasingly granular outcome predictions using a widely accessible technique (HPLC-MS/MS). We also suggest fundamental differences in preferred energy utilization between and a potential need for subgroup-specific therapies.
期刊介绍:
Neuro-Oncology, the official journal of the Society for Neuro-Oncology, has been published monthly since January 2010. Affiliated with the Japan Society for Neuro-Oncology and the European Association of Neuro-Oncology, it is a global leader in the field.
The journal is committed to swiftly disseminating high-quality information across all areas of neuro-oncology. It features peer-reviewed articles, reviews, symposia on various topics, abstracts from annual meetings, and updates from neuro-oncology societies worldwide.