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Renal Cell Carcinoma: A Study through NMR-Based Metabolomics Combined with Transcriptomics

机译:肾细胞癌:通过基于NMR的代谢组学与转录组学相结合的研究

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Renal cell carcinoma (RCC) is a heterogeneous cancer often showing late symptoms. Until now, some candidate protein markers have been proposed for its diagnosis. Metabolomics approaches have been applied, predominantly using Mass Spectrometry (MS), while Nuclear Magnetic Resonance (NMR)-based studies remain limited. There is no study about RCC integrating NMR-based metabolomics with transcriptomics. In this work, 1 H-NMR spectroscopy combined with multivariate statistics was applied on urine samples, collected from 40 patients with clear cell RCC (ccRCC) before nephrectomy and 29 healthy controls; nine out of 40 patients also provided samples one-month after nephrectomy. We observed increases of creatine, alanine, lactate and pyruvate, and decreases of hippurate, citrate, and betaine in all ccRCC patients. A network analysis connected most of these metabolites with glomerular injury, renal inflammation and renal necrosis/cell death. Interestingly, intersecting metabolites with transcriptomic data from CD133+/CD24+ tumoral renal stem cells isolated from ccRCC patients, we found that both genes and metabolites differentially regulated in ccRCC patients belonged to HIF-α signaling, methionine and choline degradation, and acetyl-CoA biosynthesis. Moreover, when comparing urinary metabolome of ccRCC patients after nephrectomy, some processes, such as the glomerular injury, renal hypertrophy, renal necrosis/cell death and renal proliferation, were no more represented.
机译:肾细胞癌(RCC)是经常显示晚期症状的异质性癌症。迄今为止,已经提出了一些候选蛋白质标记物用于其诊断。已经应用了代谢组学方法,主要是使用质谱(MS),而基于核磁共振(NMR)的研究仍然有限。尚无关于RCC将基于NMR的代谢组学与转录组学整合在一起的研究。在这项工作中,对从40例肾切除术前的透明细胞RCC(ccRCC)患者和29名健康对照中收集的尿液样本进行了1 H-NMR光谱分析和多元统计分析。 40名患者中有9名在肾脏切除术后一个月也提供了样本。我们观察到所有ccRCC患者的肌酸,丙氨酸,乳酸盐和丙酮酸增加,而马尿酸盐,柠檬酸盐和甜菜碱减少。网络分析将大多数这些代谢物与肾小球损伤,肾炎和肾坏死/细胞死亡联系起来。有趣的是,从ccRCC患者中分离的CD133 + / CD24 +肿瘤性肾干细胞的转录组数据与代谢产物相交,我们发现ccRCC患者中差异调节的基因和代谢产物均属于HIF-α信号传导,蛋氨酸和胆碱降解以及乙酰辅酶A生物合成。此外,当比较肾切除术后ccRCC患者的尿代谢组时,不再代表肾小球损伤,肾肥大,肾坏死/细胞死亡和肾增殖等过程。

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