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转录组学和代谢组学数据的共识表型整合表明代谢在肿瘤细胞的化学敏感性中起作用。

Consensus-phenotype integration of transcriptomic and metabolomic data implies a role for metabolism in the chemosensitivity of tumour cells.

机构信息

Biomolecular Medicine, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, United Kingdom.

出版信息

PLoS Comput Biol. 2011 Mar;7(3):e1001113. doi: 10.1371/journal.pcbi.1001113. Epub 2011 Mar 31.

Abstract

Using transcriptomic and metabolomic measurements from the NCI60 cell line panel, together with a novel approach to integration of molecular profile data, we show that the biochemical pathways associated with tumour cell chemosensitivity to platinum-based drugs are highly coincident, i.e. they describe a consensus phenotype. Direct integration of metabolome and transcriptome data at the point of pathway analysis improved the detection of consensus pathways by 76%, and revealed associations between platinum sensitivity and several metabolic pathways that were not visible from transcriptome analysis alone. These pathways included the TCA cycle and pyruvate metabolism, lipoprotein uptake and nucleotide synthesis by both salvage and de novo pathways. Extending the approach across a wide panel of chemotherapeutics, we confirmed the specificity of the metabolic pathway associations to platinum sensitivity. We conclude that metabolic phenotyping could play a role in predicting response to platinum chemotherapy and that consensus-phenotype integration of molecular profiling data is a powerful and versatile tool for both biomarker discovery and for exploring the complex relationships between biological pathways and drug response.

摘要

利用 NCI60 细胞系面板的转录组学和代谢组学测量数据,以及一种新的分子谱数据整合方法,我们表明与肿瘤细胞对铂类药物化疗敏感性相关的生化途径高度一致,即它们描述了一种共识表型。在途径分析时直接整合代谢组学和转录组学数据,将共识途径的检测提高了 76%,并揭示了铂类药物敏感性与单独转录组学分析不可见的几种代谢途径之间的关联。这些途径包括 TCA 循环和丙酮酸代谢、脂蛋白摄取以及通过补救和从头途径合成核苷酸。将该方法扩展到广泛的化疗药物面板,我们证实了代谢途径关联对铂类药物敏感性的特异性。我们得出结论,代谢表型分析可能在预测铂类化疗反应中发挥作用,并且分子谱数据的共识表型整合是发现生物标志物和探索生物途径与药物反应之间复杂关系的强大而通用的工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/829b/3068923/ae7820631db9/pcbi.1001113.g001.jpg

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