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Oncofinder,一种利用转录组数据分析细胞内信号通路激活的新方法。

Oncofinder, a new method for the analysis of intracellular signaling pathway activation using transcriptomic data.

机构信息

Pathway Pharmaceuticals, Limited Wan Chai, Hong Kong, Hong Kong ; D. Rogachev Federal Research Center of Pediatric Hematology, Oncology and Immunology Moscow, Russia ; Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry Moscow, Russia ; Biological and Medical Physics, Moscow Institute of Physics and Technology Dolgoprudny, Russia.

Pathway Pharmaceuticals, Limited Wan Chai, Hong Kong, Hong Kong ; D. Rogachev Federal Research Center of Pediatric Hematology, Oncology and Immunology Moscow, Russia ; Biological and Medical Physics, Moscow Institute of Physics and Technology Dolgoprudny, Russia.

出版信息

Front Genet. 2014 Mar 25;5:55. doi: 10.3389/fgene.2014.00055. eCollection 2014.

Abstract

We propose a new biomathematical method, OncoFinder, for both quantitative and qualitative analysis of the intracellular signaling pathway activation (SPA). This method is universal and may be used for the analysis of any physiological, stress, malignancy and other perturbed conditions at the molecular level. In contrast to the other existing techniques for aggregation and generalization of the gene expression data for individual samples, we suggest to distinguish the positive/activator and negative/repressor role of every gene product in each pathway. We show that the relative importance of each gene product in a pathway can be assessed using kinetic models for "low-level" protein interactions. Although the importance factors for the pathway members cannot be so far established for most of the signaling pathways due to the lack of the required experimental data, we showed that ignoring these factors can be sometimes acceptable and that the simplified formula for SPA evaluation may be applied for many cases. We hope that due to its universal applicability, the method OncoFinder will be widely used by the researcher community.

摘要

我们提出了一种新的生物数学方法,OncoFinder,用于定量和定性分析细胞内信号通路激活(SPA)。该方法具有普遍性,可用于分析分子水平上的任何生理、应激、恶性和其他扰动条件。与其他用于聚合和概括个体样本基因表达数据的现有技术不同,我们建议区分每个通路中每个基因产物的正/激活剂和负/抑制剂作用。我们表明,可以使用“低水平”蛋白质相互作用的动力学模型来评估通路中每个基因产物的相对重要性。尽管由于缺乏所需的实验数据,目前无法为大多数信号通路确定通路成员的重要性因素,但我们表明,忽略这些因素在某些情况下是可以接受的,并且 SPA 评估的简化公式可适用于许多情况。我们希望由于其普遍适用性,方法 OncoFinder 将被研究人员社区广泛使用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5a0f/3971199/260503c1ad7b/fgene-05-00055-g0001.jpg

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