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Reverse engineering a hierarchical regulatory network downstream of oncogenic KRAS

机译:对致癌KRAS下游的分级监管网络进行反向工程

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摘要

RAS mutations are highly relevant for progression and therapy response of human tumours, but the genetic network that ultimately executes the oncogenic effects is poorly understood. Here, we used a reverse-engineering approach in an ovarian cancer model to reconstruct KRAS oncogene-dependent cytoplasmic and transcriptional networks from perturbation experiments based on gene silencing and pathway inhibitor treatments. We measured mRNA and protein levels in manipulated cells by microarray, RT–PCR and western blot analysis, respectively. The reconstructed model revealed complex interactions among the transcriptional and cytoplasmic components, some of which were confirmed by double pertubation experiments. Interestingly, the transcription factors decomposed into two hierarchically arranged groups. To validate the model predictions, we analysed growth parameters and transcriptional deregulation in the KRAS-transformed epithelial cells. As predicted by the model, we found two functional groups among the selected transcription factors. The experiments thus confirmed the predicted hierarchical transcription factor regulation and showed that the hierarchy manifests itself in downstream gene expression patterns and phenotype.
机译:RAS突变与人类肿瘤的进展和治疗反应密切相关,但最终执行致癌作用的遗传网络知之甚少。在这里,我们在卵巢癌模型中使用了逆向工程方法,从基于基因沉默和途径抑制剂治疗的摄动实验中重建了KRAS癌基因依赖性细胞质和转录网络。我们分别通过微阵列,RT-PCR和蛋白质印迹分析来测量操纵细胞中的mRNA和蛋白质水平。重建的模型揭示了转录和细胞质成分之间的复杂相互作用,其中一些通过双重灌注实验得到了证实。有趣的是,转录因子分解成两个层次排列的组。为了验证模型预测,我们分析了KRAS转化的上皮细胞的生长参数和转录失调。如模型所预测,我们在所选的转录因子中发现了两个功能基团。因此,实验证实了预测的分级转录因子调控,并显示了分级表现在下游基因表达模式和表型中。

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