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使用专用数据集对非患病肺细胞上可计算细胞增殖网络模型的上游调节因子进行系统验证。

Systematic verification of upstream regulators of a computable cellular proliferation network model on non-diseased lung cells using a dedicated dataset.

作者信息

Belcastro Vincenzo, Poussin Carine, Gebel Stephan, Mathis Carole, Schlage Walter K, Lichtner Rosemarie B, Quadt-Humme Sibille, Wagner Sandra, Hoeng Julia, Peitsch Manuel C

机构信息

Philip Morris International R&D, Philip Morris Products S.A., Neuchâtel, Switzerland.

出版信息

Bioinform Biol Insights. 2013 Jul 23;7:217-30. doi: 10.4137/BBI.S12167. Print 2013.

Abstract

We recently constructed a computable cell proliferation network (CPN) model focused on lung tissue to unravel complex biological processes and their exposure-related perturbations from molecular profiling data. The CPN consists of edges and nodes representing upstream controllers of gene expression largely generated from transcriptomics datasets using Reverse Causal Reasoning (RCR). Here, we report an approach to biologically verify the correctness of upstream controller nodes using a specifically designed, independent lung cell proliferation dataset. Normal human bronchial epithelial cells were arrested at G1/S with a cell cycle inhibitor. Gene expression changes and cell proliferation were captured at different time points after release from inhibition. Gene set enrichment analysis demonstrated cell cycle response specificity via an overrepresentation of proliferation related gene sets. Coverage analysis of RCR-derived hypotheses returned statistical significance for cell cycle response specificity across the whole model as well as for the Growth Factor and Cell Cycle sub-network models.

摘要

我们最近构建了一个专注于肺组织的可计算细胞增殖网络(CPN)模型,以从分子谱数据中揭示复杂的生物过程及其与暴露相关的扰动。CPN由边和节点组成,这些边和节点代表基因表达的上游调控因子,主要通过反向因果推理(RCR)从转录组学数据集中生成。在此,我们报告一种使用专门设计的独立肺细胞增殖数据集对上游调控因子节点的正确性进行生物学验证的方法。正常人类支气管上皮细胞用细胞周期抑制剂阻滞在G1/S期。从抑制中释放后,在不同时间点捕获基因表达变化和细胞增殖情况。基因集富集分析通过增殖相关基因集的过度表达证明了细胞周期反应特异性。对RCR衍生假设的覆盖分析得出,整个模型以及生长因子和细胞周期子网络模型的细胞周期反应特异性具有统计学意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0a23/3733638/b5c51e6a054d/bbi-7-2013-217f1.jpg

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