Department of Computational and Systems Biology, University of Pittsburgh, 3501 Fifth Ave, Suite 3064, Biomedical Science Tower 3, Pittsburgh, PA, 15260, USA.
National Center for Advancing Translational Sciences, National Institutes of Health, 9800 Medical Center Drive, Rockville, MD, 20850, USA.
Sci Rep. 2017 Dec 19;7(1):17803. doi: 10.1038/s41598-017-17378-y.
Quantitative Systems Pharmacology (QSP) is a drug discovery approach that integrates computational and experimental methods in an iterative way to gain a comprehensive, unbiased understanding of disease processes to inform effective therapeutic strategies. We report the implementation of QSP to Huntington's Disease, with the application of a chemogenomics platform to identify strategies to protect neuronal cells from mutant huntingtin induced death. Using the STHdh cell model, we investigated the protective effects of small molecule probes having diverse canonical modes-of-action to infer pathways of neuronal cell protection connected to drug mechanism. Several mechanistically diverse protective probes were identified, most of which showed less than 50% efficacy. Specific combinations of these probes were synergistic in enhancing efficacy. Computational analysis of these probes revealed a convergence of pathways indicating activation of PKA. Analysis of phospho-PKA levels showed lower cytoplasmic levels in STHdh cells compared to wild type STHdh cells, and these levels were increased by several of the protective compounds. Pharmacological inhibition of PKA activity reduced protection supporting the hypothesis that protection may be working, in part, through activation of the PKA network. The systems-level studies described here can be broadly applied to any discovery strategy involving small molecule modulation of disease phenotype.
定量系统药理学(QSP)是一种药物发现方法,它以迭代的方式整合计算和实验方法,全面、客观地了解疾病过程,为制定有效的治疗策略提供信息。我们报告了 QSP 在亨廷顿病中的应用,应用了一个化学生物组学平台来确定保护神经元细胞免受突变亨廷顿蛋白诱导死亡的策略。我们使用 STHdh 细胞模型,研究了具有不同经典作用模式的小分子探针的保护作用,以推断与药物机制相关的神经元细胞保护途径。确定了几种机制上不同的保护探针,其中大多数的疗效不到 50%。这些探针的特定组合在增强疗效方面具有协同作用。对这些探针的计算分析显示,途径收敛表明 PKA 的激活。磷酸化 PKA 水平的分析显示,与野生型 STHdh 细胞相比,STHdh 细胞中的细胞质水平较低,而几种保护化合物可增加这些水平。PKA 活性的药理学抑制降低了保护作用,支持了保护作用可能部分通过 PKA 网络的激活来发挥作用的假设。这里描述的系统水平研究可以广泛应用于任何涉及小分子调节疾病表型的发现策略。