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    • 100. 发明申请
    • Systems and Methods for Identifying Drug Targets Using Biological Networks
    • 使用生物网络识别药物靶点的系统和方法
    • US20150254434A1
    • 2015-09-10
    • US14658341
    • 2015-03-16
    • The Regents of the University of California
    • Wei WangRui Chang
    • G06F19/00G06N99/00G06N7/00
    • G06F19/707G06F19/12G06F19/18G06N5/02G06N7/005G06N99/005
    • Certain embodiments of the invention may include systems and methods for identifying drug targets using biological networks. According to an example embodiment of the invention, a method is provided for predicting the effects of drug targets on treating a disease. The method can include constructing a structure of a Bayesian network based at least in part on knowledge of drug inhibiting effects on a disease; associating a set of parameters with the constructed Bayesian network; determining values of a joint probability distribution of the Bayesian network via an automatic procedure; deriving a mean Bayesian network with one or more averaged parameters based at least in part on the joint probability values; and calculating a quantitative prediction based at least in part on the mean Bayesian network.
    • 本发明的某些实施方案可以包括使用生物网络鉴定药物靶标的系统和方法。 根据本发明的示例性实施方案,提供了一种用于预测药物靶标对治疗疾病的影响的方法。 该方法可以包括至少部分地基于对疾病的药物抑制作用的知识来构建贝叶斯网络的结构; 将一组参数与构建的贝叶斯网络相关联; 通过自动程序确定贝叶斯网络的联合概率分布的值; 至少部分地基于联合概率值,得到具有一个或多个平均参数的平均贝叶斯网络; 并且至少部分地基于平均贝叶斯网络来计算定量预测。