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ChemmineR: a compound mining framework for R

机译:ChemmineR:R的复合挖掘框架

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Motivation: Software applications for structural similarity searching and clustering of small molecules play an important role in drug discovery and chemical genomics. Here, we present the first open-source compound mining framework for the popularstatistical programming environment R. The integration with a powerful statistical environment maximizes the flexibility, expandability and programmability of the provided analysis functions.Results: We discuss the algorithms and compound mining utilities provided by the R package ChemmineR. It contains functions for structural similarity searching, clustering of compound libraries with a wide spectrum of classification algorithms and various utilities for managing complex compound data. It also offers a wide range of visualization functions for compound clusters and chemical structures. The package is well integrated with the online ChemMine environment and allows bidirectional communications between the two services.
机译:动机:用于结构相似性搜索和小分子聚类的软件应用程序在药物发现和化学基因组学中起着重要作用。在这里,我们为流行的统计编程环境R提供了第一个开源复合挖掘框架。与强大的统计环境的集成最大程度地提高了所提供分析功能的灵活性,可扩展性和可编程性。结果:我们讨论了提供的算法和复合挖掘实用程序由R包ChemmineR提供。它包含用于结构相似性搜索的功能,具有广泛分类算法的化合物库聚类以及用于管理复杂化合物数据的各种实用程序。它还为化合物簇和化学结构提供了广泛的可视化功能。该软件包与在线ChemMine环境很好地集成在一起,并允许两种服务之间进行双向通信。

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