Data Mining and Text Mining Laboratory, Department of Bioinformatics, Bharathiar University, Coimbatore, Tamilnadu, India.
Methods Mol Biol. 2022;2496:141-157. doi: 10.1007/978-1-0716-2305-3_8.
A biological pathway or regulatory network is a collection of molecular regulators which can activate the changes in cellular processes leading to an assembly of new molecules by series of actions among the molecules. There are three important pathways in system biology studies namely signaling pathways, metabolic pathways, and genetic pathways (or) gene regulatory networks. Recently, biological pathway construction from scientific literature is given much attention as the scientific literature contains a rich set of linguistic features to extract biological associations between genes and proteins. These associations can be united to construct biological networks. Here, we present a brief overview about various biological pathways, biomedical text resources/corpora for network construction and state-of-the-art existing methods for network construction followed by our hybrid text mining protocol for extracting pathways and regulatory networks from biomedical literature.
生物途径或调控网络是分子调控因子的集合,它可以激活细胞过程的变化,导致一系列分子之间的相互作用下新分子的组装。系统生物学研究中有三个重要的途径,即信号通路、代谢途径和遗传途径(或)基因调控网络。最近,从科学文献中构建生物途径受到了广泛关注,因为科学文献包含了丰富的语言特征,可以提取基因和蛋白质之间的生物关联。这些关联可以被联合起来构建生物网络。在这里,我们简要概述了各种生物途径、用于网络构建的生物医学文本资源/语料库以及用于从生物医学文献中提取途径和调控网络的最新现有方法,然后是我们用于从生物医学文献中提取途径和调控网络的混合文本挖掘协议。