Literature DB >> 34086934

KOBAS-i: intelligent prioritization and exploratory visualization of biological functions for gene enrichment analysis.

Dechao Bu1, Haitao Luo2, Peipei Huo3, Zhihao Wang3, Shan Zhang3, Zihao He4, Yang Wu1, Lianhe Zhao1, Jingjia Liu5, Jincheng Guo4, Shuangsang Fang4, Wanchen Cao4, Lan Yi1, Yi Zhao1, Lei Kong6.   

Abstract

Gene set enrichment (GSE) analysis plays an essential role in extracting biological insight from genome-scale experiments. ORA (overrepresentation analysis), FCS (functional class scoring), and PT (pathway topology) approaches are three generations of GSE methods along the timeline of development. Previous versions of KOBAS provided services based on just the ORA method. Here we presented version 3.0 of KOBAS, which is named KOBAS-i (short for KOBAS intelligent version). It introduced a novel machine learning-based method we published earlier, CGPS, which incorporates seven FCS tools and two PT tools into a single ensemble score and intelligently prioritizes the relevant biological pathways. In addition, KOBAS has expanded the downstream exploratory visualization for selecting and understanding the enriched results. The tool constructs a novel view of cirFunMap, which presents different enriched terms and their correlations in a landscape. Finally, based on the previous version's framework, KOBAS increased the number of supported species from 1327 to 5944. For an easier local run, it also provides a prebuilt Docker image that requires no installation, as a supplementary to the source code version. KOBAS can be freely accessed at http://kobas.cbi.pku.edu.cn, and a mirror site is available at http://bioinfo.org/kobas.
© The Author(s) 2021. Published by Oxford University Press on behalf of Nucleic Acids Research.

Entities:  

Year:  2021        PMID: 34086934     DOI: 10.1093/nar/gkab447

Source DB:  PubMed          Journal:  Nucleic Acids Res        ISSN: 0305-1048            Impact factor:   16.971


  121 in total

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