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BioNERO: an all-in-one R/Bioconductor package for comprehensive and easy biological network reconstruction.

Fabricio Almeida-SilvaThiago Motta Venancio
Published in: Functional & integrative genomics (2021)
Currently, standard network analysis workflows rely on many different packages, often requiring users to have a solid statistics and programming background. Here, we present BioNERO, an R package that aims to integrate all aspects of network analysis workflows, including expression data preprocessing, gene coexpression and regulatory network inference, functional analyses, and intraspecies and interspecies network comparisons. The state-of-the-art methods implemented in BioNERO ensure that users can perform all analyses with a single package in a simple pipeline, without needing to learn a myriad of package-specific syntaxes. BioNERO offers a user-friendly framework that can be easily incorporated in systems biology pipelines.
Keyphrases
  • network analysis
  • poor prognosis
  • transcription factor
  • copy number
  • genome wide
  • machine learning
  • dna methylation
  • binding protein
  • long non coding rna
  • genome wide identification