BioNERO

BioNERO provides integrated functions for biological network reconstruction and analysis from expression data within the R/Bioconductor ecosystem.

Key Features:

• Data Preprocessing: Robust expression data preprocessing methods for preparing raw biological data for downstream network analysis.
• Network Inference: Support for gene coexpression and regulatory network inference to construct biological networks from expression data.
• Functional Analyses: Tools for functional analysis to derive biological insights from inferred networks.
• Comparative Network Analysis: Methods for intra- and interspecies network comparisons to enable cross-condition and cross-species analyses.

Scientific Applications:

• Systems Biology: Use in systems biology and bioinformatics research for comprehensive network-based investigations.
• Gene Regulatory Mechanisms: Investigation of gene regulatory mechanisms using inferred regulatory networks.
• Coexpression Analysis: Exploration of gene coexpression patterns to identify correlated expression relationships.
• Comparative Studies: Comparison of networks across species or experimental conditions for evolutionary and cross-condition analyses.

Methodology:

Expression data preprocessing, gene coexpression and regulatory network inference, functional analyses, and intra- and interspecies network comparison.