AI Article Synopsis

  • High-throughput omics technologies have created large datasets for proteins, genes, and transcripts, leading to a need for new analysis methods.
  • A new method using rank-rank hypergeometric overlap allows for effective comparison and visualization of gene-level and alternative splicing data at the transcript or exon levels.
  • The tool, tested on both synthetic and real datasets, is fast and precise, featuring an evolutionary algorithm for value optimization and an easy-to-use permutation scheme for adjusted value calculations, making it efficient for large-scale data analysis.

Article Abstract

High-throughput omics technologies have generated a wealth of large protein, gene, and transcript datasets that have exacerbated the need for new methods to analyse and compare big datasets. Rank-rank hypergeometric overlap is an important threshold-free method to combine and visualize two ranked lists of -values or fold-changes, usually from differential gene expression analyses. Here, we introduce a new rank-rank hypergeometric overlap-based method aimed at gene level and alternative splicing analyses at transcript or exon level, hitherto unreachable as transcript numbers are an order of magnitude larger than gene numbers. We tested the tool on synthetic and real datasets at gene and transcript levels to detect correlation and anticorrelation patterns and found it to be fast and accurate, even on very large datasets thanks to an evolutionary algorithm-based minimal -value search. The tool comes with a ready-to-use permutation scheme allowing the computation of adjusted -values at low time cost. The package compatibility mode is a drop-in replacement to previous packages. RedRibbon holds the promise to accurately extricate detailed information from large comparative analyses.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10709657PMC
http://dx.doi.org/10.26508/lsa.202302203DOI Listing

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