Affiliation:
1. ULB Center for Diabetes Research, Medical Faculty, Université Libre de Bruxelles
2. Interuniversity Institute of Bioinformatics in Brussels (IB2), Brussels, Belgium
3. Machine Learning Group, Université Libre de Bruxelles
4. Artificial Intelligence Lab, Vrije Universiteit Brussel, Brussels, Belgium
5. Division of Endocrinology, Erasmus Hospital, Université Libre de Bruxelles
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 ofP-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 minimalP-value search. The tool comes with a ready-to-use permutation scheme allowing the computation of adjustedP-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.
Funder
The European Union’s Horizon 2020 Research and Innovation Program T2DSystems
The Fonds National de la Recherche Scientifique Fonds National de la Recherche Scientifique
The Foundation Wiener-Anspach
The Funds David and Alice Van Buuren, The Foundation Jaumotte-Demoulin, The Foundation Héger-Masson
The Walloon Region SPW-EER Win2Wal
Welbio-FNRS, Belgium
The Francophone Foundation for Diabetes Research
FWO and FRS-FNRS under the Excellence of Science (EOS) Programme
Innovative Medicines Initiative 2 Joint Undertaking
NIH-HIRN
Innovate2CureType1-Dutch Diabetes Research Foundation
The European Federation of Pharmaceutical Industries and Associations
JDRF
The Leona M. and Harry B. Helmsley Charitable Trust
Publisher
Life Science Alliance, LLC
Subject
Health, Toxicology and Mutagenesis,Plant Science,Biochemistry, Genetics and Molecular Biology (miscellaneous),Ecology
Cited by
2 articles.
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