Exclusive functional signatures for gene annotation with vast OpenOrd layout
A biological study can produce a limited number of marker genes, not large enough to be used in gene set enrichment analysis. Here we suggest VOL-Gene, a graph-based algorithm that partitions all genes into non-overlapping classes of functionally related genes, thus assigning a single function to each gene. To this end, many functional signatures are combined into a single weighted graph, which is partitioned into cliques. For a poorly annotated marker gene, our approach fetches a number of genes that belong to the same class, some of which can be well annotated and are likely to take part in the same biological process.
Authors
- Vsevolod J. Makeev (ORCID: https://orcid.org/0000-0001-9405-9748)
- Gleb S. Buzanov
Institutions
- Moscow Institute of Physics and Technology (RU)
- Cancer Research UK Manchester Institute (GB)
- Vavilov Institute of General Genetics (RU)
- National Computing Centre (United Kingdom) (GB)
Publication Details
- Journal
- Algorithms for Molecular Biology
- Published
- 2025-09-29
- DOI
- https://doi.org/10.1186/s13015-025-00290-w
- Primary Topic
- Bioinformatics and Genomic Networks
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Russian Academy of Sciences