Genomes as documents of evolutionary history: a probabilistic macrosynteny model for the reconstruction of ancestral genomes
Open accessAbstract
Motivation: It has been argued that whole-genome duplication (WGD) exerted a profound influence on the course of evolution. For the purpose of fully understanding the impact of WGD, several formal algorithms have been developed for reconstructing pre-WGD gene order in yeast and plant. However, to the best of our knowledge, those algorithms have never been successfully applied to WGD events in teleost and vertebrate, impeded by extensive gene shuffling and gene losses. Results: Here, we present a probabilistic model of macrosynteny (i.e. conserved linkage or chromosome-scale distribution of orthologs), develop a variational Bayes algorithm for inferring the structure of pre-WGD genomes, and study estimation accuracy by simulation. Then, by applying the method to the teleost WGD, we demonstrate effectiveness of the algorithm in a situation where gene-order reconstruction algorithms perform relatively poorly due to a high rate of rearrangement and extensive gene losses. Our high-resolution reconstruction reveals previously overlooked small-scale rearrangements, necessitating a revision to previous views on genome structure evolution in teleost and vertebrate. Conclusions: We have reconstructed the structure of a pre-WGD genome by employing a variational Bayes approach that was originally developed for inferring topics from millions of text documents. Interestingly, comparison of the macrosynteny and topic model algorithms suggests that macrosynteny can be regarded as documents on ancestral genome structure. From this perspective, the present study would seem to provide a textbook example of the prevalent metaphor that genomes are documents of evolutionary history. Availability and implementation: The analysis data are available for download at http://www.gen.tcd.ie/molevol/supp_data/MacrosyntenyTGD.zip, and the software written in Java is available upon request. Supplementary information: Supplementary data are available at Bioinformatics online.
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Comparison of chromosome-scale genomes across vertebrates has clarified the timing and consequences of ancient whole-genome duplications that led to extant vertebrate genomes, supporting Ohno's hypothesis.
“Comparison of chromosome-scale genomes across vertebrates has clarified the timing and consequences of the ancient whole-genome duplications (WGDs) that led to extant vertebrate genomes (59–65), supporting Ohno's (66) hypothesis.”
From Topological Approaches in Animal Comparative Genomics (2026) · cites this paper as [64]
The Introduction describes ancient WGDs and their proposed effects on present-day genomes, while Results §4.2 compares vertebrate genomes and refines the reconstruction of chromosome changes around the teleost WGD. The cited paper therefore supports the comparison and evolutionary-consequences portions of the claim, but it does not itself clarify the timing of the ancient vertebrate WGDs. The separate citation (66), not this paper, is attached to Ohno’s hypothesis. (LLM, conf=0.82)
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Cites
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Topological Approaches in Animal Comparative Genomics
Schultz, D. T., & Simakov, O. (2026) · Annual Review of Animal Biosciences · doi:10.1146/annurev-animal-030424-084541 · Cited by 1 · see citing works
- Authors
- Nakatani, Y., & McLysaght, A.
- Affiliations
- Trinity College Dublin (IE)
- Corresponding author
- Nakatani, Yoichiro
- McLysaght, Aoife
- Venue
- Bioinformatics
- Publisher
- Oxford University Press (OUP)
- Published
- 2017-07-12
- Volume
- 33
- Issue
- 14
- Pages
- i369-i378
- ISSN
- 1367-4803 (ISSN-L)
- 1367-4811
- PMC
- PMC5870716
- OpenAlex
- W2734843587
- Cited by
- 35
- References
- 3
- Citations by year
- 2026: 8 · 2025: 2 · 2024: 2 · 2023: 4 · 2022: 2 · 2021: 5 · 2020: 5 · 2019: 4 · 2018: 3
- FWCI
- 2.13
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Bioinformatics (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- Arrow@dit (Dublin Institute of Technology) (acceptedVersion)
- Trinity's Access to Research Output (TARA) (Trinity College Dublin) (submittedVersion, cc-by-nc-sa)
- Funders
- European Research Council (309834)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genome Rearrangement Algorithms
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Chromosomal and Genetic Variations
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Keywords
- whole-genome duplication, ancestral genome reconstruction, macrosynteny, orthologs, teleost genomes, genome rearrangement, gene loss, variational inference, vertebrate evolution
- MeSH terms
- Algorithms, Animals, Bayes Theorem, Chromosomes, Humans, Models, Genetic, Phylogeny, Software, Vertebrates, Genome, Evolution, Molecular, Gene Order, Genomics
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