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Ferguson S, Jones A, Murray K, Andrew R, Schwessinger B, Borevitz J. Plant genome evolution in the genus Eucalyptus is driven by structural rearrangements that promote sequence divergence. Genome Res 2024; 34:606-619. [PMID: 38589251 PMCID: PMC11146599 DOI: 10.1101/gr.277999.123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Accepted: 03/22/2024] [Indexed: 04/10/2024]
Abstract
Genomes have a highly organized architecture (nonrandom organization of functional and nonfunctional genetic elements within chromosomes) that is essential for many biological functions, particularly gene expression and reproduction. Despite the need to conserve genome architecture, a high level of structural variation has been observed within species. As species separate and diverge, genome architecture also diverges, becoming increasingly poorly conserved as divergence time increases. However, within plant genomes, the processes of genome architecture divergence are not well described. Here we use long-read sequencing and de novo assembly of 33 phylogenetically diverse, wild and naturally evolving Eucalyptus species, covering 1-50 million years of diverging genome evolution to measure genome architectural conservation and describe architectural divergence. The investigation of these genomes revealed that following lineage divergence, genome architecture is highly fragmented by rearrangements. As genomes continue to diverge, the accumulation of mutations and the subsequent divergence beyond recognition of rearrangements become the primary driver of genome divergence. The loss of syntenic regions also contribute to genome divergence but at a slower pace than that of rearrangements. We hypothesize that duplications and translocations are potentially the greatest contributors to Eucalyptus genome divergence.
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Affiliation(s)
- Scott Ferguson
- Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia;
| | - Ashley Jones
- Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia;
| | - Kevin Murray
- Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
- Weigel Department, Max Planck Institute for Biology Tübingen, 72076 Tübingen, Germany
| | - Rose Andrew
- Botany & N.C.W. Beadle Herbarium, School of Environmental and Rural Science, University of New England, Armidale, New South Wales 2351, Australia
| | - Benjamin Schwessinger
- Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
| | - Justin Borevitz
- Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2601, Australia
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Ferguson S, Jones A, Murray K, Andrew RL, Schwessinger B, Bothwell H, Borevitz J. Exploring the role of polymorphic interspecies structural variants in reproductive isolation and adaptive divergence in Eucalyptus. Gigascience 2024; 13:giae029. [PMID: 38869149 PMCID: PMC11170218 DOI: 10.1093/gigascience/giae029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2023] [Revised: 03/11/2024] [Accepted: 05/14/2024] [Indexed: 06/14/2024] Open
Abstract
Structural variations (SVs) play a significant role in speciation and adaptation in many species, yet few studies have explored the prevalence and impact of different categories of SVs. We conducted a comparative analysis of long-read assembled reference genomes of closely related Eucalyptus species to identify candidate SVs potentially influencing speciation and adaptation. Interspecies SVs can be either fixed differences or polymorphic in one or both species. To describe SV patterns, we employed short-read whole-genome sequencing on over 600 individuals of Eucalyptus melliodora and Eucalyptus sideroxylon, along with recent high-quality genome assemblies. We aligned reads and genotyped interspecies SVs predicted between species reference genomes. Our results revealed that 49,756 of 58,025 and 39,536 of 47,064 interspecies SVs could be typed with short reads in E. melliodora and E. sideroxylon, respectively. Focusing on inversions and translocations, symmetric SVs that are readily genotyped within both populations, 24 were found to be structural divergences, 2,623 structural polymorphisms, and 928 shared structural polymorphisms. We assessed the functional significance of fixed interspecies SVs by examining differences in estimated recombination rates and genetic differentiation between species, revealing a complex history of natural selection. Shared structural polymorphisms displayed enrichment of potentially adaptive genes. Understanding how different classes of genetic mutations contribute to genetic diversity and reproductive barriers is essential for understanding how organisms enhance fitness, adapt to changing environments, and diversify. Our findings reveal the prevalence of interspecies SVs and elucidate their role in genetic differentiation, adaptive evolution, and species divergence within and between populations.
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Affiliation(s)
- Scott Ferguson
- Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2600 Australia
| | - Ashley Jones
- Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2600 Australia
| | - Kevin Murray
- Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2600 Australia
- Department of Molecular Biology, Max Planck Institute for Biology Tübingen, Tübingen, 72076 Germany
| | - Rose L Andrew
- Botany & N.C.W. Beadle Herbarium, School of Environmental and Rural Science, University of New England, Armidale, NSW 2351, Australia
| | - Benjamin Schwessinger
- Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2600 Australia
| | - Helen Bothwell
- Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2600 Australia
- Warnell School of Forestry & Natural Resources, University of Georgia, Athens 30602 GA, United States
| | - Justin Borevitz
- Research School of Biology, Australian National University, Canberra, Australian Capital Territory, 2600 Australia
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Kasianov AS, Klepikova AV, Mayorov AV, Buzanov GS, Logacheva MD, Penin AA. Interspecific comparison of gene expression profiles using machine learning. PLoS Comput Biol 2023; 19:e1010743. [PMID: 36626392 PMCID: PMC9879537 DOI: 10.1371/journal.pcbi.1010743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2021] [Revised: 01/26/2023] [Accepted: 11/16/2022] [Indexed: 01/11/2023] Open
Abstract
Interspecific gene comparisons are the keystones for many areas of biological research and are especially important for the translation of knowledge from model organisms to economically important species. Currently they are hampered by the low resolution of methods based on sequence analysis and by the complex evolutionary history of eukaryotic genes. This is especially critical for plants, whose genomes are shaped by multiple whole genome duplications and subsequent gene loss. This requires the development of new methods for comparing the functions of genes in different species. Here, we report ISEEML (Interspecific Similarity of Expression Evaluated using Machine Learning)-a novel machine learning-based algorithm for interspecific gene classification. In contrast to previous studies focused on sequence similarity, our algorithm focuses on functional similarity inferred from the comparison of gene expression profiles. We propose novel metrics for expression pattern similarity-expression score (ES)-that is suitable for species with differing morphologies. As a proof of concept, we compare detailed transcriptome maps of Arabidopsis thaliana, the model species, Zea mays (maize) and Fagopyrum esculentum (common buckwheat), which are species that represent distant clades within flowering plants. The classifier resulted in an AUC of 0.91; under the ES threshold of 0.5, the specificity was 94%, and sensitivity was 72%.
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Affiliation(s)
- Artem S. Kasianov
- Institute for Information Transmission Problems of the Russian Academy of Sciences, Moscow, Russia
| | - Anna V. Klepikova
- Institute for Information Transmission Problems of the Russian Academy of Sciences, Moscow, Russia
| | - Alexey V. Mayorov
- Institute for Information Transmission Problems of the Russian Academy of Sciences, Moscow, Russia
| | | | - Maria D. Logacheva
- Institute for Information Transmission Problems of the Russian Academy of Sciences, Moscow, Russia
- Skolkovo Institute of Science and Technology, Moscow, Russia
| | - Aleksey A. Penin
- Institute for Information Transmission Problems of the Russian Academy of Sciences, Moscow, Russia
- * E-mail:
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Wu B, Hao W, Cox MP. Reconstruction of gene innovation associated with major evolutionary transitions in the kingdom Fungi. BMC Biol 2022; 20:144. [PMID: 35706021 PMCID: PMC9202105 DOI: 10.1186/s12915-022-01346-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2022] [Accepted: 06/07/2022] [Indexed: 11/26/2022] Open
Abstract
Background Fungi exhibit astonishing diversity with multiple major phenotypic transitions over the kingdom’s evolutionary history. As part of this process, fungi developed hyphae, adapted to land environments (terrestrialization), and innovated their sexual structures. These changes also helped fungi establish ecological relationships with other organisms (animals and plants), but the genomic basis of these changes remains largely unknown. Results By systematically analyzing 304 genomes from all major fungal groups, together with a broad range of eukaryotic outgroups, we have identified 188 novel orthogroups associated with major changes during the evolution of fungi. Functional annotations suggest that many of these orthogroups were involved in the formation of key trait innovations in extant fungi and are functionally connected. These innovations include components for cell wall formation, functioning of the spindle pole body, polarisome formation, hyphal growth, and mating group signaling. Innovation of mitochondria-localized proteins occurred widely during fungal transitions, indicating their previously unrecognized importance. We also find that prokaryote-derived horizontal gene transfer provided a small source of evolutionary novelty with such genes involved in key metabolic pathways. Conclusions The overall picture is one of a relatively small number of novel genes appearing at major evolutionary transitions in the phylogeny of fungi, with most arising de novo and horizontal gene transfer providing only a small additional source of evolutionary novelty. Our findings contribute to an increasingly detailed portrait of the gene families that define fungal phyla and underpin core features of extant fungi. Supplementary Information The online version contains supplementary material available at 10.1186/s12915-022-01346-8.
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Affiliation(s)
- Baojun Wu
- School of Natural Sciences, Massey University, Palmerston North, 4410, New Zealand.
| | - Weilong Hao
- Department of Biological Sciences, Wayne State University, Detroit, MI, USA
| | - Murray P Cox
- School of Natural Sciences, Massey University, Palmerston North, 4410, New Zealand.
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Wu B, Cox MP. Comparative genomics reveals a core gene toolbox for lifestyle transitions in Hypocreales fungi. Environ Microbiol 2021; 23:3251-3264. [PMID: 33939870 PMCID: PMC8360070 DOI: 10.1111/1462-2920.15554] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Revised: 04/29/2021] [Accepted: 04/30/2021] [Indexed: 12/13/2022]
Abstract
Fungi have evolved diverse lifestyles and adopted pivotal new roles in both natural ecosystems and human environments. However, the molecular mechanisms underlying their adaptation to new lifestyles are obscure. Here, we hypothesize that genes shared across all species with the same lifestyle, but absent in genera with alternative lifestyles, are crucial to that lifestyle. By analysing dozens of species within four genera in a fungal order, with each genus following a different lifestyle, we find that genus-specific genes are typically few in number. Notably, not all genus-specific genes appear to derive from de novo birth, with most instead reflecting recurrent loss across the fungi. Importantly, however, a subset of these genus-specific genes are shared by fungi with the same lifestyle in quite different evolutionary orders, thus supporting the view that some genus-specific genes are necessary for specific lifestyles. These lifestyle-specific genes are enriched for key functional classes and often exhibit specialized expression patterns. Genus-specific selection also contributes to lifestyle transitions, and is especially associated with intensity of pathogenesis. Our study, therefore, suggests that fungal adaptation to new lifestyles often requires just a small number of core genes, with gene turnover and positive selection playing complementary roles.
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Affiliation(s)
- Baojun Wu
- Statistics and Bioinformatics Group, School of Fundamental SciencesMassey UniversityPalmerston North4410New Zealand
- Bio‐Protection Research CentreMassey UniversityPalmerston North4410New Zealand
| | - Murray P. Cox
- Statistics and Bioinformatics Group, School of Fundamental SciencesMassey UniversityPalmerston North4410New Zealand
- Bio‐Protection Research CentreMassey UniversityPalmerston North4410New Zealand
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Wu B, Cox MP. Greater genetic and regulatory plasticity of retained duplicates in Epichloë endophytic fungi. Mol Ecol 2019; 28:5103-5114. [PMID: 31614039 PMCID: PMC7004115 DOI: 10.1111/mec.15275] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2019] [Accepted: 10/11/2019] [Indexed: 12/12/2022]
Abstract
Gene duplicates can act as a source of genetic material from which new functions arise. Most duplicated genes revert to single copy genes and only a small proportion are retained. However, it remains unclear why some duplicate genes persist in the genome for an extended time. We investigate this question by analysing retained gene duplicates in the fungal genus Epichloë, ascomycete fungi that form close endophytic symbioses with their host grasses. Retained duplicates within this genus have two independent origins, but both long pre-date the origin and diversification of the genus Epichloë. We find that loss of retained duplicates within the genus is frequent and often associated with speciation. Retained duplicates have faster evolutionary rates (Ka) and show relaxed selection (Ka/Ks) compared to single copy genes. Both features are time-dependent. Through comparison of conspecific strains, we find greater evolutionary rates in coding regions and sequence divergence in regulatory regions of retained duplicates than single copy genes, with this pattern more pronounced for strains adapted to different grass host species. Consistent with this sequence divergence in regulatory regions, transcriptome analyses show greater expression variation of retained duplicates than single copy genes. This suggest that cis-regulatory changes make important contributions to the expression patterns of retained duplicates. Coupled with supporting observations from the model yeast Saccharomyces cerevisiae, these data suggest that genetic robustness and regulatory plasticity are common drivers behind the retention of duplicated genes in fungi.
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Affiliation(s)
- Baojun Wu
- Statistics and Bioinformatics Group, School of Fundamental Sciences, Massey University, Palmerston North, New Zealand.,Bio-Protection Research Centre, Massey University, Palmerston North, New Zealand
| | - Murray P Cox
- Statistics and Bioinformatics Group, School of Fundamental Sciences, Massey University, Palmerston North, New Zealand.,Bio-Protection Research Centre, Massey University, Palmerston North, New Zealand
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