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Medhi U, Chaliha C, Singh A, Nath BK, Kalita E. Third generation sequencing transforming plant genome research: Current trends and challenges. Gene 2025; 940:149187. [PMID: 39724994 DOI: 10.1016/j.gene.2024.149187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Revised: 12/15/2024] [Accepted: 12/17/2024] [Indexed: 12/28/2024]
Abstract
In recent years, third-generation sequencing (TGS) technologies have transformed genomics and transcriptomics research, providing novel opportunities for significant discoveries. The long-read sequencing platforms, with their unique advantages over next-generation sequencing (NGS), including a definitive protocol, reduced operational time, and real-time sequencing, possess the potential to transform plant genomics. TGS optimizes and enhances the efficiency of data analysis by removing the necessity for time-consuming assembly tools. The current review examines the development and application of bioinformatics tools for data analysis and annotation, driven by the rapid advancement of TGS platforms like Oxford Nanopore Technologies and Pacific Biosciences. Transcriptome analysis utilizing TGS has been extensively employed to elucidate complex plant transcriptomes and genomes, particularly those characterized by high frequencies of duplicated genomes and repetitive sequences. As a result, current methodologies that allow for generating transcriptomes and comprehensive whole-genome sequences of complex plant genomes employing tailored hybrid sequencing techniques that integrate NGS and TGS technologies have been emphasized herein. This paper, thus, articulates a vision for a future in which TGS effectively addresses the challenges faced in plant research, offering a comprehensive understanding of its advantages, applications, limitations, and promising prospects.
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Affiliation(s)
- Upasana Medhi
- Department of Molecular Biology and Biotechnology, Cotton University, Panbazar, Guwahati, Assam, 781001, India
| | - Chayanika Chaliha
- School of Natural Resource Management, College of Post Graduate Studies in Agricultural Sciences-CAU Imphal, Umiam, Meghalaya, 793104, India
| | - Archana Singh
- Department of Plant Molecular Biology, University of Delhi South Campus, Benito Juarez Road, Dhaula Kuan, New Delhi, 110021, India
| | - Bikash K Nath
- Department of Molecular Biology and Biotechnology, Tezpur University, Assam, 784028, India
| | - Eeshan Kalita
- Department of Molecular Biology and Biotechnology, Cotton University, Panbazar, Guwahati, Assam, 781001, India.
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2
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Whittington CM, Hodgson MJ, Friesen CR. Convergent Evolution of Pregnancy in Vertebrates. Annu Rev Anim Biosci 2025; 13:189-209. [PMID: 39546412 DOI: 10.1146/annurev-animal-111523-102029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2024]
Abstract
Viviparity (live birth) represents a significant evolutionary innovation that has emerged in hundreds of lineages of invertebrate and vertebrate animals. The evolution of this trait from the ancestral state of egg laying has involved complex morphological, behavioral, physiological, and genetic changes, which enable internal development of embryos within the female reproductive tract. Comparable changes have also occurred in oviparous, brooding species that carry developing embryos in locations other than the female reproductive tract. This review explores the taxonomic distribution of vertebrate viviparity and brooding (collectively termed pregnancy), discusses the adaptations associated with internal incubation, and examines hypotheses surrounding the evolution of pregnancy in different lineages. Understanding the mechanisms that have led to the emergence of this trait can illuminate questions about the evolution of reproductive complexity and the processes that led to the emergence of evolutionary innovations that have shaped the remarkable diversity of Earth's fauna.
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Affiliation(s)
- Camilla M Whittington
- School of Life and Environmental Sciences, University of Sydney, Sydney, New South Wales, Australia; ,
| | - Mitchell J Hodgson
- School of Life and Environmental Sciences, University of Sydney, Sydney, New South Wales, Australia; ,
| | - Christopher R Friesen
- School of Earth, Atmospheric and Life Sciences, The University of Wollongong, Wollongong, New South Wales, Australia;
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3
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Eastment RV, Wong BBM, McGee MD. Convergent genomic signatures associated with vertebrate viviparity. BMC Biol 2024; 22:34. [PMID: 38331819 PMCID: PMC10854053 DOI: 10.1186/s12915-024-01837-w] [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: 08/29/2023] [Accepted: 01/30/2024] [Indexed: 02/10/2024] Open
Abstract
BACKGROUND Viviparity-live birth-is a complex and innovative mode of reproduction that has evolved repeatedly across the vertebrate Tree of Life. Viviparous species exhibit remarkable levels of reproductive diversity, both in the amount of care provided by the parent during gestation, and the ways in which that care is delivered. The genetic basis of viviparity has garnered increasing interest over recent years; however, such studies are often undertaken on small evolutionary timelines, and thus are not able to address changes occurring on a broader scale. Using whole genome data, we investigated the molecular basis of this innovation across the diversity of vertebrates to answer a long held question in evolutionary biology: is the evolution of convergent traits driven by convergent genomic changes? RESULTS We reveal convergent changes in protein family sizes, protein-coding regions, introns, and untranslated regions (UTRs) in a number of distantly related viviparous lineages. Specifically, we identify 15 protein families showing evidence of contraction or expansion associated with viviparity. We additionally identify elevated substitution rates in both coding and noncoding sequences in several viviparous lineages. However, we did not find any convergent changes-be it at the nucleotide or protein level-common to all viviparous lineages. CONCLUSIONS Our results highlight the value of macroevolutionary comparative genomics in determining the genomic basis of complex evolutionary transitions. While we identify a number of convergent genomic changes that may be associated with the evolution of viviparity in vertebrates, there does not appear to be a convergent molecular signature shared by all viviparous vertebrates. Ultimately, our findings indicate that a complex trait such as viviparity likely evolves with changes occurring in multiple different pathways.
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Affiliation(s)
- Rhiannon V Eastment
- School of Biological Sciences, Monash University, Melbourne, 3800, Australia.
| | - Bob B M Wong
- School of Biological Sciences, Monash University, Melbourne, 3800, Australia
| | - Matthew D McGee
- School of Biological Sciences, Monash University, Melbourne, 3800, Australia
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4
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Zhang Y, Reynoso Y, Reznick D, Wang X. Whole Genome Assembly and Annotation of Blackstripe Livebearer Poeciliopsis prolifica. Genome Biol Evol 2023; 15:evad195. [PMID: 37949830 PMCID: PMC10655195 DOI: 10.1093/gbe/evad195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 10/19/2023] [Accepted: 10/22/2023] [Indexed: 11/12/2023] Open
Abstract
The blackstripe livebearer Poeciliopsis prolifica is a live-bearing fish belonging to the family Poeciliidae with high level of postfertilization maternal investment (matrotrophy). This viviparous matrotrophic species has evolved a structure similarly to the mammalian placenta. Placentas have independently evolved multiple times in Poeciliidae from nonplacental ancestors, which provide an opportunity to study the placental evolution. However, there is a lack of high-quality reference genomes for the placental species in Poeciliidae. In this study, we present a 674 Mb assembly of P. prolifica in 504 contigs with excellent continuity (contig N50 7.7 Mb) and completeness (97.2% Benchmarking Universal Single-Copy Orthologs [BUSCO] completeness score, including 92.6% single-copy and 4.6% duplicated BUSCO score). A total of 27,227 protein-coding genes were annotated from the merged datasets based on bioinformatic prediction, RNA sequencing and homology evidence. Phylogenomic analyses revealed that P. prolifica diverged from the guppy (Poecilia reticulata) ∼19 Ma. Our research provides the necessary resources and the genomic toolkit for investigating the genetic underpinning of placentation.
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Affiliation(s)
- Ying Zhang
- Department of Pathobiology, College of Veterinary Medicine, Auburn University, Alabama, USA
| | - Yuridia Reynoso
- Department of Evolution, Ecology and Organismal Biology, University of California, Riverside, California, USA
| | - David Reznick
- Department of Evolution, Ecology and Organismal Biology, University of California, Riverside, California, USA
| | - Xu Wang
- Department of Pathobiology, College of Veterinary Medicine, Auburn University, Alabama, USA
- Center for Advanced Science, Innovation and Commerce, Alabama Agricultural Experiment Station, Auburn, Alabama, USA
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama, USA
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5
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Yusuf LH, Saldívar Lemus Y, Thorpe P, Macías Garcia C, Ritchie MG. Genomic Signatures Associated with Transitions to Viviparity in Cyprinodontiformes. Mol Biol Evol 2023; 40:msad208. [PMID: 37789509 PMCID: PMC10568250 DOI: 10.1093/molbev/msad208] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Revised: 08/23/2023] [Accepted: 09/19/2023] [Indexed: 10/05/2023] Open
Abstract
The transition from oviparity to viviparity has occurred independently over 150 times across vertebrates, presenting one of the most compelling cases of phenotypic convergence. However, whether the repeated, independent evolution of viviparity is driven by redeployment of similar genetic mechanisms and whether these leave a common signature in genomic divergence remains largely unknown. Although recent investigations into the evolution of viviparity have demonstrated striking similarity among the genes and molecular pathways involved across disparate vertebrate groups, quantitative tests for genome-wide convergent have provided ambivalent answers. Here, we investigate the potential role of molecular convergence during independent transitions to viviparity across an order of ray-finned freshwater fish (Cyprinodontiformes). We assembled de novo genomes and utilized publicly available genomes of viviparous and oviparous species to test for molecular convergence across both coding and noncoding regions. We found no evidence for an excess of molecular convergence in amino acid substitutions and in rates of sequence divergence, implying independent genetic changes are associated with these transitions. However, both statistical power and biological confounds could constrain our ability to detect significant correlated evolution. We therefore identified candidate genes with potential signatures of molecular convergence in viviparous Cyprinodontiformes lineages. Motif enrichment and gene ontology analyses suggest transcriptional changes associated with early morphogenesis, brain development, and immunity occurred alongside the evolution of viviparity. Overall, however, our findings indicate that independent transitions to viviparity in these fish are not strongly associated with an excess of molecular convergence, but a few genes show convincing evidence of convergent evolution.
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Affiliation(s)
- Leeban H Yusuf
- Centre for Biological Diversity, School of Biology, University of St Andrews, St Andrews, UK
| | - Yolitzi Saldívar Lemus
- Centre for Biological Diversity, School of Biology, University of St Andrews, St Andrews, UK
- Department of Biology, Texas State University, San Marcos, TX, USA
| | - Peter Thorpe
- The Data Analysis Group, School of Life Sciences, University of Dundee, Dundee, UK
- School of Medicine, University of North Haugh, St Andrews KY16 9TF, UK
| | - Constantino Macías Garcia
- Instituto de Ecologia, Universidad Nacional Autónoma de México, Ciudad Universitaria, Mexico City CdMx, Mexico
| | - Michael G Ritchie
- Centre for Biological Diversity, School of Biology, University of St Andrews, St Andrews, UK
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6
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Safian D, Ahmed M, van Kruistum H, Furness AI, Reznick DN, Wiegertjes GF, Pollux BJ. Repeated independent origins of the placenta reveal convergent and divergent organ evolution within a single fish family (Poeciliidae). SCIENCE ADVANCES 2023; 9:eadf3915. [PMID: 37611099 PMCID: PMC10446500 DOI: 10.1126/sciadv.adf3915] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Accepted: 07/24/2023] [Indexed: 08/25/2023]
Abstract
An outstanding question in biology is to what extent convergent evolution produces similar, but not necessarily identical, complex phenotypic solutions. The placenta is a complex organ that repeatedly evolved in the livebearing fish family Poeciliidae. Here, we apply comparative approaches to test whether evolution has produced similar or different placental phenotypes in the Poeciliidae and to what extent these phenotypes correlate with convergence at the molecular level. We show the existence of two placental phenotypes characterized by distinctly different anatomical adaptations (divergent evolution). Furthermore, each placental phenotype independently evolved multiple times across the family, providing evidence for repeated convergence. Moreover, our comparative genomic analysis revealed that the genomes of species with different placentas are evolving at a different pace. Last, we show that the two placental phenotypes correlate with two previously described contrasting life-history optima. Our results argue for high evolvability (both divergent and convergent) of the placenta within a group of closely related species in a single family.
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Affiliation(s)
- Diego Safian
- Experimental Zoology Group, Department of Animal Sciences, Wageningen University, Wageningen, Netherlands
- Aquaculture and Fisheries Group, Department of Animal Sciences, Wageningen University, Wageningen, Netherlands
- Evolutionary Developmental Biology Laboratory, The Francis Crick Institute, London, UK
| | - Marwa Ahmed
- Experimental Zoology Group, Department of Animal Sciences, Wageningen University, Wageningen, Netherlands
- Aquaculture and Fisheries Group, Department of Animal Sciences, Wageningen University, Wageningen, Netherlands
| | - Henri van Kruistum
- Experimental Zoology Group, Department of Animal Sciences, Wageningen University, Wageningen, Netherlands
- Animal Breeding and Genomics, Department of Animal Sciences, Wageningen University, Wageningen, Netherlands
| | - Andrew I. Furness
- U.S. Fish and Wildlife Service, Maryland Fish and Wildlife Conservation Office, Annapolis, MD, USA
| | - David N. Reznick
- Department of Biology, University of California, Riverside, Riverside, CA, USA
| | - Geert F. Wiegertjes
- Aquaculture and Fisheries Group, Department of Animal Sciences, Wageningen University, Wageningen, Netherlands
| | - Bart J.A. Pollux
- Experimental Zoology Group, Department of Animal Sciences, Wageningen University, Wageningen, Netherlands
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7
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Noordijk B, Nijland R, Carrion VJ, Raaijmakers JM, de Ridder D, de Lannoy C. baseLess: lightweight detection of sequences in raw MinION data. BIOINFORMATICS ADVANCES 2023; 3:vbad017. [PMID: 36818730 PMCID: PMC9936955 DOI: 10.1093/bioadv/vbad017] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 01/27/2023] [Accepted: 02/12/2023] [Indexed: 02/17/2023]
Abstract
Summary With its candybar form factor and low initial investment cost, the MinION brought affordable portable nucleic acid analysis within reach. However, translating the electrical signal it outputs into a sequence of bases still requires mid-tier computer hardware, which remains a caveat when aiming for deployment of many devices at once or usage in remote areas. For applications focusing on detection of a target sequence, such as infectious disease monitoring or species identification, the computational cost of analysis may be reduced by directly detecting the target sequence in the electrical signal instead. Here, we present baseLess, a computational tool that enables such target-detection-only analysis. BaseLess makes use of an array of small neural networks, each of which efficiently detects a fixed-size subsequence of the target sequence directly from the electrical signal. We show that baseLess can accurately determine the identity of reads between three closely related fish species and can classify sequences in mixtures of 20 bacterial species, on an inexpensive single-board computer. Availability and implementation baseLess and all code used in data preparation and validation are available on Github at https://github.com/cvdelannoy/baseLess, under an MIT license. Used validation data and scripts can be found at https://doi.org/10.4121/20261392, under an MIT license. Supplementary information Supplementary data are available at Bioinformatics Advances online.
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Affiliation(s)
- Ben Noordijk
- Bioinformatics Group, Wageningen University, Wageningen 6700AH, The Netherlands
| | - Reindert Nijland
- Marine Animal Ecology, Wageningen University, Wageningen 6700AP, The Netherlands
| | - Victor J Carrion
- Institute of Biology, Leiden University, Leiden 2300RA, The Netherlands,Department of Microbial Ecology, Netherlands Institute of Ecology, Wageningen 6700AB, The Netherlands,Departamento de Microbiología, Instituto de Hortofruticultura Subtropical y Mediterránea ‘La Mayora’, Universidad de Málaga-Consejo Superior de Investigaciones Científicas (IHSM-UMA-CSIC), Málaga 29010, Spain
| | - Jos M Raaijmakers
- Institute of Biology, Leiden University, Leiden 2300RA, The Netherlands,Department of Microbial Ecology, Netherlands Institute of Ecology, Wageningen 6700AB, The Netherlands
| | - Dick de Ridder
- Bioinformatics Group, Wageningen University, Wageningen 6700AH, The Netherlands
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8
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Dekker ML, van Son LM, Leon-Kloosterziel KM, Hagmayer A, Furness AI, van Leeuwen JL, Pollux BJA. Multiple paternity in superfetatious live-bearing fishes. J Evol Biol 2022; 35:948-961. [PMID: 35612319 DOI: 10.1111/jeb.14019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Revised: 04/13/2022] [Accepted: 04/30/2022] [Indexed: 11/30/2022]
Abstract
Superfetation, the ability to carry several overlapping broods at different developmental stages, has evolved independently multiple times within the live-bearing fish family Poeciliidae. Even though superfetation is widespread among poeciliids, its evolutionary advantages remain unclear. Theory predicts that superfetation should increase polyandry by increasing the probability that temporally overlapping broods are fertilized by different fathers. Here, we test this key prediction in two poeciliid species that each carry two temporally overlapping broods: Poeciliopsis retropinna and P. turrubarensis. We collected 25 females per species from freshwater streams in South-Eastern Costa Rica and assessed multiple paternity by genotyping all their embryos (420 embryos for P. retropinna; 788 embryos for P. turrubarensis) using existing and newly developed microsatellite markers. We observed a high frequency of unique sires in the simultaneous, temporally overlapping broods in P. retropinna (in 56% of the pregnant females) and P. turrubarensis (79%). We found that the mean number of sires within females was higher than the number of sires within the separate broods (2.92 sires within mothers vs. 2.36 within separate broods in P. retropinna; and 3.40 vs 2.56 in P. turrubarensis). We further observed that there were significant differences in the proportion of offspring sired by each male in 42% of pregnant female P. retropinna and 65% of female P. turrubarensis; however, this significance applied to only 9% and 46% of the individual broods in P. retropinna and P. turrubarensis, respectively, suggesting that the unequal reproductive success of sires (i.e. reproductive skew) mostly originated from differences in paternal contribution between, rather than within broods. Together, these findings tentatively suggest that superfetation may promote polyandry and reproductive skew in live-bearing fishes.
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Affiliation(s)
- Myrthe L Dekker
- Experimental Zoology Group, Wageningen University & Research, Wageningen, The Netherlands
| | - Lisa M van Son
- Experimental Zoology Group, Wageningen University & Research, Wageningen, The Netherlands
| | | | - Andres Hagmayer
- Experimental Zoology Group, Wageningen University & Research, Wageningen, The Netherlands
| | - Andrew I Furness
- Department of Biological and Marine Sciences, University of Hull, Hull, UK
| | - Johan L van Leeuwen
- Experimental Zoology Group, Wageningen University & Research, Wageningen, The Netherlands
| | - Bart J A Pollux
- Experimental Zoology Group, Wageningen University & Research, Wageningen, The Netherlands
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9
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Foster CS, Van Dyke JU, Thompson MB, Smith NM, Simpfendorfer CA, Murphy CR, Whittington CM. Different Genes are Recruited During Convergent Evolution of Pregnancy and the Placenta. Mol Biol Evol 2022; 39:msac077. [PMID: 35388432 PMCID: PMC9048886 DOI: 10.1093/molbev/msac077] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The repeated evolution of the same traits in distantly related groups (convergent evolution) raises a key question in evolutionary biology: do the same genes underpin convergent phenotypes? Here, we explore one such trait, viviparity (live birth), which, qualitative studies suggest, may indeed have evolved via genetic convergence. There are >150 independent origins of live birth in vertebrates, providing a uniquely powerful system to test the mechanisms underpinning convergence in morphology, physiology, and/or gene recruitment during pregnancy. We compared transcriptomic data from eight vertebrates (lizards, mammals, sharks) that gestate embryos within the uterus. Since many previous studies detected qualitative similarities in gene use during independent origins of pregnancy, we expected to find significant overlap in gene use in viviparous taxa. However, we found no more overlap in uterine gene expression associated with viviparity than we would expect by chance alone. Each viviparous lineage exhibits the same core set of uterine physiological functions. Yet, contrary to prevailing assumptions about this trait, we find that none of the same genes are differentially expressed in all viviparous lineages, or even in all viviparous amniote lineages. Therefore, across distantly related vertebrates, different genes have been recruited to support the morphological and physiological changes required for successful pregnancy. We conclude that redundancies in gene function have enabled the repeated evolution of viviparity through recruitment of different genes from genomic "toolboxes", which are uniquely constrained by the ancestries of each lineage.
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Affiliation(s)
- Charles S.P. Foster
- School of Life and Environmental Sciences, University of Sydney, Sydney, NSW, Australia
- School of Medical Sciences, University of New South Wales, Sydney, NSW, Australia
| | - James U. Van Dyke
- School of Molecular Sciences, La Trobe University, Albury-Wodonga Campus, VIC, Australia
| | - Michael B. Thompson
- School of Life and Environmental Sciences, University of Sydney, Sydney, NSW, Australia
| | - Nicholas M.A. Smith
- School of Biological Sciences, University of Queensland, Brisbane, QLD, Australia
| | - Colin A. Simpfendorfer
- College of Science and Engineering, James Cook University, Townsville, Queensland, Australia
| | - Christopher R. Murphy
- School of Medical Sciences and The Bosch Institute, University of Sydney, Sydney, NSW, Australia
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10
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Zúñiga-Vega JJ, Aspbury AS, Johnson JB, Pollux BJA. Editorial: Ecology, Evolution, and Behavior of Viviparous Fishes. Front Ecol Evol 2022. [DOI: 10.3389/fevo.2022.832216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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11
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Forni G, Ruggieri AA, Piccinini G, Luchetti A. BASE: A novel workflow to integrate nonubiquitous genes in comparative genomics analyses for selection. Ecol Evol 2021; 11:13029-13035. [PMID: 34646450 PMCID: PMC8495783 DOI: 10.1002/ece3.7959] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 06/29/2021] [Accepted: 07/12/2021] [Indexed: 11/07/2022] Open
Abstract
Inferring the selective forces that orthologous genes underwent across different lineages can help us understand the evolutionary processes that have shaped their extant diversity and the phenotypes they underlie. The most widespread metric to estimate the selection regimes of coding genes-across sites and phylogenies-is the ratio of nonsynonymous to synonymous substitutions (dN/dS, also known as ω). Nowadays, modern sequencing technologies and the large amount of already available sequence data allow the retrieval of thousands of orthologous genes across large numbers of species. Nonetheless, the tools available to explore selection regimes are not designed to automatically process all genes, and their practical usage is often restricted to the single-copy ones which are found across all species considered (i.e., ubiquitous genes). This approach limits the scale of the analysis to a fraction of single-copy genes, which can be as low as an order of magnitude in respect to those which are not consistently found in all species considered (i.e., nonubiquitous genes). Here, we present a workflow named BASE that-leveraging the CodeML framework-eases the inference and interpretation of gene selection regimes in the context of comparative genomics. Although a number of bioinformatics tools have already been developed to facilitate this kind of analyses, BASE is the first to be specifically designed to allow the integration of nonubiquitous genes in a straightforward and reproducible manner. The workflow-along with all relevant documentation-is available at github.com/for-giobbe/BASE.
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Affiliation(s)
- Giobbe Forni
- BiGeA Department University of Bologna Bologna Italy
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