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Andrew, Rose
- PublicationSpecies-specific basecallers improve actual accuracy of nanopore sequencing in plants(BioMed Central Ltd, 2022-12-14)
;Ferguson, Scott ;McLay, Todd; ; ;Schwessinger, Benjamin ;Borevitz, JustinJones, AshleyBackground: Long-read sequencing platforms offered by Oxford Nanopore Technologies (ONT) allow native DNA containing epigenetic modifications to be directly sequenced, but can be limited by lower per-base accuracies. A key step post-sequencing is basecalling, the process of converting raw electrical signals produced by the sequencing device into nucleotide sequences. This is challenging as current basecallers are primarily based on mixtures of model species for training. Here we utilise both ONT PromethION and higher accuracy PacBio Sequel II HiFi sequencing on two plants, Phebalium stellatum and Xanthorrhoea johnsonii, to train species-specifc basecaller models with the aim of improving per-base accuracy. We investigate sequencing accuracies achieved by ONT basecallers and assess accuracy gains by training single-species and species-specifc basecaller models. We also evaluate accuracy gains from ONT’s improved fowcells (R10.4, FLO-PRO112) and sequencing kits (SQK-LSK112). For the truth dataset for both model training and accuracy assessment, we developed highly accurate, contiguous diploid reference genomes with PacBio Sequel II HiFi reads.
Results: Basecalling with ONT Guppy 5 and 6 super-accurate gave almost identical results, attaining read accuracies of 91.96% and 94.15%. Guppy’s plant-specifc model gave highly mixed results, attaining read accuracies of 91.47% and 96.18%. Species-specifc basecalling models improved read accuracy, attaining 93.24% and 95.16% read accuracies. R10.4 sequencing kits also improve sequencing accuracy, attaining read accuracies of 95.46% (super-accurate) and 96.87% (species-specifc).
Conclusions: The use of a single mixed-species basecaller model, such as ONT Guppy super-accurate, may be reducing the accuracy of nanopore sequencing, due to conflicting genome biology within the training dataset and study species. Training of single-species and genome-specifc basecaller models improves read accuracy. Studies that aim to do large-scale long-read genotyping would primarily benefit from training their own basecalling models. Such studies could use sequencing accuracy gains and improving bioinformatics tools to improve study outcomes.
- PublicationProstanthera volucris DArTseq SNP dataset(University of New England, 2023-01-01)
;O'Donnell, Ryan; ; ;Wilson, Trevor ;Zimmer, Heidi ;Taseski, GuyThis dataset includes molecular data and associated metadata supporting the analysis of Prostanthera volucris (Lamiaceae) as a new, distinct species in the Central Tablelands. Samples of 3 taxa for this study were collected from across New South Wales, Australia.
Analysis code can be found at https://github.com/rpodonnell/ASB_PEC
- PublicationChloroplast genome analysis of box-ironbark EucalyptusEucalyptus L'Hérit. (Myrtaceae) is a taxonomically complex and highly speciose genus that dominates much of Australia's woody vegetation. However, very little information is available about the molecular biology and chloroplast diversity of certain groups, such as Eucalyptus section Adnataria, which is found in many woodland habitats of eastern Australia. We report four new complete chloroplast genomes of Eucalyptus, including three genomes from species previously lacking any chloroplast reference sequences. Plastomes of E. albens, E. conica, E. crebra and E. melliodora assembled using a de novo approach were shown to be largely identical to each other, and similar in size and structure to previously published chloroplast genomes from Eucalyptus. A total of 132 genes (114 single-copy genes and 18 duplicated genes in the IR regions) were identified, and shown to be highly conserved in terms of gene order, content and organization. Slightly higher divergence in the intergenic spacers was identified through comparative genomic analyses. Chloroplast sequences of 35 additional individuals representing 12 species were assembled using a reference guided approach. Rates of nucleotide substitution varied among the protein coding genes, with 17 genes under possible positive selection, and 29 invariant genes. Phylogenetic analysis of either the whole reconstructed plastome sequences or the individual genes revealed extreme discordance with expected species boundaries or higher-level relationships. Plastome relationships were better predicted by geography than by nuclear DNA or taxonomic relationships, suggesting a substantial influence of gene flow over and above the effects of incomplete lineage sorting. These results provide resources for future research and valuable insights into the prevalence of interspecific gene flow among Eucalyptus species.
- PublicationLandscape genomic prediction for restoration of a Eucalyptus foundation species under climate change(eLife Sciences Publications Ltd, 2018-04-24)
;Supple, Megan Ann ;Bragg, Jason G ;Broadhurst, Linda M ;Nicotra, Adrienne B ;Byrne, Margaret; ;Widdup, Abigail ;Aitken, Nicola CBorevitz, Justin OAs species face rapid environmental change, we can build resilient populations through restoration projects that incorporate predicted future climates into seed sourcing decisions. Eucalyptus melliodora is a foundation species of a critically endangered community in Australia that is a target for restoration. We examined genomic and phenotypic variation to make empirical based recommendations for seed sourcing. We examined isolation by distance and isolation by environment, determining high levels of gene flow extending for 500 km and correlations with climate and soil variables. Growth experiments revealed extensive phenotypic variation both within and among sampling sites, but no site-specific differentiation in phenotypic plasticity. Model predictions suggest that seed can be sourced broadly across the landscape, providing ample diversity for adaptation to environmental change. Application of our landscape genomic model to E. melliodora restoration projects can identify genomic variation suitable for predicted future climates, thereby increasing the long term probability of successful restoration. - PublicationPlant genome evolution in the genus Eucalyptus is driven by structural rearrangements that promote sequence divergence(Cold Spring Harbor Laboratory Press, 2024-04)
;Ferguson, Scott ;Jones, Ashley ;Murray, Kevin; ;Schwessinger, BenjaminBorevitz, JustinGenomes 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.
- PublicationA road map for molecular ecology(Blackwell Publishing Ltd, 2013)
; ;Bernatchez, Louis ;Slate, Jon ;Smith, Harry ;Sork, Vistoria L ;Stone, Graham N ;Vines, Timothy H ;Waits, Lisette ;Widmer, Alex ;Rieseberg, Loren H ;Bonin, Aurelie ;Buerkle, C Alex ;Carstens, Bryan C ;Emerson, Brent C ;Garant, Dany ;Giraud, Tatiana ;Kane, Nolan CRogers, Sean MThe discipline of molecular ecology has undergone enormous changes since the journal bearing its name was launched approximately two decades ago. The field has seen great strides in analytical methods development, made groundbreaking discoveries and experienced a revolution in genotyping technology. Here, we provide brief perspectives on the main subdisciplines of molecular ecology, describe key questions and goals, discuss common challenges, predict future research directions and suggest research priorities for the next 20 years. - PublicationGenetic and environmental contributions to variation and population divergence in a broad-spectrum foliar defence of 'Eucalyptus tricarpa''Background and Aims' Both environmental and genetic effects contribute to phenotypic variation within and among populations. Genetic differentiation of quantitative traits among populations has been shown in many species, yet it can also be accompanied by other genetic changes, such as divergence in phenotypic plasticity and in genetic variance. Sideroxylonal (a formylated phloroglucinol compound or FPC) is an important chemical defence in eucalypts. The effect of environmental variation on its production is a critical gap in our understanding of its genetics and evolution. 'Methods' The stability of genetic variation in sideroxylonal was assessed within and among populations of Eucalyptus tricarpa in three replicated provenance/progeny trials. The covariance structure of the data was also modelled to test whether genetic variances were consistent among populations and Fain's test was applied for major gene effects. 'Key Results' A significant genotype x environment interaction occurred at the level of population, and was related to temperature range and seasonality in source populations. Within-population genetic variation was not affected by genotype x environment effects or different sampling years. However, within-population genetic variance for sideroxylonal concentration differed significantly among source populations. Regression of family variance on family mean suggested that this trait is subject to major gene effects, which could explain the observed differences in genetic variances among populations. 'Conclusions' These results highlight the importance of replicated common-garden experiments for understanding the genetic basis of population differences. Genotype x environment interactions are unlikely to impede evolution or responses to artificial selection on sideroxylonal, but the lack of genetic variation in some populations may be a constraint. The results are broadly consistent with localized selection on foliar defence and illustrate that differentiation in population means, whether due to selection or to drift, can be accompanied by changes in other characteristics, such as plasticity and genetic variance.
- PublicationGenetic, cytogenetic and morphological patterns in a mixed mulga population: evidence for apomixis(CSIRO Publishing, 2003)
; ;Miller, Joseph T ;Peakall, Rod ;Crisp, Michael DBayer, Randall JThe mulga complex (Acacia aneura and closely related taxa) is a widespread group that is dominant in much of arid Australia. The group is taxonomically difficult, due to a complex interaction of sympatry and putative hybridisation between the major species, geographic variation within species and sympatric variation within A. aneura. Mulga is highly variable in a wide range of vegetative and reproductive characters and it is not unusual to find five or six distinct forms growing side by side. The aim of this project was to gain a better understanding of the relationships among mulga species and A. aneura varieties, as well as the maintenance of this variation. A single site in the Northern Territory, containing A. ayersiana, A. minyura and two varieties of A. aneura, was sampled intensively. Six morphotypes were observed in the field and five were strongly supported by morphometric analysis. Although the mulga complex is generally tetraploid (2n = 52), triploid (2n = 39) and pentaploid (2n = 65) seedlings were produced in the study population. Microsatellite primers developed for A. mangium (sect. Juliflorae) were amplified in individuals of each morphotype, resulting in genetic marker patterns consistent with polyploidy. Genetic and morphometric distances were correlated and differences between morphotypes account for 63% of the total genetic variation (ΦPT = 0.63, P < 0.001). Allele sequences confirmed the presence of genuine heterozygosity and clonality was suggested by the low genotypic diversity and the lack of allele segregation. Seedlings had identical genotypes to the maternal plants and polyembryony was observed in each taxon, consistent with apomictic reproduction. Both variation of the ploidy level and apomixis may restrict gene flow among morphotypes, playing a role in the maintenance of morphological diversity at the study site. The success of the group in arid and semi-arid Australia may also be due, in part, to these factors.
- PublicationEnvironmental Barcoding Reveals Massive Dinoflagellate Diversity in Marine Environments(Public Library of Science, 2010)
;Stern, Rowena F ;Horak, Ales ;Brand, Jerry ;James, Erick R ;Keeling, Patrick J; ;Coffroth, Mary-Alice ;Anderson, Robert A ;Kupper, Frithjof C ;Jameson, Ian ;Hoppenrath, Mona ;Veron, BenoitKasai, Fumai'Background:' Dinoflagellates are an ecologically important group of protists with important functions as primary producers, coral symbionts and in toxic red tides. Although widely studied, the natural diversity of dinoflagellates is not well known. DNA barcoding has been utilized successfully for many protist groups. We used this approach to systematically sample known "species", as a reference to measure the natural diversity in three marine environments. 'Methodology/Principal Findings:' In this study, we assembled a large cytochrome 'c' oxidase 1 (COI) barcode database from 8 public algal culture collections plus 3 private collections worldwide resulting in 336 individual barcodes linked to specific cultures. We demonstrate that COI can identify to the species level in 15 dinoflagellate genera, generally in agreement with existing species names. Exceptions were found in species belonging to genera that were generally already known to be taxonomically challenging, such as 'Alexandrium' or 'Symbiodinium'. Using this barcode database as a baseline for cultured dinoflagellate diversity, we investigated the natural diversity in three diverse marine environments (Northeast Pacific, Northwest Atlantic, and Caribbean), including an evaluation of single-cell barcoding to identify uncultivated groups. From all three environments, the great majority of barcodes were not represented by any known cultured dinoflagellate, and we also observed an explosion in the diversity of genera that previously contained a modest number of known species, belonging to Kareniaceae. In total, 91.5% of non-identical environmental barcodes represent distinct species, but only 51 out of 603 unique environmental barcodes could be linked to cultured species using a conservative cut-off based on distances between cultured species. 'Conclusions/Significance:' COI barcoding was successful in identifying species from 70% of cultured genera. When applied to environmental samples, it revealed a massive amount of natural diversity in dinoflagellates. This highlights the extent to which we underestimate microbial diversity in the environment. - PublicationInferring inter‑colony movement within metapopulations of yellow‑footed rock‑wallabies using estimates of kinship
Understanding the exchange of individuals between wildlife populations, particularly those with naturally fragmented habitats, is important for the effective management of these species. This is of particular consequence when the species is of conservation concern, and isolated populations may be lost due to pressures from predation or competition, or catastrophic events such as wildfire. Here we demonstrate the use kinship and population structure analysis to show potential recent movement between colonies in metapopulations of yellow-footed rock-wallaby (Petrogale xanthopus Gray 1854) at two sites in the Grey Range of Queensland, and at four sites in the Gawler Ranges of South Australia. These colonies are also compared to a single colony from the Flinders Ranges, a connected landscape of rock-wallaby habitat. Using reduced representation next-generation sequencing, we acquired and filtered a set of similar to 17,000 single-nucleotide polymorphisms to examine population genetic variation, structure and relationships within populations, and also identify putative migrants. Initial STRUCTURE analysis re-confirmed each population should be considered separately. Tests of population genetic variation identify several colonies appearing to be experiencing genetic erosion, also with low calculated effective population sizes (Ne = 4.5-36.6). Pairwise comparisons of individual relatedness (relatedness coeffiecients; r) implied several contemporary movement events between colonies within both the Gawler and Grey Ranges (r > 0.125), which was then affirmed with tests for putative first generation migrants. These results are of particular note in South Australia, where threat abatement (management of key predators and competitors) may facilitate dispersion. Additionally, in Queensland, colonies are separated by anthropogenic barriers: predator exclusion fencing designed to exclude dingoes (Canis familiaris) from grazing land, which may hinder dispersal. This work highlights the usefulness of population genetics to inform management outcomes in wildlife, in this case, highlighting the need for threatened species management at the landscape level.