53 results on '"Borevitz, Justin O."'
Search Results
2. Genomic determinants, architecture, and constraints in drought-related traits in Corymbia calophylla.
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Ahrens, Collin W., Murray, Kevin, Mazanec, Richard A., Ferguson, Scott, Jones, Ashley, Tissue, David T., Byrne, Margaret, Borevitz, Justin O., and Rymer, Paul D.
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DROUGHT management ,CLIMATE change adaptation ,DROUGHTS ,GENOME-wide association studies ,FOREST productivity ,FOREST conservation - Abstract
Background: Drought adaptation is critical to many tree species persisting under climate change, however our knowledge of the genetic basis for trees to adapt to drought is limited. This knowledge gap impedes our fundamental understanding of drought response and application to forest production and conservation. To improve our understanding of the genomic determinants, architecture, and trait constraints, we assembled a reference genome and detected ~ 6.5 M variants in 432 phenotyped individuals for the foundational tree Corymbia calophylla. Results: We found 273 genomic variants determining traits with moderate heritability (h
2 SNP = 0.26–0.64). Significant variants were predominantly in gene regulatory elements distributed among several haplotype blocks across all chromosomes. Furthermore, traits were constrained by frequent epistatic and pleiotropic interactions. Conclusions: Our results on the genetic basis for drought traits in Corymbia calophylla have several implications for the ability to adapt to climate change: (1) drought related traits are controlled by complex genomic architectures with large haplotypes, epistatic, and pleiotropic interactions; (2) the most significant variants determining drought related traits occurred in regulatory regions; and (3) models incorporating epistatic interactions increase trait predictions. Our findings indicate that despite moderate heritability drought traits are likely constrained by complex genomic architecture potentially limiting trees response to climate change. [ABSTRACT FROM AUTHOR]- Published
- 2024
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3. Interspecies genome divergence is predominantly due to frequent small scale rearrangements in Eucalyptus.
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Ferguson, Scott, Jones, Ashley, Murray, Kevin, Schwessinger, Benjamin, and Borevitz, Justin O.
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HOMOLOGOUS chromosomes ,GENOMES ,CHROMOSOMAL rearrangement ,EUCALYPTUS ,DNA sequencing ,PHENOTYPES - Abstract
Synteny, the ordering of sequences within homologous chromosomes, must be maintained within the genomes of sexually reproducing species for the sharing of alleles and production of viable, reproducing offspring. However, when the genomes of closely related species are compared, a loss of synteny is often observed. Unequal homologous recombination is the primary mechanism behind synteny loss, occurring more often in transposon rich regions, and resulting in the formation of chromosomal rearrangements. To examine patterns of synteny among three closely related, interbreeding, and wild Eucalyptus species, we assembled their genomes using long‐read DNA sequencing and de novo assembly. We identify syntenic and rearranged regions between these genomes and estimate that ~48% of our genomes remain syntenic while ~36% is rearranged. We observed that rearrangements highly fragment microsynteny. Our results suggest that synteny between these species is primarily lost through small‐scale rearrangements, not through sequence loss, gain, or sequence divergence. Further examination of identified rearrangements suggests that rearrangements may be altering the phenotypes of Eucalyptus species. Our study also underscores that the use of single reference genomes in genomic variation studies could lead to reference bias, especially given the scale at which we show potentially adaptive loci have highly diverged, deleted, duplicated and/or rearranged. This study provides an unbiased framework to look at potential speciation and adaptive loci among a rapidly radiating foundation species of woodland trees that are free from selective breeding seen in most crop species. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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4. Climatic Drivers of Silicon Accumulation in a Model Grass Operate in Low- but Not High-Silicon Soils.
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Johnson, Scott N., Vandegeer, Rebecca K., Borevitz, Justin O., Hartley, Susan E., Tissue, David T., and Hall, Casey R.
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SEASONAL temperature variations ,LOW temperatures ,GRASSES ,SILICON ,BRACHYPODIUM - Abstract
Grasses are hyper-accumulators of silicon (Si), which is known to alleviate diverse environmental stresses, prompting speculation that Si accumulation evolved in response to unfavourable climatic conditions, including seasonally arid environments. We conducted a common garden experiment using 57 accessions of the model grass Brachypodium distachyon, sourced from different Mediterranean locations, to test relationships between Si accumulation and 19 bioclimatic variables. Plants were grown in soil with either low or high (Si supplemented) levels of bioavailable Si. Si accumulation was negatively correlated with temperature variables (annual mean diurnal temperature range, temperature seasonality, annual temperature range) and precipitation seasonality. Si accumulation was positively correlated with precipitation variables (annual precipitation, precipitation of the driest month and quarter, and precipitation of the warmest quarter). These relationships, however, were only observed in low-Si soils and not in Si-supplemented soils. Our hypothesis that accessions of B. distachyon from seasonally arid conditions have higher Si accumulation was not supported. On the contrary, higher temperatures and lower precipitation regimes were associated with lower Si accumulation. These relationships were decoupled in high-Si soils. These exploratory results suggest that geographical origin and prevailing climatic conditions may play a role in predicting patterns of Si accumulation in grasses. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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5. Genomic consequences of artificial selection during early domestication of a wood fibre crop.
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Mostert‐O'Neill, Marja M., Tate, Hannah, Reynolds, S. Melissa, Mphahlele, Makobatjatji M., van den Berg, Gert, Verryn, Steve D., Acosta, Juan J., Borevitz, Justin O., and Myburg, Alexander A.
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INTROGRESSION (Genetics) ,EUCALYPTUS ,SINGLE nucleotide polymorphisms ,LINKAGE disequilibrium ,EUCALYPTUS grandis ,CROPS ,TREE crops - Abstract
Summary: From its origins in Australia, Eucalyptus grandis has spread to every continent, except Antarctica, as a wood crop. It has been cultivated and bred for over 100 yr in places such as South Africa. Unlike most annual crops and fruit trees, domestication of E. grandis is still in its infancy, representing a unique opportunity to interrogate the genomic consequences of artificial selection early in the domestication process.To determine how a century of artificial selection has changed the genome of E. grandis, we generated single nucleotide polymorphism genotypes for 1080 individuals from three advanced South African breeding programmes using the EUChip60K chip, and investigated population structure and genome‐wide differentiation patterns relative to wild progenitors.Breeding and wild populations appeared genetically distinct. We found genomic evidence of evolutionary processes known to have occurred in other plant domesticates, including interspecific introgression and intraspecific infusion from wild material. Furthermore, we found genomic regions with increased linkage disequilibrium and genetic differentiation, putatively representing early soft sweeps of selection.This is, to our knowledge, the first study of genomic signatures of domestication in a timber species looking beyond the first few generations of cultivation. Our findings highlight the importance of intra‐ and interspecific hybridization during early domestication. [ABSTRACT FROM AUTHOR]
- Published
- 2022
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6. The first long-read nuclear genome assembly of Oryza australiensis, a wild rice from northern Australia.
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Phillips, Aaron L., Ferguson, Scott, Watson-Haigh, Nathan S., Jones, Ashley W., Borevitz, Justin O., Burton, Rachel A., and Atwell, Brian J.
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WILD rice ,ORYZA ,GENOMES ,RICE ,GENOTYPES - Abstract
Oryza australiensis is a wild rice native to monsoonal northern Australia. The International Oryza Map Alignment Project emphasises its significance as the sole representative of the EE genome clade. Assembly of the O. australiensis genome has previously been challenging due to its high Long Terminal Repeat (LTR) retrotransposon (RT) content. Oxford Nanopore long reads were combined with Illumina short reads to generate a high-quality ~ 858 Mbp genome assembly within 850 contigs with 46× long read coverage. Reference-guided scaffolding increased genome contiguity, placing 88.2% of contigs into 12 pseudomolecules. After alignment to the Oryza sativa cv. Nipponbare genome, we observed several structural variations. PacBio Iso-Seq data were generated for five distinct tissues to improve the functional annotation of 34,587 protein-coding genes and 42,329 transcripts. We also report SNV numbers for three additional O. australiensis genotypes based on Illumina re-sequencing. Although genetic similarity reflected geographical separation, the density of SNVs also correlated with our previous report on variations in salinity tolerance. This genome re-confirms the genetic remoteness of the O. australiensis lineage within the O. officinalis genome complex. Assembly of a high-quality genome for O. australiensis provides an important resource for the discovery of critical genes involved in development and stress tolerance. [ABSTRACT FROM AUTHOR]
- Published
- 2022
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7. Genomic evidence of introgression and adaptation in a model subtropical tree species, Eucalyptus grandis.
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Mostert‐O'Neill, Marja Mirjam, Reynolds, Sharon Melissa, Acosta, Juan Jose, Lee, David John, Borevitz, Justin O., and Myburg, Alexander Andrew
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EUCALYPTUS ,EUCALYPTUS grandis ,CLIMATE change ,SPECIES ,ABIOTIC stress ,GENES - Abstract
The genetic consequences of adaptation to changing environments can be deciphered using population genomics, which may help predict species' responses to global climate change. Towards this, we used genome‐wide SNP marker analysis to determine population structure and patterns of genetic differentiation in terms of neutral and adaptive genetic variation in the natural range of Eucalyptus grandis, a widely cultivated subtropical and temperate species, serving as genomic reference for the genus. We analysed introgression patterns at subchromosomal resolution using a modified ancestry mapping approach and identified provenances with extensive interspecific introgression in response to increased aridity. Furthermore, we describe potentially adaptive genetic variation as explained by environment‐associated SNP markers, which also led to the discovery of what is likely a large structural variant. Finally, we show that genes linked to these markers are enriched for biotic and abiotic stress responses. [ABSTRACT FROM AUTHOR]
- Published
- 2021
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8. Spatial, climate and ploidy factors drive genomic diversity and resilience in the widespread grass Themeda triandra.
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Ahrens, Collin W., James, Elizabeth A., Miller, Adam D., Scott, Ferguson, Aitken, Nicola C., Jones, Ashley W., Lu‐Irving, Patricia, Borevitz, Justin O., Cantrill, David J., and Rymer, Paul D.
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CLIMATE change ,BIOTIC communities ,CLIMATOLOGY ,PLOIDY ,POLYPLOIDY ,FRAGMENTED landscapes - Abstract
Global climate change poses a significant threat to natural communities around the world, with many plant species showing signs of climate stress. Grassland ecosystems are not an exception, with climate change compounding contemporary pressures such as habitat loss and fragmentation. In this study, we assess the climate resilience of Themeda triandra, a foundational species and the most widespread plant in Australia, by assessing the relative contributions of spatial, environmental and ploidy factors to contemporary genomic variation. Reduced‐representation genome sequencing on 472 samples from 52 locations was used to test how the distribution of genomic variation, including ploidy polymorphism, supports adaptation to hotter and drier climates. We explicitly quantified isolation by distance (IBD) and isolation by environment (IBE) and predicted genomic vulnerability of populations to future climates based on expected deviation from current genomic composition. We found that a majority (54%) of genomic variation could be attributed to IBD, while an additional 22% (27% when including ploidy information) could be explained by two temperature and two precipitation climate variables demonstrating IBE. Ploidy polymorphisms were common within populations (31/52 populations), indicating that ploidy mixing is characteristic of T. triandra populations. Genomic vulnerabilities were found to be heterogeneously distributed throughout the landscape, and our analysis suggested that ploidy polymorphism, along with other factors linked to polyploidy, reduced vulnerability to future climates by 60% (0.25–0.10). Our data suggests that polyploidy may facilitate adaptation to hotter climates and highlight the importance of incorporating ploidy in adaptive management strategies to promote the resilience of this and other foundation species. [ABSTRACT FROM AUTHOR]
- Published
- 2020
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9. Landscape drivers of genomic diversity and divergence in woodland Eucalyptus.
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Murray, Kevin D, Janes, Jasmine K, Jones, Ashley, Bothwell, Helen M, Andrew, Rose L, and Borevitz, Justin O
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EUCALYPTUS ,FORESTS & forestry ,ECOLOGICAL genetics ,ECOSYSTEM services - Abstract
Spatial genetic patterns are influenced by numerous factors, and they can vary even among coexisting, closely related species due to differences in dispersal and selection. Eucalyptus (L'Héritier 1789; the "eucalypts") are foundation tree species that provide essential habitat and modulate ecosystem services throughout Australia. Here we present a study of landscape genomic variation in two woodland eucalypt species, using whole‐genome sequencing of 388 individuals of Eucalyptus albens and Eucalyptus sideroxylon. We found exceptionally high genetic diversity (π ≈ 0.05) and low genome‐wide, interspecific differentiation (FST = 0.15) and intraspecific differentiation between localities (FST ≈ 0.01–0.02). We found no support for strong, discrete population structure, but found substantial support for isolation by geographic distance (IBD) in both species. Using generalized dissimilarity modelling, we identified additional isolation by environment (IBE). Eucalyptus albens showed moderate IBD, and environmental variables have a small but significant amount of additional predictive power (i.e. IBE). Eucalyptus sideroxylon showed much stronger IBD and moderate IBE. These results highlight the vast adaptive potential of these species and set the stage for testing evolutionary hypotheses of interspecific adaptive differentiation across environments. [ABSTRACT FROM AUTHOR]
- Published
- 2019
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10. HOME: a histogram based machine learning approach for effective identification of differentially methylated regions.
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Srivastava, Akanksha, Karpievitch, Yuliya V., Eichten, Steven R., Borevitz, Justin O., and Lister, Ryan
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NUCLEOTIDE sequencing ,DNA methylation ,HISTOGRAMS ,MACHINE learning ,EPIGENETICS ,SUPPORT vector machines - Abstract
Background: The development of whole genome bisulfite sequencing has made it possible to identify methylation differences at single base resolution throughout an entire genome. However, a persistent challenge in DNA methylome analysis is the accurate identification of differentially methylated regions (DMRs) between samples. Sensitive and specific identification of DMRs among different conditions requires accurate and efficient algorithms, and while various tools have been developed to tackle this problem, they frequently suffer from inaccurate DMR boundary identification and high false positive rate. Results: We present a novel Histogram Of MEthylation (HOME) based method that takes into account the inherent difference in the distribution of methylation levels between DMRs and non-DMRs to discriminate between the two using a Support Vector Machine. We show that generated features used by HOME are dataset-independent such that a classifier trained on, for example, a mouse methylome training set of regions of differentially accessible chromatin, can be applied to any other organism's dataset and identify accurate DMRs. We demonstrate that DMRs identified by HOME exhibit higher association with biologically relevant genes, processes, and regulatory events compared to the existing methods. Moreover, HOME provides additional functionalities lacking in most of the current DMR finders such as DMR identification in non-CG context and time series analysis. HOME is freely available at https://github.com/ListerLab/HOME. Conclusion: HOME produces more accurate DMRs than the current state-of-the-art methods on both simulated and biological datasets. The broad applicability of HOME to identify accurate DMRs in genomic data from any organism will have a significant impact upon expanding our knowledge of how DNA methylation dynamics affect cell development and differentiation. [ABSTRACT FROM AUTHOR]
- Published
- 2019
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11. Environmental resource deficit may drive the evolution of intraspecific trait variation in invasive plant populations.
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Liu, Shuangshuang, Streich, Jared, Borevitz, Justin O., Rice, Kevin J., Li, Tingting, Li, Bo, and Bradford, Kent J.
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INVASIVE plants ,PLANT populations ,COMPETITION (Biology) ,PLANT invasions ,PHENOTYPIC plasticity in plants - Abstract
Intraspecific trait variation within natural populations (i.e. intra‐population trait variation, IPTV) is the basic source for selection and can have significant ecological consequences. Higher IPTV may increase a population's niche breath and benefit interspecies competition under a resource‐limited environment, thus affecting the ability of a species to move into novel habitats. However, the reciprocal influences of variation in environmental conditions and phenotypic trait expression in spreading plant populations are not clearly defined. We propose that during invasion, IPTV and its relative change in response to key resource enrichment may increase with the resource deficit of invaded sites, and that this relationship may facilitate plant invasions into resource‐limited environments. We analyzed the invasion trend, IPTV and its response to water enrichment, and moisture variability among populations of an annual grass Brachypodium hybridum in California, United States. We incorporated a genotyping‐by‐sequencing approach, a common garden experiment that had two water level treatments, and public plant and climate databases. Our hypothesis was supported by the observation that for populations that invaded sites with higher spring moisture deficit, both their seed biomass IPTV (for the water‐enriched treatment only) and relative change of the IPTV across water treatments were larger when examined in the common garden experiment. A generally north to south spreading direction was found in these B. hybridum populations, towards a drier and warmer climate exhibiting higher moisture deficit for plant growth. Our results suggest a role for interactions between IPTV (rather than trait means) and environmental resource availability in promoting plant invasions, providing new insights into the significance of IPTV in shaping plant geographic distributions. [ABSTRACT FROM AUTHOR]
- Published
- 2019
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12. Rapid Recovery Gene Downregulation during Excess-Light Stress and Recovery in Arabidopsis.
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Crisp, Peter A., Ganguly, Diep R., Smith, Aaron B., Murray, Kevin D., Estavillo, Gonzalo M., Searle, Iain, Ford, Ethan, Bogdanović, Ozren, Lister, Ryan, Borevitz, Justin O., Eichten, Steven R., and Pogson, Barry J.
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- 2017
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13. Genomic diversity guides conservation strategies among rare terrestrial orchid species when taxonomy remains uncertain.
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Ahrens, Collin W., Supple, Megan A., Aitken, Nicola C., Cantrill, David J., Borevitz, Justin O., and James, Elizabeth A.
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ORCHIDS ,PLANT diversity ,PLANT classification ,PLANT populations ,POPULATION genetics ,GLOBAL environmental change - Abstract
* Background and Aims Species are often used as the unit for conservation, but may not be suitable for species complexes where taxa are difficult to distinguish. Under such circumstances, it may be more appropriate to consider species groups or populations as evolutionarily significant units (ESUs). A population genomic approach was employed to investigate the diversity within and among closely related species to create a more robust, lineage-specific conservation strategy for a nationally endangered terrestrial orchid and its relatives from south-eastern Australia. * Methods Four putative species were sampled from a total of 16 populations in the Victorian Volcanic Plain (VVP) bioregion and one population of a sub-alpine outgroup in south-eastern Australia. Morphological measurements were taken in situ along with leaf material for genotyping by sequencing (GBS) and microsatellite analyses. * Key Results Species could not be differentiated using morphological measurements. Microsatellite and GBS markers confirmed the outgroup as distinct, but only GBS markers provided resolution of population genetic structure. The nationally endangered Diuris basaltica was indistinguishable from two related species (D. chryseopsis and D. behrii), while the state-protected D. gregaria showed genomic differentiation. * Conclusions Genomic diversity identified among the four Diuris species suggests that conservation of this taxonomically complex group will be best served by considering them as one ESU rather than separately aligned with species as currently recognized. This approach will maximize evolutionary potential among all species during increased isolation and environmental change. The methods used here can be applied generally to conserve evolutionary processes for groups where taxonomic uncertainty hinders the use of species as conservation units. [ABSTRACT FROM AUTHOR]
- Published
- 2017
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14. Population scale mapping of transposable element diversity reveals links to gene regulation and epigenomic variation.
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Stuart, Tim, Eichten, Steven R., Cahn, Jonathan, Karpievitch, Yuliya V., Borevitz, Justin O., and Lister, Ryan
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- 2016
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15. Genotypic diversity effects on biomass production in native perennial bioenergy cropping systems.
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Morris, Geoffrey P., Hu, Zhenbin, Grabowski, Paul P., Borevitz, Justin O., Graaff, Marie‐Anne, Miller, R. Michael, and Jastrow, Julie D.
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BIOMASS production ,BIOMASS energy ,CROPPING systems ,SWITCHGRASS ,BIOMASS chemicals ,MONOCULTURE agriculture - Abstract
The perennial grass species that are being developed as biomass feedstock crops harbor extensive genotypic diversity, but the effects of this diversity on biomass production are not well understood. We investigated the effects of genotypic diversity in switchgrass ( Panicum virgatum) and big bluestem ( Andropogon gerardii) on perennial biomass cropping systems in two experiments conducted over 2008-2014 at a 5.4-ha fertile field site in northeastern Illinois, USA. We varied levels of switchgrass and big bluestem genotypic diversity using various local and nonlocal cultivars - under low or high species diversity, with or without nitrogen inputs - and quantified establishment, biomass yield, and biomass composition. In one experiment ('agronomic trial'), we compared three switchgrass cultivars in monoculture to a switchgrass cultivar mixture and three different species mixtures, with or without N fertilization. In another experiment ('diversity gradient'), we varied diversity levels in switchgrass and big bluestem (1, 2, 4, or 6 cultivars per plot), with one or two species per plot. In both experiments, cultivar mixtures produced yields equivalent to or greater than the best cultivars. In the agronomic trial, the three switchgrass mixture showed the highest production overall, though not significantly different than best cultivar monoculture. In the diversity gradient, genotypic mixtures had one-third higher biomass production than the average monoculture, and none of the monocultures were significantly higher yielding than the average mixture. Year-to-year variation in yields was lowest in the three-cultivar switchgrass mixtures and Cave-In-Rock (the southern Illinois cultivar) and also reduced in the mixture of switchgrass and big bluestem relative to the species monocultures. The effects of genotypic diversity on biomass composition were modest relative to the differences among species and genotypes. Our findings suggest that local genotypes can be included in biomass cropping systems without compromising yields and that genotypic mixtures could help provide high, stable yields of high-quality biomass feedstocks. [ABSTRACT FROM AUTHOR]
- Published
- 2016
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16. Population and phylogenomic decomposition via genotyping-by-sequencing in Australian Pelargonium.
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Nicotra, Adrienne B., Chong, Caroline, Bragg, Jason G., Ong, Chong Ren, Aitken, Nicola C., Chuah, Aaron, Lepschi, Brendan, and Borevitz, Justin O.
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GENOMICS ,PELARGONIUMS ,MOLECULAR structure ,MORPHOMETRICS ,GENOTYPES - Abstract
Species delimitation has seen a paradigm shift as increasing accessibility of genomic-scale data enables separation of lineages with convergent morphological traits and the merging of recently diverged ecotypes that have distinguishing characteristics. We inferred the process of lineage formation among Australian species in the widespread and highly variable genus Pelargonium by combining phylogenomic and population genomic analyses along with breeding system studies and character analysis. Phylogenomic analysis and population genetic clustering supported seven of the eight currently described species but provided little evidence for differences in genetic structure within the most widely distributed group that containing P. australe. In contrast, morphometric analysis detected three deep lineages within Australian Pelargonium; with P. australe consisting of five previously unrecognized entities occupying separate geographic ranges. The genomic approach enabled elucidation of parallel evolution in some traits formerly used to delineate species, as well as identification of ecotypic morphological differentiation within recognized species. Highly variable morphology and trait convergence each contribute to the discordance between phylogenomic relationships and morphological taxonomy. Data suggest that genetic divergence among species within the Australian Pelargonium may result from allopatric speciation while morphological differentiation within and among species may be more strongly driven by environmental differences. [ABSTRACT FROM AUTHOR]
- Published
- 2016
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17. Adaptation genomics: The angel is in the details.
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Almonte, Andrew A. and Borevitz, Justin O.
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PLANT adaptation ,EFFECT of temperature on plants ,ANGIOSPERMS ,ARABIDOPSIS thaliana ,GERMINATION - Abstract
This article comments on: Genome‐wide signatures of flowering adaptation to climate temperature: Regional analyses in a highly diverse native range of Arabidopsis thaliana [ABSTRACT FROM AUTHOR]
- Published
- 2018
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18. Genomic variation across landscapes: insights and applications.
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Bragg, Jason G., Supple, Megan A., Andrew, Rose L., and Borevitz, Justin O.
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BIOLOGICAL variation ,POPULATION genetics ,RNA sequencing ,GENOMES ,GENETIC markers ,GENE flow - Abstract
953I.953II.955III.955IV.956V.960VI.963964References964 Summary: The distribution of genomic variation across landscapes can provide insights into the complex interactions between the environment and the genome that influence the distribution of species, and mediate phenotypic adaptation to local conditions. High throughput sequencing technologies now offer unprecedented power to explore these interactions, allowing powerful inferences about historical processes of colonization, gene flow and divergence, as well as the identification of loci that mediate local adaptation. These ‘landscape genomic’ approaches have been validated in model species and are now being applied to nonmodel organisms, including foundation species that have substantial effects on ecosystem processes. Here we review the growing field of landscape genomics from a very broad perspective. In particular, we describe the inferential power that is gained by taking a genome‐wide view of genetic variation, strategies for study design to best capture adaptive variation, and how to apply this information to practical challenges, such as restoration. [ABSTRACT FROM AUTHOR]
- Published
- 2015
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19. A chromatin modifying enzyme, SDG8, is involved in morphological, gene expression, and epigenetic responses to mechanical stimulation.
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Cazzonelli, Christopher I., Nisar, Nazia, Roberts, Andrea C., Murray, Kevin D., Borevitz, Justin O., and Pogson, Barry J.
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GENE expression in plants ,ARABIDOPSIS ,PLANT epigenetics ,HISTONES ,TRANSCRIPTION factors ,THIGMOMORPHOGENESIS - Abstract
Thigmomorphogenesis is viewed as being a response process of acclimation to short repetitive bursts of mechanical stimulation or touch. The underlying molecular mechanisms that coordinate changes in how touch signals lead to long-term morphological changes are enigmatic. Touch responsive gene expression is rapid and transient, and no transcription factor or DNA regulatory motif has been reported that could confer a genome wide mechanical stimulus. We report here on a chromatin modifying enzyme, SDG8/ASHH2, which can regulate the expression of many touch responsive genes identified in Arabidopsis. SDG8 is required for the permissive expression of touch induced genes; and the loss of function of sdg8 perturbs the maximum levels of induction on selected touch gene targets. SDG8 is required to maintain permissive H3K4 trimethylation marks surrounding the Arabidopsis touch-inducible gene TOUCH 3 (TCH3), which encodes a calmodulin-like protein (CML12). The gene neighboring was also slightly down regulated, revealing a new target for SDG8 mediated chromatin modification. Finally, sdg8 mutants show perturbed morphological response to wind-agitated mechanical stimuli, implicating an epigenetic memory-forming process in the acclimation response of thigmomorphogenesis. [ABSTRACT FROM AUTHOR]
- Published
- 2014
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20. Population genomic variation reveals roles of history, adaptation and ploidy in switchgrass.
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Grabowski, Paul P., Morris, Geoffrey P., Casler, Michael D., and Borevitz, Justin O.
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HUMAN genetic variation ,EVOLUTIONARY theories ,GENETIC drift ,NATURAL selection ,SWITCHGRASS ,BIOGEOGRAPHY ,POLYPLOIDY - Abstract
Geographic patterns of genetic variation are shaped by multiple evolutionary processes, including genetic drift, migration and natural selection. Switchgrass ( Panicum virgatum L.) has strong genetic and adaptive differentiation despite life history characteristics that promote high levels of gene flow and can homogenize intraspecific differences, such as wind-pollination and self-incompatibility. To better understand how historical and contemporary factors shape variation in switchgrass, we use genotyping-by-sequencing to characterize switchgrass from across its range at 98 042 SNPs. Population structuring reflects biogeographic and ploidy differences within and between switchgrass ecotypes and indicates that biogeographic history, ploidy incompatibilities and differential adaptation each have important roles in shaping ecotypic differentiation in switchgrass. At one extreme, we determine that two Panicum taxa are not separate species but are actually conspecific, ecologically divergent types of switchgrass adapted to the extreme conditions of coastal sand dune habitats. Conversely, we identify natural hybrids among lowland and upland ecotypes and visualize their genome-wide patterns of admixture. Furthermore, we determine that genetic differentiation between primarily tetraploid and octoploid lineages is not caused solely by ploidy differences. Rather, genetic diversity in primarily octoploid lineages is consistent with a history of admixture. This suggests that polyploidy in switchgrass is promoted by admixture of diverged lineages, which may be important for maintaining genetic differentiation between switchgrass ecotypes where they are sympatric. These results provide new insights into the mechanisms shaping variation in widespread species and provide a foundation for dissecting the genetic basis of adaptation in switchgrass. [ABSTRACT FROM AUTHOR]
- Published
- 2014
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21. New Arabidopsis Advanced Intercross Recombinant Inbred Lines Reveal Female Control of Nonrandom Mating.
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Nesbit Fitz Gerald, Jonathan, Carlson, Ann Louise, Smith, Evadne, Maloof, Julin N., Weigel, Detlef, Chory, Joanne, Borevitz, Justin O., and Swanson, Robert John
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ARABIDOPSIS thaliana genetics ,CROSSBREEDING ,INBREEDING ,POLLINATION ,EPISTASIS (Genetics) ,PLANTS - Abstract
Female control of nonrandom mating has never been genetically established, despite being linked to inbreeding depression and sexual selection. In order to map the loci that control female-mediated nonrandom mating, we constructed a new advanced intercross recombinant inbred line (RIL) population derived from a cross between Arabidopsis (Arabidopsis thaliana) accessions Vancouver (Van-0) and Columbia (Col-0) and mapped quantitative trait loci (QTLs) responsible for nonrandom mating and seed yield traits. We genotyped a population of 490 RILs. A subset of these lines was used to construct an expanded map of 1,061.4 centimorgans with an average interval of 6.7 ± 5.3 centimorgans between markers. QTLs were then mapped for female- and male-mediated nonrandom mating and seed yield traits. To map the genetic loci responsible for female-mediated nonrandom mating and seed yield, we performed mixed pollinations with genetically marked Col-0 pollen and Van-0 pollen on RIL pistils. To map the loci responsible for male-mediated nonrandom mating and seed yield, we performed mixed pollinations with genetically marked Col-0 and RIL pollen on Van-0 pistils. Composite interval mapping of these data identified four QTLs that control female-mediated nonrandom mating and five QTLs that control female-mediated seed yield. We also identified four QTLs that control male-mediated nonrandom mating and three QTLs that control male-mediated seed yield. Epistasis analysis indicates that several of these loci interact. To our knowledge, the results of these experiments represent the first time female-mediated nonrandom mating has been genetically defined. [ABSTRACT FROM AUTHOR]
- Published
- 2014
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22. CmCGG Methylation-Independent Parent-of-Origin Effects on Genome-Wide Transcript Levels in Isogenic Reciprocal F1 Triploid Plants.
- Author
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Donoghue, Mark T.A., Fort, Antoine, Clifton, Rachel, Zhang, Xu, McKeown, Peter C., Voigt-Zielinksi, M.L., Borevitz, Justin O., and Spillane, Charles
- Abstract
Triploid F1 hybrids generated via reciprocal interploidy crosses between genetically distinct parental plants can display parent-of-origin effects on gene expression or phenotypes. Reciprocal triploid F1 isogenic plants generated from interploidy crosses in the same genetic background allow investigation on parent-of-origin-specific (parental) genome-dosage effects without confounding effects of hybridity involving heterozygous mutations. Whole-genome transcriptome profiling was conducted on reciprocal F1 isogenic triploid (3x) seedlings of A. thaliana. The genetically identical reciprocal 3x genotypes had either an excess of maternally inherited 3x(m) or paternally inherited 3x(p) genomes. We identify a major parent-of-origin-dependent genome-dosage effect on transcript levels, whereby 602 genes exhibit differential expression between the reciprocal F1 triploids. In addition, using methylation-sensitive DNA tiling arrays, constitutive and polymorphic CG DNA methylation patterns at CCGG sites were analysed, which revealed that paternal-excess F1 triploid seedling CmCGG sites are overall hypermethylated. However, no correlation exists between CmCGG methylation polymorphisms and transcriptome dysregulation between the isogenic reciprocal F1 triploids. Overall, our study indicates that parental genome-dosage effects on the transcriptome levels occur in paternal-excess triploids, which are independent of CmCGG methylation polymorphisms. Such findings have implications for understanding parental effects and genome-dosage effects on gene expression and phenotypes in polyploid plants. [ABSTRACT FROM PUBLISHER]
- Published
- 2014
- Full Text
- View/download PDF
23. Managed Relocation: Integrating the Scientific, Regulatory, and Ethical Challenges.
- Author
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SCHWARTZ, MARK W., HELLMANN, JESSICA J., McLACHLAN, JASON M., SAX, DOV F., BOREVITZ, JUSTIN O., BRENNAN, JEAN, CAMACHO, ALEJANDRO E., CEBALLOS, GERARDO, CLARK, JAMIE R., DOREMUS, HOLLY, EARLY, REGAN, ETTERSON, JULIE R., FIELDER, DWIGHT, GILL, JACQUELYN L., GONZALEZ, PATRICK, GREEN, NANCY, HANNAH, LEE, JAMIESON, DALE W., JAVELINE, DEBRA, and MINTEER, BEN A.
- Subjects
ENVIRONMENTAL management methodology ,ASSISTED migration (Plant colonization) ,WILDLIFE relocation ,BIODIVERSITY conservation ,WILDLIFE conservation ,ENVIRONMENTAL ethics ,ENVIRONMENTAL policy ,PLANT translocation ,ANIMAL introduction ,ETHICS - Abstract
Managed relocation is defined as the movement of species, populations, or genotypes to places outside the areas of their historical distributions to maintain biological diversity or ecosystem functioning with changing climate. It has been claimed that a major extinction event is under way and that climate change is increasing its severity. Projections indicating that climate change may drive substantial losses of biodiversity have compelled some scientists to suggest that traditional management strategies are insufficient. The managed relocation of species is a controversial management response to climate change. The published literature has emphasized biological concerns over difficult ethical, legal, and policy issues. Furthermore, ongoing managed relocation actions lack scientific and societal engagement. Our interdisciplinary team considered ethics, law, policy, ecology, and natural resources management in order to identify the key issues of managed relocation relevant for developing sound policies that support decisions for resource management. We recommend that government agencies develop and adopt best practices for managed relocation. [ABSTRACT FROM AUTHOR]
- Published
- 2012
- Full Text
- View/download PDF
24. Widespread Interspecific Divergence in Cis-Regulation of Transposable Elements in the Arabidopsis Genus.
- Author
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He, Fei, Zhang, Xu, Hu, Jin-Yong, Turck, Franziska, Dong, Xue, Goebel, Ulrike, Borevitz, Justin O., and de Meaux, Juliette
- Abstract
Transposable elements (TEs) are so abundant and variable that they count among the most important mutational sources in genomes. Nonetheless, little is known about the genetics of their variation in activity or silencing across closely related species. Here, we demonstrate that regulation of TE genes can differ dramatically between the two closely related Arabidopsis species A. thaliana and A. lyrata. In leaf and floral tissues of F1 interspecific hybrids, about 47% of TEs show allele-specific expression, with the A. lyrata copy being generally expressed at higher level. We confirm that TEs are generally expressed in A. lyrata but not in A. thaliana. Allele-specific differences in TE expression are associated with divergence in epigenetic modifications like DNA and histone methylation between species as well as with sequence divergence. Our data demonstrate that A. thaliana silences TEs much better than A. lyrata. For long terminal repeat retrotransposons, these differences are more pronounced for younger insertions. Interspecific differences in TE silencing may have a great impact on genome size changes. [ABSTRACT FROM PUBLISHER]
- Published
- 2012
25. Genome-wide patterns of genetic variation in worldwide Arabidopsis thaliana accessions from the RegMap panel.
- Author
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Horton, Matthew W, Hancock, Angela M, Huang, Yu S, Toomajian, Christopher, Atwell, Susanna, Auton, Adam, Muliyati, N Wayan, Platt, Alexander, Sperone, F Gianluca, Vilhjálmsson, Bjarni J, Nordborg, Magnus, Borevitz, Justin O, and Bergelson, Joy
- Subjects
ARABIDOPSIS thaliana ,HUMAN genetic variation ,PHENOTYPES ,ECOLOGICAL genetics ,BIOLOGICAL evolution ,GENETICS ,GENETIC markers - Abstract
Arabidopsis thaliana is native to Eurasia and is naturalized across the world. Its ability to be easily propagated and its high phenotypic variability make it an ideal model system for functional, ecological and evolutionary genetics. To date, analyses of the natural genetic variation of A. thaliana have involved small numbers of individual plants or genetic markers. Here we genotype 1,307 worldwide accessions, including several regional samples, using a 250K SNP chip. This allowed us to produce a high-resolution description of the global pattern of genetic variation. We applied three complementary selection tests and identified new targets of selection. Further, we characterized the pattern of historical recombination in A. thaliana and observed an enrichment of hotspots in its intergenic regions and repetitive DNA, which is consistent with the pattern that is observed for humans but which is strikingly different from that observed in other plant species. We have made the seeds we used to produce this Regional Mapping (RegMap) panel publicly available. This panel comprises one of the largest genomic mapping resources currently available for global natural isolates of a non-human species. [ABSTRACT FROM AUTHOR]
- Published
- 2012
- Full Text
- View/download PDF
26. Genomic diversity in switchgrass ( Panicum virgatum): from the continental scale to a dune landscape.
- Author
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MORRIS, GEOFFREY P., GRABOWSKI, PAUL P, and BOREVITZ, JUSTIN O.
- Subjects
CHLOROPLAST DNA ,GENETIC polymorphisms ,SWITCHGRASS ,SAND dune conservation ,ANIMAL genetics - Abstract
Connecting broad-scale patterns of genetic variation and population structure to genetic diversity on a landscape is a key step towards understanding historical processes of migration and adaptation. New genomic approaches can be used to increase the resolution of phylogeographic studies while reducing locus sampling effects and circumventing ascertainment bias. Here, we use a novel approach based on high-throughput sequencing to characterize genetic diversity in complete chloroplast genomes and >10 000 nuclear loci in switchgrass, at continental and landscape scales. Switchgrass is a North American tallgrass species, which is widely used in conservation and perennial biomass production, and shows strong ecotypic adaptation and population structure across the continental range. We sequenced 40.9 billion base pairs from 24 individuals from across the species' range and 20 individuals from the Indiana Dunes. Analysis of plastome sequence revealed 203 variable SNP sites that define eight haplogroups, which are differentiated by 4-127 SNPs and confirmed by patterns of indel variation. These include three deeply divergent haplogroups, which correspond to the previously described lowland-upland ecotypic split and a novel upland haplogroup split that dates to the mid-Pleistocene. Most of the plastome haplogroup diversity present in the northern switchgrass range, including in the Indiana Dunes, originated in the mid- or upper Pleistocene prior to the most recent postglacial recolonization. Furthermore, a recently colonized landscape feature (approximately 150 ya) in the Indiana Dunes contains several deeply divergent upland haplogroups. Nuclear markers also support a deep lowland-upland split, followed by limited gene flow, and show extensive gene flow in the local population of the Indiana Dunes. [ABSTRACT FROM AUTHOR]
- Published
- 2011
- Full Text
- View/download PDF
27. Genome-wide association studies in plants: the missing heritability is in the field.
- Author
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Brachi, Benjamin, Morris, Geoffrey P., and Borevitz, Justin O.
- Published
- 2011
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- View/download PDF
28. Source verification of mis-identified Arabidopsis thaliana accessions.
- Author
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Anastasio, Alison E., Platt, Alexander, Horton, Matthew, Grotewold, Erich, Scholl, Randy, Borevitz, Justin O., Nordborg, Magnus, and Bergelson, Joy
- Subjects
ARABIDOPSIS thaliana ,PLANT identification ,PLANT classification ,PHYTOGEOGRAPHY ,PLANT dispersal ,PLANT populations - Abstract
Summary A major strength of Arabidopsis thaliana as a model lies in the availability of a large number of naturally occurring inbred lines. Recent studies of A. thaliana population structure, using thousands of accessions from stock center and natural collections, have revealed a robust pattern of isolation by distance at several spatial scales, such that genetically identical individuals are generally found close to each other. However, some individual accessions deviate from this pattern. While some of these may be the products of rare long-distance dispersal events, many deviations may be the result of mis-identification, in the sense that the data regarding location of origin data are incorrect. Here, we aim to identify such discrepancies. Of the 5965 accessions examined, we conclude that 286 deserve special attention as being potentially mis-identified. We describe these suspicious accessions and their possible origins, and advise caution with regard to their use in experiments in which accurate information on geographic origin is important. Finally, we discuss possibilities for maintaining the integrity of stock lines. [ABSTRACT FROM AUTHOR]
- Published
- 2011
- Full Text
- View/download PDF
29. Association mapping of local climate-sensitive quantitative trait loci in Arabidopsis thaliana.
- Author
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Yan Li, Yu Huang, Bergelson, Joy, Nordborg, Magnus, and Borevitz, Justin O.
- Subjects
ARABIDOPSIS thaliana ,FLOWERING time ,BIOLOGICAL adaptation - Abstract
Flowering time (FT) is the developmental transition coupling an internal genetic program with external local and seasonal climate cues. The genetic loci sensitive to predictable environmental signals underlie local adaptation. We dissected natural variation in FT across a new global diversity set of 473 unique accessions, with >12,000 plants across two seasonal plantings in each of two simulated local climates, Spain and Sweden. Genome-wide association mapping was carried out with 213,497 SNPs. A total of 12 FT candidate quantitative trait loci (QTL) were fine-mapped in two independent studies, including 4 located within ± 10 kb of previously cloned FT alleles and 8 novel loci. All QTL show sensitivity to planting season and/or simulated location in a multi-QTL mixed model. Alleles at four QTL were significantly correlated with latitude of origin, implying past selection for faster flowering in southern locations. Finally, maximum seed yield was observed at an optimal FT unique to each season and location, with four FT QTL directly controlling yield. Our results suggest that these major, environmentally sensitive FT QTL play an important role in spatial and temporal adaptation. [ABSTRACT FROM AUTHOR]
- Published
- 2010
- Full Text
- View/download PDF
30. A methyl transferase links the circadian clock to the regulation of alternative splicing.
- Author
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Sanchez, Sabrina E., Petrillo, Ezequiel, Beckwith, Esteban J., Xu Zhang, Rugnone, Matias L., Hernando, C. Esteban, Cuevas, Juan C., Godoy Herz, Micaela A., Depetris-Chauvin, Ana, Simpson, Craig G., Brown, John W. S., Cerdán, Pablo D., Borevitz, Justin O., Mas, Paloma, Ceriani, M. Fernanda, Kornblihtt, Alberto R., and Yanovsky, Marcelo J.
- Subjects
TRANSFERASES ,METHANOL ,CIRCADIAN rhythms ,GENETIC regulation in plants ,RNA ,ARGININE - Abstract
Circadian rhythms allow organisms to time biological processes to the most appropriate phases of the day-night cycle. Post-transcriptional regulation is emerging as an important component of circadian networks, but the molecular mechanisms linking the circadian clock to the control of RNA processing are largely unknown. Here we show that PROTEIN ARGININE METHYL TRANSFERASE 5 (PRMT5), which transfers methyl groups to arginine residues present in histones and Sm spliceosomal proteins, links the circadian clock to the control of alternative splicing in plants. Mutations in PRMT5 impair several circadian rhythms in Arabidopsis thaliana and this phenotype is caused, at least in part, by a strong alteration in alternative splicing of the core-clock gene PSEUDO RESPONSE REGULATOR 9 (PRR9). Furthermore, genome-wide studies show that PRMT5 contributes to the regulation of many pre-messenger-RNA splicing events, probably by modulating 5′-splice-site recognition. PRMT5 expression shows daily and circadian oscillations, and this contributes to the mediation of the circadian regulation of expression and alternative splicing of a subset of genes. Circadian rhythms in locomotor activity are also disrupted in dart5-1, a mutant affected in the Drosophila melanogaster PRMT5 homologue, and this is associated with alterations in splicing of the core-clock gene period and several clock-associated genes. Our results demonstrate a key role for PRMT5 in the regulation of alternative splicing and indicate that the interplay between the circadian clock and the regulation of alternative splicing by PRMT5 constitutes a common mechanism that helps organisms to synchronize physiological processes with daily changes in environmental conditions. [ABSTRACT FROM AUTHOR]
- Published
- 2010
- Full Text
- View/download PDF
31. Natural allelic variation underlying a major fitness trade-off in Arabidopsis thaliana.
- Author
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Todesco, Marco, Balasubramanian, Sureshkumar, Hu, Tina T., Traw, M. Brian, Horton, Matthew, Epple, Petra, Kuhns, Christine, Sureshkumar, Sridevi, Schwartz, Christopher, Lanz, Christa, Laitinen, Roosa A. E., Huang, Yu, Chory, Joanne, Lipka, Volker, Borevitz, Justin O., Dangl, Jeffery L., Bergelson, Joy, Nordborg, Magnus, and Weigel, Detlef
- Subjects
PLANT defenses ,PATHOGENIC microorganisms ,GENETIC research ,PLANT genetics ,CELL death ,LOCUS (Genetics) ,ARABIDOPSIS thaliana ,PLANT growth ,PHENOTYPES ,QUANTITATIVE research - Abstract
Plants can defend themselves against a wide array of enemies, from microbes to large animals, yet there is great variability in the effectiveness of such defences, both within and between species. Some of this variation can be explained by conflicting pressures from pathogens with different modes of attack. A second explanation comes from an evolutionary ‘tug of war’, in which pathogens adapt to evade detection, until the plant has evolved new recognition capabilities for pathogen invasion. If selection is, however, sufficiently strong, susceptible hosts should remain rare. That this is not the case is best explained by costs incurred from constitutive defences in a pest-free environment. Using a combination of forward genetics and genome-wide association analyses, we demonstrate that allelic diversity at a single locus, ACCELERATED CELL DEATH 6 (ACD6), underpins marked pleiotropic differences in both vegetative growth and resistance to microbial infection and herbivory among natural Arabidopsis thaliana strains. A hyperactive ACD6 allele, compared to the reference allele, strongly enhances resistance to a broad range of pathogens from different phyla, but at the same time slows the production of new leaves and greatly reduces the biomass of mature leaves. This allele segregates at intermediate frequency both throughout the worldwide range of A. thaliana and within local populations, consistent with this allele providing substantial fitness benefits despite its marked impact on growth. [ABSTRACT FROM AUTHOR]
- Published
- 2010
- Full Text
- View/download PDF
32. Within and between Whorls: Comparative Transcriptional Profiling of Aquilegia and Arabidopsis.
- Author
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Voelckel, Claudia, Borevitz, Justin O., Kramer, Elena M., and Hodges, Scott A.
- Subjects
COLUMBINES ,ARABIDOPSIS ,PLANTS ,BOTANY ,GENES ,POPULATION ,ECOLOGY ,INFECTION ,GENETICS - Abstract
Background: The genus Aquilegia is an emerging model system in plant evolutionary biology predominantly because of its wide variation in floral traits and associated floral ecology. The anatomy of the Aquilegia flower is also very distinct. There are two whorls of petaloid organs, the outer whorl of sepals and the second whorl of petals that form nectar spurs, as well as a recently evolved fifth whorl of staminodia inserted between stamens and carpels. Methodology/Principal Findings: We designed an oligonucleotide microarray based on EST sequences from a mixed tissue, normalized cDNA library of an A. formosa x A. pubescens F2 population representing 17,246 unigenes. We then used this array to analyze floral gene expression in late pre-anthesis stage floral organs from a natural A. formosa population. In particular, we tested for gene expression patterns specific to each floral whorl and to combinations of whorls that correspond to traditional and modified ABC model groupings. Similar analyses were performed on gene expression data of Arabidopsis thaliana whorls previously obtained using the Ath1 gene chips (data available through The Arabidopsis Information Resource). Conclusions/Significance: Our comparative gene expression analyses suggest that 1) petaloid sepals and petals of A. formosa share gene expression patterns more than either have organ-specific patterns, 2) petals of A. formosa and A. thaliana may be independently derived, 3) staminodia express B and C genes similar to stamens but the staminodium genetic program has also converged on aspects of the carpel program and 4) staminodia have unique up-regulation of regulatory genes and genes that have been implicated with defense against microbial infection and herbivory. Our study also highlights the value of comparative gene expression profiling and the Aquilegia microarray in particular for the study of floral evolution and ecology. [ABSTRACT FROM AUTHOR]
- Published
- 2010
- Full Text
- View/download PDF
33. Root Suberin Forms an Extracellular Barrier That Affects Water Relations and Mineral Nutrition in Arabidopsis.
- Author
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Baxter, Ivan, Hosmani, Prashant S., Ana Rus, Lahner, Brett, Borevitz, Justin O., Muthukumar, Balasubramaniam, Mickelbart, Michael V., Schreiber, Lukas, Franke, Rochus B., and Salt, David E.
- Subjects
ARABIDOPSIS thaliana ,PLANT transpiration ,ABSORPTION of water in plants ,PLANT roots ,PLANT anatomy - Abstract
Though central to our understanding of how roots perform their vital function of scavenging water and solutes from the soil, no direct genetic evidence currently exists to support the foundational model that suberin acts to form a chemical barrier limiting the extracellular, or apoplastic, transport of water and solutes in plant roots. Using the newly characterized enhanced suberin1 (esb1) mutant, we established a connection in Arabidopsis thaliana between suberin in the root and both water movement through the plant and solute accumulation in the shoot. Esb1 mutants, characterized by increased root suberin, were found to have reduced day time transpiration rates and increased water-use efficiency during their vegetative growth period. Furthermore, these changes in suberin and water transport were associated with decreases in the accumulation of Ca, Mn, and Zn and increases in the accumulation of Na, S, K, As, Se, and Mo in the shoot. Here, we present direct genetic evidence establishing that suberin in the roots plays a critical role in controlling both water and mineral ion uptake and transport to the leaves. The changes observed in the elemental accumulation in leaves are also interpreted as evidence that a significant component of the radial root transport of Ca, Mn, and Zn occurs in the apoplast. [ABSTRACT FROM AUTHOR]
- Published
- 2009
- Full Text
- View/download PDF
34. A Common and Unstable Copy Number Variant Is Associated with Differences in GIo1 Expression and Anxiety-Like Behavior.
- Author
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Williams IV, Richard, Lim, Jackie E., Harr, Bettina, Wing, Claudia, Walters, Ryan, Distler, Margaret G., Teschke, Meike, Chunlei Wu, Wiltshire, Tim, Su, Andrew I., Sokoloff, Greta, Tarantino, Lisa M., Borevitz, Justin O., and Palmer, Abraham A.
- Subjects
PSYCHIATRIC research ,GLYOXALASE ,PATHOLOGICAL psychology ,PSYCHIATRIC treatment ,EXONS (Genetics) ,LABORATORY mice - Abstract
Glyoxalase 1 (Glo1) has been implicated in anxiety-like behavior in mice and in multiple psychiatric diseases in humans. We used mouse Affymetrix exon arrays to detect copy number variants (CNV) among inbred mouse strains and thereby identified a ~475 kb tandem duplication on chromosome 17 that includes Glo1 (30,174,390-30,651,226 Mb; mouse genome build 36). We developed a PCR-based strategy and used it to detect this duplication in 23 of 71 inbred strains tested, and in various outbred and wild-caught mice. Presence of the duplication is associated with a cis-acting expression QTL for Glo1 (LOD>30) in BXD recombinant inbred strains. However, evidence for an eQTL for Glo1 was not obtained when we analyzed single SNPs or 3-SNP haplotypes in a panel of 27 inbred strains. We conclude that association analysis in the inbred strain panel failed to detect an eQTL because the duplication was present on multiple highly divergent haplotypes. Furthermore, we suggest that non-allelic homologous recombination has led to multiple reversions to the non-duplicated state among inbred strains. We show associations between multiple duplication-containing haplotypes, Glo1 expression and anxiety-like behavior in both inbred strain panels and outbred CD-1 mice. Our findings provide a molecular basis for differential expression of Glo1 and further implicate Glo1 in anxiety-like behavior. More broadly, these results identify problems with commonly employed tests for association in inbred strains when CNVs are present. Finally, these data provide an example of biologically significant phenotypic variability in model organisms that can be attributed to CNVs. [ABSTRACT FROM AUTHOR]
- Published
- 2009
- Full Text
- View/download PDF
35. QTL Mapping in New Arabidopsis thaliana Advanced Intercross-Recombinant Inbred Lines.
- Author
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Balasubramanian, Sureshkumar, Schwartz, Christopher, Singh, Anandita, Warthmann, Norman, Min Chul Kim, Maloof, Julin N., Loudet, Olivier, Trainer, Gabriel T., Dabi, Tsegaye, Borevitz, Justin O., Chory, Joanne, and Weigel, Detlef
- Subjects
ARABIDOPSIS thaliana ,GENOTYPE-environment interaction ,GENETICS ,BIOMARKERS ,ARABIDOPSIS ,ECOLOGICAL genetics ,PHENOTYPES ,DEVELOPMENTAL stability (Genetics) ,PHENOTYPIC plasticity - Abstract
Background: Even when phenotypic differences are large between natural or domesticated strains, the underlying genetic basis is often complex, and causal genomic regions need to be identified by quantitative trait locus (QTL) mapping. Unfortunately, QTL positions typically have large confidence intervals, which can, for example, lead to one QTL being masked by another, when two closely linked loci are detected as a single QTL. One strategy to increase the power of precisely localizing small effect QTL, is the use of an intercross approach before inbreeding to produce Advanced Intercross RILs (AI-RILs). Methodology/Principal Findings: We present two new AI-RIL populations of Arabidopsis thaliana genotyped with an average intermarker distance of 600 kb. The advanced intercrossing design led to expansion of the genetic map in the two populations, which contain recombination events corresponding to 50 kb/cM in an F
2 population. We used the AI-RILs to map QTL for light response and flowering time, and to identify segregation distortion in one of the AI-RIL populations due to a negative epistatic interaction between two genomic regions. Conclusions/Significance: The two new AI-RIL populations, EstC and KendC, derived from crosses of Columbia (Col) to Estland (Est-1) and Kendallville (Kend-L) provide an excellent resource for high precision QTL mapping. Moreover, because they have been genotyped with over 100 common markers, they are also excellent material for comparative QTL mapping. [ABSTRACT FROM AUTHOR]- Published
- 2009
- Full Text
- View/download PDF
36. Global Analysis of Genetic, Epigenetic and Transcriptional Polymorphisms in Arabidopsis thaliana Using Whole Genome Tiling Arrays.
- Author
-
Xu Zhang, Shinhan Shiu, Cal, Andrew, and Borevitz, Justin O.
- Subjects
ARABIDOPSIS thaliana ,GENETIC polymorphisms ,SPECIES hybridization ,CHROMATIN ,METHYLATION ,GENETIC regulation ,GENETICS - Abstract
Whole genome tiling arrays provide a high resolution platform for profiling of genetic, epigenetic, and gene expression polymorphisms. In this study we surveyed natural genomic variation in cytosine methylation among Arabidopsis thaliana wild accessions Columbia (Col) and Vancouver (Van) by comparing hybridization intensity difference between genomic DNA digested with either methylation-sensitive (HpaII) or -insensitive (MspI) restriction enzyme. Single Feature Polymorphisms (SFPs) were assayed on a full set of 1,683,620 unique features of Arabidopsis Tiling Array 1.0F (Affymetrix), while constitutive and polymorphic CG methylation were assayed on a subset of 54,519 features, which contain a 59CCGG39 restriction site. 138,552 SFPs (1% FDR) were identified across enzyme treatments, which preferentially accumulated in pericentromeric regions. Our study also demonstrates that at least 8% of all analyzed CCGG sites were constitutively methylated across the two strains, while about 10% of all analyzed CCGG sites were differentially methylated between the two strains. Within euchromatin arms, both constitutive and polymorphic CG methylation accumulated in central regions of genes but underrepresented toward the 59 and 39 ends of the coding sequences. Nevertheless, polymorphic methylation occurred much more frequently in gene ends than constitutive methylation. Inheritance of methylation polymorphisms in reciprocal F1 hybrids was predominantly additive, with F1 plants generally showing levels of methylation intermediate between the parents. By comparing gene expression profiles, using matched tissue samples, we found that magnitude of methylation polymorphism immediately upstream or downstream of the gene was inversely correlated with the degree of expression variation for that gene. In contrast, methylation polymorphism within genic region showed weak positive correlation with expression variation. Our results demonstrated extensive genetic and epigenetic polymorphisms between Arabidopsis accessions and suggested a possible relationship between natural CG methylation variation and gene expression variation. [ABSTRACT FROM AUTHOR]
- Published
- 2008
- Full Text
- View/download PDF
37. Amino acid polymorphisms in Arabidopsis phytochrome B cause differential responses to light.
- Author
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Filiault, Daniele L., Wessinger, Carolyn A., Dinneny, Jose R., Lutes, Jason, Borevitz, Justin O., Weigel, Detlef, Chory, Joanne, and Maloof, Julin N.
- Subjects
AMINO acids ,ARABIDOPSIS thaliana ,POLYMORPHISM (Zoology) ,PLANT photomorphogenesis ,BIOLOGICAL evolution - Abstract
Plants have a sophisticated system for sensing and responding to their light environment. The light responses of populations and species native to different habitats show adaptive variation; understanding the mechanisms underlying photomorphogenic variation is therefore of significant interest. In Arabidopsis thaliana, phytochrome B (PHYB) is the dominant photoreceptor for red light and plays a major role in white light. Because PHYB has been proposed as a candidate gene for several quantitative trait loci (QTLs) affecting light response, we have investigated sequence and functional variation in Arabidopsis PHYB. We examined PHYB sequences in 33 A. thaliana individuals and in the close relative Arabidopsis lyrata. From 14 nonsynonymous polymorphisms, we chose 5 for further study based on previous QTL studies. In a larger collection of A. thaliana accessions, one of these five polymorphisms, I143L, was associated with variation in red light response. We used transgenic analysis to test this association and confirmed experimentally that natural PHYB polymorphisms cause differential plant responses to light. Furthermore, our results show that allelic variation of PHYB activity is due to amino acid rather than regulatory changes. Together with earlier studies linking variation in light sensitivity to photoreceptor genes, our work suggests that photoreceptors may be a common target of natural selection. [ABSTRACT FROM AUTHOR]
- Published
- 2008
- Full Text
- View/download PDF
38. Genome-Wide Expression Profiling of the Arabidopsis Female Gametophyte Identifies Families of Small, Secreted Proteins.
- Author
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Jones-Rhoades, Matthew W., Borevitz, Justin O., and Preuss, Daphne
- Subjects
GENOMES ,ARABIDOPSIS ,PROTEINS ,ANGIOSPERMS ,GENES ,PLANT fertilization ,POLLEN ,ANTISENSE DNA - Abstract
The female gametophyte of flowering plants, the embryo sac, develops within the diploid (sporophytic) tissue of the ovule. While embryo sac-expressed genes are known to be required at multiple stages of the fertilization process, the set of embryo sac-expressed genes has remained poorly defined. In particular, the set of genes responsible for mediating intracellular communication between the embryo sac and the male gametophyte, the pollen grain, is unknown. We used high-throughput cDNA sequencing and whole-genome tiling arrays to compare gene expression in wild-type ovules to that in dif1 ovules, which entirely lack embryo sacs, and myb98 ovules, which are impaired in pollen tube attraction. We identified nearly 400 genes that are downregulated in dif1 ovules. Seventy-eight percent of these embryo sac-dependent genes were predicted to encode for secreted proteins, and 60% belonged to multigenic families. Our results define a large number of candidate extracellular signaling molecules that may act during embryo sac development or fertilization; less than half of these are represented on the widely used ATH1 expression array. In particular, we found that 37 out of 40 genes encoding Domain of Unknown Function 784 (DUF784) domains require the synergid-specific transcription factor MYB98 for expression. Several DUF784 genes were transcribed in synergid cells of the embryo sac, implicating the DUF784 gene family in mediating late stages of embryo sac development or interactions with pollen tubes. The coexpression of highly similar proteins suggests a high degree of functional redundancy among embryo sac genes. [ABSTRACT FROM AUTHOR]
- Published
- 2007
- Full Text
- View/download PDF
39. Genome-wide patterns of single-feature polymorphism in Arabidopsis thaliana.
- Author
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Borevitz, Justin O., Hazen, Samuel P., Michael, Todd P., Morris, Geoffrey P., Baxter, Ivan R., Hu, Tina T., Huaming Chen, Werner, Jonathan D., Nordborg, Magnus, Salt, David E., Kay, Steve A., Chory, Joanne, Weigel, Detlef, Jones, Jonathan D. G., and Ecker, Joseph R.
- Subjects
NUCLEIC acid hybridization ,GENE expression ,GENETIC regulation ,GENETICS ,DNA ,ARABIDOPSIS thaliana - Abstract
We used hybridization to the ATH1 gene expression array to interrogate genomic DNA diversity in 23 wild strains (accessions) of Arabidopsis thaliana (arabidopsis), in comparison with the reference strain Columbia (Col). At <1% false discovery rate, we detected 77,420 single-feature polymorphisms (SFPs) with distinct patterns of variation across the genome. Total and pair-wise diversity was higher near the centromeres and the heterochromatic knob region, but overall diversity was positively correlated with recombination rate (R² = 3.1 %). The difference between total and pair-wise SFP diversity is a relative measure contrasting diversifying or frequency-dependent selection, similar to Tajima's D, and can be calibrated by the empirical genome-wide distribution. Each unique locus, centered on a gene, has a diversity and selection score that suggest a relative role in past evolutionary processes. Homologs of disease resistance (R) genes include members with especially high levels of diversity often showing frequency- dependent selection and occasionally evidence of a past selective sweep. Receptor-like and S-locus proteins also contained members with elevated levels of diversity and signatures of selection, whereas other gene families, bHLH, F-box, and RING finger proteins, showed more typical levels of diversity. SFPs identified with the gene expression array also provide an empirical hybridization polymorphism background for studies of gene expression polymorphism and are available through the genome browser http://signal.salk.edu/cgi-bin/AtSFP. [ABSTRACT FROM AUTHOR]
- Published
- 2007
- Full Text
- View/download PDF
40. A Systematic Map of Genetic Variation in Plasmodium falciparum.
- Author
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Kidgell, Claire, Volkman, Sarah K., Daily, Johanna, Borevitz, Justin O., Plouffe, David, Yingyao Zhou, Johnson, Jeffrey R., Le Roch, Karine G., Sarr, Ousmane, Ndir, Omar, Mboup, Soulyemane, Batalov, Serge, Wirth, Dyann F., Winzeler, Elizabeth A., and Haldar, Kasturi
- Subjects
DRUG resistance in microorganisms ,PLASMODIUM falciparum genetics ,PLASMODIUM falciparum ,MALARIA ,IMMUNE system ,TARGETED drug delivery ,PREVENTION ,VACCINATION - Abstract
Discovering novel genes involved in immune evasion and drug resistance in the human malaria parasite, Plasmodium falciparum, is of critical importance to global health. Such knowledge may assist in the development of new effective vaccines and in the appropriate use of antimalarial drugs. By performing a full-genome scan of allelic variability in 14 field and laboratory strains of P. falciparum, we comprehensively identified ≈500 genes evolving at higher than neutral rates. The majority of the most variable genes have paralogs within the P. falciparum genome and may be subject to a different evolutionary clock than those without. The group of 211 variable genes without paralogs contains most known immunogens and a few drug targets, consistent with the idea that the human immune system and drug use is driving parasite evolution. We also reveal gene-amplification events including one surrounding pfmdr1, the P. falciparum multidrug-resistance gene, and a previously uncharacterized amplification centered around the P. falciparum GTP cyclohydrolase gene, the first enzyme in the folate biosynthesis pathway. Although GTP cyclohydrolase is not the known target of any current drugs, downstream members of the pathway are targeted by several widely used antimalarials. We speculate that an amplification of the GTP cyclohydrolase enzyme in the folate biosynthesis pathway may increase flux through this pathway and facilitate parasite resistance to antifolate drugs. [ABSTRACT FROM AUTHOR]
- Published
- 2006
- Full Text
- View/download PDF
41. LUX ARRHYTHMO encodes a Myb domain protein essential for circadian rhythms.
- Author
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Hazen, Samuel P., Schultz, Thomas F., Pruneda-Paz, Jose L., Borevitz, Justin O., Ecker, Joseph R., and Kay, Steve A.
- Subjects
CIRCADIAN rhythms ,ARABIDOPSIS thaliana ,GENETIC mutation ,BIOLOGICAL rhythms ,ARABIDOPSIS ,TRANSCRIPTION factors - Abstract
In higher plants, the circadian clock orchestrates fundamental processes such as light signaling and the transition to flowering. We isolated mutants of the circadian clock from an Arabidopsis thaliana mutagenized reporter line by screening for seedlings with long hypocotyl phenotypes and subsequently assaying for abnormal clock-regulated C4B2::LUC expression. This screen identified five mutant alleles of a clock gene, LUX ARRHVTHMO (LUX), that significantly affect amplitude and robustness of rhythms in both constant white light and dark conditions. In addition, the transition from vegetative to floral development is accelerated and hypocotyl elongation is accentuated in these mutants under light:dark cycles. We genetically mapped the mutations by bulk segregant analysis with high-density oligonucleotide array genotyping to a small putative Myb transcription factor related to other clock components and response regulators in Arabidopsis. The negative arm of the Arabidopsis circadian clock, CIRCADIAN CLOCK ASSOCIATED (CCA1) and LATE ELONGATED HYPOCOTYL (LHY), is repressed in the lux mutants, whereas TIMING OF CAB2 EXPRESSION (TOC1) is activated. We demonstrate that CCA1 and LHY bind to the evening element motif in the LUX promoter, which strongly suggests that these proteins repress LUX expression, as they do TOC1. The data are also consistent with LUX being necessary for activation of CCA1 and LHY expression. [ABSTRACT FROM AUTHOR]
- Published
- 2005
- Full Text
- View/download PDF
42. Rapid Array Mapping of Circadian Clock and Developmental Mutations in Arabidopsis.
- Author
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Hazen, Samuel P., Borevitz, Justin O., Harmon, Frank G., Pruneda-paz, Jose L., Schultz, Thomas F., Yanovsky, Marcelo J., Liljegren, Sarah J., Ecker, Joseph R., and Kay, Steve A.
- Subjects
ARABIDOPSIS thaliana ,PHENOTYPES ,GENETIC mutation ,GENETIC polymorphisms ,CIRCADIAN rhythms ,PLANT genetics - Abstract
Classical forward genetics, the identification of genes responsible for mutant phenotypes, remains an important part of functional characterization of the genome. With the advent of extensive genome sequence, phenotyping and genotyping remain the critical limiting variables in the process of map-based cloning. Here, we reduce the genotyping problem by hybridizing labeled genomic DNA to the Affymetrix Arabidopsis (Arabidopsis thaliana) ATH1 GeneChip. Genotyping was carried out on the scale of detecting greater than 8,000 single feature polymorphisms from over 200,000 loci in a single assay. By combining this technique with bulk segregant analysis, several high heritability development and circadian clock traits were mapped. The mapping accuracy using bulk pools of 26 to 100 F
2 individuals ranged from 0.22 to 1.96 Mb of the mutations revealing mutant alleles of EARLY FLOWERING 3, EARLY FLOWERING 4, TIMING OF CAB EXPRESSION I, and ASYMMETRIC LEAVES 1. While direct detection of small mutations, such as an ethyl-methane sulfonate derived single base substitutions, is limited by array coverage and sensitivity, large deletions such as those that can be caused by fast neutrons are easily detected. We demonstrate this by resolving two deletions, the 77-kb flavin-binding, kelch repeat, f-box 1 and the 7-kb cryptochrome2-1 deletions, via direct hybridization of mutant DNA to ATH1 expression arrays. [ABSTRACT FROM AUTHOR]- Published
- 2005
- Full Text
- View/download PDF
43. Quantitative trait locus mapping and DNA array hybridization identify an FLM deletion as a cause for natural flowering-time variation.
- Author
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Werner, Jonathan D., Borevitz, Justin O., Warthmann, Norman, Trainer, Gabriel T., Ecker, Joseph R., Chory, Joanne, and Weigel, Detlef
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FLOWERING time ,BIOLOGICAL variation ,NUCLEIC acid hybridization ,DNA microarrays ,QUANTITATIVE research ,ARABIDOPSIS - Abstract
Much of the flowering time variation in wild strains of Arabidopsis thaliana is due to allelic variation at two epistatically acting loci, FRIGIDA (FRI) and FLOWERING LOCUS C (FLC). FLC encodes a MADS (MCMI/AGAMOUS/DEFICIENS/SRFI) domain transcription factor that directly represses a series of flowering-promoting genes. FRI and FLC, however, do not explain all of the observed variation, especially when plants are grown in short days. To identify loci that act in addition to FRI and FLC in controlling flowering of natural accessions, we have analyzed a recombinant inbred line population derived from crosses of accession Niederzenz (Nd) to Columbia, both of which contain natural FRI lesions. Quantitative trait locus mapping and genomic DNA analysis by microarray hybridization were used to identify candidate genes affecting variation in flowering behavior. In both long and short days, the quantitative trait locus of largest effect, termed FLOWERING 1 (FL W1), was found to be associated with a Nd-specific deletion of FLOWERING LOCUS M (FLM), which encodes a floral repressor closely related to FLC. Analysis of near isogenic lines and quantitative transgenic complementation experiments confirmed that the FLM deletion is, in large part, responsible for the early flowering of the Nd accession. [ABSTRACT FROM AUTHOR]
- Published
- 2005
- Full Text
- View/download PDF
44. PLANT GENOMICS: The Third Wave.
- Author
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Borevitz, Justin O. and Ecker, Joseph R.
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ARABIDOPSIS thaliana ,PLANT genomes ,PLANTS ,DNA ,GENETICS - Abstract
Completing the primary genomic sequence of Arabidopsis thaliana was a major milestone, being the first plant genome and only the third high-quality finished eukaryotic genome sequence. Understanding how the genome sequence comprehensively encodes developmental programs and environmental responses is the next major challenge for all plant genome projects. This requires fully characterizing the genes, the regulatory sequences, and their functions. We discuss several functional genomics approaches to decode the linear sequence of the reference plant Arabidopsis thaliana, including full-length cDNA collections, microarrays, natural variation, knockout collections, and comparative sequence analysis. Genomics provides the essential tools to speed the work of the traditional molecular geneticist and is now a scientific discipline in its own right. [ABSTRACT FROM AUTHOR]
- Published
- 2004
- Full Text
- View/download PDF
45. The Impact of Genomics on the Study of Natural Variation in Arabidopsis.
- Author
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Borevitz, Justin O. and Norborg, Magnus
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GENOMICS ,ARABIDOPSIS ,GENETIC polymorphisms ,GENETIC mutation - Abstract
Describes the impact of genomics on the study of natural variation in Arabidopsis. Discovery of the molecular basis of complex traits; Availability of polymorphism data from genome-wide marker loci; Development of method to detect modifiers of mutation.
- Published
- 2003
- Full Text
- View/download PDF
46. The extent of linkage disequilibrium in Arabidopsis thaliana.
- Author
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Nordborg, Magnus, Borevitz, Justin O., Bergelson, Joy, Berry, Charles C., Chory, Joanne, Hagenblad, Jenny, Kreitman, Martin, Maloof, Julin N., Noyes, Tina, Oefner, Peter J., Stahl, Eli A., and Weigel, Detlef
- Subjects
LINKAGE (Genetics) ,ARABIDOPSIS thaliana ,GENE mapping - Abstract
Linkage disequilibrium (LD), the nonrandom occurrence of alleles in haplotypes, has long been of interest to population geneticists. Recently, the rapidly increasing availability of genomic polymorphism data has fueled interest in LD as a tool for fine-scale mapping, in particular for human disease loci. The chromosomal extent of LD is crucial in this context, because it determines how dense a map must be for associations to be detected and, conversely, limits how finely loci may be mapped. Arabidopsis thaliana is expected to harbor unusually extensive LD because of its high degree of selling. Several polymorphism studies have found very strong LD within individual loci, but also evidence of some recombination. Here we investigate the pattern of LD on a genomic scale and show that in global samples, LD decays within approximately 1 cM, or 250 kb. We also show that LD in local populations may be much stronger than that of global populations, presumably as a result of founder events. The combination of a relatively high level of polymorphism and extensive haplotype structure bodes well for developing a genome-wide LD map in A. thaliana. [ABSTRACT FROM AUTHOR]
- Published
- 2002
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- View/download PDF
47. Natural variation in light sensitivity of Arabidopsis.
- Author
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Maloof, Julin N., Borevitz, Justin O., Dabi, Tsegaye, Lutes, Jason, Nehring, Ramlah B., Redfern, Joanna L., Trainer, Gabriel T., Wilson, Jeanne M., Asami, Tadao, Berry, Charles C., Weigel, Detlef, and Chory, Joanne
- Subjects
ARABIDOPSIS thaliana ,PLANT diseases & genetics - Abstract
Because plants depend on light for growth, their development and physiology must suit the particular light environment. Plants native to different environments show heritable, apparently adaptive, changes in their response to light. As a first step in unraveling the genetic and molecular basis of these naturally occurring differences, we have characterized intraspecific variation in a light-dependent developmental process—seedling emergence. We examined 141 Arabidopsis thaliana accessions for their response to four light conditions, two hormone conditions and darkness. There was significant variation in all conditions, confirming that Arabidopsis is a rich source of natural genetic diversity. Hierarchical clustering revealed that some accessions had response patterns similar to known photoreceptor mutants, suggesting changes in specific signaling pathways. We found that the unusual far-red response of the Lm-2 accession is due to a single amino-acid change in the phytochrome A (PHYA) protein. This change stabilizes the light-labile PHYA protein in light and causes a 100-fold shift in the threshold for farred light sensitivity. Purified recombinant Lm-2 PHYA also shows subtle photochemical differences and has a reduced capacity for autophosphorylation. These biochemical changes contrast with previously characterized natural alleles in loci controlling plant development, which result in altered gene expression or loss of gene function. [ABSTRACT FROM AUTHOR]
- Published
- 2001
- Full Text
- View/download PDF
48. Axe: rapid, competitive sequence read demultiplexing using a trie.
- Author
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Murray, Kevin D and Borevitz, Justin O
- Subjects
DEMULTIPLEXING ,NUCLEOTIDE sequencing ,HAMMING distance ,COMBINATORIAL optimization ,DNA fingerprinting - Abstract
Summary We describe a rapid algorithm for demultiplexing DNA sequence reads with in-read indices. Axe selects the optimal index present in a sequence read, even in the presence of sequencing errors. The algorithm is able to handle combinatorial indexing, indices of differing length and several mismatches per index sequence. Availability and implementation Axe is implemented in C, and is used as a command-line program on Unix-like systems. Axe is available online at https://github.com/kdmurray91/axe, and is available in Debian/Ubuntu distributions of GNU/Linux as the package axe-demultiplexer. Supplementary information Supplementary data are available at Bioinformatics online [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
49. A Genome‐Wide Association Study of Non‐Photochemical Quenching in response to local seasonal climates in Arabidopsis thaliana.
- Author
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Rungrat, Tepsuda, Almonte, Andrew A., Cheng, Riyan, Gollan, Peter J., Stuart, Tim, Aro, Eva‐Mari, Borevitz, Justin O., Pogson, Barry, and Wilson, Pip B.
- Subjects
ARABIDOPSIS thaliana ,FLUORESCENCE quenching ,CLIMATE change - Abstract
Field‐grown plants have variable exposure to sunlight as a result of shifting cloud‐cover, seasonal changes, canopy shading, and other environmental factors. As a result, they need to have developed a method for dissipating excess energy obtained from periodic excessive sunlight exposure. Non‐photochemical quenching (NPQ) dissipates excess energy as heat, however, the physical and molecular genetic mechanics of NPQ variation are not understood. In this study, we investigated the genetic loci involved in NPQ by first growing different Arabidopsis thaliana accessions in local and seasonal climate conditions, then measured their NPQ kinetics through development by chlorophyll fluorescence. We used genome‐wide association studies (GWAS) to identify 15 significant quantitative trait loci (QTL) for a range of photosynthetic traits, including a QTL co‐located with known NPQ gene PSBS (AT1G44575). We found there were large alternative regulatory segments between the PSBS promoter regions of the functional haplotypes and a significant difference in PsbS protein concentration. These findings parallel studies in rice showing recurrent regulatory evolution of this gene. The variation in the PSBS promoter and the changes underlying other QTLs could give insight to allow manipulations of NPQ in crops to improve their photosynthetic efficiency and yield. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
- View/download PDF
50. Deep phenotyping: deep learning for temporal phenotype/genotype classification.
- Author
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Taghavi Namin, Sarah, Esmaeilzadeh, Mohammad, Najafi, Mohammad, Brown, Tim B., and Borevitz, Justin O.
- Subjects
DEEP learning ,PLANT breeding ,ARTIFICIAL neural networks ,PLANT growth ,PLANT genetics - Abstract
Background: High resolution and high throughput genotype to phenotype studies in plants are underway to accelerate breeding of climate ready crops. In the recent years, deep learning techniques and in particular Convolutional Neural Networks (CNNs), Recurrent Neural Networks and Long-Short Term Memories (LSTMs), have shown great success in visual data recognition, classification, and sequence learning tasks. More recently, CNNs have been used for plant classification and phenotyping, using individual static images of the plants. On the other hand, dynamic behavior of the plants as well as their growth has been an important phenotype for plant biologists, and this motivated us to study the potential of LSTMs in encoding these temporal information for the accession classification task, which is useful in automation of plant production and care. Methods: In this paper, we propose a CNN-LSTM framework for plant classification of various genotypes. Here, we exploit the power of deep CNNs for automatic joint feature and classifier learning, compared to using hand-crafted features. In addition, we leverage the potential of LSTMs to study the growth of the plants and their dynamic behaviors as important discriminative phenotypes for accession classification. Moreover, we collected a dataset of time-series image sequences of four accessions of Arabidopsis, captured in similar imaging conditions, which could be used as a standard benchmark by researchers in the field. We made this dataset publicly available. Conclusion: The results provide evidence of the benefits of our accession classification approach over using traditional hand-crafted image analysis features and other accession classification frameworks. We also demonstrate that utilizing temporal information using LSTMs can further improve the performance of the system. The proposed framework can be used in other applications such as in plant classification given the environment conditions or in distinguishing diseased plants from healthy ones. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
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