34 research outputs found

    Genome-wide association studies and prediction of 17 traits related to phenology, biomass and cell wall composition in the energy grass Miscanthus sinensis

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    Increasing demands for food and energy require a step change in the effectiveness, speed and flexibility of crop breeding. Therefore, the aim of this study was to assess the potential of genome-wide association studies (GWASs) and genomic selection (i.e. phenotype prediction from a genome-wide set of markers) to guide fundamental plant science and to accelerate breeding in the energy grass Miscanthus. We generated over 100 000 single-nucleotide variants (SNVs) by sequencing restriction site-associated DNA (RAD) tags in 138 Micanthus sinensis genotypes, and related SNVs to phenotypic data for 17 traits measured in a field trial. Confounding by population structure and relatedness was severe in naïve GWAS analyses, but mixed-linear models robustly controlled for these effects and allowed us to detect multiple associations that reached genome-wide significance. Genome-wide prediction accuracies tended to be moderate to high (average of 0.57), but varied dramatically across traits. As expected, predictive abilities increased linearly with the size of the mapping population, but reached a plateau when the number of markers used for prediction exceeded 10 000–20 000, and tended to decline, but remain significant, when cross-validations were performed across subpopulations. Our results suggest that the immediate implementation of genomic selection in Miscanthus breeding programs may be feasible

    Construction and application for QTL analysis of a Restriction Site Associated DNA (RAD) linkage map in barley

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    <p>Abstract</p> <p>Background</p> <p>Linkage maps are an integral resource for dissection of complex genetic traits in plant and animal species. Canonical map construction follows a well-established workflow: an initial discovery phase where genetic markers are mined from a small pool of individuals, followed by genotyping of selected mapping populations using sets of marker panels. A newly developed sequence-based marker technology, Restriction site Associated DNA (RAD), enables synchronous single nucleotide polymorphism (SNP) marker discovery and genotyping using massively parallel sequencing. The objective of this research was to assess the utility of RAD markers for linkage map construction, employing barley as a model system. Using the published high density EST-based SNP map in the Oregon Wolfe Barley (OWB) mapping population as a reference, we created a RAD map using a limited set of prior markers to establish linakge group identity, integrated the RAD and prior data, and used both maps for detection of quantitative trait loci (QTL).</p> <p>Results</p> <p>Using the RAD protocol in tandem with the Illumina sequence by synthesis platform, a total of 530 SNP markers were identified from initial scans of the OWB parental inbred lines - the "dominant" and "recessive" marker stocks - and scored in a 93 member doubled haploid (DH) mapping population. RAD sequence data from the structured population was converted into allele genotypes from which a genetic map was constructed. The assembled RAD-only map consists of 445 markers with an average interval length of 5 cM, while an integrated map includes 463 RAD loci and 2383 prior markers. Sequenced RAD markers are distributed across all seven chromosomes, with polymorphic loci emanating from both coding and noncoding regions in the <it>Hordeum </it>genome. Total map lengths are comparable and the order of common markers is identical in both maps. The same large-effect QTL for reproductive fitness traits were detected with both maps and the majority of these QTL were coincident with a dwarfing gene (<it>ZEO) </it>and the <it>VRS1 </it>gene, which determines the two-row and six-row germplasm groups of barley.</p> <p>Conclusions</p> <p>We demonstrate how sequenced RAD markers can be leveraged to produce high quality linkage maps for detection of single gene loci and QTLs. By combining SNP discovery and genotyping into parallel sequencing events, RAD markers should be a useful molecular breeding tool for a range of crop species. Expected improvements in cost and throughput of second and third-generation sequencing technologies will enable more powerful applications of the sequenced RAD marker system, including improvements in <it>de novo </it>genome assembly, development of ultra-high density genetic maps and association mapping.</p

    Molecular function of the cell polarity protein partner of inscuteable in Drosophila neuroblasts

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    xiii, 48 p. : (col. ill.) A print copy of this title is available through the UO Libraries under the call number: SCIENCE QL537.D76 N57 2007Asymmetric cell division (ACD) is a unique mechanism employed during development to achieve cellular diversity from a small number of progenitor cells. Cells undergoing ACD distribute factors for self-renewal at the apical cortex and factors for differentiation at the basal cortex. It is critical for proper development that the mitotic spindle be tightly coupled to this axis of polarization such that both sets of proteins are exclusively segregated into the daughter cells. We use ACD in Drosophila neuroblasts as a model system for understanding the molecular mechanisms that govern spindle-cortical coupling. Neuroblasts polarize Partner of Inscuteable (Pins), Gαi and Mushroom Body Defect (Mud) at the apical cell cortex during mitosis. Gαi and Pins are required for establishing cortical polarity while Mud is essential for spindle-cortical alignment. Gαi and Mud interact through Pins GoLoco domains and tetratricopeptide repeats (TPR) respectively, however it is unclear how Mud activity is integrated with Pins and Gαi to link neuroblast cortical polarity to the mitotic spindle. This dissertation describes how Pins interactions with Gαi and Mud regulate Iwo fundamental aspects of neuroblast ACD: cortical polarity and alignment of the spindle with the resulting polarity axis. I demonstrate that Pins is a dynamic scaffolding protein that undergoes a GoLoco-TPR intramolecular interaction, resulting in a conformation of Pins with low Mud and reduced Gαi binding affinity. However, Pins TPR domains fail to completely repress Gαi binding, as a single GoLoco is unaffected by the intramolecular isomerization. Gαi present at the apical cortex specifies Pins localization through binding this "unregulated" GoLoco. Liberation of Pins intramolecularly coupled state occurs through cooperative binding of Gαi and Mud to the other GoLoco and TPR domains, creating a high-affinity Gαi-Pins-Mud complex. This autoregulatory mechanism spatially confines the Pins-Mud interaction to the apical cortex and facilitates proper apical-spindle orientation. In conclusion, these results suggest Gαi induces multiple Pins states to both properly localize Pins and ensure tight coupling between apical polarity and mitotic spindle alignment.Adviser: Ken Prehod

    Genotype calls and genetic divergence from bulk segregant analysis of survivorship.

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    We show results of the analysis of Bulk Segregant Analysis (BSA) of survivorship in reciprocal transplants between sand dune and rocky headland environments at Lennox Head (NSW, Australia) as performed with the Popoolation2 software. RADseq genotypes were mapped the a genome draft. For each SNP (defined by the position along the genomic contig where it was mapped) and genomic comparison between two pools of survivors from contrasting environments we show the identity and read counts for the major allele (maa) in the two populations (i.e. pop1 is the pool of sand dune survivors and pop2 is the pool of headland survivors). We also show the value of Fst, as calculated by Popoolation2, as well as the p-value of a fisher exact test of allelic differentiation (FET). Finally, in the last column we show if the SNPs had outlier Fst values (i.e. upper 5% tail of the distribution) and presented significantly different allelic frequencies in the FET (Bonferroni corrected p-value lower than 5%). Survivors from each environment where included in three different pools which were sequenced individually. Therefore we had three different comparisons between pools of survivors (i.e. F8-A-S-Dune_vs_F8-A-S-Headland, F8-B-S-Dune_vs_F8-B-S-Headland, and F8-C-S-Dune_vs_F8-C-S-Headland)

    Genotype calls and genetic divergence between parapatric populations.

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    We show results of the analysis of differentiation between parapatric pairs of parapatric populations as performed with the Popoolation2 software. RADseq genotypes were mapped the a genome draft. For each SNP (defined by the position along the genomic contig where it was mapped) and genomic comparison between two parapatric populations we show the identity and read counts for the major allele (maa) in the two populations (ie.. pop1 is the dune population and pop2 is the headland population). We also show the value of Fst, as calculated by Popoolation2, as well as the p-value of a fisher exact test of allelic differentiation (FET). Finally, in the last column we show if the SNPs had outlier Fst values (i.e. upper 5% tail of the distribution) and presented significantly different allelic frequencies in the FET (Bonferroni corrected p-value lower than 5%)
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