Frontiers in Plant Science · 2019 · 87 citations · 44 references
AgricultureGeneticsPlant SciencesGenomicsPlant Genetic ResourcesPlant GeneticsCrop GenomicsGenetic Diversity AssessmentGenotyping PlatformsGermplasm CharacterizationHigh-throughput GenotypingVariant DetectionBarley BreedingBarley GenomicsGenomic Diversity AnalysisNext-generation Sequencing-based GenotypingSingle Nucleotide Polymorphism ArraysSingle-nucleotide Polymorphism AnalysisSingle-nucleotide Polymorphism GenotypingSnp Arrays
GenBank hosted at IPK Gatersleben. Each platform revealed equivalent numbers of robust bi-allelic SNPs (39,733 and 37,930 SNPs for the 50K SNP-array and GBS datasets respectively). A small overlap of 464 SNPs was common to both platforms, indicating that the methodologies we used selectively access informative polymorphism in different portions of the barley genome. Approximately half of the GBS dataset was comprised of SNPs with minor allele frequencies (MAFs) below 1%, illustrating the power of GBS to detect rare alleles in diverse germplasm collections. While desired for certain applications, the highly robust calling of alleles at the same SNPs across multiple populations is an advantage of the SNP-array, allowing direct comparisons of data from related or unrelated studies. Overall MAFs and diversity statistics (π) were higher for the SNP-array data, potentially reflecting the conscious removal of markers with a low MAF in the ascertainment population. A comparison of similarity matrices revealed a positive correlation between both approaches, supporting the validity of using either for entire GenBank characterization. To explore the potential of each dataset for focused genetic analyses we explored the outcomes of their use in genome-wide association scans for row type, growth habit and non-adhering hull, and discriminant analysis of principal components for the drivers of sub-population differentiation. Interpretation of the results from both types of analysis yielded broadly similar conclusions indicating that choice of platform used for such analyses should be determined by the research question being asked, group preferences and their capabilities to extract and interpret the different types of output data easily and quickly. Access to the requisite infrastructure for running, processing, analyzing, querying, storing, and displaying either datatype is an additional consideration. Our investigations reveal that for barley the cost per genotyping assay is less for SNP-arrays than GBS, which translates to a cost per informative datapoint being significantly lower for the SNP-array.
44
Basic local alignment search tool
Stephen F. Altschul, Warren Gish, Webb Miller et al. · Journal of Molecular Biology · 1990 · 94.5K citations
The variant call format and VCFtools
Petr Danecek, Adam Auton, Gonçalo R. Abecasis et al. · Bioinformatics · 2011 · 17.8K citations · Full text
ESTIMATING<i>F</i>-STATISTICS FOR THE ANALYSIS OF POPULATION STRUCTURE
B. S. Weir, C. Clark Cockerham · Evolution · 1984 · 16.9K citations
Second-generation PLINK: rising to the challenge of larger and richer datasets
Christopher Chang, Carson C. Chow, Laurent CAM Tellier et al. · GigaScience · 2015 · 14K citations · Full text
Basic Local Alignment Search Tool
Stephen F. Altschul · Journal of Molecular Biology · 1990 · 13.9K citations