ArticlePloS one2014
Amplification biases and consistent recovery of loci in a double-digest RAD-seq protocol.
Article in PloS one, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 80 papers.
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Who cites it
80 citing papers in PubMed, 196 citations in OpenAlex.
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- Evaluating restriction enzyme selection for reduced representation sequencing in conservation genomics.Molecular ecology resources · 2025Article
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- Spatiotemporal Dynamics of Non-Ecological Speciation in Rubyspot Damselflies (Hetaerina spp.).Molecular ecology · 2025Article
- Fine-tuning GBS data with comparison of reference and mock genome approaches for advancing genomic selection in less studied farmed species.BMC genomics · 2025Article
- Detection of De Novo Mutations by Sequencing Reduced Representation Libraries.Methods in molecular biology (Clifton, N.J.) · 2025Article
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- Mallard Hybridization With Domesticated Lineages Alters Spring Migration Behavior and Timing.Ecology and evolution · 2025Article
- Double Digest Restriction-Site Associated DNA Sequencing (ddRAD-Seq).Methods in molecular biology (Clifton, N.J.) · 2025Article
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- Readsynth: short-read simulation for consideration of composition-biases in reduced metagenome sequencing approaches.BMC bioinformatics · 2024Article
- Variant calling and genotyping accuracy of ddRAD-seq: Comparison with 20X WGS in layers.PloS one · 2024Article
- Population genomic analyses reveal population structure and major hubs of invasive Anopheles stephensi in the Horn of Africa.Molecular ecology · 2023Article
20 more citing papers are in PubMed but not listed here.
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Authors and funding
2 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A growing variety of "genotype-by-sequencing" (GBS) methods use restriction enzymes and high throughput DNA sequencing to generate data for a subset of genomic loci, allowing the simultaneous discovery and genotyping of thousands of polymorphisms in a set of multiplexed samples. We evaluated a "double-digest" restriction-site associated DNA sequencing (ddRAD-seq) protocol by 1) comparing results for a zebra finch (Taeniopygia guttata) sample with in silico predictions from the zebra finch reference genome; 2) assessing data quality for a population sample of indigobirds (Vidua spp.); and 3) testing for consistent recovery of loci across multiple samples and sequencing runs. Comparison with in silico predictions revealed that 1) over 90% of predicted, single-copy loci in our targeted size range (178-328 bp) were recovered; 2) short restriction fragments (38-178 bp) were carried through the size selection step and sequenced at appreciable depth, generating unexpected but nonetheless useful data; 3) amplification bias favored shorter, GC-rich fragments, contributing to among locus variation in sequencing depth that was strongly correlated across samples; 4) our use of restriction enzymes with a GC-rich recognition sequence resulted in an up to four-fold overrepresentation of GC-rich portions of the genome; and 5) star activity (i.e., non-specific cutting) resulted in thousands of "extra" loci sequenced at low depth. Results for three species of indigobirds show that a common set of thousands of loci can be consistently recovered across both individual samples and sequencing runs. In a run with 46 samples, we genotyped 5,996 loci in all individuals and 9,833 loci in 42 or more individuals, resulting in <1% missing data for the larger data set. We compare our approach to similar methods and discuss the range of factors (fragment library preparation, natural genetic variation, bioinformatics) influencing the recovery of a consistent set of loci among samples.
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