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Open AccessJournal ArticleDOI

Special features of RAD Sequencing data: implications for genotyping.

TLDR
It is shown that there are several sources of bias specific to RAD‐Seq that are not explicitly addressed by current genotyping tools, namely restriction fragment bias, restriction site heterozygosity and PCR GC content bias, and that most RAD loci will be accurately genotyped by existing tools.
Abstract
Restriction site-associated DNA Sequencing (RAD-Seq) is an economical and efficient method for SNP discovery and genotyping. As with other sequencing-by-synthesis methods, RAD-Seq produces stochastic count data and requires sensitive analysis to develop or genotype markers accurately. We show that there are several sources of bias specific to RAD-Seq that are not explicitly addressed by current genotyping tools, namely restriction fragment bias, restriction site heterozygosity and PCR GC content bias. We explore the performance of existing analysis tools given these biases and discuss approaches to limiting or handling biases in RAD-Seq data. While these biases need to be taken seriously, we believe RAD loci affected by them can be excluded or processed with relative ease in most cases and that most RAD loci will be accurately genotyped by existing tools.

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Citations
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Journal ArticleDOI

Stacks: an analysis tool set for population genomics

TL;DR: The expanded population genomics functions in Stacks will make it a useful tool to harness the newest generation of massively parallel genotyping data for ecological and evolutionary genetics.
Journal ArticleDOI

Harnessing the power of RADseq for ecological and evolutionary genomics

TL;DR: This Review provides a comprehensive discussion of RADseq methods to aid researchers in choosing among the many different approaches and avoiding erroneous scientific conclusions from RADseq data, a problem that has plagued other genetic marker types in the past.
Journal ArticleDOI

Genotyping‐by‐sequencing in ecological and conservation genomics

TL;DR: This special issue on ‘Genotyping-by-Sequencing in Ecological and Conservation Genomics’ represents a diverse set of empirical and theoretical studies that demonstrate both the utility and some of the challenges of GBS in ecological and conservation genomics.
Journal ArticleDOI

High-Throughput Genomic Data in Systematics and Phylogenetics

TL;DR: This review presents recent advances in laboratory methods for collection of high-throughput phylogenetic data and challenges and constraints for phylogenetic analysis of these data, and offers recommendations for the most promising protocols and data-analysis workflows currently available.
Journal ArticleDOI

Lost in parameter space: A road map for Stacks

TL;DR: Using three empirical RAD‐seq datasets, a method for optimising a de novo assembly of loci using stacks is demonstrated and the 80% rule is presented as a generally effective method to select the core parameters for stacks.
References
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Journal ArticleDOI

Fast and accurate short read alignment with Burrows–Wheeler transform

TL;DR: Burrows-Wheeler Alignment tool (BWA) is implemented, a new read alignment package that is based on backward search with Burrows–Wheeler Transform (BWT), to efficiently align short sequencing reads against a large reference sequence such as the human genome, allowing mismatches and gaps.
Book

ggplot2: Elegant Graphics for Data Analysis

TL;DR: This book describes ggplot2, a new data visualization package for R that uses the insights from Leland Wilkisons Grammar of Graphics to create a powerful and flexible system for creating data graphics.
Journal ArticleDOI

AFLP: a new technique for DNA fingerprinting.

TL;DR: The AFLP technique provides a novel and very powerful DNA fingerprinting technique for DNAs of any origin or complexity that allows the specific co-amplification of high numbers of restriction fragments.
Journal ArticleDOI

Velvet: Algorithms for de novo short read assembly using de Bruijn graphs

TL;DR: Velvet represents a new approach to assembly that can leverage very short reads in combination with read pairs to produce useful assemblies and is in close agreement with simulated results without read-pair information.
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