ArticleMolecular ecology resources2025
Optimizing ddRAD sequencing for population genomic studies with ddgRADer.
Article in Molecular ecology resources, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- Panmixia in a Widespread Butterfly: High Dispersal and Ecological Generalism Buffer Against Landscape Fragmentation.Ecology and evolution · 2026Article
- Shifts in Demography in Changing Ecological Conditions in a Dependent-Lineage Population of Harvester Ant Colonies.Ecology and evolution · 2026Article
- Multiple genomic approaches reveal geographic structure and local selection signals in invasive Anopheles stephensi from the Horn of Africa and Yemen.BMC genomics · 2026Article
- Urbanisation Drives Microevolution in the Egyptian Fruit Bat (Evolutionary applications · 2026Article
- Comparative analysis of RAD-seq methods for SNP discovery and genetic diversity assessment in oil seed crop safflower.Scientific reports · 2025Article
- Optimizing ddRAD sequencing for population genomic studies with ddgRADer.Molecular ecology resources · 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
- Variant calling and genotyping accuracy of ddRAD-seq: Comparison with 20X WGS in layers.PloS one · 2024Article
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Authors and funding
3 authors.
Funding
Abstract
Double-digest Restriction-site Associated DNA sequencing (ddRADseq) is widely used to generate genomic data for non-model organisms in evolutionary and ecological studies. Along with affordable paired-end sequencing, this method makes population genomic analyses more accessible. However, multiple factors should be considered when designing a ddRADseq experiment, which can be challenging for new users. The generated data often suffer from substantial read overlaps and adaptor contamination, severely reducing sequencing efficiency and affecting data quality. Here, we analyse diverse datasets from the literature and carry out controlled experiments to understand the effects of enzyme choice and size selection on sequencing efficiency. The empirical data reveal that size selection is imprecise and has limited efficacy. In certain scenarios, a substantial proportion of short fragments pass below the lower size-selection cut-off resulting in low sequencing efficiency. However, enzyme choice can considerably mitigate inadvertent inclusion of these shorter fragments. A simple model based on these experiments is implemented to predict the number of genomic fragments generated after digestion and size selection, number of SNPs genotyped, number of samples that can be multiplexed and the expected sequencing efficiency. We developed ddgRADer - http://ddgrader.haifa.ac.il/ - a user-friendly webtool and incorporated these calculations to aid in ddRADseq experimental design while optimizing sequencing efficiency. This tool can also be used for single enzyme protocols such as Genotyping-by-Sequencing. Given user-defined study goals, ddgRADer recommends enzyme pairs and allows users to compare and choose enzymes and size-selection criteria. ddgRADer improves the accessibility and ease of designing ddRADseq experiments and increases the probability of success of the first population genomic study conducted in labs with no prior experience in genomics.
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