AI Article Synopsis

  • Library preparation for sequencing often involves PCR amplification, leading to PCR duplicates that can inflate costs and compromise experimental reliability.
  • A new quantitative model was developed to understand and investigate the causes and impact of PCR duplicates, primarily influenced by the ratio of library complexity to sequencing depth.
  • The research provides a method to estimate library complexity and amplification noise, highlighting the importance of these factors in improving genotyping accuracy and the reliability of sequencing data analyses.

Article Abstract

Library preparation protocols for most sequencing technologies involve PCR amplification of the template DNA, which open the possibility that a given template DNA molecule is sequenced multiple times. Reads arising from this phenomenon, known as PCR duplicates, inflate the cost of sequencing and can jeopardize the reliability of affected experiments. Despite the pervasiveness of this artefact, our understanding of its causes and of its impact on downstream statistical analyses remains essentially empirical. Here, we develop a general quantitative model of amplification distortions in sequencing data sets, which we leverage to investigate the factors controlling the occurrence of PCR duplicates. We show that the PCR duplicate rate is determined primarily by the ratio between library complexity and sequencing depth, and that amplification noise (including in its dependence on the number of PCR cycles) only plays a secondary role for this artefact. We confirm our predictions using new and published RAD-seq libraries and provide a method to estimate library complexity and amplification noise in any data set containing PCR duplicates. We discuss how amplification-related artefacts impact downstream analyses, and in particular genotyping accuracy. The proposed framework unites the numerous observations made on PCR duplicates and will be useful to experimenters of all sequencing technologies where DNA availability is a concern.

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Source
http://dx.doi.org/10.1111/1755-0998.13800DOI Listing

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