Evaluation of microRNA alignment techniques

Ziemann, M; El-Osta, A; Kaspi, A
Abstract
Genomic alignment of small RNA (smRNA) sequences such as microRNAs poses considerable challenges due to their short length (∼21 nucleotides [nt]) as well as the large size and complexity of plant and animal genomes. While several tools have been developed for high-throughput mapping of longer mRNA-seq reads (>30 nt), there are few that are specifically designed for mapping of smRNA reads including microRNAs. The accuracy of these mappers has not been systematically determined in the case of smRNA-seq. In addition, it is unknown whether these aligners accurately map smRNA reads containing sequence errors and polymorphisms. By using simulated read sets, we determine the alignment sensitivity and accuracy of 16 short-read mappers and quantify their robustness to mismatches, indels, and nontemplated nucleotide additions. These were explored in the context of a plant genome (Oryza sativa, ∼500 Mbp) and a mammalian genome (Homo sapiens, ∼3.1 Gbp). Analysis of simulated and real smRNA-seq data demonstrates that mapper selection impacts differential expression results and interpretation. These results will inform on best practice for smRNA mapping and enable more accurate smRNA detection and quantification of expression and RNA editing. © 2016 Ziemann et al.; Published by Cold Spring Harbor Laboratory Press for the RNA Society.
Journal RNA
ISSN 1355-8382
Published 01 Aug 2016
Volume 22
Issue 8
Pages 1120-38
DOI 10.1261/rna.055509.115
Type Journal Article
Sponsorship
NHMRC JDRF NHF