4.7 Article

HaploMaker: An improved algorithm for rapid haplotype assembly of genomic sequences

Journal

GIGASCIENCE
Volume 11, Issue -, Pages -

Publisher

OXFORD UNIV PRESS
DOI: 10.1093/gigascience/giac038

Keywords

haplotype; PacBio; CCS; HiFi; CLR; Illumina; paired-end; SNP; INDEL; heterozygous

Funding

  1. Grain Research and Development Corporation (GRDC) of Australia

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HaploMaker is a novel reference-based haplotype assembly algorithm able to accurately and efficiently phase long haplotypes using both short-read and long Pacific Biosciences reads. Compared to three other common reference-based haplotype assembly tools, HaploMaker showed superior accuracy and capability to phase longer genomic regions in both short-read and long-read scenarios.
Background In diploid organisms, whole-genome haplotype assembly relies on the accurate identification and assignment of heterozygous single-nucleotide polymorphism alleles to the correct homologous chromosomes. This appropriate phasing of these alleles ensures that combinations of single-nucleotide polymorphisms on any chromosome, called haplotypes, can then be used in downstream genetic analysis approaches including determining their potential association with important phenotypic traits. A number of statistical algorithms and complementary computational software tools have been developed for whole-genome haplotype construction from genomic sequence data. However, many algorithms lack the ability to phase long haplotype blocks and simultaneously achieve a competitive accuracy. Results In this research we present HaploMaker, a novel reference-based haplotype assembly algorithm capable of accurately and efficiently phasing long haplotypes using paired-end short reads and longer Pacific Biosciences reads from diploid genomic sequences. To achieve this we frame the problem as a directed acyclic graph with edges weighted on read evidence and use efficient path traversal and minimization techniques to optimally phase haplotypes. We compared the HaploMaker algorithm with 3 other common reference-based haplotype assembly tools using public haplotype data of human individuals from the Platinum Genome project. With short-read sequences, the HaploMaker algorithm maintained a competitively low switch error rate across all haplotype lengths and was superior in phasing longer genomic regions. For longer Pacific Biosciences reads, the phasing accuracy of HaploMaker remained competitive for all block lengths and generated substantially longer block lengths than the competing algorithms. Conclusions HaploMaker provides an improved haplotype assembly algorithm for diploid genomic sequences by accurately phasing longer haplotypes. The computationally efficient and portable nature of the Java implementation of the algorithm will ensure that it has maximal impact in reference-sequence-based haplotype assembly applications.

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