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Detecting High-scoring Local Alignments in Pangenome Graphs

Overview
Journal Bioinformatics
Specialty Biology
Date 2021 Feb 3
PMID 33532821
Citations 3
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Abstract

Motivation: Increasing amounts of individual genomes sequenced per species motivate the usage of pangenomic approaches. Pangenomes may be represented as graphical structures, e.g. compacted colored de Bruijn graphs, which offer a low memory usage and facilitate reference-free sequence comparisons. While sequence-to-graph mapping to graphical pangenomes has been studied for some time, no local alignment search tool in the vein of BLAST has been proposed yet.

Results: We present a new heuristic method to find maximum scoring local alignments of a DNA query sequence to a pangenome represented as a compacted colored de Bruijn graph. Our approach additionally allows a comparison of similarity among sequences within the pangenome. We show that local alignment scores follow an exponential-tail distribution similar to BLAST scores, and we discuss how to estimate its parameters to separate local alignments representing sequence homology from spurious findings. An implementation of our method is presented, and its performance and usability are shown. Our approach scales sublinearly in running time and memory usage with respect to the number of genomes under consideration. This is an advantage over classical methods that do not make use of sequence similarity within the pangenome.

Availability And Implementation: Source code and test data are available from https://gitlab.ub.uni-bielefeld.de/gi/plast.

Supplementary Information: Supplementary data are available at Bioinformatics online.

Citing Articles

Label-guided seed-chain-extend alignment on annotated De Bruijn graphs.

Mustafa H, Karasikov M, Mansouri Ghiasi N, Ratsch G, Kahles A Bioinformatics. 2024; 40(Suppl 1):i337-i346.

PMID: 38940164 PMC: 11211850. DOI: 10.1093/bioinformatics/btae226.


Methods for Pangenomic Core Detection.

Schulz T, Parmigiani L, Rempel A, Stoye J Methods Mol Biol. 2024; 2802:73-106.

PMID: 38819557 DOI: 10.1007/978-1-0716-3838-5_4.


ploidyfrost: Reference-free estimation of ploidy level from whole genome sequencing data based on de Bruijn graphs.

Sun M, Pang E, Bai W, Zhang D, Lin K Mol Ecol Resour. 2022; 23(2):499-510.

PMID: 36239149 PMC: 10092044. DOI: 10.1111/1755-0998.13720.