Nucleic Acids ResearchBioinformaticsPeer-reviewed journal article
Pasa: Leverage population pangenome graph to scaffold prokaryote genome assemblies.
Van Hoan DoiD, Son Hoang NguyeniD, Duc Quang LeiD, Tam Thi Nguyen, Canh Hao NguyeniD, Tho Huu HoiD, Nam S. VoiD, Trang Thu NguyeniD, Minh Duc CaoiD
Abstract
Whole genome sequencing has increasingly become the essential method for studying the genetic mechanisms of antimicrobial resistance and for surveillance of drug-resistant bacterial pathogens. The majority of bacterial genomes sequenced to date have been sequenced with Illumina sequencing technology, owing to its high-throughput, excellent sequence accuracy, and low cost. However, because of the short-read nature of the technology, these assemblies are fragmented into large numbers of contigs, hindering the obtaining of full information of the genome. We develop Pasa, a graph-based algorithm that utilizes the pangenome graph and the assembly graph information to improve scaffolding quality. By leveraging the population information of the bacteria species, Pasa is able to utilize the linkage information of the gene families of the species to resolve the contig graph of the assembly. We show that our method outperforms the current state of the art in terms of accuracy, and at the same time, is computationally efficient to be applied to a large number of existing draft assemblies.
- organism: bacteria (other)
- assay: whole-genome sequencing
- research focus: genome assembly
- approach: graph neural network
- approach: statistical model
- Citations
- 14
- FWCI
- 1.24
- Field percentile
- top 22%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Pangebin: improving plasmid binning in bacterial isolates using pangenome-assembly graphs.
M Sgro, Broňa Brejová, … Cédric Chauve·bioRxiv·Apr 10, 2025
- Exploring differences across pangenome-graph representations using Escherichia coli O157:H7 as a model
Peilin Liu, Kaixin Hu, … Julián Paganini·GenomicsPeer-reviewed·Aug 23, 2026
- Real-time resolution of short-read assembly graph using ONT long reads
Son Hoang Nguyen, Minh Duc Cao, Lachlan Coin·PLoS Computational BiologyPeer-reviewed·Jan 20, 2021
- Comparison of long-read sequencing technologies in the hybrid assembly of complex bacterial genomes
Nicola De Maio, Liam P. Shaw, … Nicole E Stoesser·Microbial GenomicsPeer-reviewed·Sep 1, 2019
- ASA3P: An automatic and scalable pipeline for the assembly, annotation and higher level analysis of closely related bacterial isolates
Oliver Schwengers, Andreas Hoek, … Alexander Goesmann·PLoS Computational BiologyPeer-reviewed·Mar 5, 2020
- PanGraph: scalable bacterial pan-genome graph construction
Nicholas Noll, Marco Molari, … Richard A. Neher·Microbial GenomicsPeer-reviewed·Jun 6, 2023