@article{Shaw01122025,
author = {Shaw, Jim and Boucher, Christina and Yu, Yun William and Noyes, Noelle and Li, Heng}, 
title = {Long-read reconstruction of many diverse haplotypes with devider},
volume = {35}, 
number = {12}, 
pages = {2637-2649}, 
year = {2025}, 
doi = {10.1101/gr.280510.125}, 
abstract ={Reconstructing exact haplotypes is important when sequencing a mixture of similar sequences. Long-read sequencing can connect distant alleles to disentangle similar haplotypes, but handling sequencing errors requires specialized techniques. Here, we present devider, an algorithm for haplotyping small sequences, such as viruses or genes, from long-read sequencing. devider uses a positional de Bruijn graph with sequence-to-graph alignment on an alphabet of informative alleles to provide a fast assembly-inspired approach compatible with various long-read sequencing technologies. On a synthetic Oxford Nanopore Technologies (ONT) long-read data set containing seven HIV strains, devider recovers 97% of the haplotype content and has the most accurate abundance estimates while taking <4 min and 1 GB of memory for >8000× coverage. Benchmarking on synthetic mixtures of antimicrobial-resistance (AMR) genes shows that devider recovers 83% of haplotypes, 23 percentage points higher than the next best method. On real Pacific Biosciences (PacBio) and ONT data sets, devider recapitulates previously known results in seconds, disentangling a bacterial community with more than 10 strains and an HIV-1 coinfection data set. We use devider to investigate the within-host diversity of a long-read bovine gut metagenome enriched for AMR genes, discovering 13 distinct haplotypes for a tet(Q) tetracycline-resistance gene with >18,000× coverage and six haplotypes for a CfxA2 beta-lactamase gene. We find clear recombination blocks for these AMR gene haplotypes, showcasing devider's ability to unveil evolutionary signals for heterogeneous mixtures.}, 
URL = {http://genome.cshlp.org/content/35/12/2637.abstract}, 
eprint = {http://genome.cshlp.org/content/35/12/2637.full.pdf+html}, 
journal = {Genome Research} 
}