CarpeDeam: A De Novo Metagenome Assembler for Heavily Damaged Ancient Datasets
Louis KraftiD, Johannes SödingiD, Martin SteineggeriD, Annika JochheimiD, Peter Wad SackettiD, Antonio Fernàndez-GuerraiD, Gabriel RenaudiD
Abstract
De novo assembly of ancient metagenomic datasets is a challenging task. Ultra-short fragment size and characteristic postmortem damage patterns of sequenced ancient DNA molecules leave current tools ill-equipped for ideal assembly. We present CarpeDeam, a novel damage-aware de novo assembler designed specifically for ancient metagenomic samples. Utilizing maximum-likelihood frameworks that integrate sample-specific damage patterns, CarpeDeam demonstrates improved recovery of longer continuous sequences and protein sequences in many simulated and empirical datasets compared to existing assemblers. As a pioneering ancient metagenome assembler, CarpeDeam opens the door for new opportunities in functional and taxonomic analyses of ancient microbial communities.
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