The Hydrostructure: a Universal Framework for Safe and Complete Algorithms for Genome Assembly

TL;DR

This paper introduces the hydrostructure framework, a universal method for safe and complete genome assembly algorithms that generalizes previous approaches and adapts to practical assembly models.

Contribution

The paper presents the hydrostructure, a novel graph structure that unifies and extends safe genome assembly algorithms, enabling practical and optimal solutions.

Findings

Unified framework for safe genome assembly algorithms.

Extension of safe assembly concepts to practical models.

Algorithms with optimal verification and enumeration capabilities.

Abstract

Genome assembly is a fundamental problem in Bioinformatics, requiring to reconstruct a source genome from an assembly graph built from a set of reads (short strings sequenced from the genome). A notion of genome assembly solution is that of an arc-covering walk of the graph. Since assembly graphs admit many solutions, the goal is to find what is definitely present in all solutions, or what is safe. Most practical assemblers are based on heuristics having at their core unitigs, namely paths whose internal nodes have unit in-degree and out-degree, and which are clearly safe. The long-standing open problem of finding all the safe parts of the solutions was recently solved [RECOMB 2016] yielding a 60% increase in contig length. This safe and complete genome assembly algorithm was followed by other works improving the time bounds, as well as extending the results for different notions of assembly solution. But it remained open whether one can be complete also for models of genome assembly of practical applicability. In this paper we present a universal framework for obtaining safe and complete algorithms which unify the previous results, while also allowing for easy generalisations to assembly problems including many practical aspects. This is based on a novel graph structure, called the hydrostructure of a walk, which highlights the reachability properties of the graph from the perspective of the walk. The hydrostructure allows for simple characterisations of the existing safe walks, and of their new practical versions. Almost all of our characterisations are directly adaptable to optimal verification algorithms, and simple enumeration algorithms. Most of these algorithms are also improved to optimality using an incremental computation procedure and a previous optimal algorithm of a specific model.