ViQUF
ViQUF reconstructs de novo viral quasispecies from short-read sequencing data to assemble haplotypes and estimate their frequencies for analysis of intrahost mutation and recombination.
Key Features:
- De Novo Assembly: Performs assembly without reliance on reference genomes to resolve multiple haplotypes from short-read sequencing data.
- de Bruijn Graph Construction: Builds an initial assembly graph using a de Bruijn graph approach for scalable graph representation.
- Paired-End Integration: Incorporates paired-end information between adjacent vertices to inform connections in the assembly graph.
- Min-Cost Flow Network: Constructs a flow network and applies a min-cost flow algorithm to produce an approximate paired assembly graph with edge labels representing frequency estimations.
- Greedy Path Reconstruction: Extracts haplotypes by performing greedy path reconstruction guided by the min-cost flow solution on the approximate paired assembly graph.
- Outputs and Performance: Outputs contigs with frequency estimates and reports performance at least four times faster than previous methods while using up to half the memory, maintaining or surpassing assembly and frequency-estimation quality of overlap graph-based methods.
Scientific Applications:
- Viral population diversity analysis: Reconstructs intra-host viral haplotypes to characterize quasispecies diversity arising from mutation and recombination.
- Mutation rate and evolution studies: Provides haplotype-resolved data useful for inferring mutation dynamics and evolutionary trajectories.
- Drug resistance and vaccine research: Identifies variant haplotypes relevant to drug resistance mechanisms and vaccine-targeted antigenic variation.
- Benchmarking on datasets: Applies to both real-world and simulated sequencing datasets for viral genomics and epidemiology studies.
Methodology:
Constructs a de Bruijn assembly graph, integrates paired-end links between adjacent vertices, builds a flow network and solves a min-cost flow problem to obtain an approximate paired assembly graph with frequency-labeled edges, and performs greedy path reconstruction guided by the min-cost flow solution to produce contigs with frequency estimates.
Topics
Details
- License:
- Not licensed
- Cost:
- Free of charge
- Tool Type:
- command-line tool
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- Python, C++
- Added:
- 9/27/2022
- Last Updated:
- 11/24/2024
Operations
Publications
Freire B, Ladra S, Paramá JR, Salmela L. ViQUF: De Novo Viral Quasispecies Reconstruction Using Unitig-Based Flow Networks. IEEE/ACM Transactions on Computational Biology and Bioinformatics. 2023;20(2):1550-1562. doi:10.1109/tcbb.2022.3190282. PMID:35853050.