bioRxivBioinformaticsPreprint
PhyGraFT: a network-based method for phylogenetic trait analysis
Abstract
With the determination of numerous viral and bacterial genome sequences, phylogeny-trait associations are now being studied. In these studies, phylogenetic trees were first reconstructed, and trait data were analyzed based on the reconstructed tree. However, in some cases, such as fast evolution sequences and gene-sharing network data, reconstructing the phylogenetic tree is challenging. In such cases, network-thinking, instead of tree-thinking, is gaining attention. Here, we propose a novel network-thinking approach, PhyGraFT, to analyze trait data from the network. We validated that PhyGraFT can find phylogenetic signals and associations of traits with the simulation dataset. We applied PhyGraFT for influenza type A and virome gene-sharing datasets. As a result, we identified several evolutionary structures and their associated traits. Our approach is expected to provide novel insights into network-thinking not only for typical phylogenetics but also for various biological data, such as antibody evolution.
- organism: virus
- assay: whole-genome sequencing
- research focus: phylogenetics / evolution
- approach: statistical model
- Citations
- 0
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
- GRaphical footprint based Alignment-Free method (GRAFree) for reconstructing evolutionary Traits in Large-Scale Genomic Features
Aritra Mahapatra, Jayanta Mukherjee·bioRxiv·Aug 10, 2018
- Fast and accurate inference of phylogenetic networks using large-scale genomic sequence data
Hussein A. Hejase, Natalie Vandepol, … Kevin J. Liu·bioRxiv·Jun 26, 2018
- Accounting for within-species variation in continuous trait evolution on a phylogenetic network
B. S. Teo, J. P. Rose, … C. Ane·bioRxiv·May 12, 2022
- Network science inspires novel tree shape statistics
Leonid Chindelevitch, Maryam Hayati, … Caroline Colijn·PLoS ONEPeer-reviewed·Dec 23, 2021
- Inferring Phylogenetic Networks Using PhyloNet
D. Wen, Y. Yun, … L. Nakhleh·bioRxiv·Dec 22, 2017
- Practical Aspects of Phylogenetic Network Analysis Using PhyloNet
Z. Cao, X. Liu, … L. Nakhleh·bioRxiv·Aug 24, 2019