Literature DB >> 34305211

Nonbifurcating Phylogenetic Tree Inference via the Adaptive LASSO.

Cheng Zhang1, V U Dinh2, Frederick A Matsen3.   

Abstract

Phylogenetic tree inference using deep DNA sequencing is reshaping our understanding of rapidly evolving systems, such as the within-host battle between viruses and the immune system. Densely sampled phylogenetic trees can contain special features, including sampled ancestors in which we sequence a genotype along with its direct descendants, and polytomies in which multiple descendants arise simultaneously. These features are apparent after identifying zero-length branches in the tree. However, current maximum-likelihood based approaches are not capable of revealing such zero-length branches. In this paper, we find these zero-length branches by introducing adaptive-LASSO-type regularization estimators for the branch lengths of phylogenetic trees, deriving their properties, and showing regularization to be a practically useful approach for phylogenetics.

Entities:  

Keywords:  FISTA; adaptive LASSO; consistency; model selection; phylogenetics; sparsity; ℓ1 regularization

Year:  2020        PMID: 34305211      PMCID: PMC8300927          DOI: 10.1080/01621459.2020.1778481

Source DB:  PubMed          Journal:  J Am Stat Assoc        ISSN: 0162-1459            Impact factor:   5.033


  32 in total

1.  Modeling compositional heterogeneity.

Authors:  Peter G Foster
Journal:  Syst Biol       Date:  2004-06       Impact factor: 15.683

2.  POLYTOMIES AND THE POWER OF PHYLOGENETIC INFERENCE.

Authors:  H E Walsh; M G Kidd; T Moum; V L Friesen
Journal:  Evolution       Date:  1999-06       Impact factor: 3.694

3.  Tests for two trees using likelihood methods.

Authors:  Edward Susko
Journal:  Mol Biol Evol       Date:  2014-01-08       Impact factor: 16.240

4.  SparseNet: Coordinate Descent With Nonconvex Penalties.

Authors:  Rahul Mazumder; Jerome H Friedman; Trevor Hastie
Journal:  J Am Stat Assoc       Date:  2011       Impact factor: 5.033

5.  STRONG ORACLE OPTIMALITY OF FOLDED CONCAVE PENALIZED ESTIMATION.

Authors:  Jianqing Fan; Lingzhou Xue; Hui Zou
Journal:  Ann Stat       Date:  2014-06       Impact factor: 4.028

6.  Consistency and convergence rate of phylogenetic inference via regularization.

Authors:  Vu Dinh; Lam Si Tung Ho; Marc A Suchard; Frederick A Matsen
Journal:  Ann Stat       Date:  2018-06-27       Impact factor: 4.028

7.  MrBayes 3.2: efficient Bayesian phylogenetic inference and model choice across a large model space.

Authors:  Fredrik Ronquist; Maxim Teslenko; Paul van der Mark; Daniel L Ayres; Aaron Darling; Sebastian Höhna; Bret Larget; Liang Liu; Marc A Suchard; John P Huelsenbeck
Journal:  Syst Biol       Date:  2012-02-22       Impact factor: 15.683

8.  nextflu: real-time tracking of seasonal influenza virus evolution in humans.

Authors:  Richard A Neher; Trevor Bedford
Journal:  Bioinformatics       Date:  2015-06-26       Impact factor: 6.937

Review 9.  The promise and challenge of high-throughput sequencing of the antibody repertoire.

Authors:  George Georgiou; Gregory C Ippolito; John Beausang; Christian E Busse; Hedda Wardemann; Stephen R Quake
Journal:  Nat Biotechnol       Date:  2014-01-19       Impact factor: 54.908

10.  Nextstrain: real-time tracking of pathogen evolution.

Authors:  James Hadfield; Colin Megill; Sidney M Bell; John Huddleston; Barney Potter; Charlton Callender; Pavel Sagulenko; Trevor Bedford; Richard A Neher
Journal:  Bioinformatics       Date:  2018-12-01       Impact factor: 6.931

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