TreeTime: Maximum-likelihood phylodynamic analysis

被引:641
作者
Sagulenko, Pavel [1 ]
Puller, Vadim [1 ,2 ,3 ]
Neher, Richard A. [1 ,2 ,3 ]
机构
[1] Max Planck Inst Dev Biol, Spemannstr 35, D-72076 Tubingen, Germany
[2] Univ Basel, Biozentrum, Klingelbergstr 50, CH-4056 Basel, Switzerland
[3] SIB, Klingelbergstr 50, CH-4056 Basel, Switzerland
关键词
molecular clock phylogenies; phylodynamics; !text type='python']python[!/text; ESTIMATING DIVERGENCE TIMES; MOLECULAR EVOLUTION; DATES; SEQUENCES; EFFICIENT; DNA;
D O I
10.1093/ve/vex042
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
Mutations that accumulate in the genome of cells or viruses can be used to infer their evolutionary history. In the case of rapidly evolving organisms, genomes can reveal their detailed spatiotemporal spread. Such phylodynamic analyses are particularly useful to understand the epidemiology of rapidly evolving viral pathogens. As the number of genome sequences available for different pathogens has increased dramatically over the last years, phylodynamic analysis with traditional methods becomes challenging as these methods scale poorly with growing datasets. Here, we present TreeTime, a Pythonbased framework for phylodynamic analysis using an approximate Maximum Likelihood approach. TreeTime can estimate ancestral states, infer evolution models, reroot trees to maximize temporal signals, estimate molecular clock phylogenies and population size histories. The runtime of TreeTime scales linearly with dataset size.
引用
收藏
页数:9
相关论文
共 34 条
  • [1] [Anonymous], 2004, Inferring phylogenies
  • [2] [Anonymous], SCREENING METHODS PH, DOI DOI 10.1016/B978-1-4832-3266-9.50011-6
  • [3] [Anonymous], 2001, SciPy: Open source scientific tools for Python
  • [4] Effects of models of rate evolution on estimation of divergence dates with special reference to the metazoan 18S ribosomal RNA Phylogeny
    Aris-Brosou, S
    Yang, ZH
    [J]. SYSTEMATIC BIOLOGY, 2002, 51 (05) : 703 - 714
  • [5] Estimating divergence times in large phylogenetic trees
    Britton, Tom
    Anderson, Cajsa Lisa
    Jacquet, David
    Lundqvist, Samuel
    Bremer, Kare
    [J]. SYSTEMATIC BIOLOGY, 2007, 56 (05) : 741 - 752
  • [6] Relaxed phylogenetics and dating with confidence
    Drummond, Alexei J.
    Ho, Simon Y. W.
    Phillips, Matthew J.
    Rambaut, Andrew
    [J]. PLOS BIOLOGY, 2006, 4 (05) : 699 - 710
  • [7] Bayesian Phylogenetics with BEAUti and the BEAST 1.7
    Drummond, Alexei J.
    Suchard, Marc A.
    Xie, Dong
    Rambaut, Andrew
    [J]. MOLECULAR BIOLOGY AND EVOLUTION, 2012, 29 (08) : 1969 - 1973
  • [8] Virus genomes reveal factors that spread and sustained the Ebola epidemic
    Dudas, Gytis
    Carvalho, Luiz Max
    Bedford, Trevor
    Tatem, Andrew J.
    Baele, Guy
    Faria, Nuno R.
    Park, Daniel J.
    Ladner, Jason T.
    Arias, Armando
    Asogun, Danny
    Bielejec, Filip
    Caddy, Sarah L.
    Cotten, Matthew
    D'Ambrozio, Jonathan
    Dellicour, Simon
    Di Caro, Antonino
    Diclaro, Joseph W.
    Duraffour, Sophie
    Elmore, Michael J.
    Fakoli, Lawrence S.
    Faye, Ousmane
    Gilbert, Merle L.
    Gevao, Sahr M.
    Gire, Stephen
    Gladden-Young, Adrianne
    Gnirke, Andreas
    Goba, Augustine
    Grant, Donald S.
    Haagmans, Bart L.
    Hiscox, Julian A.
    Jah, Umaru
    Kugelman, Jeffrey R.
    Liu, Di
    Lu, Jia
    Malboeuf, Christine M.
    Mate, Suzanne
    Matthews, David A.
    Matranga, Christian B.
    Meredith, Luke W.
    Qu, James
    Quick, Joshua
    Pas, Suzan D.
    Phan, My V. T.
    Pollakis, Georgios
    Reusken, Chantal B.
    Sanchez-Lockhart, Mariano
    Schaffner, Stephen F.
    Schieffelin, John S.
    Sealfon, Rachel S.
    Simon-Loriere, Etienne
    [J]. NATURE, 2017, 544 (7650) : 309 - +
  • [9] Real-time digital pathogen surveillance - the time is now
    Gardy, Jennifer
    Loman, Nicholas J.
    Rambaut, Andrew
    [J]. GENOME BIOLOGY, 2015, 16
  • [10] ESTIMATION OF BRANCHING DATES AMONG PRIMATES BY MOLECULAR CLOCKS OF NUCLEAR-DNA WHICH SLOWED DOWN IN HOMINOIDEA
    HASEGAWA, M
    KISHINO, H
    YANO, TA
    [J]. JOURNAL OF HUMAN EVOLUTION, 1989, 18 (05) : 461 - 476