The Geometry of the space of Discrete Coalescent Trees

01/07/2021
by   Lena Collienne, et al.
0

Computational inference of dated evolutionary histories relies upon various hypotheses about RNA, DNA, and protein sequence mutation rates. Using mutation rates to infer these dated histories is referred to as molecular clock assumption. Coalescent theory is a popular class of evolutionary models that implements the molecular clock hypothesis to facilitate computational inference of dated phylogenies. Cancer and virus evolution are two areas where these methods are particularly important. Methodologically, phylogenetic inference methods require a tree space over which the inference is performed, and geometry of this space plays an important role in statistical and computational aspects of tree inference algorithms. It has recently been shown that molecular clock, and hence coalescent, trees possess a unique geometry, different from that of classical phylogenetic tree spaces which do not model mutation rates. Here we introduce and study a space of discrete coalescent trees, that is, we assume that time is discrete, which is inevitable in many computational formalisations. We establish several geometrical properties of the space and show how these properties impact various algorithms used in phylogenetic analyses. Our tree space is a discretisation of a known time tree space, called t-space, and hence our results can be used to approximate solutions to various open problems in t-space. Our tree space is also a generalisation of another known trees space, called the ranked nearest neighbour interchange space, hence our advances in this paper imply new and generalise existing results about ranked trees.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/21/2023

Identifiability of the Rooted Tree Parameter under the Cavender-Farris-Neyman Model with a Molecular Clock

Identifiability of the discrete tree parameter is a key property for phy...
research
02/14/2019

Sequential importance sampling for multi-resolution Kingman-Tajima coalescent counting

Statistical inference of evolutionary parameters from molecular sequence...
research
05/31/2018

Tropical Foundations for Probability & Statistics on Phylogenetic Tree Space

We introduce a novel framework for the statistical analysis of phylogene...
research
05/15/2021

Shrinkage-based random local clocks with scalable inference

Local clock models propose that the rate of molecular evolution is const...
research
09/01/2023

Approximate Bayesian computation for Markovian binary trees in phylogenetics

Phylogenetic trees describe the relationships between species in the evo...
research
06/04/2021

Statistical summaries of unlabelled evolutionary trees and ranked hierarchical clustering trees

Rooted and ranked binary trees are mathematical objects of great importa...
research
07/18/2017

Efficient and consistent inference of ancestral sequences in an evolutionary model with insertions and deletions under dense taxon sampling

In evolutionary biology, the speciation history of living organisms is r...

Please sign up or login with your details

Forgot password? Click here to reset