Improving Bayesian methods for estimating divergence times integrating genomic and trait data

Lead Research Organisation: University of Bristol
Department Name: Earth Sciences

Abstract

Abstracts are not currently available in GtR for all funded research. This is normally because the abstract was not required at the time of proposal submission, but may be because it included sensitive information such as personal details.

Technical Summary

Molecular clock dating methods have been improved recently to accommodate the violation of the clock by the use of relaxed-clock models and to incorporate uncertainties in fossil calibrations through the use of soft bounds. Yet, representation of errors and uncertainties in the fossil record in a molecular dating analysis remains a challenging task. In this project, we will implement models of trait evolution to conduct Bayesian MCMC analysis of morphological traits in fossil and extent species. The resulting posterior for divergence times will be used as calibration densities for molecular clock dating. The new models and methods will be implemented in the MCMCtree program in the paml package, and will be applied to large datasets to date divergence events in the metazoan, the hominoid and primates, and the flowering plants. We will also analyse skull measurements of fossil and modern species within the hominoids, to generate posterior estimates of the hominoid divergence times, which will be used in a multispecies coalescent analysis of the hominoid genomic sequence data, to generate estimates of human-chimpanzee divergence time and of the mutation rate. Our mutation rate estimates will be vitally important to testing hypotheses concerning the origin and migration patterns of modern humans. We will use the same trait-evolution models to analyse viral phenotype (such as influenza virus epitopes) and its correlation with the evolutionary rate of the bird flu protein hemagglutinin.

Planned Impact

We will implement the methods and algorithms to be developed in this project in the MCMCTREE program in the PAML software package, and distribute it at its web site, free of charge to academics. We will also develop a project-specific website including YouTube-hosted video manuals for the software.

We will attend local and international meetings to present our research results. Methodological advances will be disseminated in this way, as well as through teaching in the world-leading MSc Palaeobiology at Bristol, and the advanced workshop on Computational Molecular Evolution (funded by the Wellcome Trust and the EMBO) that is organized and co-instructed by Yang.

Publications

10 25 50
 
Title Data & Scripts from Beavan et al. (2020): Performance of a priori and a posteriori calibration strategies in divergence time estimation. 
Description The data and scripts includes all information necessary to recreate the simulated data of Beavan et al. (2020). In addition, it includes all the parameters and scripts to analyse the data and the original alignments used in the study. 
Type Of Material Database/Collection of data 
Year Produced 2020 
Provided To Others? Yes  
URL https://data.bris.ac.uk/data/dataset/uopumskkuech206ueqdxpcrif/
 
Title Data from: Evolution of fungal phenotypic disparity 
Description Organismal grade multicellularity has been achieved only in animals, plants, and fungi. All three kingdoms manifest phenotypically disparate body plans, but their evolution has only been considered in detail for animals. Here we seek to test the general relevance of hypotheses on the evolution of animal body plans by characterising the evolution of fungal phenotypic variety (disparity). The distribution of living fungal form is defined by four distinct morphotypes: flagellated, zygomycetous, sac-bearing, and club-bearing. The discontinuity between morphotypes is a consequence of the extinction of phylogenetic intermediates, indicating that a complete record of fungal disparity would present a much more homogeneous distribution of form. Fungal phenotypic variety gradually expands through time for the most part but sharply increases with the emergence of multicellular body plans. Simulations show these temporal trends to be decidedly non-random, and at least partially shaped by hierarchical contingency. Fungal phenotypic distance is decoupled from changes in gene number, genome size, and taxonomic diversity. Only differences in organismal complexity, the number of traits that constitute an organism, at the cellular and multicellular levels present a meaningful relationship with fungal disparity. Both animals and fungi exhibit a gradual increase in disparity through time, resulting in distributions of form made discontinuous by the extinction of phylogenetic intermediates. These congruences hint at a common mode of multicellular body plan evolution. 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
URL http://datadryad.org/stash/dataset/doi:10.5061/dryad.wwpzgmsm9
 
Title Data from: Testing the molecular clock using mechanistic models of fossil preservation and molecular evolution 
Description This repository contains simulated data and Bayesian MCMC output from *Testing the molecular clock using mechanistic models of fossil preservation and molecular evolution* by Rachel CM Warnock, Ziheng Yang and Philip CJ Donoghue. (2017) **Proc. R. Soc. B** 284 (1857). This data is associated with the following paper: http://rspb.royalsocietypublishing.org/content/284/1857/20170227. This data is also associated with code available on dryad: http://datadryad.org/resource/doi:10.5061/dryad.5706p. 
Type Of Material Database/Collection of data 
Year Produced 2017 
Provided To Others? Yes  
 
Description Conference presentation 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Conference presentation
Year(s) Of Engagement Activity 2017
 
Description Press release and associated interviews 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact Press releases associated with three consecutive papers and associated interviews
Year(s) Of Engagement Activity 2018
 
Description Public 'Great Debate' at Oxford University Museum of Natural History on 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact 250 people present on the evening, booked ahead plus others watching the event streamed and still others watching it offline. e-polls taken before an after the event - on the timing and nature of the Cambrian Explosion - showed that people had changed their views
Year(s) Of Engagement Activity 2020
URL https://oumnh.ox.ac.uk/event/the-first-animals-when-where-and-how
 
Description Westbury on Trym C of E primary Academy 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Schools
Results and Impact Science Week school presentation
Year(s) Of Engagement Activity 2017