PAML 5: A friendly and powerful bioinformatics resource for phylogenomics
PAML 5: A friendly and powerful bioinformatics resource for phylogenomics
批准号:
BB/X018571/1
负责人:
Ziheng Yang
金额:
$63.77万
依托单位国家:
英国
项目类别:
Research Grant
财政年份:
2024
资助国家:
英国
项目状态:
未结题
起止时间:
2024 至 --
中文摘要
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英文摘要
PAML (for Phylogenetic Analysis by Maximum Likelihood) is a bioinformatics software tool widely used in the fields of molecular evolution, molecular phylogenetics, virology, biochemistry, and genomics. It is currently attracting over 1000 citations per year (with a total of >16K citations since its first release in 1993), and has a well-established user base. One of the major strengths of the package is its rich collection of sophisticated models for DNA and protein sequence evolution, which are useful in maximum likelihood and Bayesian methods in phylogenetics. The package can be used to compare different evolutionary trees, to infer adaptive molecular evolution affecting protein-coding genes, to reconstruct sequences in extinct ancestral species, etc. Despite being a widely used bioinformatics tool, PAML has a poor user interface and a steep learning curve. It is not parallelized, and is computationally inefficient when applied to large datasets. These issues have hindered its widespread adoption by new users and mean that existing users have to endure the computational burden. In this project, we propose to redesign and reimplement the key algorithms in the PAML programs, parallelize the code, and also develop a R interface. We will expand and improve its functionality by developing new mutation-selection models of codon evolution, which will lead to more accurate ancestral sequence reconstruction and more robust detection of genes under positive selection. Those improvements will greatly improve the usability and computational performance of the program package, making it an extremely valuable bioinformatics resource for the biosciences research community.This project is low-risk and high-impact. HPC technology, Pthreads and MPI have been around for many years. In phylogenetics, all the major likelihood and Bayesian programs have already been successfully parallelized, including PhyML, RAxML, MrBayes/RevBayes, and BEAST. Indeed PAML is uniquely bad in this sense for not having been parallelized. A frequently asked question at the google discussion site for PAML is whether a parallel version exists. Given the ubiquity of multicore architectures from laptops to supercomputers, this parallelisation will radically boost performance of PAML analysis and the scale of data that can be processed. The improved computational performance will be highly beneficial to all existing users of PAML and the improved user interface may help to attract new users. The program will be distributed at its github site (https://github.com/abacus-gene/paml) under the GPL 3 license. Support is mostly provided at the google discussion site (https://groups.google.com/g/pamlsoftware), where users post and answer questions about the software. The PI visits the site regularly, in particular, to answer more technical user queries about the software.
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