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Tuberculosis Interest1 #704023
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+Citaten (1) - CitatenVoeg citaat toeList by: CiterankMapLink[1] Taking a BREATH (Bayesian Reconstruction and Evolutionary Analysis of Transmission Histories) to simultaneously infer phylogenetic and transmission trees for partially sampled outbreaks
Citerend uit: Caroline Colijn, Matthew Hall, Remco Bouckaert Publication date: 15 July 2024 Publication info: bioRxiv 2024.07.11.603095; Geciteerd door: David Price 3:02 PM 30 July 2024 GMT Citerank: (4) 679761Caroline ColijnDr. Caroline Colijn works at the interface of mathematics, evolution, infection and public health, and leads the MAGPIE research group. She joined SFU's Mathematics Department in 2018 as a Canada 150 Research Chair in Mathematics for Infection, Evolution and Public Health. She has broad interests in applications of mathematics to questions in evolution and public health, and was a founding member of Imperial College London's Centre for the Mathematics of Precision Healthcare.10019D3ABAB, 701020CANMOD – PublicationsPublications by CANMOD Members144B5ACA0, 71475823/08/14 Taming the BEAST workshopBayesian Evolutionary Analysis by Sampling Trees: Taming the BEAST – August 14 to 18, 2023, Howe Sound Inn & Brewing, Squamish, British Columbia. ?BEAST 2 is an open source cross-platform software package for analysing genetic sequences in a Bayesian phylogenetic framework. Participants will be equipped with the skills and core knowledge to confidently perform and interpret inference generated from phylogenetic and phylodynamic analyses.63E883B6, 714759Bayesian Evolutionary Analysis by Sampling Trees (BEAST)BEAST 2 is an open source cross-platform software package for analysing genetic sequences in a Bayesian phylogenetic framework. BEAST 2 provides a growing collection of new models tailored specifically to particular data sets and/or research questions.122C78CB7 URL: DOI: https://doi.org/10.1101/2024.07.11.603095
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We introduce and apply Bayesian Reconstruction and Evolutionary Analysis of Transmission Histories (BREATH), a method to simultaneously construct phylogenetic trees and transmission trees using sequence data for a person-to-person outbreak. BREATH’s transmission process that accounts for a flexible natural history of infection (including a latent period if desired) and a separate process for sampling. It allows for unsampled individuals and for individuals to have diverse within-host infections. BREATH also accounts for the fact that an outbreak may still be ongoing at the time of analysis, using a recurrent events approach to account for right truncation. We perform a simulation study to verify our implementation, and apply BREATH to a previously-described 13-year outbreak of tuber-culosis. We find that using a transmission process to inform the phylogenetic reconstruction results in better resolution of the phylogeny (in topology, branch length and tree height) and a more precise estimate of the time of origin of the outbreak. Considerable uncertainty remains about transmission events in the outbreak, but our reconstructed transmission network resolves two major waves of transmission consistent with the previously-described epidemiology, estimates the numbers of unsampled individuals, and describes some highprobability transmission pairs.
An open source implementation of BREATH is available from:
https://github.com/rbo...
…as the BREATH package to BEAST 2. |
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