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Sample size calculation for phylogenetic case linkage
Sample size calculations are an essential component of the design and evaluation of scientific studies. However, there is a lack of clear guidance for determining the sample size needed for phylogenetic studies, which are becoming an essential part of studying pathogen transmission. We introduce a s...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8284614/ https://www.ncbi.nlm.nih.gov/pubmed/34228722 http://dx.doi.org/10.1371/journal.pcbi.1009182 |
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author | Wohl, Shirlee Giles, John R. Lessler, Justin |
author_facet | Wohl, Shirlee Giles, John R. Lessler, Justin |
author_sort | Wohl, Shirlee |
collection | PubMed |
description | Sample size calculations are an essential component of the design and evaluation of scientific studies. However, there is a lack of clear guidance for determining the sample size needed for phylogenetic studies, which are becoming an essential part of studying pathogen transmission. We introduce a statistical framework for determining the number of true infector-infectee transmission pairs identified by a phylogenetic study, given the size and population coverage of that study. We then show how characteristics of the criteria used to determine linkage and aspects of the study design can influence our ability to correctly identify transmission links, in sometimes counterintuitive ways. We test the overall approach using outbreak simulations and provide guidance for calculating the sensitivity and specificity of the linkage criteria, the key inputs to our approach. The framework is freely available as the R package phylosamp, and is broadly applicable to designing and evaluating a wide array of pathogen phylogenetic studies. |
format | Online Article Text |
id | pubmed-8284614 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-82846142021-07-28 Sample size calculation for phylogenetic case linkage Wohl, Shirlee Giles, John R. Lessler, Justin PLoS Comput Biol Research Article Sample size calculations are an essential component of the design and evaluation of scientific studies. However, there is a lack of clear guidance for determining the sample size needed for phylogenetic studies, which are becoming an essential part of studying pathogen transmission. We introduce a statistical framework for determining the number of true infector-infectee transmission pairs identified by a phylogenetic study, given the size and population coverage of that study. We then show how characteristics of the criteria used to determine linkage and aspects of the study design can influence our ability to correctly identify transmission links, in sometimes counterintuitive ways. We test the overall approach using outbreak simulations and provide guidance for calculating the sensitivity and specificity of the linkage criteria, the key inputs to our approach. The framework is freely available as the R package phylosamp, and is broadly applicable to designing and evaluating a wide array of pathogen phylogenetic studies. Public Library of Science 2021-07-06 /pmc/articles/PMC8284614/ /pubmed/34228722 http://dx.doi.org/10.1371/journal.pcbi.1009182 Text en © 2021 Wohl et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Wohl, Shirlee Giles, John R. Lessler, Justin Sample size calculation for phylogenetic case linkage |
title | Sample size calculation for phylogenetic case linkage |
title_full | Sample size calculation for phylogenetic case linkage |
title_fullStr | Sample size calculation for phylogenetic case linkage |
title_full_unstemmed | Sample size calculation for phylogenetic case linkage |
title_short | Sample size calculation for phylogenetic case linkage |
title_sort | sample size calculation for phylogenetic case linkage |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8284614/ https://www.ncbi.nlm.nih.gov/pubmed/34228722 http://dx.doi.org/10.1371/journal.pcbi.1009182 |
work_keys_str_mv | AT wohlshirlee samplesizecalculationforphylogeneticcaselinkage AT gilesjohnr samplesizecalculationforphylogeneticcaselinkage AT lesslerjustin samplesizecalculationforphylogeneticcaselinkage |