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ABSTRACT: Motivation
Illustrating how HIV-1 is transmitted and how it evolves in the following weeks is an important step for developing effective vaccination and prevention strategies. It is currently possible through DNA sequencing to account for the diverse array of viral strains within an infected individual. This provides an unprecedented opportunity to pinpoint when each patient was infected and which viruses were transmitted.Results
Here we develop a mathematical tool for early HIV-1 evolution within a subject whose infection originates either from a single or multiple viral variants. The shifted Poisson mixture model (SPMM) provides a quantitative guideline for segregating viral lineages, which in turn enables us to assess when a subject was infected. The infection duration estimated by SPMM showed a statistically significant linear relationship with that by Fiebig laboratory staging (P = 0.00059) among 37 acutely infected subjects. Our tool provides a functional approach to understanding early genetic diversity, one of the most important parameters for deciphering HIV-1 transmission and predicting the rate of disease progression.Availability and implementation
SPMM, webserver, is available at http://www.hayounlee.org/web-tools.html.Contact
hayoun@usc.eduSupplementary information
Supplementary data are available at Bioinformatics online.
SUBMITTER: Love TM
PROVIDER: S-EPMC4907399 | biostudies-literature | 2016 May
REPOSITORIES: biostudies-literature
Love Tanzy M T TM Park Sung Yong SY Giorgi Elena E EE Mack Wendy J WJ Perelson Alan S AS Lee Ha Youn HY
Bioinformatics (Oxford, England) 20151231 9
<h4>Motivation</h4>Illustrating how HIV-1 is transmitted and how it evolves in the following weeks is an important step for developing effective vaccination and prevention strategies. It is currently possible through DNA sequencing to account for the diverse array of viral strains within an infected individual. This provides an unprecedented opportunity to pinpoint when each patient was infected and which viruses were transmitted.<h4>Results</h4>Here we develop a mathematical tool for early HIV- ...[more]