dorsal/arxiv
View SchemaA Mutagenetic Tree Hidden Markov Model for Longitudinal Clonal HIV Sequence Data
| Authors | Niko Beerenwinkel, Mathias Drton |
|---|---|
| Categories | |
| ArXiv ID | q-bio/0603031 |
| URL | https://arxiv.org/abs/q-bio/0603031 |
| DOI | 10.1093/biostatistics/kxj033 |
| Journal | Biostatistics 2007, Vol. 8, No. 1, 53-71 |
Abstract
RNA viruses provide prominent examples of measurably evolving populations. In HIV infection, the development of drug resistance is of particular interest, because precise predictions of the outcome of this evolutionary process are a prerequisite for the rational design of antiretroviral treatment protocols. We present a mutagenetic tree hidden Markov model for the analysis of longitudinal clonal sequence data. Using HIV mutation data from clinical trials, we estimate the order and rate of occurrence of seven amino acid changes that are associated with resistance to the reverse transcriptase inhibitor efavirenz.
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"abstract": "RNA viruses provide prominent examples of measurably evolving populations. In\nHIV infection, the development of drug resistance is of particular interest,\nbecause precise predictions of the outcome of this evolutionary process are a\nprerequisite for the rational design of antiretroviral treatment protocols. We\npresent a mutagenetic tree hidden Markov model for the analysis of longitudinal\nclonal sequence data. Using HIV mutation data from clinical trials, we estimate\nthe order and rate of occurrence of seven amino acid changes that are\nassociated with resistance to the reverse transcriptase inhibitor efavirenz.",
"arxiv_id": "q-bio/0603031",
"authors": [
"Niko Beerenwinkel",
"Mathias Drton"
],
"categories": [
"q-bio.PE",
"math.ST",
"stat.TH"
],
"doi": "10.1093/biostatistics/kxj033",
"journal_ref": "Biostatistics 2007, Vol. 8, No. 1, 53-71",
"title": "A Mutagenetic Tree Hidden Markov Model for Longitudinal Clonal HIV Sequence Data",
"url": "https://arxiv.org/abs/q-bio/0603031"
},
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