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Journal of Virology, April 2004, p. 3722-3732, Vol. 78, No. 7
0022-538X/04/$08.00+0 DOI: 10.1128/JVI.78.7.3722-3732.2004
Copyright © 2004, American Society for Microbiology. All Rights Reserved.
Positive Selection Detection in 40,000 Human Immunodeficiency Virus (HIV) Type 1 Sequences Automatically Identifies Drug Resistance and Positive Fitness Mutations in HIV Protease and Reverse Transcriptase
Lamei Chen,1 Alla Perlina,2 and Christopher J. Lee1*
Molecular Biology Institute, Center for Genomics and Proteomics, Dept. of Chemistry & Biochemistry, University of California, Los Angeles, Los Angeles, California 90095-1570,1
Specialty Laboratories Inc., Santa Monica, California 904042
Received 30 June 2003/
Accepted 4 December 2003
Drug
resistance is a major problem in the treatment of AIDS, due to the very
high mutation rate of human immunodeficiency virus (HIV) and subsequent
rapid development of resistance to new drugs. Identification of
mutations associated with drug resistance is critical for both
individualized treatment selection and new drug design. We have
performed an automated mutation analysis of HIV Type 1 (HIV-1) protease
and reverse transcriptase (RT) from approximately 40,000 AIDS patient
plasma samples sequenced by Specialty Laboratories Inc. from 1999 to
mid-2002. This data set provides a nearly complete mutagenesis of HIV
protease and enables the calculation of statistically significant
Ka/Ks values for each
individual amino acid mutation in protease and RT. Positive selection
(i.e., a Ka/Ks ratio of
>1, indicating increased reproductive fitness) detected 19 of
23 known drug-resistant mutation positions in protease and 20 of 34
such positions in RT. We also discovered 163 new amino acid mutations
in HIV protease and RT that are strong candidates for drug resistance
or fitness. Our results match available independent data on protease
mutations associated with specific drug treatments and mutations with
positive reproductive fitness, with high statistical significance (the
P values for the observed matches to occur by random chance
are 10-5.2 and 10-16.6,
respectively). Our mutation analysis provides a valuable resource for
AIDS research and will be available to academic researchers upon
publication at
http://www.bioinformatics.ucla.edu/HIV.
Our data indicate that positive selection mapping is an analysis that
can yield powerful insights from high-throughput sequencing of rapidly
mutating
pathogens.
* Corresponding
author. Mailing address: Department of Chemistry and Biochemistry,
Molecular Biology Institute, Center for Genomics and Proteomics,
University of California, Los Angeles, Los Angeles CA 90095-1570.
Phone: (310) 825-7374. Fax: (310) 267-0248. E-mail:
leec{at}mbi.ucla.edu.
Journal of Virology, April 2004, p. 3722-3732, Vol. 78, No. 7
0022-538X/04/$08.00+0 DOI: 10.1128/JVI.78.7.3722-3732.2004
Copyright © 2004, American Society for Microbiology. All Rights Reserved.
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