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Machine Learning Applications in Optimal Power System Decision Analyses
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报告题目:
Mapping Evolutionary Pathways of HIV-1 Drug Resistance using Conditional Selection Pressure
 报告人:
Dr. Christopher Lee
Asso Prof, Dept of Chemistry and Biochemistry
University of California, Los Angeles
报告时间:
2006-08-29 15:30
报告地点:
FIT大楼 1-312
主办单位:
清华信息科学与技术国家实验室(筹)生物信息学研究部
  简介:

Can genomics provide a new level of strategic intelligence about

rapidly evolving pathogens? We have developed a new approach to

measure the rates of all possible evolutionary pathways in a genome, as

a conditional Ka/Ks network, and have applied this to several datasets,

including clinical sequencing of 50,000 HIV-1 samples. These data

reveal specific accessory mutations that greatly accelerate the evolution

of multi-drug resistance, and other “kinetic trap” mutations that block it.

Our analysis was highly reproducible in four independent datasets, and

can decipher a pathogen’s evolutionary pathways to multi-drug

resistance even while such mutants are still rare.

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