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ClassyFlu: Classification of Influenza A Viruses with Discriminatively Trained Profile-HMMs

机译:ClassyFlu:带有受过训练的Profile-HMM的甲型流感病毒的分类

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摘要

Accurate and rapid characterization of influenza A virus (IAV) hemagglutinin (HA) and neuraminidase (NA) sequences with respect to subtype and clade is at the basis of extended diagnostic services and implicit to molecular epidemiologic studies. ClassyFlu is a new tool and web service for the classification of IAV sequences of the HA and NA gene into subtypes and phylogenetic clades using discriminatively trained profile hidden Markov models (HMMs), one for each subtype or clade. ClassyFlu merely requires as input unaligned, full-length or partial HA or NA DNA sequences. It enables rapid and highly accurate assignment of HA sequences to subtypes H1–H17 but particularly focusses on the finer grained assignment of sequences of highly pathogenic avian influenza viruses of subtype H5N1 according to the cladistics proposed by the H5N1 Evolution Working Group. NA sequences are classified into subtypes N1–N10. ClassyFlu was compared to semiautomatic classification approaches using BLAST and phylogenetics and additionally for H5 sequences to the new “Highly Pathogenic H5N1 Clade Classification Tool” (IRD-CT) proposed by the Influenza Research Database. Our results show that both web tools (ClassyFlu and IRD-CT), although based on different methods, are nearly equivalent in performance and both are more accurate and faster than semiautomatic classification. A retraining of ClassyFlu to altered cladistics as well as an extension of ClassyFlu to other IAV genome segments or fragments thereof is undemanding. This is exemplified by unambiguous assignment to a distinct cluster within subtype H7 of sequences of H7N9 viruses which emerged in China early in 2013 and caused more than 130 human infections. is a free web service. For local execution, the ClassyFlu source code in PERL is freely available.
机译:关于亚型和进化枝的甲型流感病毒(IAV)血凝素(HA)和神经氨酸酶(NA)序列的准确,快速表征是扩展诊断服务的基础,并且对分子流行病学研究而言是隐含的。 ClassyFlu是一种新工具和网络服务,可使用经过区分训练的轮廓隐藏马尔可夫模型(HMM)将HA和NA基因的IAV序列分为亚型和系统进化进化枝,每个亚型或进化枝一个。 ClassyFlu仅需要未对齐的全长或部分HA或NA DNA序列作为输入。它可以将HA序列快速而准确地分配给H1-H17亚型,但根据H5N1进化工作组的建议,它特别专注于H5N1亚型高致病性禽流感病毒序列的细粒度分配。 NA序列分为N1-N10亚型。使用BLAST和系统发育学将ClassyFlu与半自动分类方法进行了比较,此外,还将H5序列与流感研究数据库提出的新型“高度致病性H5N1进化枝分类工具”(IRD-CT)进行了比较。我们的结果表明,这两种Web工具(ClassyFlu和IRD-CT)尽管基于不同的方法,但在性能上几乎相同,并且比半自动分类更准确,更快。对ClassyFlu的再训练以改变分类法,以及将ClassyFlu扩展到其他IAV基因组片段或其片段都没有要求。例如,明确分配给H7N9病毒序列H7亚型内的一个独特簇,该病毒于2013年初在中国出现,引起了130多例人类感染。是一项免费的网络服务。对于本地执行,PERL中的ClassyFlu源代码可免费获得。

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