{"title":"基于HA蛋白序列的流感病毒致病性预测","authors":"Yi Zhang, Shili Jia, Haiyun Huang","doi":"10.1109/ICMLC.2014.7009684","DOIUrl":null,"url":null,"abstract":"The influenza A virus has higher pathogenicity than influenza B virus, the difference is related with influenza virus HA proteins. In this paper, we try to find the mathematic relationship between the HA protein sequences and virus pathogenicity, it may benefit the influenza diagnosis. We download HA protein sequences from NCBI, and present the position-specific difference between HA proteins of influenza A and B virus by multi-sequence alignment. Then, we use a Fisher discriminant algorithm to predict pathogenicity of influenza virus with k-mer frequency of HA protein sequences. Moreover, we found the abundance of a class of amino acids is related with high pathogenicity.","PeriodicalId":335296,"journal":{"name":"2014 International Conference on Machine Learning and Cybernetics","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The prediction of pathogenicity of the influenza virus based on HA protein sequences\",\"authors\":\"Yi Zhang, Shili Jia, Haiyun Huang\",\"doi\":\"10.1109/ICMLC.2014.7009684\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The influenza A virus has higher pathogenicity than influenza B virus, the difference is related with influenza virus HA proteins. In this paper, we try to find the mathematic relationship between the HA protein sequences and virus pathogenicity, it may benefit the influenza diagnosis. We download HA protein sequences from NCBI, and present the position-specific difference between HA proteins of influenza A and B virus by multi-sequence alignment. Then, we use a Fisher discriminant algorithm to predict pathogenicity of influenza virus with k-mer frequency of HA protein sequences. Moreover, we found the abundance of a class of amino acids is related with high pathogenicity.\",\"PeriodicalId\":335296,\"journal\":{\"name\":\"2014 International Conference on Machine Learning and Cybernetics\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-07-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2014 International Conference on Machine Learning and Cybernetics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICMLC.2014.7009684\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 International Conference on Machine Learning and Cybernetics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICMLC.2014.7009684","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
The prediction of pathogenicity of the influenza virus based on HA protein sequences
The influenza A virus has higher pathogenicity than influenza B virus, the difference is related with influenza virus HA proteins. In this paper, we try to find the mathematic relationship between the HA protein sequences and virus pathogenicity, it may benefit the influenza diagnosis. We download HA protein sequences from NCBI, and present the position-specific difference between HA proteins of influenza A and B virus by multi-sequence alignment. Then, we use a Fisher discriminant algorithm to predict pathogenicity of influenza virus with k-mer frequency of HA protein sequences. Moreover, we found the abundance of a class of amino acids is related with high pathogenicity.