{"title":"利用非负最小二乘法估计mRNA-Seq转录异构体的表达","authors":"Hyunsoo Kim, Y. Bi, R. Davuluri","doi":"10.1109/BIBE.2010.61","DOIUrl":null,"url":null,"abstract":"mRNA-Seq is an emerging massive parallel sequencing based technology for identification and quantification of gene transcripts. Although gene level expression can easily be estimated from mRNA-Seq data, estimating the isoform level expression poses serious problems, and appropriate methods are required. In this paper, we introduce a mathematical method to estimate transcript isoform concentrations, i.e. transcript isoform expression estimation via nonnegative least squares (TIEE/NLS).","PeriodicalId":330904,"journal":{"name":"2010 IEEE International Conference on BioInformatics and BioEngineering","volume":"41 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":"{\"title\":\"Estimating the Expression of Transcript Isoforms from mRNA-Seq via Nonnegative Least Squares\",\"authors\":\"Hyunsoo Kim, Y. Bi, R. Davuluri\",\"doi\":\"10.1109/BIBE.2010.61\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"mRNA-Seq is an emerging massive parallel sequencing based technology for identification and quantification of gene transcripts. Although gene level expression can easily be estimated from mRNA-Seq data, estimating the isoform level expression poses serious problems, and appropriate methods are required. In this paper, we introduce a mathematical method to estimate transcript isoform concentrations, i.e. transcript isoform expression estimation via nonnegative least squares (TIEE/NLS).\",\"PeriodicalId\":330904,\"journal\":{\"name\":\"2010 IEEE International Conference on BioInformatics and BioEngineering\",\"volume\":\"41 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2010-05-31\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"5\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2010 IEEE International Conference on BioInformatics and BioEngineering\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/BIBE.2010.61\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 IEEE International Conference on BioInformatics and BioEngineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/BIBE.2010.61","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Estimating the Expression of Transcript Isoforms from mRNA-Seq via Nonnegative Least Squares
mRNA-Seq is an emerging massive parallel sequencing based technology for identification and quantification of gene transcripts. Although gene level expression can easily be estimated from mRNA-Seq data, estimating the isoform level expression poses serious problems, and appropriate methods are required. In this paper, we introduce a mathematical method to estimate transcript isoform concentrations, i.e. transcript isoform expression estimation via nonnegative least squares (TIEE/NLS).