Statements in which the resource exists as a subject.
PredicateObject
rdf:type
lifeskim:mentions
pubmed:issue
12
pubmed:dateCreated
2010-11-30
pubmed:abstractText
Through alternative splicing, most human genes express multiple isoforms that often differ in function. To infer isoform regulation from high-throughput sequencing of cDNA fragments (RNA-seq), we developed the mixture-of-isoforms (MISO) model, a statistical model that estimates expression of alternatively spliced exons and isoforms and assesses confidence in these estimates. Incorporation of mRNA fragment length distribution in paired-end RNA-seq greatly improved estimation of alternative-splicing levels. MISO also detects differentially regulated exons or isoforms. Application of MISO implicated the RNA splicing factor hnRNP H1 in the regulation of alternative cleavage and polyadenylation, a role that was supported by UV cross-linking-immunoprecipitation sequencing (CLIP-seq) analysis in human cells. Our results provide a probabilistic framework for RNA-seq analysis, give functional insights into pre-mRNA processing and yield guidelines for the optimal design of RNA-seq experiments for studies of gene and isoform expression.
pubmed:grant
pubmed:commentsCorrections
http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-11944992, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-14980514, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-15956978, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-16171461, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-18337823, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-18516045, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-18566288, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-18978772, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-18978789, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-19010929, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-19208812, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-19239895, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-19244387, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-19448617, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-19506027, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-19703394, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-19749754, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-20044349, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-20436462, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-20436464, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-20459815, http://linkedlifedata.com/resource/pubmed/commentcorrection/21057496-20835245
pubmed:language
eng
pubmed:journal
pubmed:citationSubset
IM
pubmed:chemical
pubmed:status
MEDLINE
pubmed:month
Dec
pubmed:issn
1548-7105
pubmed:author
pubmed:issnType
Electronic
pubmed:volume
7
pubmed:owner
NLM
pubmed:authorsComplete
Y
pubmed:pagination
1009-15
pubmed:dateRevised
2011-7-25
pubmed:meshHeading
pubmed:year
2010
pubmed:articleTitle
Analysis and design of RNA sequencing experiments for identifying isoform regulation.
pubmed:affiliation
Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology (MIT), Cambridge, Massachusetts, USA
pubmed:publicationType
Journal Article, Research Support, U.S. Gov't, Non-P.H.S., Research Support, Non-U.S. Gov't