Differential analysis of gene regulation at transcript resolution with RNA-seq

被引:2646
作者
Trapnell, Cole [1 ,2 ]
Hendrickson, David G. [1 ,2 ]
Sauvageau, Martin [1 ,2 ]
Goff, Loyal [1 ,2 ,3 ]
Rinn, John L. [1 ,2 ]
Pachter, Lior [4 ,5 ]
机构
[1] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA
[2] Broad Inst Massachusetts Inst Technol & Harvard, Cambridge, MA USA
[3] MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02139 USA
[4] Univ Calif Berkeley, Dept Math, Berkeley, CA 94720 USA
[5] Univ Calif Berkeley, Dept Mol & Cell Biol, Berkeley, CA 94720 USA
基金
美国国家卫生研究院;
关键词
EXPRESSION ANALYSIS; REVEALS; IDENTIFICATION; PLURIPOTENT; PACKAGE;
D O I
10.1038/nbt.2450
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Differential analysis of gene and transcript expression using high-throughput RNA sequencing (RNA-seq) is complicated by several sources of measurement variability and poses numerous statistical challenges. We present Cuffdiff 2, an algorithm that estimates expression at transcript-level resolution and controls for variability evident across replicate libraries. Cuffdiff 2 robustly identifies differentially expressed transcripts and genes and reveals differential splicing and promoter-preference changes. We demonstrate the accuracy of our approach through differential analysis of lung fibroblasts in response to loss of the developmental transcription factor HOXA1, which we show is required for lung fibroblast and HeLa cell cycle progression. Loss of HOXA1 results in significant expression level changes in thousands of individual transcripts, along with isoform switching events in key regulators of the cell cycle. Cuffdiff 2 performs robust differential analysis in RNA-seq experiments at transcript resolution, revealing a layer of regulation not readily observable with other high-throughput technologies.
引用
收藏
页码:46 / +
页数:9
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