Robust stratification of breast cancer subtypes using differential patterns of transcript isoform expression

被引:50
|
作者
Stricker, Thomas P. [1 ,2 ]
Brown, Christopher D. [1 ,3 ]
Bandlamudi, Chaitanya [1 ]
McNerney, Megan [1 ,4 ]
Kittler, Ralf [1 ,5 ]
Montoya, Vanessa [1 ,6 ]
Peterson, April [1 ,7 ]
Grossman, Robert [1 ,8 ]
White, Kevin P. [1 ,8 ,9 ,10 ]
机构
[1] Univ Chicago, Inst Genom & Syst Biol, Chicago, IL 60637 USA
[2] Vanderbilt Univ, Med Ctr, Dept Pathol Microbiol & Immunol, Nashville, TN 37235 USA
[3] Univ Penn, Dept Genet, Philadelphia, PA 19104 USA
[4] Univ Chicago, Dept Pathol, Chicago, IL 60637 USA
[5] Univ Texas Southwestern, McDermott Ctr Human Growth & Dev, Dallas, TX USA
[6] Ann & Robert H Lurie Childrens Hosp, Chicago Res Ctr, Canc Biol & Epigenom Program, Chicago, IL USA
[7] Univ Wisconsin, Genet Lab, Madison, WI USA
[8] Univ Chicago, Dept Med, Chicago, IL 60637 USA
[9] Univ Chicago, Dept Human Genet, Chicago, IL 60637 USA
[10] Tempus Labs Inc, Chicago, IL 60654 USA
来源
PLOS GENETICS | 2017年 / 13卷 / 03期
关键词
ADJUVANT CHEMOTHERAPY; TUMOR-SUPPRESSOR; RNA-SEQ; GENE; TRASTUZUMAB; RECURRENCE;
D O I
10.1371/journal.pgen.1006589
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Breast cancer, the second leading cause of cancer death of women worldwide, is a heterogenous disease with multiple different subtypes. These subtypes carry important implications for prognosis and therapy. Interestingly, it is known that these different subtypes not only have different biological behaviors, but also have distinct gene expression profiles. However, it has not been rigorously explored whether particular transcriptional isoforms are also differentially expressed among breast cancer subtypes, or whether transcript isoforms from the same sets of genes can be used to differentiate subtypes. To address these questions, we analyzed the patterns of transcript isoform expression using a small set of RNA-sequencing data for eleven Estrogen Receptor positive (ER+) subtype and fourteen triple negative (TN) subtype tumors. We identified specific sets of isoforms that distinguish these tumor subtypes with higher fidelity than standard mRNA expression profiles. We found that alternate promoter usage, alternative splicing, and alternate 3'UTR usage are differentially regulated in breast cancer subtypes. Profiling of isoform expression in a second, independent cohort of 68 tumors confirmed that expression of splice isoforms differentiates breast cancer subtypes. Furthermore, analysis of RNAseq data from 594 cases from the TCGA cohort confirmed the ability of isoform usage to distinguish breast cancer subtypes. Also using our expression data, we identified several RNA processing factors that were differentially expressed between tumor subtypes and/or regulated by estrogen receptor, including YBX1, YBX2, MAG OH, MAGOHB, and PCBP2. RNAi knock-down of these RNA processing factors in MCF7 cells altered isoform expression. These results indicate that global dysregulation of splicing in breast cancer occurs in a subtype-specific and reproducible manner and is driven by specific differentially expressed RNA processing factors.
引用
收藏
页数:19
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