Abstract
SnowShoes-FTD, developed for fusion transcript detection in paired-end mRNA-Seq data, employs multiple steps of false positive filtering to nominate fusion transcripts with near 100% confidence. Unique features include: (i) identification of multiple fusion isoforms from two gene partners; (ii) prediction of genomic rearrangements; (iii) identification of exon fusion boundaries; (iv) generation of a 5'-3' fusion spanning sequence for PCR validation; and (v) prediction of the protein sequences, including frame shift and amino acid insertions. We applied SnowShoes-FTD to identify 50 fusion candidates in 22 breast cancer and 9 non-transformed cell lines. Five additional fusion candidates with two isoforms were confirmed. In all, 30 of 55 fusion candidates had in-frame protein products. No fusion transcripts were detected in non-transformed cells. Consideration of the possible functions of a subset of predicted fusion proteins suggests several potentially important functions in transformation, including a possible new mechanism for overexpression of ERBB2 in a HER-positive cell line. The source code of SnowShoes-FTD is provided in two formats: one configured to run on the Sun Grid Engine for parallelization, and the other formatted to run on a single LINUX node. Executables in PERL are available for download from our web site: http://mayoresearch.mayo.edu/mayo/research/biostat/stand-alone-packages.cfm.
MeSH Terms
Breast Neoplasms/genetics,metabolism
Cell Line
Cell Line, Tumor
Computational Biology/methods
Female
Gene Fusion
Humans
Mutant Chimeric Proteins/genetics,metabolism
Mutation
Promoter Regions, Genetic
RNA, Messenger/analysis,chemistry
Receptor, ErbB-2/genetics,metabolism
Sequence Alignment
Sequence Analysis, RNA
Software
Chemicals
Mutant Chimeric Proteins
RNA, Messenger
Receptor, ErbB-2
Authors & Affiliations
13 authors, click to expand affiliations / ORCID
Asmann Yan W
Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic College of Medicine, Rochester, MN, USA.
Hossain Asif
Necela Brian M
Middha Sumit
Kalari Krishna R
Sun Zhifu
Chai High-Seng
Williamson David W
Radisky Derek
Schroth Gary P
Kocher Jean-Pierre A
Perez Edith A
Thompson E Aubrey
References (21)
21 references, click to expand
-
Fast and accurate short read alignment with Burrows-Wheeler transform.
Bioinformatics. 2009 Jul 15;25(14):1754-60
PMID: 19451168
-
Ultrafast and memory-efficient alignment of short DNA sequences to the human genome.
Genome Biol. 2009;10(3):R25
PMID: 19261174
-
Association of genetic variation in mitotic kinases with breast cancer risk.
Breast Cancer Res Treat. 2010 Jan;119(2):453-62
PMID: 19404734
-
Interaction of TRAF6 with MAST205 regulates NF-kappaB activation and MAST205 stability.
J Biol Chem. 2004 Oct 15;279(42):43675-83
PMID: 15308666
-
Transcriptome sequencing to detect gene fusions in cancer.
Nature. 2009 Mar 5;458(7234):97-101
PMID: 19136943
-
Identification of fusion genes in breast cancer by paired-end RNA-sequencing.
Genome Biol. 2011;12(1):R6
PMID: 21247443
-
Association of the human papillomavirus type 16 E7 oncoprotein with the 600-kDa retinoblastoma protein-associated factor, p600.
Proc Natl Acad Sci U S A. 2005 Aug 9;102(32):11492-7
PMID: 16061792
-
Distinct mammalian SWI/SNF chromatin remodeling complexes with opposing roles in cell-cycle control.
EMBO J. 2007 Feb 7;26(3):752-63
PMID: 17255939
-
Identification of the transforming EML4-ALK fusion gene in non-small-cell lung cancer.
Nature. 2007 Aug 2;448(7153):561-6
PMID: 17625570
-
A transcriptional sketch of a primary human breast cancer by 454 deep sequencing.
BMC Genomics. 2009 Apr 20;10:163
PMID: 19379481
-
Recurrent fusion of TMPRSS2 and ETS transcription factor genes in prostate cancer.
Science. 2005 Oct 28;310(5748):644-8
PMID: 16254181
-
Chimeric transcript discovery by paired-end transcriptome sequencing.
Proc Natl Acad Sci U S A. 2009 Jul 28;106(30):12353-8
PMID: 19592507
-
A census of human cancer genes.
Nat Rev Cancer. 2004 Mar;4(3):177-83
PMID: 14993899
-
FusionSeq: a modular framework for finding gene fusions by analyzing paired-end RNA-sequencing data.
Genome Biol. 2010;11(10):R104
PMID: 20964841
-
Discovery of non-ETS gene fusions in human prostate cancer using next-generation RNA sequencing.
Genome Res. 2011 Jan;21(1):56-67
PMID: 21036922
-
Cloning of BCAS3 (17q23) and BCAS4 (20q13) genes that undergo amplification, overexpression, and fusion in breast cancer.
Genes Chromosomes Cancer. 2002 Dec;35(4):311-7
PMID: 12378525
-
Transcriptome-guided characterization of genomic rearrangements in a breast cancer cell line.
Proc Natl Acad Sci U S A. 2009 Feb 10;106(6):1886-91
PMID: 19181860
-
The Sequence Alignment/Map format and SAMtools.
Bioinformatics. 2009 Aug 15;25(16):2078-9
PMID: 19505943
-
Establishment of two new cell lines derived from human breast carcinomas with HER-2/neu amplification.
Br J Cancer. 1991 May;63(5):727-35
PMID: 1674877
-
An integrative approach to reveal driver gene fusions from paired-end sequencing data in cancer.
Nat Biotechnol. 2009 Nov;27(11):1005-11
PMID: 19881495
-
Integrated analysis of gene expression, CpG island methylation, and gene copy number in breast cancer cells by deep sequencing.
PLoS One. 2011 Feb 25;6(2):e17490
PMID: 21364760