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Transposon insertional mutagenesis in mice identifies human breast cancer susceptibility genes and signatures for stratification
- Source :
- Proceedings of the National Academy of Sciences. 114
- Publication Year :
- 2017
- Publisher :
- Proceedings of the National Academy of Sciences, 2017.
-
Abstract
- Robust prognostic gene signatures and therapeutic targets are difficult to derive from expression profiling because of the significant heterogeneity within breast cancer (BC) subtypes. Here, we performed forward genetic screening in mice using Sleeping Beauty transposon mutagenesis to identify candidate BC driver genes in an unbiased manner, using a stabilized N-terminal truncated β-catenin gene as a sensitizer. We identified 134 mouse susceptibility genes from 129 common insertion sites within 34 mammary tumors. Of these, 126 genes were orthologous to protein-coding genes in the human genome (hereafter, human BC susceptibility genes, hBCSGs), 70% of which are previously reported cancer-associated genes, and ∼16% are known BC suppressor genes. Network analysis revealed a gene hub consisting of E1A binding protein P300 (EP300), CD44 molecule (CD44), neurofibromin (NF1) and phosphatase and tensin homolog (PTEN), which are linked to a significant number of mutated hBCSGs. From our survival prediction analysis of the expression of human BC genes in 2,333 BC cases, we isolated a six-gene-pair classifier that stratifies BC patients with high confidence into prognostically distinct low-, moderate-, and high-risk subgroups. Furthermore, we proposed prognostic classifiers identifying three basal and three claudin-low tumor subgroups. Intriguingly, our hBCSGs are mostly unrelated to cell cycle/mitosis genes and are distinct from the prognostic signatures currently used for stratifying BC patients. Our findings illustrate the strength and validity of integrating functional mutagenesis screens in mice with human cancer transcriptomic data to identify highly prognostic BC subtyping biomarkers. ASTAR (Agency for Sci., Tech. and Research, S’pore)
- Subjects :
- Risk
0301 basic medicine
Breast Neoplasms
Insertional mutagenesis
Mice
03 medical and health sciences
Breast cancer
Cell Line, Tumor
Animals
Humans
PTEN
Tensin
Gene Regulatory Networks
Genetic Predisposition to Disease
EP300
Gene
Genetic Association Studies
Mice, Knockout
Genetics
Multidisciplinary
biology
Gene Expression Profiling
Computational Biology
High-Throughput Nucleotide Sequencing
Reproducibility of Results
Prognosis
Sleeping Beauty transposon system
Survival Analysis
Cancer susceptibility
3. Good health
Gene Expression Regulation, Neoplastic
Gene expression profiling
Disease Models, Animal
Mutagenesis, Insertional
Cell Transformation, Neoplastic
030104 developmental biology
PNAS Plus
Mutation
DNA Transposable Elements
biology.protein
Female
Human genome
Transcriptome
Signal Transduction
Subjects
Details
- ISSN :
- 10916490 and 00278424
- Volume :
- 114
- Database :
- OpenAIRE
- Journal :
- Proceedings of the National Academy of Sciences
- Accession number :
- edsair.doi.dedup.....58eb46eb9d82ab8876c08f9c3b356668
- Full Text :
- https://doi.org/10.1073/pnas.1701512114