TY - JOUR
T1 - Identifying regulatory mechanisms underlying tumorigenesis using locus expression signature analysis
AU - Lee, Eunjee
AU - De Ridder, Jeroen
AU - Kool, Jaap
AU - Wessels, Lodewyk F A
AU - Bussemaker, Harmen J.
PY - 2014/4/15
Y1 - 2014/4/15
N2 - Retroviral insertional mutagenesis is a powerful tool for identifying putative cancer genes in mice. To uncover the regulatory mechanisms bywhich common insertion loci affect downstream processes, we supplemented genotyping data with genome-wide mRNA expression profiling data for 97 tumors induced by retroviral insertional mutagenesis. We developed locus expression signature analysis, an algorithm to construct and interpret the differential gene expression signature associated with each common insertion locus. Comparing locus expression signatures to promoter affinity profiles allowed us to build a detailed map of transcription factors whose protein-level regulatory activity is modulated by a particular locus. We also predicted a large set of drugs that might mitigate the effect of the insertion on tumorigenesis. Taken together, our results demonstrate the potential of a locus-specific signature approach for identifying mammalian regulatory mechanisms in a cancer context.
AB - Retroviral insertional mutagenesis is a powerful tool for identifying putative cancer genes in mice. To uncover the regulatory mechanisms bywhich common insertion loci affect downstream processes, we supplemented genotyping data with genome-wide mRNA expression profiling data for 97 tumors induced by retroviral insertional mutagenesis. We developed locus expression signature analysis, an algorithm to construct and interpret the differential gene expression signature associated with each common insertion locus. Comparing locus expression signatures to promoter affinity profiles allowed us to build a detailed map of transcription factors whose protein-level regulatory activity is modulated by a particular locus. We also predicted a large set of drugs that might mitigate the effect of the insertion on tumorigenesis. Taken together, our results demonstrate the potential of a locus-specific signature approach for identifying mammalian regulatory mechanisms in a cancer context.
KW - Computational cancer biology
KW - Data integration
KW - Gene regulatory network
KW - Genome-wide expression profiling
KW - Transcription factor activity
UR - http://www.scopus.com/inward/record.url?scp=84898787688&partnerID=8YFLogxK
U2 - 10.1073/pnas.1309293111/-/DCSupplemental
DO - 10.1073/pnas.1309293111/-/DCSupplemental
M3 - Article
C2 - 24706889
AN - SCOPUS:84898787688
SN - 0027-8424
VL - 111
SP - 5747
EP - 5752
JO - Proceedings of the National Academy of Sciences of the United States of America
JF - Proceedings of the National Academy of Sciences of the United States of America
IS - 15
ER -