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1.
Mol Syst Biol ; 12(2): 857, 2016 Feb 16.
Article in English | MEDLINE | ID: mdl-26883383

ABSTRACT

To decrypt the regulatory code of the genome, sequence elements must be defined that determine the kinetics of RNA metabolism and thus gene expression. Here, we attempt such decryption in an eukaryotic model organism, the fission yeast S. pombe. We first derive an improved genome annotation that redefines borders of 36% of expressed mRNAs and adds 487 non-coding RNAs (ncRNAs). We then combine RNA labeling in vivo with mathematical modeling to obtain rates of RNA synthesis and degradation for 5,484 expressed RNAs and splicing rates for 4,958 introns. We identify functional sequence elements in DNA and RNA that control RNA metabolic rates and quantify the contributions of individual nucleotides to RNA synthesis, splicing, and degradation. Our approach reveals distinct kinetics of mRNA and ncRNA metabolism, separates antisense regulation by transcription interference from RNA interference, and provides a general tool for studying the regulatory code of genomes.


Subject(s)
Gene Expression Regulation, Fungal , Genome, Fungal , RNA, Fungal/genetics , RNA, Messenger/genetics , Schizosaccharomyces/genetics , Introns , RNA Interference , RNA Splicing , RNA, Antisense/genetics , Sequence Analysis, RNA , Transcription, Genetic
2.
Nat Med ; 20(11): 1340-1347, 2014 Nov.
Article in English | MEDLINE | ID: mdl-25326799

ABSTRACT

Genetically engineered mouse models (GEMMs) have dramatically improved our understanding of tumor evolution and therapeutic resistance. However, sequential genetic manipulation of gene expression and targeting of the host is almost impossible using conventional Cre-loxP-based models. We have developed an inducible dual-recombinase system by combining flippase-FRT (Flp-FRT) and Cre-loxP recombination technologies to improve GEMMs of pancreatic cancer. This enables investigation of multistep carcinogenesis, genetic manipulation of tumor subpopulations (such as cancer stem cells), selective targeting of the tumor microenvironment and genetic validation of therapeutic targets in autochthonous tumors on a genome-wide scale. As a proof of concept, we performed tumor cell-autonomous and nonautonomous targeting, recapitulated hallmarks of human multistep carcinogenesis, validated genetic therapy by 3-phosphoinositide-dependent protein kinase inactivation as well as cancer cell depletion and show that mast cells in the tumor microenvironment, which had been thought to be key oncogenic players, are dispensable for tumor formation.


Subject(s)
Carcinoma, Pancreatic Ductal/pathology , Genetic Engineering/methods , Molecular Targeted Therapy , Precision Medicine/methods , Recombinases/metabolism , Adenocarcinoma/metabolism , Adenocarcinoma/pathology , Animals , Carcinoma, Pancreatic Ductal/metabolism , Cell Lineage , Female , Green Fluorescent Proteins/metabolism , Male , Mast Cells/metabolism , Mast Cells/pathology , Mice , Models, Biological , Neoplasm Metastasis , Oncogenes , Pancreas/pathology , Precancerous Conditions/metabolism , Precancerous Conditions/pathology , Proto-Oncogene Proteins p21(ras)/metabolism , Reproducibility of Results , Species Specificity , Stromal Cells/metabolism , Stromal Cells/pathology , Tamoxifen , Time Factors
3.
Mol Syst Biol ; 10: 717, 2014.
Article in English | MEDLINE | ID: mdl-24489117

ABSTRACT

During the cell cycle, the levels of hundreds of mRNAs change in a periodic manner, but how this is achieved by alterations in the rates of mRNA synthesis and degradation has not been studied systematically. Here, we used metabolic RNA labeling and comparative dynamic transcriptome analysis (cDTA) to derive mRNA synthesis and degradation rates every 5 min during three cell cycle periods of the yeast Saccharomyces cerevisiae. A novel statistical model identified 479 genes that show periodic changes in mRNA synthesis and generally also periodic changes in their mRNA degradation rates. Peaks of mRNA degradation generally follow peaks of mRNA synthesis, resulting in sharp and high peaks of mRNA levels at defined times during the cell cycle. Whereas the timing of mRNA synthesis is set by upstream DNA motifs and their associated transcription factors (TFs), the synthesis rate of a periodically expressed gene is apparently set by its core promoter.


Subject(s)
Gene Expression Profiling , Genes, cdc , RNA Stability/genetics , RNA, Messenger/biosynthesis , Cell Cycle/genetics , Gene Expression Regulation, Fungal , Genome, Fungal , Promoter Regions, Genetic , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Transcription Factors/biosynthesis , Transcription Factors/genetics , Transcription, Genetic
4.
Oncotarget ; 4(2): 277-88, 2013 Feb.
Article in English | MEDLINE | ID: mdl-23470560

ABSTRACT

Pancreatic ductal adenocarcinoma (PDAC) remains a dismal disease with a poor prognosis and targeted therapies have failed in the clinic so far. Several evidences point to the phosphatidylinositol 3-kinase (PI3K)-mTOR pathway as a promising signaling node for targeted therapeutic intervention. Markers, which predict responsiveness of PDAC cells towards PI3K inhibitors are unknown. However, such markers are needed and critical to better stratify patients in clinical trials. We used a large murine Kras(G12D)- and PI3K (p110α(H1047R))-driven PDAC cell line platform to unbiased define modulators of responsiveness towards the dual PI3K-mTOR inhibitor Bez235. In contrast to other tumor models, we show that Kras(G12D)- and PI3K (p110α(H1047R))-driven PDAC cell lines are equally sensitive towards Bez235. In an unbiased approach we found that the extracellular matrix protein Efemp1 controls sensitivity of murine PDAC cells towards Bez235. We show that Efemp1 expression is connected to the cyclin-dependent kinase inhibitor p27(Kip1). In a murine Kras(G12D)-driven PDAC model, p27(Kip1) haploinsufficiency accelerates cancer development in vivo. Furthermore, p27(Kip1) controls Bez235 sensitivity in a gene dose-dependent fashion in murine PDAC cells and lowering of p27(Kip1) decreases Bez235 responsiveness in murine PDAC models. Together, we define the Efemp1-p27(Kip1) axis as a potential marker module of PDAC cell sensitivity towards dual PI3K-mTOR inhibitors, which might help to better stratify patients in clinical trials.


Subject(s)
Carcinoma, Pancreatic Ductal/drug therapy , Cyclin-Dependent Kinase Inhibitor p27/metabolism , Extracellular Matrix Proteins/metabolism , Pancreatic Neoplasms/drug therapy , Protein Kinase Inhibitors/pharmacology , TOR Serine-Threonine Kinases/antagonists & inhibitors , Animals , Carcinoma, Pancreatic Ductal/metabolism , Carcinoma, Pancreatic Ductal/pathology , Cell Growth Processes/drug effects , Cell Line, Tumor , Disease Models, Animal , Humans , Mice , Mice, Knockout , Pancreatic Neoplasms/metabolism , Pancreatic Neoplasms/pathology , Phosphatidylinositol 3-Kinase/metabolism , Signal Transduction , TOR Serine-Threonine Kinases/metabolism , Transfection , Xenograft Model Antitumor Assays
5.
Proc Natl Acad Sci U S A ; 108(24): 9945-50, 2011 Jun 14.
Article in English | MEDLINE | ID: mdl-21628592

ABSTRACT

Pancreatic ductal adenocarcinoma (PDAC) is a fatal disease with poor patient outcome often resulting from late diagnosis in advanced stages. To date methods to diagnose early-stage PDAC are limited and in vivo detection of pancreatic intraepithelial neoplasia (PanIN), a preinvasive precursor of PDAC, is impossible. Using a cathepsin-activatable near-infrared probe in combination with flexible confocal fluorescence lasermicroscopy (CFL) in a genetically defined mouse model of PDAC we were able to detect and grade murine PanIN lesions in real time in vivo. Our diagnostic approach is highly sensitive and specific and proved superior to clinically established fluorescein-enhanced imaging. Translation of this endoscopic technique into the clinic should tremendously improve detection of pancreatic neoplasia, thus reforming management of patients at risk for PDAC.


Subject(s)
Carcinoma, Pancreatic Ductal/diagnosis , Molecular Imaging/methods , Pancreatic Neoplasms/diagnosis , Precancerous Conditions/diagnosis , Animals , Carcinoma, Pancreatic Ductal/genetics , Carcinoma, Pancreatic Ductal/metabolism , Cathepsins/genetics , Cathepsins/metabolism , Female , Fluorescent Dyes/metabolism , Gene Expression Profiling , Humans , Immunohistochemistry , Male , Mice , Microscopy, Confocal , Microscopy, Fluorescence , Neoplasm Staging , Oligonucleotide Array Sequence Analysis , Pancreatic Neoplasms/genetics , Pancreatic Neoplasms/metabolism , Precancerous Conditions/genetics , Precancerous Conditions/metabolism , Reproducibility of Results , Sensitivity and Specificity
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