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1.
Cell ; 170(3): 577-592.e10, 2017 Jul 27.
Article in English | MEDLINE | ID: mdl-28753431

ABSTRACT

Elucidation of the mutational landscape of human cancer has progressed rapidly and been accompanied by the development of therapeutics targeting mutant oncogenes. However, a comprehensive mapping of cancer dependencies has lagged behind and the discovery of therapeutic targets for counteracting tumor suppressor gene loss is needed. To identify vulnerabilities relevant to specific cancer subtypes, we conducted a large-scale RNAi screen in which viability effects of mRNA knockdown were assessed for 7,837 genes using an average of 20 shRNAs per gene in 398 cancer cell lines. We describe findings of this screen, outlining the classes of cancer dependency genes and their relationships to genetic, expression, and lineage features. In addition, we describe robust gene-interaction networks recapitulating both protein complexes and functional cooperation among complexes and pathways. This dataset along with a web portal is provided to the community to assist in the discovery and translation of new therapeutic approaches for cancer.


Subject(s)
Neoplasms/genetics , Neoplasms/pathology , RNA Interference , Cell Line, Tumor , Gene Library , Gene Regulatory Networks , Humans , Multiprotein Complexes/metabolism , Neoplasms/metabolism , Oncogenes , RNA, Small Interfering , Signal Transduction , Transcription Factors/metabolism
2.
Cancer Discov ; 6(8): 900-13, 2016 08.
Article in English | MEDLINE | ID: mdl-27260157

ABSTRACT

UNLABELLED: CRISPR/Cas9 has emerged as a powerful new tool to systematically probe gene function. We compared the performance of CRISPR to RNAi-based loss-of-function screens for the identification of cancer dependencies across multiple cancer cell lines. CRISPR dropout screens consistently identified more lethal genes than RNAi, implying that the identification of many cellular dependencies may require full gene inactivation. However, in two aneuploid cancer models, we found that all genes within highly amplified regions, including nonexpressed genes, scored as lethal by CRISPR, revealing an unanticipated class of false-positive hits. In addition, using a CRISPR tiling screen, we found that sgRNAs targeting essential domains generate the strongest lethality phenotypes and thus provide a strategy to rapidly define the protein domains required for cancer dependence. Collectively, these findings not only demonstrate the utility of CRISPR screens in the identification of cancer-essential genes, but also reveal the need to carefully control for false-positive results in chromosomally unstable cancer lines. SIGNIFICANCE: We show in this study that CRISPR-based screens have a significantly lower false-negative rate compared with RNAi-based screens, but have specific liabilities particularly in the interrogation of regions of genome amplification. Therefore, this study provides critical insights for applying CRISPR-based screens toward the systematic identification of new cancer targets. Cancer Discov; 6(8); 900-13. ©2016 AACR.See related commentary by Sheel and Xue, p. 824See related article by Aguirre et al., p. 914This article is highlighted in the In This Issue feature, p. 803.


Subject(s)
CRISPR-Cas Systems , Clustered Regularly Interspaced Short Palindromic Repeats , Gene Amplification , Genome, Human , Genomics , Neoplasms/genetics , Cell Line, Tumor , Genetic Association Studies , Genomics/methods , Genomics/standards , High-Throughput Screening Assays , Humans , Phenotype , Polymorphism, Single Nucleotide , Quantitative Trait Loci , RNA, Guide, Kinetoplastida/genetics , RNA, Small Interfering/genetics , Reproducibility of Results
3.
J Biol Chem ; 286(8): 6272-9, 2011 Feb 25.
Article in English | MEDLINE | ID: mdl-21149301

ABSTRACT

C-reactive protein (CRP), a phylogenetically highly conserved plasma protein, is the classical acute phase reactant in humans. Upon infection, inflammation, or tissue damage, its plasma level can rise within hours >1000-fold, providing an early, nonspecific disease indicator of prime clinical importance. In recent years, another aspect of CRP expression has attracted much scientific and public attention. Apart from transient, acute phase-associated spikes in plasma concentration, highly sensitive measurements have revealed stable interindividual differences of baseline CRP values in healthy persons. Strikingly, even modest elevations in stable baseline CRP plasma levels have been found to correlate with a significantly increased risk of future cardiovascular disease. These observations have triggered intense controversies about potential atherosclerosis-promoting properties of CRP. To directly assess potential effects of CRP on atherogenesis, we have generated CRP-deficient mice via gene targeting and introduced the inactivated allele into atherosclerosis-susceptible ApoE(-/-) and LDLR(-/-) mice, two well established mouse models of atherogenesis. Morphometric analyses of atherosclerotic plaques in CRP-deficient animals revealed equivalent or increased atherosclerotic lesions compared with controls, an experimental result, which does not support a proatherogenic role of CRP. In fact, our data suggest that mouse CRP may even mediate atheroprotective effects, adding a cautionary note to the idea of targeting CRP as therapeutic intervention against progressive cardiovascular disease.


Subject(s)
Atherosclerosis/metabolism , C-Reactive Protein/metabolism , Animals , Apolipoproteins E/genetics , Apolipoproteins E/metabolism , Atherosclerosis/genetics , C-Reactive Protein/genetics , Disease Models, Animal , Humans , Mice , Mice, Knockout , Receptors, LDL/genetics , Receptors, LDL/metabolism
4.
Mol Cell Biol ; 29(11): 3186-203, 2009 Jun.
Article in English | MEDLINE | ID: mdl-19332562

ABSTRACT

Dppa4 (developmental pluripotency-associated 4) has been identified in several high-profile screens as a gene that is expressed exclusively in pluripotent cells. It encodes a nuclear protein with an SAP-like domain and appears to be associated preferentially with transcriptionally active chromatin. Its exquisite expression pattern and results of RNA interference experiments have led to speculation that Dppa4, as well as its nearby homolog Dppa2, might play essential roles in embryonic stem (ES) cell function and/or germ cell development. To rigorously assess suggested roles, we have generated Dppa4-deficient and Dppa4/Dppa2 doubly deficient ES cells, as well as mice lacking Dppa4. Contrary to predictions, we find that Dppa4 is completely dispensable for ES cell identity and germ cell development. Instead, loss of Dppa4 in mice results in late embryonic/perinatal death and striking skeletal defects with partial penetrance. Thus, surprisingly, Dppa4-deficiency affects tissues that apparently never transcribed the gene, and at least some loss-of-function defects manifest phenotypically at an embryonic stage long after physiologic Dppa4 expression has ceased. Concomitant with targeted gene inactivation, we have introduced into the Dppa4 locus a red fluorescent marker (tandem-dimer red fluorescent protein) that is compatible with green fluorescent proteins and allows noninvasive visualization of pluripotent cells and reprogramming events.


Subject(s)
Embryonic Development , Embryonic Stem Cells/cytology , Germ Cells/cytology , Nuclear Proteins/genetics , Pluripotent Stem Cells/metabolism , Animals , Biomarkers/metabolism , Cell Proliferation , Cell Shape , Cellular Reprogramming , Chimera/embryology , Crosses, Genetic , Embryo, Mammalian/abnormalities , Embryonic Stem Cells/metabolism , Female , Gene Expression Profiling , Gene Targeting , Genes, Reporter , Germ Cells/metabolism , Germ Layers/cytology , Germ Layers/embryology , Homozygote , Luminescent Proteins/metabolism , Male , Mice , Nuclear Proteins/deficiency , Nuclear Proteins/metabolism , Transcription Factors , Red Fluorescent Protein
5.
Blood ; 113(7): 1444-54, 2009 Feb 12.
Article in English | MEDLINE | ID: mdl-18952892

ABSTRACT

The human Mixed-Lineage-Leukemia-5 (MLL5) gene is located in a genomic region frequently deleted in patients with myeloid malignancies and encodes a widely expressed nuclear protein most closely related to MLL1, a Trithorax transcriptional regulator with established involvement in leukemogenesis. Although the physiologic function of MLL5 is completely unknown, domain structure and homology to transcriptional regulators with histone methyltransferase activity suggest a role in epigenetic gene regulation. To investigate physiologic functions of Mll5, we have generated a knockout mouse mutant using Cre/loxP technology. Adult homozygous Mll5-deficient mice are obtained at reduced frequency because of postnatal lethality. Surviving animals display a variety of abnormalities, including male infertility, retarded growth, and defects in multiple hematopoietic lineages. Interestingly, Mll5(-/-) mice die of sublethal whole-body irradiation but can be rescued with wild-type bone marrow grafts. Flow cytometric ana-lysis, bone marrow reconstitution, and in vivo BrdU-labeling experiments reveal numerical, functional, and cell-cycle defects in the lineage-negative Sca-1(+), Kit(+) (LSK) population, which contains short- and long-term hematopoietic stem cells. Together, these in vivo findings establish several nonredundant functions for Mll5, including an essential role in regulating proliferation and functional integrity of hematopoietic stem/progenitor cells.


Subject(s)
Growth Disorders/genetics , Hematopoiesis/immunology , Hematopoietic Stem Cells/cytology , Histone-Lysine N-Methyltransferase/genetics , Histone-Lysine N-Methyltransferase/metabolism , Myeloid-Lymphoid Leukemia Protein/genetics , Myeloid-Lymphoid Leukemia Protein/metabolism , Animals , Cell Differentiation/immunology , Female , Genes, Lethal , Growth Disorders/immunology , Heterozygote , Infertility, Male/genetics , Infertility, Male/immunology , Lymphocytes/cytology , Male , Mice , Mice, Knockout , Phenotype , Pregnancy , Radiation Tolerance/genetics
6.
J Am Soc Nephrol ; 18(6): 1709-20, 2007 Jun.
Article in English | MEDLINE | ID: mdl-17475814

ABSTRACT

The metanephric kidney is a mesodermal organ that develops as a result of reciprocal interactions between the ureteric bud and the blastema. The generation of embryonic stem (ES) cell-derived progenitors offers potential for regenerative therapies but is often limited by development of tumor formation. Because brachyury (T) denotes mesoderm specification, a mouse ES cell line with green fluorescence protein (GFP) knocked into the functional T locus as well as lacZ in the ROSA26 locus (LacZ/T/GFP) was used in cell selection and lineage tracing. In the absence of leukemia inhibitory factor, mouse ES cells give rise to embryoid bodies that can differentiate into mesoderm. Culture conditions were optimized (4 d, 10 ng/ml Activin-A) to generate maximal numbers of renal progenitor populations identified by expression of the specific combination of renal markers cadherin-11, WT-1, Pax-2, and Wnt-4. LacZ/T/GFP+ cells were further enriched by FACS selection. Five days after injection of LacZ/T/GFP+ cells into embryonic kidney explants in organ culture, beta-galactosidase immunohistochemistry showed incorporation into blastemal cells of the nephrogenic zone. After a single injection into developing live newborn mouse kidneys, co-localization studies showed that the LacZ/T/GFP+ cells were stably integrated into proximal tubules with normal morphology and normal polarization of alkaline phosphatase and aquaporin-1 for 7 mo, without teratoma formation. It is concluded that defined differentiation of ES cells into embryoid bodies with Activin-A and selection for T expression provides a means to isolate and purify renal proximal tubular progenitor cells with the potential for safe use in regenerative therapies.


Subject(s)
Embryonic Stem Cells/cytology , Embryonic Stem Cells/physiology , Kidney Tubules, Proximal/cytology , Kidney Tubules, Proximal/embryology , Stem Cell Transplantation/methods , Animals , Animals, Newborn , Biomarkers , Cell Differentiation , Cell Lineage , Flow Cytometry , Green Fluorescent Proteins/genetics , Kidney Neoplasms/pathology , Lac Operon , Mice , Mice, Transgenic , Nephrons/cytology , Nephrons/embryology , Organ Culture Techniques/methods , Teratoma/pathology
7.
Eur J Immunol ; 37(1): 43-53, 2007 Jan.
Article in English | MEDLINE | ID: mdl-17171761

ABSTRACT

The considerable potential of Cre recombinase as a tool for in vivo fate-mapping studies depends on the availability of reliable reporter mice. By targeting a tandem-dimer red fluorescent protein (tdRFP) with advanced spectral and biological properties into the ubiquitously expressed ROSA26 locus of C57BL/6-ES cells, we have generated a novel inbred Cre-reporter mouse with several unique characteristics. We directly demonstrate the usefulness of our reporter strain in inter-crosses with a "universal Cre-deleter" strain and with mice expressing Cre recombinase in a T lineage-specific manner. Cytofluorometric and histological analyses illustrate: (i) non-toxicity and extraordinary brightness of the fluorescent reporter, allowing quantitative detection and purification of labeled cells with highest accuracy, (ii) reliable Cre-mediated activation of tdRFP from an antisense orientation relative to ROSA26 transcription, effectively excluding "leaky" reporter expression, (iii) absence of gene expression variegation effects, (iv) quantitative detection of tdRFP-expressing cells even in paraformaldehyde-fixed tissue sections, and (v) full compatibility with GFP/YFP-based fluorescent markers in multicolor experiments. Taken together, the data show that our C57BL/6-inbred reporter mice are ideally suited for sophisticated lineage-tracing experiments requiring sensitive and quantitative detection/purification of live Cre-expressing cells and their progeny.


Subject(s)
Gene Expression Regulation , Genes, Reporter , Integrases/genetics , Luminescent Proteins/genetics , Luminescent Proteins/metabolism , Animals , Cell Line , Cell Lineage/genetics , Crosses, Genetic , Extracellular Matrix Proteins/genetics , Female , Luminescent Proteins/biosynthesis , Male , Mice , Mice, Inbred BALB C , Mice, Inbred C57BL , Mice, Inbred DBA , Mice, Inbred Strains , Mice, Mutant Strains , Mice, Transgenic , Protein-Lysine 6-Oxidase/genetics , Red Fluorescent Protein
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