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1.
Nature ; 594(7863): 418-423, 2021 06.
Article in English | MEDLINE | ID: mdl-33953400

ABSTRACT

Although RAF monomer inhibitors (type I.5, BRAF(V600)) are clinically approved for the treatment of BRAFV600-mutant melanoma, they are ineffective in non-BRAFV600 mutant cells1-3. Belvarafenib is a potent and selective RAF dimer (type II) inhibitor that exhibits clinical activity in patients with BRAFV600E- and NRAS-mutant melanomas. Here we report the first-in-human phase I study investigating the maximum tolerated dose, and assessing the safety and preliminary efficacy of belvarafenib in BRAFV600E- and RAS-mutated advanced solid tumours (NCT02405065, NCT03118817). By generating belvarafenib-resistant NRAS-mutant melanoma cells and analysing circulating tumour DNA from patients treated with belvarafenib, we identified new recurrent mutations in ARAF within the kinase domain. ARAF mutants conferred resistance to belvarafenib in both a dimer- and a kinase activity-dependent manner. Belvarafenib induced ARAF mutant dimers, and dimers containing mutant ARAF were active in the presence of inhibitor. ARAF mutations may serve as a general resistance mechanism for RAF dimer inhibitors as the mutants exhibit reduced sensitivity to a panel of type II RAF inhibitors. The combination of RAF plus MEK inhibition may be used to delay ARAF-driven resistance and suggests a rational combination for clinical use. Together, our findings reveal specific and compensatory functions for the ARAF isoform and implicate ARAF mutations as a driver of resistance to RAF dimer inhibitors.


Subject(s)
Drug Resistance, Neoplasm/genetics , Melanoma/drug therapy , Melanoma/genetics , Mutation , Proto-Oncogene Proteins A-raf/antagonists & inhibitors , Proto-Oncogene Proteins A-raf/genetics , raf Kinases/antagonists & inhibitors , Animals , Cell Line , Cell Line, Tumor , Drug Resistance, Neoplasm/drug effects , Female , Humans , Melanoma/pathology , Mice , Protein Multimerization/drug effects , Proto-Oncogene Proteins A-raf/chemistry , raf Kinases/chemistry
2.
Nature ; 550(7677): 534-538, 2017 10 26.
Article in English | MEDLINE | ID: mdl-29045385

ABSTRACT

The ubiquitin system regulates essential cellular processes in eukaryotes. Ubiquitin is ligated to substrate proteins as monomers or chains and the topology of ubiquitin modifications regulates substrate interactions with specific proteins. Thus ubiquitination directs a variety of substrate fates including proteasomal degradation. Deubiquitinase enzymes cleave ubiquitin from substrates and are implicated in disease; for example, ubiquitin-specific protease-7 (USP7) regulates stability of the p53 tumour suppressor and other proteins critical for tumour cell survival. However, developing selective deubiquitinase inhibitors has been challenging and no co-crystal structures have been solved with small-molecule inhibitors. Here, using nuclear magnetic resonance-based screening and structure-based design, we describe the development of selective USP7 inhibitors GNE-6640 and GNE-6776. These compounds induce tumour cell death and enhance cytotoxicity with chemotherapeutic agents and targeted compounds, including PIM kinase inhibitors. Structural studies reveal that GNE-6640 and GNE-6776 non-covalently target USP7 12 Å distant from the catalytic cysteine. The compounds attenuate ubiquitin binding and thus inhibit USP7 deubiquitinase activity. GNE-6640 and GNE-6776 interact with acidic residues that mediate hydrogen-bond interactions with the ubiquitin Lys48 side chain, suggesting that USP7 preferentially interacts with and cleaves ubiquitin moieties that have free Lys48 side chains. We investigated this idea by engineering di-ubiquitin chains containing differential proximal and distal isotopic labels and measuring USP7 binding by nuclear magnetic resonance. This preferential binding protracted the depolymerization kinetics of Lys48-linked ubiquitin chains relative to Lys63-linked chains. In summary, engineering compounds that inhibit USP7 activity by attenuating ubiquitin binding suggests opportunities for developing other deubiquitinase inhibitors and may be a strategy more broadly applicable to inhibiting proteins that require ubiquitin binding for full functional activity.


Subject(s)
Aminopyridines/chemistry , Aminopyridines/pharmacology , Indazoles/chemistry , Indazoles/pharmacology , Phenols/chemistry , Phenols/pharmacology , Pyridines/chemistry , Pyridines/pharmacology , Ubiquitin-Specific Peptidase 7/antagonists & inhibitors , Ubiquitin/metabolism , Animals , Binding, Competitive , Cell Line, Tumor , Drug Synergism , Female , Humans , Mice , Mice, SCID , Models, Molecular , Neoplasms/drug therapy , Neoplasms/enzymology , Neoplasms/pathology , Protein Binding , Proto-Oncogene Proteins c-mdm2/metabolism , Proto-Oncogene Proteins c-pim-1/antagonists & inhibitors , Substrate Specificity , Tumor Suppressor Protein p53/deficiency , Tumor Suppressor Protein p53/genetics , Tumor Suppressor Protein p53/metabolism , Ubiquitin/chemistry , Ubiquitin-Specific Peptidase 7/chemistry , Ubiquitin-Specific Peptidase 7/deficiency , Ubiquitin-Specific Peptidase 7/metabolism
3.
Nature ; 520(7547): 307-11, 2015 Apr 16.
Article in English | MEDLINE | ID: mdl-25877200

ABSTRACT

Cell line misidentification, contamination and poor annotation affect scientific reproducibility. Here we outline simple measures to detect or avoid cross-contamination, present a framework for cell line annotation linked to short tandem repeat and single nucleotide polymorphism profiles, and provide a catalogue of synonymous cell lines. This resource will enable our community to eradicate the use of misidentified lines and generate credible cell-based data.


Subject(s)
Cell Line/classification , Cell Line/metabolism , Data Curation , Guidelines as Topic , Cell Separation , Genotype , Microsatellite Repeats/genetics , Polymorphism, Single Nucleotide/genetics , Quality Control , Reproducibility of Results , Species Specificity , Terminology as Topic
4.
Proc Natl Acad Sci U S A ; 110(21): 8632-7, 2013 May 21.
Article in English | MEDLINE | ID: mdl-23657012

ABSTRACT

Germ-line mutations in PALB2 lead to a familial predisposition to breast and pancreatic cancer or to Fanconi Anemia subtype N. PALB2 performs its tumor suppressor role, at least in part, by supporting homologous recombination-type double strand break repair (HR-DSBR) through physical interactions with BRCA1, BRCA2, and RAD51. To further understand the mechanisms underlying PALB2-mediated DNA repair and tumor suppression functions, we targeted Palb2 in the mouse. Palb2-deficient murine ES cells recapitulated DNA damage defects caused by PALB2 depletion in human cells, and germ-line deletion of Palb2 led to early embryonic lethality. Somatic deletion of Palb2 driven by K14-Cre led to mammary tumor formation with long latency. Codeletion of both Palb2 and Tumor protein 53 (Trp53) accelerated mammary tumor formation. Like BRCA1 and BRCA2 mutant breast cancers, these tumors were defective in RAD51 focus formation, reflecting a defect in Palb2 HR-DSBR function, a strongly suspected contributor to Brca1, Brca2, and Palb2 mammary tumor development. However, unlike the case of Brca1-mutant cells, Trp53bp1 deletion failed to rescue the genomic instability of Palb2- or Brca2-mutant primary lymphocytes. Therefore, Palb2-driven DNA damage control is, in part, distinct from that executed by Brca1 and more similar to that of Brca2. The mechanisms underlying Palb2 mammary tumor suppression functions can now be explored genetically in vivo.


Subject(s)
Breast Neoplasms/metabolism , Mammary Neoplasms, Experimental/metabolism , Neoplastic Syndromes, Hereditary/metabolism , Nuclear Proteins/metabolism , Tumor Suppressor Protein p53/metabolism , Tumor Suppressor Proteins/metabolism , Animals , BRCA1 Protein/genetics , BRCA1 Protein/metabolism , BRCA2 Protein/genetics , BRCA2 Protein/metabolism , Breast Neoplasms/genetics , Breast Neoplasms/pathology , Disease Models, Animal , Fanconi Anemia Complementation Group N Protein , Female , Gene Deletion , Humans , Mammary Neoplasms, Experimental/genetics , Mammary Neoplasms, Experimental/pathology , Mice , Mice, Mutant Strains , Neoplastic Syndromes, Hereditary/genetics , Neoplastic Syndromes, Hereditary/pathology , Nuclear Proteins/genetics , Rad51 Recombinase/genetics , Rad51 Recombinase/metabolism , Tumor Suppressor Protein p53/genetics , Tumor Suppressor Proteins/genetics
5.
Genome Res ; 22(12): 2315-27, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23033341

ABSTRACT

Lung cancer is a highly heterogeneous disease in terms of both underlying genetic lesions and response to therapeutic treatments. We performed deep whole-genome sequencing and transcriptome sequencing on 19 lung cancer cell lines and three lung tumor/normal pairs. Overall, our data show that cell line models exhibit similar mutation spectra to human tumor samples. Smoker and never-smoker cancer samples exhibit distinguishable patterns of mutations. A number of epigenetic regulators, including KDM6A, ASH1L, SMARCA4, and ATAD2, are frequently altered by mutations or copy number changes. A systematic survey of splice-site mutations identified 106 splice site mutations associated with cancer specific aberrant splicing, including mutations in several known cancer-related genes. RAC1b, an isoform of the RAC1 GTPase that includes one additional exon, was found to be preferentially up-regulated in lung cancer. We further show that its expression is significantly associated with sensitivity to a MAP2K (MEK) inhibitor PD-0325901. Taken together, these data present a comprehensive genomic landscape of a large number of lung cancer samples and further demonstrate that cancer-specific alternative splicing is a widespread phenomenon that has potential utility as therapeutic biomarkers. The detailed characterizations of the lung cancer cell lines also provide genomic context to the vast amount of experimental data gathered for these lines over the decades, and represent highly valuable resources for cancer biology.


Subject(s)
Alternative Splicing , Gene Expression Regulation, Neoplastic , Genome, Human/genetics , Lung Neoplasms/genetics , Mutation , Transcriptome , ATPases Associated with Diverse Cellular Activities , Adenosine Triphosphatases/genetics , Adenosine Triphosphatases/metabolism , Cell Line, Tumor , DNA Copy Number Variations , DNA Helicases/genetics , DNA Helicases/metabolism , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Epigenomics , Exons , Genetic Markers , Heterozygote , Histone Demethylases/genetics , Histone Demethylases/metabolism , Histone-Lysine N-Methyltransferase , Humans , Karyotyping/methods , Lung Neoplasms/pathology , Nuclear Proteins/genetics , Nuclear Proteins/metabolism , Polymorphism, Single Nucleotide , Reproducibility of Results , Sequence Analysis, RNA , Transcription Factors/genetics , Transcription Factors/metabolism , Up-Regulation , rac1 GTP-Binding Protein/genetics , rac1 GTP-Binding Protein/metabolism
6.
Genome Res ; 21(12): 2181-9, 2011 Dec.
Article in English | MEDLINE | ID: mdl-21852388

ABSTRACT

Retroviral and transposon-based insertional mutagenesis (IM) screens are widely used for cancer gene discovery in mice. Exploiting the full potential of IM screens requires methods for high-throughput sequencing and mapping of transposon and retroviral insertion sites. Current protocols are based on ligation-mediated PCR amplification of junction fragments from restriction endonuclease-digested genomic DNA, resulting in amplification biases due to uneven genomic distribution of restriction enzyme recognition sites. Consequently, sequence coverage cannot be used to assess the clonality of individual insertions. We have developed a novel method, called shear-splink, for the semiquantitative high-throughput analysis of insertional mutations. Shear-splink employs random fragmentation of genomic DNA, which reduces unwanted amplification biases. Additionally, shear-splink enables us to assess clonality of individual insertions by determining the number of unique ligation points (LPs) between the adapter and genomic DNA. This parameter serves as a semiquantitative measure of the relative clonality of individual insertions within heterogeneous tumors. Mixing experiments with clonal cell lines derived from mouse mammary tumor virus (MMTV)-induced tumors showed that shear-splink enables the semiquantitative assessment of the clonality of MMTV insertions. Further, shear-splink analysis of 16 MMTV- and 127 Sleeping Beauty (SB)-induced tumors showed enrichment for cancer-relevant insertions by exclusion of irrelevant background insertions marked by single LPs, thereby facilitating the discovery of candidate cancer genes. To fully exploit the use of the shear-splink method, we set up the Insertional Mutagenesis Database (iMDB), offering a publicly available web-based application to analyze both retroviral- and transposon-based insertional mutagenesis data.


Subject(s)
DNA, Neoplasm/genetics , Databases, Genetic , Mammary Tumor Virus, Mouse , Mutagenesis, Insertional , Retroviridae Infections/genetics , Tumor Virus Infections/genetics , Animals , DNA Mutational Analysis/methods , Mice
7.
J Pathol ; 224(1): 10-21, 2011 May.
Article in English | MEDLINE | ID: mdl-21404276

ABSTRACT

PALB2 interacts with BRCA1 and BRCA2 in supercomplexes involved in DNA repair via homologous recombination. Heterozygous germline mutations in PALB2 confer a moderate risk of breast cancer, while biallelic PALB2 mutations are linked to a severe form of Fanconi anaemia characterized by early childhood solid tumours and severe chromosomal instability. In contrast to BRCA1- or BRCA2-associated cancers, breast tumours in heterozygous PALB2 mutation carriers do not show loss of the wild-type allele, suggesting PALB2 might be haploinsufficient for tumour suppression. To study the role of PALB2 in development and tumourigenesis, we have generated Palb2(GT) mouse mutants using a gene trap approach. Whereas Palb2(GT/GT) homozygous mutant embryos died at mid-gestation due to massive apoptosis, Palb2(GT/+) heterozygous mice were viable and did not show any obvious abnormalities. Deletion of p53 alleviated the phenotype of Palb2(GT/GT) embryos, but did not rescue embryonic lethality. In addition, loss of p53 did not significantly collaborate with Palb2 heterozygosity in tumourigenesis in heterozygous or homozygous p53 knockout mice. Tumours arising in Palb2(GT/+) ;p53(+/-) or Palb2(GT/+) ;p53(-/-) compound mutant mice retained the wild-type Palb2 allele and did not display increased genomic instability.


Subject(s)
Cell Transformation, Neoplastic/genetics , Embryonic Development/physiology , Haploinsufficiency/genetics , Tumor Suppressor Protein p53/deficiency , Tumor Suppressor Proteins/deficiency , Animals , Apoptosis/genetics , Embryo Loss/genetics , Embryonic Development/genetics , Fanconi Anemia Complementation Group N Protein , Female , Gene Deletion , Genes, p53 , Genomic Instability/genetics , Heterozygote , Lymphoma/genetics , Mammary Neoplasms, Experimental/genetics , Mice , Mice, Knockout , Thymus Neoplasms/genetics , Tumor Suppressor Proteins/genetics , Tumor Suppressor Proteins/physiology
8.
Cell Rep ; 38(6): 110351, 2022 02 08.
Article in English | MEDLINE | ID: mdl-35139374

ABSTRACT

KRAS, which is mutated in ∼30% of all cancers, activates the RAF-MEK-ERK signaling cascade. CRAF is required for growth of KRAS mutant lung tumors, but the requirement for CRAF kinase activity is unknown. Here, we show that subsets of KRAS mutant tumors are dependent on CRAF for growth. Kinase-dead but not dimer-defective CRAF rescues growth inhibition, suggesting that dimerization but not kinase activity is required. Quantitative proteomics demonstrates increased levels of CRAF:ARAF dimers in KRAS mutant cells, and depletion of both CRAF and ARAF rescues the CRAF-loss phenotype. Mechanistically, CRAF depletion causes sustained ERK activation and induction of cell-cycle arrest, while treatment with low-dose MEK or ERK inhibitor rescues the CRAF-loss phenotype. Our studies highlight the role of CRAF in regulating MAPK signal intensity to promote tumorigenesis downstream of mutant KRAS and suggest that disrupting CRAF dimerization or degrading CRAF may have therapeutic benefit.


Subject(s)
Carcinogenesis/metabolism , Dimerization , Proto-Oncogene Proteins p21(ras)/metabolism , Animals , Carcinogenesis/drug effects , Cell Line, Tumor , Humans , MAP Kinase Signaling System/drug effects , Mice , Phosphorylation/physiology , Protein Kinase Inhibitors/pharmacology , Proto-Oncogene Proteins B-raf/genetics , Signal Transduction/drug effects , Signal Transduction/physiology , ras Proteins/genetics
9.
PLoS Comput Biol ; 6(1): e1000631, 2010 Jan.
Article in English | MEDLINE | ID: mdl-20052266

ABSTRACT

Tumorigenesis is a multi-step process in which normal cells transform into malignant tumors following the accumulation of genetic mutations that enable them to evade the growth control checkpoints that would normally suppress their growth or result in apoptosis. It is therefore important to identify those combinations of mutations that collaborate in cancer development and progression. DNA copy number alterations (CNAs) are one of the ways in which cancer genes are deregulated in tumor cells. We hypothesized that synergistic interactions between cancer genes might be identified by looking for regions of co-occurring gain and/or loss. To this end we developed a scoring framework to separate truly co-occurring aberrations from passenger mutations and dominant single signals present in the data. The resulting regions of high co-occurrence can be investigated for between-region functional interactions. Analysis of high-resolution DNA copy number data from a panel of 95 hematological tumor cell lines correctly identified co-occurring recombinations at the T-cell receptor and immunoglobulin loci in T- and B-cell malignancies, respectively, showing that we can recover truly co-occurring genomic alterations. In addition, our analysis revealed networks of co-occurring genomic losses and gains that are enriched for cancer genes. These networks are also highly enriched for functional relationships between genes. We further examine sub-networks of these networks, core networks, which contain many known cancer genes. The core network for co-occurring DNA losses we find seems to be independent of the canonical cancer genes within the network. Our findings suggest that large-scale, low-intensity copy number alterations may be an important feature of cancer development or maintenance by affecting gene dosage of a large interconnected network of functionally related genes.


Subject(s)
Chromosome Mapping/methods , DNA Copy Number Variations/genetics , DNA, Neoplasm/genetics , Gene Expression Regulation, Neoplastic , Genome, Human/genetics , Neoplasm Proteins/genetics , Signal Transduction/genetics , Humans
10.
Cancer Discov ; 11(3): 778-793, 2021 03.
Article in English | MEDLINE | ID: mdl-33208393

ABSTRACT

Hippo pathway dysregulation occurs in multiple cancers through genetic and nongenetic alterations, resulting in translocation of YAP to the nucleus and activation of the TEAD family of transcription factors. Unlike other oncogenic pathways such as RAS, defining tumors that are Hippo pathway-dependent is far more complex due to the lack of hotspot genetic alterations. Here, we developed a machine-learning framework to identify a robust, cancer type-agnostic gene expression signature to quantitate Hippo pathway activity and cross-talk as well as predict YAP/TEAD dependency across cancers. Further, through chemical genetic interaction screens and multiomics analyses, we discover a direct interaction between MAPK signaling and TEAD stability such that knockdown of YAP combined with MEK inhibition results in robust inhibition of tumor cell growth in Hippo dysregulated tumors. This multifaceted approach underscores how computational models combined with experimental studies can inform precision medicine approaches including predictive diagnostics and combination strategies. SIGNIFICANCE: An integrated chemicogenomics strategy was developed to identify a lineage-independent signature for the Hippo pathway in cancers. Evaluating transcriptional profiles using a machine-learning method led to identification of a relationship between YAP/TAZ dependency and MAPK pathway activity. The results help to nominate potential combination therapies with Hippo pathway inhibition.This article is highlighted in the In This Issue feature, p. 521.


Subject(s)
Cheminformatics/methods , Computational Biology/methods , Genomics/methods , Hippo Signaling Pathway , MAP Kinase Signaling System , Machine Learning , Signal Transduction , Humans
11.
BMC Cancer ; 10: 455, 2010 Aug 24.
Article in English | MEDLINE | ID: mdl-20735817

ABSTRACT

BACKGROUND: Genomic gains and losses are a result of genomic instability in many types of cancers. BRCA1- and BRCA2-mutated breast cancers are associated with increased amounts of chromosomal aberrations, presumably due their functions in genome repair. Some of these genomic aberrations may harbor genes whose absence or overexpression may give rise to cellular growth advantage. So far, it has not been easy to identify the driver genes underlying gains and losses. A powerful approach to identify these driver genes could be a cross-species comparison of array comparative genomic hybridization (aCGH) data from cognate mouse and human tumors. Orthologous regions of mouse and human tumors that are commonly gained or lost might represent essential genomic regions selected for gain or loss during tumor development. METHODS: To identify genomic regions that are associated with BRCA1- and BRCA2-mutated breast cancers we compared aCGH data from 130 mouse Brca1Δ/Δ;p53Δ/Δ, Brca2Δ/Δ;p53Δ/Δ and p53Δ/Δ mammary tumor groups with 103 human BRCA1-mutated, BRCA2-mutated and non-hereditary breast cancers. RESULTS: Our genome-wide cross-species analysis yielded a complete collection of loci and genes that are commonly gained or lost in mouse and human breast cancer. Principal common CNAs were the well known MYC-associated gain and RB1/INTS6-associated loss that occurred in all mouse and human tumor groups, and the AURKA-associated gain occurred in BRCA2-related tumors from both species. However, there were also important differences between tumor profiles of both species, such as the prominent gain on chromosome 10 in mouse Brca2Δ/Δ;p53Δ/Δ tumors and the PIK3CA associated 3q gain in human BRCA1-mutated tumors, which occurred in tumors from one species but not in tumors from the other species. This disparity in recurrent aberrations in mouse and human tumors might be due to differences in tumor cell type or genomic organization between both species. CONCLUSIONS: The selection of the oncogenome during mouse and human breast tumor development is markedly different, apart from the MYC gain and RB1-associated loss. These differences should be kept in mind when using mouse models for preclinical studies.


Subject(s)
BRCA1 Protein/genetics , BRCA2 Protein/genetics , Biomarkers, Tumor/genetics , Breast Neoplasms/genetics , Breast Neoplasms/pathology , Gene Expression Profiling , Mutation/genetics , Animals , Biomarkers, Tumor/metabolism , Breast Neoplasms/classification , Chromosome Aberrations , Comparative Genomic Hybridization , Female , Genomic Instability , Humans , Mice , Oligonucleotide Array Sequence Analysis , RNA, Messenger/genetics , Reverse Transcriptase Polymerase Chain Reaction , Species Specificity
12.
BMC Cancer ; 10: 662, 2010 Dec 02.
Article in English | MEDLINE | ID: mdl-21126340

ABSTRACT

BACKGROUND: Accurate staging of colorectal cancer (CRC) with clinicopathological parameters is important for predicting prognosis and guiding treatment but provides no information about organ site of metastases. Patterns of genomic aberrations in primary colorectal tumors may reveal a chromosomal signature for organ specific metastases. METHODS: Array Comparative Genomic Hybridization (aCGH) was employed to asses DNA copy number changes in primary colorectal tumors of three distinctive patient groups. This included formalin-fixed, paraffin-embedded tissue of patients who developed liver metastases (LM; n = 36), metastases (PM; n = 37) and a group that remained metastases-free (M0; n = 25).A novel statistical method for identifying recurrent copy number changes, KC-SMART, was used to find specific locations of genomic aberrations specific for various groups. We created a classifier for organ specific metastases based on the aCGH data using Prediction Analysis for Microarrays (PAM). RESULTS: Specifically in the tumors of primary CRC patients who subsequently developed liver metastasis, KC-SMART analysis identified genomic aberrations on chromosome 20q. LM-PAM, a shrunken centroids classifier for liver metastases occurrence, was able to distinguish the LM group from the other groups (M0&PM) with 80% accuracy (78% sensitivity and 86% specificity). The classification is predominantly based on chromosome 20q aberrations. CONCLUSION: Liver specific CRC metastases may be predicted with a high accuracy based on specific genomic aberrations in the primary CRC tumor. The ability to predict the site of metastases is important for improvement of personalized patient management.


Subject(s)
Chromosome Aberrations , Chromosomes, Human, Pair 20 , Colorectal Neoplasms/genetics , Colorectal Neoplasms/pathology , Gene Dosage , Liver Neoplasms/genetics , Liver Neoplasms/secondary , Adult , Aged , Chi-Square Distribution , Colorectal Neoplasms/mortality , Colorectal Neoplasms/therapy , Comparative Genomic Hybridization , Databases, Genetic , Female , Fixatives , Formaldehyde , Gene Expression Profiling/methods , Genetic Predisposition to Disease , Humans , Liver Neoplasms/mortality , Liver Neoplasms/therapy , Logistic Models , Male , Middle Aged , Neoplasm Staging , Netherlands , Oligonucleotide Array Sequence Analysis , Paraffin Embedding , Phenotype , Predictive Value of Tests , Survival Analysis , Time Factors , Tissue Fixation/methods , Treatment Outcome
13.
Nucleic Acids Res ; 36(2): e13, 2008 Feb.
Article in English | MEDLINE | ID: mdl-18187509

ABSTRACT

Tumor formation is in part driven by DNA copy number alterations (CNAs), which can be measured using microarray-based Comparative Genomic Hybridization (aCGH). Multiexperiment analysis of aCGH data from tumors allows discovery of recurrent CNAs that are potentially causal to cancer development. Until now, multiexperiment aCGH data analysis has been dependent on discretization of measurement data to a gain, loss or no-change state. Valuable biological information is lost when a heterogeneous system such as a solid tumor is reduced to these states. We have developed a new approach which inputs nondiscretized aCGH data to identify regions that are significantly aberrant across an entire tumor set. Our method is based on kernel regression and accounts for the strength of a probe's signal, its local genomic environment and the signal distribution across multiple tumors. In an analysis of 89 human breast tumors, our method showed enrichment for known cancer genes in the detected regions and identified aberrations that are strongly associated with breast cancer subtypes and clinical parameters. Furthermore, we identified 18 recurrent aberrant regions in a new dataset of 19 p53-deficient mouse mammary tumors. These regions, combined with gene expression microarray data, point to known cancer genes and novel candidate cancer genes.


Subject(s)
Chromosome Aberrations , Genes, Neoplasm , Oligonucleotide Array Sequence Analysis/methods , Animals , Breast Neoplasms/genetics , Gene Expression Profiling , Humans , Mammary Neoplasms, Experimental/genetics , Mice , Regression Analysis
14.
Cancer Discov ; 10(2): 232-253, 2020 02.
Article in English | MEDLINE | ID: mdl-31699795

ABSTRACT

With only a fraction of patients responding to cancer immunotherapy, a better understanding of the entire tumor microenvironment is needed. Using single-cell transcriptomics, we chart the fibroblastic landscape during pancreatic ductal adenocarcinoma (PDAC) progression in animal models. We identify a population of carcinoma-associated fibroblasts (CAF) that are programmed by TGFß and express the leucine-rich repeat containing 15 (LRRC15) protein. These LRRC15+ CAFs surround tumor islets and are absent from normal pancreatic tissue. The presence of LRRC15+ CAFs in human patients was confirmed in >80,000 single cells from 22 patients with PDAC as well as by using IHC on samples from 70 patients. Furthermore, immunotherapy clinical trials comprising more than 600 patients across six cancer types revealed elevated levels of the LRRC15+ CAF signature correlated with poor response to anti-PD-L1 therapy. This work has important implications for targeting nonimmune elements of the tumor microenvironment to boost responses of patients with cancer to immune checkpoint blockade therapy. SIGNIFICANCE: This study describes the single-cell landscape of CAFs in pancreatic cancer during in vivo tumor evolution. A TGFß-driven, LRRC15+ CAF lineage is associated with poor outcome in immunotherapy trial data comprising multiple solid-tumor entities and represents a target for combinatorial therapy.This article is highlighted in the In This Issue feature, p. 161.


Subject(s)
Cancer-Associated Fibroblasts/immunology , Carcinoma, Pancreatic Ductal/drug therapy , Drug Resistance, Neoplasm/genetics , Immune Checkpoint Inhibitors/pharmacology , Membrane Proteins/metabolism , Myofibroblasts/immunology , Pancreatic Neoplasms/drug therapy , Animals , B7-H1 Antigen/antagonists & inhibitors , B7-H1 Antigen/immunology , Cancer-Associated Fibroblasts/drug effects , Cancer-Associated Fibroblasts/metabolism , Carcinoma, Pancreatic Ductal/genetics , Carcinoma, Pancreatic Ductal/immunology , Cell Line, Tumor , Cell Lineage/genetics , Cell Lineage/immunology , Clinical Trials as Topic , Computational Biology , Disease Models, Animal , Drug Resistance, Neoplasm/drug effects , Drug Resistance, Neoplasm/immunology , Gene Expression Regulation, Neoplastic/drug effects , Gene Expression Regulation, Neoplastic/immunology , Humans , Immune Checkpoint Inhibitors/therapeutic use , Mice , Myofibroblasts/drug effects , Myofibroblasts/metabolism , Pancreatic Neoplasms/genetics , Pancreatic Neoplasms/immunology , RNA-Seq , Single-Cell Analysis , Transforming Growth Factor beta/metabolism , Treatment Outcome , Tumor Microenvironment/drug effects , Tumor Microenvironment/genetics , Tumor Microenvironment/immunology
15.
Cancer Res ; 79(19): 4828-4839, 2019 Oct 01.
Article in English | MEDLINE | ID: mdl-31416841

ABSTRACT

Mutations in KEAP1 and NFE2L2 (encoding the protein Nrf2) are prevalent in both adeno and squamous subtypes of non-small cell lung cancer, as well as additional tumor indications. The consequence of these mutations is stabilized Nrf2 and chronic induction of a battery of Nrf2 target genes. We show that knockdown of Nrf2 caused modest growth inhibition of cells growing in two-dimension, which was more pronounced in cell lines expressing mutant KEAP1. In contrast, Nrf2 knockdown caused almost complete regression of established KEAP1-mutant tumors in mice, with little effect on wild-type (WT) KEAP1 tumors. The strong dependency on Nrf2 could be recapitulated in certain anchorage-independent growth environments and was not prevented by excess extracellular glutathione. A CRISPR screen was used to investigate the mechanism(s) underlying this dependence. We identified alternative pathways critical for Nrf2-dependent growth in KEAP1-mutant cell lines, including the redox proteins thioredoxin and peroxiredoxin, as well as the growth factor receptors IGF1R and ERBB3. IGF1R inhibition was effective in KEAP1-mutant cells compared with WT, especially under conditions of anchorage-independent growth. These results point to addiction of KEAP1-mutant tumor cells to Nrf2 and suggest that inhibition of Nrf2 or discrete druggable Nrf2 target genes such as IGF1R could be an effective therapeutic strategy for disabling these tumors. SIGNIFICANCE: This study identifies pathways activated by Nrf2 that are important for the proliferation and tumorigenicity of KEAP1-mutant non-small cell lung cancer.


Subject(s)
Carcinoma, Non-Small-Cell Lung/metabolism , Carcinoma, Non-Small-Cell Lung/pathology , Lung Neoplasms/metabolism , Lung Neoplasms/pathology , Signal Transduction/physiology , Animals , Carcinoma, Non-Small-Cell Lung/genetics , Cell Line, Tumor , Cell Proliferation/physiology , Heterografts , Humans , Kelch-Like ECH-Associated Protein 1/genetics , Lung Neoplasms/genetics , Mice , Mutation , NF-E2-Related Factor 2/metabolism , Receptor, ErbB-3/metabolism , Receptor, IGF Type 1/metabolism
16.
J Cell Biol ; 217(2): 763-777, 2018 02 05.
Article in English | MEDLINE | ID: mdl-29229751

ABSTRACT

Epithelial-to-mesenchymal transition is implicated in metastasis, where carcinoma cells lose sessile epithelial traits and acquire mesenchymal migratory potential. The mesenchymal state is also associated with cancer stem cells and resistance to chemotherapy. It might therefore be therapeutically beneficial to promote epithelial identity in cancer. Because large-scale cell identity shifts are often orchestrated on an epigenetic level, we screened for candidate epigenetic factors and identified the histone methyltransferase SUV420H2 (KMT5C) as favoring the mesenchymal identity in pancreatic cancer cell lines. Through its repressive mark H4K20me3, SUV420H2 silences several key drivers of the epithelial state. Its knockdown elicited mesenchymal-to-epithelial transition on a molecular and functional level, and cells displayed decreased stemness and increased drug sensitivity. An analysis of human pancreatic cancer biopsies was concordant with these findings, because high levels of SUV420H2 correlated with a loss of epithelial characteristics in progressively invasive cancer. Together, these data indicate that SUV420H2 is an upstream epigenetic regulator of epithelial/mesenchymal state control.


Subject(s)
Epithelial-Mesenchymal Transition , Histone-Lysine N-Methyltransferase/metabolism , Pancreatic Neoplasms/metabolism , Cell Line, Tumor , Epigenesis, Genetic/genetics , Gene Expression Regulation, Neoplastic/genetics , Histone-Lysine N-Methyltransferase/genetics , Humans , Pancreatic Neoplasms/genetics , Pancreatic Neoplasms/pathology
17.
PLoS One ; 13(6): e0199264, 2018.
Article in English | MEDLINE | ID: mdl-29912950

ABSTRACT

Mutant KRAS represents one of the most frequently observed oncogenes in NSCLC, yet no therapies are approved for tumors that express activated KRAS variants. While there is strong rationale for the use of MEK inhibitors to treat tumors with activated RAS/MAPK signaling, these have proven ineffective clinically. We therefore implemented a CRISPR screening approach to identify novel agents to sensitize KRAS mutant NSCLC cells to MEK inhibitor treatment. This approach identified multiple components of the canonical RAS/MAPK pathway consistent with previous studies. In addition, we identified MAPK7 as a novel, strong hit and validated this finding using multiple orthogonal approaches including knockdown and pharmacological inhibition. We show that MAPK7 inhibition attenuates the re-activation of MAPK signaling occurring following long-term MEK inhibition, thereby illustrating that MAPK7 mediates pathway reactivation in the face of MEK inhibition. Finally, genetic knockdown of MAPK7 combined with the MEK inhibitor cobimetinib in a mutant KRAS NSCLC xenograft model to mediate improved tumor growth inhibition. These data highlight that MAPK7 represents a promising target for combination treatment with MEK inhibition in KRAS mutant NSCLC.


Subject(s)
Biomarkers, Tumor/genetics , Carcinoma, Non-Small-Cell Lung/genetics , Mitogen-Activated Protein Kinase 7/genetics , Proto-Oncogene Proteins p21(ras)/genetics , A549 Cells , Animals , Carcinoma, Non-Small-Cell Lung/pathology , Clustered Regularly Interspaced Short Palindromic Repeats/genetics , Humans , MAP Kinase Signaling System/genetics , Mice , Xenograft Model Antitumor Assays
18.
Cancer Cell ; 34(4): 611-625.e7, 2018 10 08.
Article in English | MEDLINE | ID: mdl-30300582

ABSTRACT

Targeting KRAS mutant tumors through inhibition of individual downstream pathways has had limited clinical success. Here we report that RAF inhibitors exhibit little efficacy in KRAS mutant tumors. In combination drug screens, MEK and PI3K inhibitors synergized with pan-RAF inhibitors through an RAS-GTP-dependent mechanism. Broad cell line profiling with RAF/MEK inhibitor combinations revealed synergistic efficacy in KRAS mutant and wild-type tumors, with KRASG13D mutants exhibiting greater synergy versus KRASG12 mutant tumors. Mechanistic studies demonstrate that MEK inhibition induced RAS-GTP levels, RAF dimerization and RAF kinase activity resulting in MEK phosphorylation in synergistic tumor lines regardless of KRAS status. Taken together, our studies uncover a strategy to rewire KRAS mutant tumors to confer sensitivity to RAF kinase inhibition.


Subject(s)
Phosphatidylinositol 3-Kinases/drug effects , Protein Kinase Inhibitors/pharmacology , Proto-Oncogene Proteins p21(ras)/drug effects , Cell Line, Tumor , Guanosine Triphosphate/metabolism , Humans , Mutation/drug effects , Mutation/genetics , Phosphatidylinositol 3-Kinases/genetics , Proto-Oncogene Proteins B-raf/drug effects , Proto-Oncogene Proteins B-raf/genetics , Proto-Oncogene Proteins p21(ras)/genetics , ras Proteins/drug effects , ras Proteins/genetics
19.
NPJ Precis Oncol ; 2(1): 7, 2018.
Article in English | MEDLINE | ID: mdl-29872725

ABSTRACT

KRAS- and BRAF-mutant tumors are often dependent on MAPK signaling for proliferation and survival and thus sensitive to MAPK pathway inhibitors. However, clinical studies have shown that MEK inhibitors are not uniformly effective in these cancers indicating that mutational status of these oncogenes does not accurately capture MAPK pathway activity. A number of transcripts are regulated by this pathway and are recurrently identified in genome-based MAPK transcriptional signatures. To test whether the transcriptional output of only 10 of these targets could quantify MAPK pathway activity with potential predictive or prognostic clinical utility, we created a MAPK Pathway Activity Score (MPAS) derived from aggregated gene expression. In vitro, MPAS predicted sensitivity to MAPK inhibitors in multiple cell lines, comparable to or better than larger genome-based statistical models. Bridging in vitro studies and clinical samples, median MPAS from a given tumor type correlated with cobimetinib (MEK inhibitor) sensitivity of cancer cell lines originating from the same tissue type. Retrospective analyses of clinical datasets showed that MPAS was associated with the sensitivity of melanomas to vemurafenib (HR: 0.596) and negatively prognostic of overall or progression-free survival in both adjuvant and metastatic CRC (HR: 1.5 and 1.4), adrenal cancer (HR: 1.7), and HER2+ breast cancer (HR: 1.6). MPAS thus demonstrates potential clinical utility that warrants further exploration.

20.
Sci Signal ; 11(547)2018 09 11.
Article in English | MEDLINE | ID: mdl-30206136

ABSTRACT

The Hippo signaling pathway regulates organ size and plays critical roles in maintaining tissue growth, homeostasis, and regeneration. Dysregulated in a wide spectrum of cancers, in mammals, this pathway is regulated by two key effectors, YAP and TAZ, that may functionally overlap. We found that TAZ promoted liver inflammation and tumor development. The expression of TAZ, but not YAP, in human liver tumors positively correlated with the expression of proinflammatory cytokines. Hyperactivated TAZ induced substantial myeloid cell infiltration into the liver and the secretion of proinflammatory cytokines through a TEAD-dependent mechanism. Furthermore, tumors with hyperactivated YAP and TAZ had distinct transcriptional signatures, which included the increased expression of inflammatory cytokines in TAZ-driven tumors. Our study elucidated a previously uncharacterized link between TAZ activity and inflammatory responses that influence tumor development in the liver.


Subject(s)
DNA-Binding Proteins/genetics , Inflammation/genetics , Intracellular Signaling Peptides and Proteins/genetics , Liver Neoplasms/genetics , Liver/metabolism , Nuclear Proteins/genetics , Protein Serine-Threonine Kinases/genetics , Transcription Factors/genetics , Animals , Cell Cycle Proteins , Cytokines/genetics , Cytokines/metabolism , DNA-Binding Proteins/metabolism , Gene Expression Profiling/methods , Hippo Signaling Pathway , Humans , Inflammation/metabolism , Intracellular Signaling Peptides and Proteins/metabolism , Liver/pathology , Liver Neoplasms/metabolism , Liver Neoplasms/pathology , Mice, Inbred C57BL , Mutation , Nuclear Proteins/metabolism , Protein Serine-Threonine Kinases/metabolism , Signal Transduction/genetics , TEA Domain Transcription Factors , Trans-Activators , Transcription Factors/metabolism , Transcriptional Coactivator with PDZ-Binding Motif Proteins , Transplantation, Heterologous
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