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2.
Nat Immunol ; 20(8): 992-1003, 2019 08.
Article in English | MEDLINE | ID: mdl-31263279

ABSTRACT

Here we identify a group 2 innate lymphoid cell (ILC2) subpopulation that can convert into interleukin-17 (IL-17)-producing NKp44- ILC3-like cells. c-Kit and CCR6 define this ILC2 subpopulation that exhibits ILC3 features, including RORγt, enabling the conversion into IL-17-producing cells in response to IL-1ß and IL-23. We also report a role for transforming growth factor-ß in promoting the conversion of c-Kit- ILC2s into RORγt-expressing cells by inducing the upregulation of IL23R, CCR6 and KIT messenger RNA in these cells. This switch was dependent on RORγt and the downregulation of GATA-3. IL-4 was able to reverse this event, supporting a role for this cytokine in maintaining ILC2 identity. Notably, this plasticity has physiological relevance because a subset of RORγt+ ILC2s express the skin-homing receptor CCR10, and the frequencies of IL-17-producing ILC3s are increased at the expense of ILC2s within the lesional skin of patients with psoriasis.


Subject(s)
Interleukin-17/immunology , Lymphocytes/immunology , Psoriasis/pathology , Skin/pathology , Cells, Cultured , Humans , Interleukin-1beta/immunology , Interleukin-23 Subunit p19/immunology , Interleukin-4/immunology , Lymphocytes/cytology , Nuclear Receptor Subfamily 1, Group F, Member 3/metabolism , Proto-Oncogene Proteins c-kit/metabolism , Psoriasis/immunology , Receptors, CCR10/metabolism , Skin/immunology , Transforming Growth Factor beta/metabolism
3.
Mol Cancer ; 23(1): 115, 2024 May 30.
Article in English | MEDLINE | ID: mdl-38811992

ABSTRACT

BACKGROUND: We explored potential predictive biomarkers of immunotherapy response in patients with extensive-stage small-cell lung cancer (ES-SCLC) treated with durvalumab (D) + tremelimumab (T) + etoposide-platinum (EP), D + EP, or EP in the randomized phase 3 CASPIAN trial. METHODS: 805 treatment-naïve patients with ES-SCLC were randomized (1:1:1) to receive D + T + EP, D + EP, or EP. The primary endpoint was overall survival (OS). Patients were required to provide an archived tumor tissue block (or ≥ 15 newly cut unstained slides) at screening, if these samples existed. After assessment for programmed cell death ligand-1 expression and tissue tumor mutational burden, residual tissue was used for additional molecular profiling including by RNA sequencing and immunohistochemistry. RESULTS: In 182 patients with transcriptional molecular subtyping, OS with D ± T + EP was numerically highest in the SCLC-inflamed subtype (n = 10, median 24.0 months). Patients derived benefit from immunotherapy across subtypes; thus, additional biomarkers were investigated. OS benefit with D ± T + EP versus EP was greater with high versus low CD8A expression/CD8 cell density by immunohistochemistry, but with no additional benefit with D + T + EP versus D + EP. OS benefit with D + T + EP versus D + EP was associated with high expression of CD4 (median 25.9 vs. 11.4 months) and antigen-presenting and processing machinery (25.9 vs. 14.6 months) and MHC I and II (23.6 vs. 17.3 months) gene signatures, and with higher MHC I expression by immunohistochemistry. CONCLUSIONS: These findings demonstrate the tumor microenvironment is important in mediating better outcomes with D ± T + EP in ES-SCLC, with canonical immune markers associated with hypothesized immunotherapy mechanisms of action defining patient subsets that respond to D ± T. TRIAL REGISTRATION: ClinicalTrials.gov, NCT03043872.


Subject(s)
Biomarkers, Tumor , Immunotherapy , Lung Neoplasms , Small Cell Lung Carcinoma , Humans , Small Cell Lung Carcinoma/drug therapy , Small Cell Lung Carcinoma/genetics , Small Cell Lung Carcinoma/pathology , Small Cell Lung Carcinoma/immunology , Small Cell Lung Carcinoma/therapy , Small Cell Lung Carcinoma/metabolism , Small Cell Lung Carcinoma/mortality , Lung Neoplasms/drug therapy , Lung Neoplasms/pathology , Lung Neoplasms/mortality , Lung Neoplasms/genetics , Lung Neoplasms/immunology , Lung Neoplasms/therapy , Lung Neoplasms/metabolism , Female , Male , Immunotherapy/methods , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Middle Aged , Aged , Antibodies, Monoclonal/therapeutic use , Treatment Outcome , Neoplasm Staging , Antibodies, Monoclonal, Humanized/therapeutic use , Prognosis , Adult
4.
Nat Methods ; 15(1): 61-66, 2018 01.
Article in English | MEDLINE | ID: mdl-29200198

ABSTRACT

Methods that integrate molecular network information and tumor genome data could complement gene-based statistical tests to identify likely new cancer genes; but such approaches are challenging to validate at scale, and their predictive value remains unclear. We developed a robust statistic (NetSig) that integrates protein interaction networks with data from 4,742 tumor exomes. NetSig can accurately classify known driver genes in 60% of tested tumor types and predicts 62 new driver candidates. Using a quantitative experimental framework to determine in vivo tumorigenic potential in mice, we found that NetSig candidates induce tumors at rates that are comparable to those of known oncogenes and are ten-fold higher than those of random genes. By reanalyzing nine tumor-inducing NetSig candidates in 242 patients with oncogene-negative lung adenocarcinomas, we find that two (AKT2 and TFDP2) are significantly amplified. Our study presents a scalable integrated computational and experimental workflow to expand discovery from cancer genomes.


Subject(s)
Carcinogenesis/genetics , Computational Biology/methods , Gene Expression Regulation, Neoplastic , Gene Regulatory Networks , Neoplasm Proteins/genetics , Neoplasms/genetics , Humans , Mutation
5.
Nature ; 455(7212): 547-51, 2008 Sep 25.
Article in English | MEDLINE | ID: mdl-18794900

ABSTRACT

Aberrant activation of the canonical WNT/beta-catenin pathway occurs in almost all colorectal cancers and contributes to their growth, invasion and survival. Although dysregulated beta-catenin activity drives colon tumorigenesis, further genetic perturbations are required to elaborate full malignant transformation. To identify genes that both modulate beta-catenin activity and are essential for colon cancer cell proliferation, we conducted two loss-of-function screens in human colon cancer cells and compared genes identified in these screens with an analysis of copy number alterations in colon cancer specimens. One of these genes, CDK8, which encodes a member of the mediator complex, is located at 13q12.13, a region of recurrent copy number gain in a substantial fraction of colon cancers. Here we show that the suppression of CDK8 expression inhibits proliferation in colon cancer cells characterized by high levels of CDK8 and beta-catenin hyperactivity. CDK8 kinase activity was necessary for beta-catenin-driven transformation and for expression of several beta-catenin transcriptional targets. Together these observations suggest that therapeutic interventions targeting CDK8 may confer a clinical benefit in beta-catenin-driven malignancies.


Subject(s)
Colorectal Neoplasms/genetics , Colorectal Neoplasms/metabolism , Cyclin-Dependent Kinases/genetics , Cyclin-Dependent Kinases/metabolism , Gene Expression Regulation, Neoplastic , Oncogenes , beta Catenin/metabolism , Cell Line, Tumor , Cell Proliferation , Cell Transformation, Neoplastic , Colorectal Neoplasms/pathology , Cyclin-Dependent Kinase 8 , Cyclin-Dependent Kinases/deficiency , Gene Dosage , Humans , Oncogene Proteins/deficiency , Oncogene Proteins/genetics , Oncogene Proteins/metabolism , RNA Interference , Transcription, Genetic
6.
Clin Cancer Res ; 30(4): 824-835, 2024 02 16.
Article in English | MEDLINE | ID: mdl-37801329

ABSTRACT

PURPOSE: In the CASPIAN trial, first-line durvalumab plus platinum-etoposide (EP) significantly improved overall survival (OS) versus EP alone in extensive-stage small cell lung cancer (ES-SCLC). We report exploratory analyses of CASPIAN outcomes by programmed cell death ligand-1 (PD-L1) expression and tissue tumor mutational burden (tTMB). EXPERIMENTAL DESIGN: Patients were randomized (1:1:1) to durvalumab (1,500 mg) plus EP, durvalumab plus tremelimumab (75 mg) plus EP, or EP alone. Treatment effects in PD-L1 and tTMB subgroups were estimated using an unstratified Cox proportional hazards model. RESULTS: The PD-L1 and tTMB biomarker-evaluable populations (BEP) comprised 54.4% (438/805) and 35.2% (283/805) of the intention-to-treat population, respectively. PD-L1 prevalence was low: 5.7%, 25.8%, and 28.3% had PD-L1 expression on ≥1% tumor cells (TC), ≥1% immune cells (IC), and ≥1% TCs or ICs, respectively. OS benefit with durvalumab plus EP versus EP was similar across PD-L1 subgroups, with HRs all falling within the 95% confidence interval (CI) for the PD-L1 BEP (0.47‒0.79). OS benefit with durvalumab plus tremelimumab plus EP versus EP was greater in PD-L1 ≥1% versus <1% subgroups, although CIs overlapped. There was no evidence of an interaction between tTMB and treatment effect on OS (durvalumab plus EP vs. EP, P = 0.916; durvalumab plus tremelimumab plus EP vs. EP, P = 0.672). CONCLUSIONS: OS benefit with first-line durvalumab plus EP in patients with ES-SCLC was observed regardless of PD-L1 or tTMB status. PD-L1 expression may prove to be a useful biomarker for combined treatment with PD-(L)1 and CTLA-4 inhibition, although this requires confirmation with an independent dataset. See related commentary by Rolfo and Russo, p. 652.


Subject(s)
Antibodies, Monoclonal, Humanized , Antibodies, Monoclonal , Lung Neoplasms , Small Cell Lung Carcinoma , Humans , Small Cell Lung Carcinoma/drug therapy , Small Cell Lung Carcinoma/genetics , B7-H1 Antigen/genetics , Etoposide , Platinum , Lung Neoplasms/drug therapy , Lung Neoplasms/genetics , Antineoplastic Combined Chemotherapy Protocols/therapeutic use
7.
PLoS Genet ; 6(11): e1001204, 2010 Nov 11.
Article in English | MEDLINE | ID: mdl-21085629

ABSTRACT

Genome-wide association studies (GWAS) have established a variant, rs10993994, on chromosome 10q11 as being associated with prostate cancer risk. Since the variant is located outside of a protein-coding region, the target genes driving tumorigenesis are not readily apparent. Two genes nearest to this variant, MSMB and NCOA4, are strong candidates for mediating the effects of rs109939934. In a cohort of 180 individuals, we demonstrate that the rs10993994 risk allele is associated with decreased expression of two MSMB isoforms in histologically normal and malignant prostate tissue. In addition, the risk allele is associated with increased expression of five NCOA4 isoforms in histologically normal prostate tissue only. No consistent association with either gene is observed in breast or colon tissue. In conjunction with these findings, suppression of MSMB expression or NCOA4 overexpression promotes anchorage-independent growth of prostate epithelial cells, but not growth of breast epithelial cells. These data suggest that germline variation at chromosome 10q11 contributes to prostate cancer risk by influencing expression of at least two genes. More broadly, the findings demonstrate that disease risk alleles may influence multiple genes, and associations between genotype and expression may only be observed in the context of specific tissue and disease states.


Subject(s)
Chromosomes, Human, Pair 10/genetics , Genetic Loci/genetics , Genetic Predisposition to Disease , Nuclear Receptor Coactivators/genetics , Precancerous Conditions/genetics , Prostatic Neoplasms/genetics , Prostatic Secretory Proteins/genetics , Cell Adhesion , Cell Proliferation , Epithelial Cells/metabolism , Epithelial Cells/pathology , Humans , Male , Prostate/pathology , Prostatic Neoplasms/pathology , Risk Factors
8.
Clin Case Rep ; 10(3): e05584, 2022 Mar.
Article in English | MEDLINE | ID: mdl-35340640

ABSTRACT

Cautious treatment of hyponatremia in diabetic ketoacidosis is necessary in order to avoid the development of osmotic demyelination syndrome which is a demyelinating disorder. Individualized supportive therapy would be fruitful for the management of such cases but there is a need for larger studies to guide the management.

9.
J Immunother Cancer ; 10(3)2022 03.
Article in English | MEDLINE | ID: mdl-35264433

ABSTRACT

BACKGROUND: Oncogenes act in a cell-intrinsic way to promote tumorigenesis. Whether oncogenes also have a cell-extrinsic effect on suppressing the immune response to cancer is less well understood. METHODS: We use an in vivo expression screen of known cancer-associated somatic mutations in mouse syngeneic tumor models treated with checkpoint blockade to identify oncogenes that promote immune evasion. We then validated candidates from this screen in vivo and analyzed the tumor immune microenvironment of tumors expressing mutant protein to identify mechanisms of immune evasion. RESULTS: We found that expression of a catalytically active mutation in phospho-inositol 3 kinase (PI3K), PIK3CA c.3140A>G (H1047R) confers a selective growth advantage to tumors treated with immunotherapy that is reversed by pharmacological PI3K inhibition. PIK3CA H1047R-expression in tumors decreased the number of CD8+ T cells but increased the number of inhibitory myeloid cells following immunotherapy. Inhibition of myeloid infiltration by pharmacological or genetic modulation of Ccl2 in PIK3CA H1047R tumors restored sensitivity to programmed cell death protein 1 (PD-1) checkpoint blockade. CONCLUSIONS: PI3K activation enables tumor immune evasion by promoting an inhibitory myeloid microenvironment. Activating mutations in PI3K may be useful as a biomarker of poor response to immunotherapy. Our data suggest that some oncogenes promote tumorigenesis by enabling tumor cells to avoid clearance by the immune system. Identification of those mechanisms can advance rational combination strategies to increase the efficacy of immunotherapy.


Subject(s)
Neoplasms , Tumor Microenvironment , Animals , CD8-Positive T-Lymphocytes/metabolism , Carcinogenesis , Class I Phosphatidylinositol 3-Kinases/genetics , Disease Models, Animal , Humans , Immune Evasion , Inositol , Mice , Neoplasms/metabolism , Phosphatidylinositol 3-Kinases/metabolism
10.
Mol Metab ; 43: 101118, 2021 01.
Article in English | MEDLINE | ID: mdl-33221554

ABSTRACT

OBJECTIVES: Combinatorial therapies are under intense investigation to develop more efficient anti-obesity drugs; however, little is known about how they act in the brain to produce enhanced anorexia and weight loss. The goal of this study was to identify the brain sites and neuronal populations engaged during the co-administration of GLP-1R and CCK1R agonists, an efficient combination therapy in obese rodents. METHODS: We measured acute and long-term feeding and body weight responses and neuronal activation patterns throughout the neuraxis and in specific neuronal subsets in response to GLP-1R and CCK1R agonists administered alone or in combination in lean and high-fat diet fed mice. We used PhosphoTRAP to obtain unbiased molecular markers for neuronal populations selectively activated by the combination of the two agonists. RESULTS: The initial anorectic response to GLP-1R and CCK1R co-agonism was mediated by a reduction in meal size, but over a few hours, a reduction in meal number accounted for the sustained feeding suppressive effects. The nucleus of the solitary tract (NTS) is one of the few brain sites where GLP-1R and CCK1R signalling interact to produce enhanced neuronal activation. None of the previously categorised NTS neuronal subpopulations relevant to feeding behaviour were implicated in this increased activation. However, we identified NTS/AP Calcrl+ neurons as treatment targets. CONCLUSIONS: Collectively, these studies indicated that circuit-level integration of GLP-1R and CCK1R co-agonism in discrete brain nuclei including the NTS produces enhanced rapid and sustained appetite suppression and weight loss.


Subject(s)
Glucagon-Like Peptide-1 Receptor/metabolism , Obesity/drug therapy , Receptors, Cholecystokinin/metabolism , Animals , Anti-Obesity Agents/pharmacology , Appetite Regulation , Brain/metabolism , Diet, High-Fat , Eating/drug effects , Feeding Behavior/drug effects , Glucagon-Like Peptide 1/pharmacology , Glucagon-Like Peptide-1 Receptor/drug effects , Male , Mice , Mice, Inbred C57BL , Neurons/metabolism , Obesity/metabolism , Solitary Nucleus/metabolism , Weight Loss/drug effects
11.
Cancer Discov ; 11(11): 2828-2845, 2021 11.
Article in English | MEDLINE | ID: mdl-34230008

ABSTRACT

Mutations in the STK11 (LKB1) gene regulate resistance to PD-1/PD-L1 blockade. This study evaluated this association in patients with nonsquamous non-small cell lung cancer (NSCLC) enrolled in three phase I/II trials. STK11 mutations were associated with resistance to the anti-PD-L1 antibody durvalumab (alone/with the anti-CTLA4 antibody tremelimumab) independently of KRAS mutational status, highlighting STK11 as a potential driver of resistance to checkpoint blockade. Retrospective assessments of tumor tissue, whole blood, and serum revealed a unique immune phenotype in patients with STK11 mutations, with increased expression of markers associated with neutrophils (i.e., CXCL2, IL6), Th17 contexture (i.e., IL17A), and immune checkpoints. Associated changes were observed in the periphery. Reduction of STAT3 in the tumor microenvironment using an antisense oligonucleotide reversed immunotherapy resistance in preclinical STK11 knockout models. These results suggest that STK11 mutations may hinder response to checkpoint blockade through mechanisms including suppressive myeloid cell biology, which could be reversed by STAT3-targeted therapy. SIGNIFICANCE: Patients with nonsquamous STK11-mutant (STK11mut) NSCLC are less likely than STK11 wild-type (STK11wt) patients to respond to anti-PD-L1 ± anti-CTLA4 immunotherapies, and their tumors show increased expression of genes and cytokines that activate STAT3 signaling. Preclinically, STAT3 modulation reverses this resistance, suggesting STAT3-targeted agents as potential combination partners for immunotherapies in STK11mut NSCLC.This article is highlighted in the In This Issue feature, p. 2659.


Subject(s)
Carcinoma, Non-Small-Cell Lung , Lung Neoplasms , AMP-Activated Protein Kinase Kinases , Antibodies, Monoclonal , Antibodies, Monoclonal, Humanized , B7-H1 Antigen/metabolism , Carcinoma, Non-Small-Cell Lung/drug therapy , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/pathology , Humans , Lung Neoplasms/drug therapy , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Mutation , Protein Serine-Threonine Kinases/genetics , Retrospective Studies , STAT3 Transcription Factor/genetics , STAT3 Transcription Factor/metabolism , Tumor Microenvironment
12.
Nat Commun ; 11(1): 4786, 2020 09 22.
Article in English | MEDLINE | ID: mdl-32963227

ABSTRACT

Evidence points to an indispensable function of macrophages in tissue regeneration, yet the underlying molecular mechanisms remain elusive. Here we demonstrate a protective function for the IL-33-ST2 axis in bronchial epithelial repair, and implicate ST2 in myeloid cell differentiation. ST2 deficiency in mice leads to reduced lung myeloid cell infiltration, abnormal alternatively activated macrophage (AAM) function, and impaired epithelial repair post naphthalene-induced injury. Reconstitution of wild type (WT) AAMs to ST2-deficient mice completely restores bronchial re-epithelialization. Central to this mechanism is the direct effect of IL-33-ST2 signaling on monocyte/macrophage differentiation, self-renewal and repairing ability, as evidenced by the downregulation of key pathways regulating myeloid cell cycle, maturation and regenerative function of the epithelial niche in ST2-/- mice. Thus, the IL-33-ST2 axis controls epithelial niche regeneration by activating a large multi-cellular circuit, including monocyte differentiation into competent repairing AAMs, as well as group-2 innate lymphoid cell (ILC2)-mediated AAM activation.


Subject(s)
Bronchioles/metabolism , Cell Differentiation/drug effects , Epithelial Cells/metabolism , Interleukin-1 Receptor-Like 1 Protein/metabolism , Interleukin-33/metabolism , Interleukin-33/pharmacology , Animals , Bronchioles/injuries , Bronchioles/pathology , Cytokines/metabolism , Disease Models, Animal , Epithelial Cells/pathology , Female , Interleukin-1 Receptor-Like 1 Protein/genetics , Lung/pathology , Lymphocyte Activation , Lymphocytes/metabolism , Macrophages/metabolism , Mice , Mice, Inbred C57BL , Mice, Knockout , Signal Transduction
13.
Sci Rep ; 9(1): 8445, 2019 06 11.
Article in English | MEDLINE | ID: mdl-31186477

ABSTRACT

Deeper understanding of T cell biology is crucial for the development of new therapeutics. Human naïve T cells have low RNA content and their numbers can be limiting; therefore we set out to determine the parameters for robust ultra-low input RNA sequencing. We performed transcriptome profiling at different cell inputs and compared three protocols: Switching Mechanism at 5' End of RNA Template technology (SMART) with two different library preparation methods (Nextera and Clontech), and AmpliSeq technology. As the cell input decreased the number of detected coding genes decreased with SMART, while stayed constant with AmpliSeq. However, SMART enables detection of non-coding genes, which is not feasible for AmpliSeq. The detection is dependent on gene abundance, but not transcript length. The consistency between technical replicates and cell inputs was comparable across methods above 1 K but highly variable at 100 cell input. Sensitivity of detection for differentially expressed genes decreased dramatically with decreased cell inputs in all protocols, support that additional approaches, such as pathway enrichment, are important for data interpretation at ultra-low input. Finally, T cell activation signature was detected at 1 K cell input and above in all protocols, with AmpliSeq showing better detection at 100 cells.


Subject(s)
RNA, Messenger/genetics , Sequence Analysis, RNA/methods , T-Lymphocytes/metabolism , Transcriptome/genetics , Gene Expression Profiling , High-Throughput Nucleotide Sequencing , Humans , Exome Sequencing
14.
Elife ; 62017 03 18.
Article in English | MEDLINE | ID: mdl-28315521

ABSTRACT

We hypothesized that human genes and disease-associated alleles might be systematically functionally annotated using morphological profiling of cDNA constructs, via a microscopy-based Cell Painting assay. Indeed, 50% of the 220 tested genes yielded detectable morphological profiles, which grouped into biologically meaningful gene clusters consistent with known functional annotation (e.g., the RAS-RAF-MEK-ERK cascade). We used novel subpopulation-based visualization methods to interpret the morphological changes for specific clusters. This unbiased morphologic map of gene function revealed TRAF2/c-REL negative regulation of YAP1/WWTR1-responsive pathways. We confirmed this discovery of functional connectivity between the NF-κB pathway and Hippo pathway effectors at the transcriptional level, thereby expanding knowledge of these two signaling pathways that critically regulate tumor initiation and progression. We make the images and raw data publicly available, providing an initial morphological map of major biological pathways for future study.


Subject(s)
Alleles , Cell Transformation, Neoplastic/genetics , Gene Expression Regulation , Multigene Family , Osteoblasts/metabolism , Staining and Labeling/methods , Adaptor Proteins, Signal Transducing/genetics , Adaptor Proteins, Signal Transducing/metabolism , Cell Line, Tumor , Cell Nucleus/metabolism , Cell Nucleus/ultrastructure , Cell Transformation, Neoplastic/metabolism , Cell Transformation, Neoplastic/pathology , Endoplasmic Reticulum/metabolism , Endoplasmic Reticulum/ultrastructure , Fluorescent Dyes/chemistry , Gene Expression Profiling , Golgi Apparatus/metabolism , Golgi Apparatus/ultrastructure , HEK293 Cells , Hippo Signaling Pathway , Humans , Image Processing, Computer-Assisted , Intracellular Signaling Peptides and Proteins/genetics , Intracellular Signaling Peptides and Proteins/metabolism , Mitochondria/metabolism , Mitochondria/ultrastructure , NF-kappa B/genetics , NF-kappa B/metabolism , Optical Imaging , Osteoblasts/pathology , Phosphoproteins/genetics , Phosphoproteins/metabolism , Protein Serine-Threonine Kinases/genetics , Protein Serine-Threonine Kinases/metabolism , Proto-Oncogene Proteins c-rel/genetics , Proto-Oncogene Proteins c-rel/metabolism , Signal Transduction , TNF Receptor-Associated Factor 2/genetics , TNF Receptor-Associated Factor 2/metabolism , Trans-Activators , Transcription Factors , Transcriptional Coactivator with PDZ-Binding Motif Proteins , YAP-Signaling Proteins
15.
Cell Syst ; 3(3): 302-316.e4, 2016 09 28.
Article in English | MEDLINE | ID: mdl-27684187

ABSTRACT

Genome-scale expression studies and comprehensive loss-of-function genetic screens have focused almost exclusively on the highest confidence candidate genes. Here, we describe a strategy for characterizing the lower confidence candidates identified by such approaches. We interrogated 177 genes that we classified as essential for the proliferation of cancer cells exhibiting constitutive ß-catenin activity and integrated data for each of the candidates, derived from orthogonal short hairpin RNA (shRNA) knockdown and clustered regularly interspaced short palindromic repeats (CRISPR)-Cas9-mediated gene editing knockout screens, to yield 69 validated genes. We then characterized the relationships between sets of these genes using complementary assays: medium-throughput stable isotope labeling by amino acids in cell culture (SILAC)-based mass spectrometry, yielding 3,639 protein-protein interactions, and a CRISPR-mediated pairwise double knockout screen, yielding 375 combinations exhibiting greater- or lesser-than-additive phenotypic effects indicating genetic interactions. These studies identify previously unreported regulators of ß-catenin, define functional networks required for the survival of ß-catenin-active cancers, and provide an experimental strategy that may be applied to define other signaling networks.


Subject(s)
Proteomics , CRISPR-Cas Systems , Clustered Regularly Interspaced Short Palindromic Repeats , Gene Editing , Genetic Therapy , Humans , Neoplasms , RNA, Guide, Kinetoplastida , RNA, Small Interfering , beta Catenin
16.
Cancer Discov ; 6(7): 714-26, 2016 07.
Article in English | MEDLINE | ID: mdl-27147599

ABSTRACT

UNLABELLED: Cancer genome characterization efforts now provide an initial view of the somatic alterations in primary tumors. However, most point mutations occur at low frequency, and the function of these alleles remains undefined. We have developed a scalable systematic approach to interrogate the function of cancer-associated gene variants. We subjected 474 mutant alleles curated from 5,338 tumors to pooled in vivo tumor formation assays and gene expression profiling. We identified 12 transforming alleles, including two in genes (PIK3CB, POT1) that have not been shown to be tumorigenic. One rare KRAS allele, D33E, displayed tumorigenicity and constitutive activation of known RAS effector pathways. By comparing gene expression changes induced upon expression of wild-type and mutant alleles, we inferred the activity of specific alleles. Because alleles found to be mutated only once in 5,338 tumors rendered cells tumorigenic, these observations underscore the value of integrating genomic information with functional studies. SIGNIFICANCE: Experimentally inferring the functional status of cancer-associated mutations facilitates the interpretation of genomic information in cancer. Pooled in vivo screen and gene expression profiling identified functional variants and demonstrated that expression of rare variants induced tumorigenesis. Variant phenotyping through functional studies will facilitate defining key somatic events in cancer. Cancer Discov; 6(7); 714-26. ©2016 AACR.See related commentary by Cho and Collisson, p. 694This article is highlighted in the In This Issue feature, p. 681.


Subject(s)
Alleles , Cell Transformation, Neoplastic/genetics , Genetic Variation , Neoplasms/genetics , Oncogenes , Animals , Cell Line, Tumor , Disease Models, Animal , Gene Expression Profiling/methods , Genetic Association Studies , Genetic Predisposition to Disease , Heterografts , High-Throughput Screening Assays , Humans , Male , Mice , Neoplasms/diagnosis , Reproducibility of Results
17.
Cancer Cell ; 30(2): 214-228, 2016 08 08.
Article in English | MEDLINE | ID: mdl-27478040

ABSTRACT

Recent genome sequencing efforts have identified millions of somatic mutations in cancer. However, the functional impact of most variants is poorly understood. Here we characterize 194 somatic mutations identified in primary lung adenocarcinomas. We present an expression-based variant-impact phenotyping (eVIP) method that uses gene expression changes to distinguish impactful from neutral somatic mutations. eVIP identified 69% of mutations analyzed as impactful and 31% as functionally neutral. A subset of the impactful mutations induces xenograft tumor formation in mice and/or confers resistance to cellular EGFR inhibition. Among these impactful variants are rare somatic, clinically actionable variants including EGFR S645C, ARAF S214C and S214F, ERBB2 S418T, and multiple BRAF variants, demonstrating that rare mutations can be functionally important in cancer.


Subject(s)
Adenocarcinoma/genetics , High-Throughput Nucleotide Sequencing/methods , Lung Neoplasms/genetics , Mutation , Adenocarcinoma of Lung , Animals , Cell Line, Tumor , Gene Expression Profiling , Heterografts , Humans , Mice , Oncogenes , Phenotype
18.
Nat Biotechnol ; 34(5): 539-46, 2016 05.
Article in English | MEDLINE | ID: mdl-27088724

ABSTRACT

Systematic efforts to sequence the cancer genome have identified large numbers of mutations and copy number alterations in human cancers. However, elucidating the functional consequences of these variants, and their interactions to drive or maintain oncogenic states, remains a challenge in cancer research. We developed REVEALER, a computational method that identifies combinations of mutually exclusive genomic alterations correlated with functional phenotypes, such as the activation or gene dependency of oncogenic pathways or sensitivity to a drug treatment. We used REVEALER to uncover complementary genomic alterations associated with the transcriptional activation of ß-catenin and NRF2, MEK-inhibitor sensitivity, and KRAS dependency. REVEALER successfully identified both known and new associations, demonstrating the power of combining functional profiles with extensive characterization of genomic alterations in cancer genomes.


Subject(s)
Biomarkers, Tumor/genetics , Chromosome Mapping/methods , Genome-Wide Association Study/methods , Neoplasm Proteins/genetics , Neoplasms/genetics , Polymorphism, Single Nucleotide/genetics , Drug Resistance, Neoplasm/genetics , Genes, Neoplasm/genetics , Genetic Predisposition to Disease/genetics , Genome, Human/genetics , Humans , Mutation/genetics , Neoplasms/diagnosis , Signal Transduction/genetics
19.
Cancer Discov ; 3(9): 1044-57, 2013 Sep.
Article in English | MEDLINE | ID: mdl-23764425

ABSTRACT

UNLABELLED: 3q26 is frequently amplified in several cancer types with a common amplified region containing 20 genes. To identify cancer driver genes in this region, we interrogated the function of each of these genes by loss- and gain-of-function genetic screens. Specifically, we found that TLOC1 (SEC62) was selectively required for the proliferation of cell lines with 3q26 amplification. Increased TLOC1 expression induced anchorage-independent growth, and a second 3q26 gene, SKIL (SNON), facilitated cell invasion in immortalized human mammary epithelial cells. Expression of both TLOC1 and SKIL induced subcutaneous tumor growth. Proteomic studies showed that TLOC1 binds to DDX3X, which is essential for TLOC1-induced transformation and affected protein translation. SKIL induced invasion through upregulation of SLUG (SNAI2) expression. Together, these studies identify TLOC1 and SKIL as driver genes at 3q26 and more broadly suggest that cooperating genes may be coamplified in other regions with somatic copy number gain. SIGNIFICANCE: These studies identify TLOC1 and SKIL as driver genes in 3q26. These observations provide evidence that regions of somatic copy number gain may harbor cooperating genes of different but complementary functions.


Subject(s)
Chromosomes, Human, Pair 3/genetics , Intracellular Signaling Peptides and Proteins/genetics , Membrane Transport Proteins/genetics , Neoplasm Invasiveness/genetics , Neoplasms/genetics , Proto-Oncogene Proteins/genetics , Breast Neoplasms/genetics , Carcinoma, Non-Small-Cell Lung/genetics , Cell Line, Tumor , Cell Proliferation , DEAD-box RNA Helicases/metabolism , DNA Copy Number Variations/genetics , Epithelial-Mesenchymal Transition/genetics , Female , Gene Amplification/genetics , Gene Expression Regulation, Neoplastic , Humans , Intracellular Signaling Peptides and Proteins/metabolism , Lung Neoplasms/genetics , Mammary Glands, Human/cytology , Membrane Transport Proteins/metabolism , Ovarian Neoplasms/genetics , Protein Binding , Proto-Oncogene Proteins/metabolism , RNA Interference , RNA, Small Interfering , Snail Family Transcription Factors , Transcription Factors/biosynthesis
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