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1.
Commun Biol ; 7(1): 497, 2024 Apr 24.
Article in English | MEDLINE | ID: mdl-38658677

ABSTRACT

Most lung cancer patients with metastatic cancer eventually relapse with drug-resistant disease following treatment and EGFR mutant lung cancer is no exception. Genome-wide CRISPR screens, to either knock out or overexpress all protein-coding genes in cancer cell lines, revealed the landscape of pathways that cause resistance to the EGFR inhibitors osimertinib or gefitinib in EGFR mutant lung cancer. Among the most recurrent resistance genes were those that regulate the Hippo pathway. Following osimertinib treatment a subpopulation of cancer cells are able to survive and over time develop stable resistance. These 'persister' cells can exploit non-genetic (transcriptional) programs that enable cancer cells to survive drug treatment. Using genetic and pharmacologic tools we identified Hippo signalling as an important non-genetic mechanism of cell survival following osimertinib treatment. Further, we show that combinatorial targeting of the Hippo pathway and EGFR is highly effective in EGFR mutant lung cancer cells and patient-derived organoids, suggesting a new therapeutic strategy for EGFR mutant lung cancer patients.


Subject(s)
Acrylamides , Drug Resistance, Neoplasm , ErbB Receptors , Indoles , Lung Neoplasms , Mutation , Pyrimidines , Transcription Factors , Humans , Lung Neoplasms/genetics , Lung Neoplasms/drug therapy , Lung Neoplasms/metabolism , Lung Neoplasms/pathology , ErbB Receptors/genetics , ErbB Receptors/metabolism , Drug Resistance, Neoplasm/genetics , Transcription Factors/genetics , Transcription Factors/metabolism , Cell Line, Tumor , Acrylamides/pharmacology , Acrylamides/therapeutic use , YAP-Signaling Proteins/metabolism , YAP-Signaling Proteins/genetics , Aniline Compounds/pharmacology , Aniline Compounds/therapeutic use , Gefitinib/pharmacology , Hippo Signaling Pathway , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Adaptor Proteins, Signal Transducing/genetics , Adaptor Proteins, Signal Transducing/metabolism , Signal Transduction , TEA Domain Transcription Factors , Protein Kinase Inhibitors/pharmacology , Antineoplastic Agents/pharmacology , Clustered Regularly Interspaced Short Palindromic Repeats , CRISPR-Cas Systems
2.
Cancer Discov ; 14(5): 846-865, 2024 May 01.
Article in English | MEDLINE | ID: mdl-38456804

ABSTRACT

Oncology drug combinations can improve therapeutic responses and increase treatment options for patients. The number of possible combinations is vast and responses can be context-specific. Systematic screens can identify clinically relevant, actionable combinations in defined patient subtypes. We present data for 109 anticancer drug combinations from AstraZeneca's oncology small molecule portfolio screened in 755 pan-cancer cell lines. Combinations were screened in a 7 × 7 concentration matrix, with more than 4 million measurements of sensitivity, producing an exceptionally data-rich resource. We implement a new approach using combination Emax (viability effect) and highest single agent (HSA) to assess combination benefit. We designed a clinical translatability workflow to identify combinations with clearly defined patient populations, rationale for tolerability based on tumor type and combination-specific "emergent" biomarkers, and exposures relevant to clinical doses. We describe three actionable combinations in defined cancer types, confirmed in vitro and in vivo, with a focus on hematologic cancers and apoptotic targets. SIGNIFICANCE: We present the largest cancer drug combination screen published to date with 7 × 7 concentration response matrices for 109 combinations in more than 750 cell lines, complemented by multi-omics predictors of response and identification of "emergent" combination biomarkers. We prioritize hits to optimize clinical translatability, and experimentally validate novel combination hypotheses. This article is featured in Selected Articles from This Issue, p. 695.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols , Neoplasms , Humans , Cell Line, Tumor , Neoplasms/drug therapy , Neoplasms/pathology , Antineoplastic Combined Chemotherapy Protocols/pharmacology , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Drug Screening Assays, Antitumor/methods , Antineoplastic Agents/pharmacology , Antineoplastic Agents/therapeutic use
3.
J Pathol ; 259(1): 56-68, 2023 01.
Article in English | MEDLINE | ID: mdl-36219477

ABSTRACT

Melanoma is a heterogenous malignancy with an unpredictable clinical course. Most patients who present in the clinic are diagnosed with primary melanoma, yet large-scale sequencing efforts have focused primarily on metastatic disease. In this study we sequence-profiled 524 American Joint Committee on Cancer Stage I-III primary tumours. Our analysis of these data reveals recurrent driver mutations, mutually exclusive genetic interactions, where two genes were never or rarely co-mutated, and an absence of co-occurring genetic events. Further, we intersected copy number calls from our primary melanoma data with whole-genome CRISPR screening data to identify the transcription factor interferon regulatory factor 4 (IRF4) as a melanoma-associated dependency. © 2022 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.


Subject(s)
Melanoma , Humans , Mutation , Melanoma/genetics , Genome , Genomics , United Kingdom
4.
Nat Commun ; 13(1): 1667, 2022 03 29.
Article in English | MEDLINE | ID: mdl-35351890

ABSTRACT

Resistance to EGFR inhibitors (EGFRi) presents a major obstacle in treating non-small cell lung cancer (NSCLC). One of the most exciting new ways to find potential resistance markers involves running functional genetic screens, such as CRISPR, followed by manual triage of significantly enriched genes. This triage process to identify 'high value' hits resulting from the CRISPR screen involves manual curation that requires specialized knowledge and can take even experts several months to comprehensively complete. To find key drivers of resistance faster we build a recommendation system on top of a heterogeneous biomedical knowledge graph integrating pre-clinical, clinical, and literature evidence. The recommender system ranks genes based on trade-offs between diverse types of evidence linking them to potential mechanisms of EGFRi resistance. This unbiased approach identifies 57 resistance markers from >3,000 genes, reducing hit identification time from months to minutes. In addition to reproducing known resistance markers, our method identifies previously unexplored resistance mechanisms that we prospectively validate.


Subject(s)
Carcinoma, Non-Small-Cell Lung , Lung Neoplasms , Carcinoma, Non-Small-Cell Lung/drug therapy , Carcinoma, Non-Small-Cell Lung/genetics , Drug Resistance, Neoplasm/genetics , ErbB Receptors/genetics , ErbB Receptors/metabolism , Humans , Lung Neoplasms/drug therapy , Lung Neoplasms/genetics , Lung Neoplasms/metabolism , Mutation , Pattern Recognition, Automated , Protein Kinase Inhibitors/pharmacology
5.
Mol Cancer Ther ; 21(4): 594-606, 2022 04 01.
Article in English | MEDLINE | ID: mdl-35086954

ABSTRACT

Multivalent second-generation TRAIL-R2 agonists are currently in late preclinical development and early clinical trials. Herein, we use a representative second-generation agent, MEDI3039, to address two major clinical challenges facing these agents: lack of predictive biomarkers to enable patient selection and emergence of resistance. Genome-wide CRISPR knockout screens were notable for the lack of resistance mechanisms beyond the canonical TRAIL-R2 pathway (caspase-8, FADD, BID) as well as p53 and BAX in TP53 wild-type models, whereas a CRISPR activatory screen identified cell death inhibitors MCL-1 and BCL-XL as mechanisms to suppress MEDI3039-induced cell death. High-throughput drug screening failed to identify genomic alterations associated with response to MEDI3039; however, transcriptomics analysis revealed striking association between MEDI3039 sensitivity and expression of core components of the extrinsic apoptotic pathway, most notably its main apoptotic effector caspase-8 in solid tumor cell lines. Further analyses of colorectal cell lines and patient-derived xenografts identified caspase-8 expression ratio to its endogenous regulator FLIP(L) as predictive of sensitivity to MEDI3039 in several major solid tumor types and a further subset indicated by caspase-8:MCL-1 ratio. Subsequent MEDI3039 combination screening of TRAIL-R2, caspase-8, FADD, and BID knockout models with 60 compounds with varying mechanisms of action identified two inhibitor of apoptosis proteins (IAP) that exhibited strong synergy with MEDI3039 that could reverse resistance only in BID-deleted models. In summary, we identify the ratios of caspase-8:FLIP(L) and caspase-8:MCL-1 as potential predictive biomarkers for second-generation TRAIL-R2 agonists and loss of key effectors such as FADD and caspase-8 as likely drivers of clinical resistance in solid tumors.


Subject(s)
Proto-Oncogene Proteins c-bcl-2 , TNF-Related Apoptosis-Inducing Ligand , Apoptosis , CASP8 and FADD-Like Apoptosis Regulating Protein/genetics , CASP8 and FADD-Like Apoptosis Regulating Protein/metabolism , Caspase 8/genetics , Cell Line, Tumor , Genomics , Humans , Proto-Oncogene Proteins c-bcl-2/metabolism , TNF-Related Apoptosis-Inducing Ligand/metabolism , TNF-Related Apoptosis-Inducing Ligand/pharmacology
6.
Cancer Res Commun ; 2(10): 1312-1325, 2022 10.
Article in English | MEDLINE | ID: mdl-36969743

ABSTRACT

Osimertinib is an EGFR tyrosine kinase inhibitor (TKI) with proven clinical efficacy; however, acquired resistance presents an obstacle to curing EGFR-driven disease. Recent studies have shown that drug-tolerant persister cells (DTP) have a distinct transcriptional profile that may confer specific vulnerabilities. By definition these cells avoid apoptosis, yet little is known about how their survival is regulated. We found that paradoxically, the proapoptotic gene BIM was upregulated in osimertinib DTPs, and cotreatment with BH3 mimetics could trigger DTP cell death. Furthermore, cIAP proteins, antiapoptotic members of the extrinsic pathway, were significantly elevated in DTPs. cIAP antagonists could block DTP formation as an up-front combination, and could eliminate preformed DTPs. Critically, when treated at the time of maximal osimertinib response, cIAP or MCL1 inhibitor treatment could significantly attenuate the regrowth of EGFRm cell line mouse xenografts. Finally, we show that apoptosis can be maximized in cell lines with acquired osimertinib resistance by combining BH3 or SMAC mimetics with agents that target the resistance driver in these models. Taken together, these data suggest novel therapeutic strategies at the point of minimal residual disease or full osimertinib resistance for patients in this critical area of unmet need. Significance: These studies uncover strategies to use targeted agents that activate apoptosis in non-small cell lung cancer cells that survive initial EGFR TKI treatment.


Subject(s)
Antineoplastic Agents , Carcinoma, Non-Small-Cell Lung , Lung Neoplasms , Humans , Mice , Animals , Carcinoma, Non-Small-Cell Lung/drug therapy , Lung Neoplasms/drug therapy , ErbB Receptors/genetics , Drug Resistance, Neoplasm/genetics , Protein Kinase Inhibitors/pharmacology , Cell Line, Tumor , Antineoplastic Agents/pharmacology , Pharmaceutical Preparations
7.
Commun Biol ; 4(1): 615, 2021 05 21.
Article in English | MEDLINE | ID: mdl-34021238

ABSTRACT

Mitochondria are typically essential for the viability of eukaryotic cells, and utilize oxygen and nutrients (e.g. glucose) to perform key metabolic functions that maintain energetic homeostasis and support proliferation. Here we provide a comprehensive functional annotation of mitochondrial genes that are essential for the viability of a large panel (625) of tumour cell lines. We perform genome-wide CRISPR/Cas9 deletion screening in normoxia-glucose, hypoxia-glucose and normoxia-galactose conditions, and identify both unique and overlapping genes whose loss influences tumour cell viability under these different metabolic conditions. We discover that loss of certain oxidative phosphorylation (OXPHOS) genes (e.g. SDHC) improves tumour cell growth in hypoxia-glucose, but reduces growth in normoxia, indicating a metabolic switch in OXPHOS gene function. Moreover, compared to normoxia-glucose, loss of genes involved in energy-consuming processes that are energetically demanding, such as translation and actin polymerization, improve cell viability under both hypoxia-glucose and normoxia-galactose. Collectively, our study defines mitochondrial gene essentiality in tumour cells, highlighting that essentiality is dependent on the metabolic environment, and identifies routes for regulating tumour cell viability in hypoxia.


Subject(s)
CRISPR-Cas Systems , Cell Proliferation , Genes, Mitochondrial , Genome, Mitochondrial , Hypoxia/physiopathology , Mitochondria/genetics , Neoplasms/pathology , Glycolysis , Humans , Mitochondria/pathology , Neoplasms/genetics , Oxidative Phosphorylation , Tumor Cells, Cultured
8.
Clin Cancer Res ; 27(1): 288-300, 2021 01 01.
Article in English | MEDLINE | ID: mdl-33028592

ABSTRACT

PURPOSE: The DNA damage immune response (DDIR) assay was developed in breast cancer based on biology associated with deficiencies in homologous recombination and Fanconi anemia pathways. A positive DDIR call identifies patients likely to respond to platinum-based chemotherapies in breast and esophageal cancers. In colorectal cancer, there is currently no biomarker to predict response to oxaliplatin. We tested the ability of the DDIR assay to predict response to oxaliplatin-based chemotherapy in colorectal cancer and characterized the biology in DDIR-positive colorectal cancer. EXPERIMENTAL DESIGN: Samples and clinical data were assessed according to DDIR status from patients who received either 5-fluorouracil (5-FU) or 5FUFA (bolus and infusion 5-FU with folinic acid) plus oxaliplatin (FOLFOX) within the FOCUS trial (n = 361, stage IV), or neoadjuvant FOLFOX in the FOxTROT trial (n = 97, stage II/III). Whole transcriptome, mutation, and IHC data of these samples were used to interrogate the biology of DDIR in colorectal cancer. RESULTS: Contrary to our hypothesis, DDIR-negative patients displayed a trend toward improved outcome for oxaliplatin-based chemotherapy compared with DDIR-positive patients. DDIR positivity was associated with microsatellite instability (MSI) and colorectal molecular subtype 1. Refinement of the DDIR signature, based on overlapping IFN-related chemokine signaling associated with DDIR positivity across colorectal cancer and breast cancer cohorts, further confirmed that the DDIR assay did not have predictive value for oxaliplatin-based chemotherapy in colorectal cancer. CONCLUSIONS: DDIR positivity does not predict improved response following oxaliplatin treatment in colorectal cancer. However, data presented here suggest the potential of the DDIR assay in identifying immune-rich tumors that may benefit from immune checkpoint blockade, beyond current use of MSI status.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/pharmacology , Biological Assay/methods , Biomarkers, Tumor/genetics , Colorectal Neoplasms/therapy , DNA Damage/immunology , Adult , Aged , Aged, 80 and over , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Chemotherapy, Adjuvant/methods , Colorectal Neoplasms/genetics , Colorectal Neoplasms/immunology , Colorectal Neoplasms/mortality , DNA Damage/drug effects , DNA Mutational Analysis , Female , Fluorouracil/pharmacology , Fluorouracil/therapeutic use , Gene Expression Profiling , Humans , Leucovorin/pharmacology , Leucovorin/therapeutic use , Male , Microsatellite Instability , Middle Aged , Mutation , Neoadjuvant Therapy/methods , Organoplatinum Compounds/pharmacology , Organoplatinum Compounds/therapeutic use , Progression-Free Survival , Randomized Controlled Trials as Topic
9.
Gut ; 70(3): 544-554, 2021 03.
Article in English | MEDLINE | ID: mdl-32690604

ABSTRACT

OBJECTIVE: Complex phenotypes captured on histological slides represent the biological processes at play in individual cancers, but the link to underlying molecular classification has not been clarified or systematised. In colorectal cancer (CRC), histological grading is a poor predictor of disease progression, and consensus molecular subtypes (CMSs) cannot be distinguished without gene expression profiling. We hypothesise that image analysis is a cost-effective tool to associate complex features of tissue organisation with molecular and outcome data and to resolve unclassifiable or heterogeneous cases. In this study, we present an image-based approach to predict CRC CMS from standard H&E sections using deep learning. DESIGN: Training and evaluation of a neural network were performed using a total of n=1206 tissue sections with comprehensive multi-omic data from three independent datasets (training on FOCUS trial, n=278 patients; test on rectal cancer biopsies, GRAMPIAN cohort, n=144 patients; and The Cancer Genome Atlas (TCGA), n=430 patients). Ground truth CMS calls were ascertained by matching random forest and single sample predictions from CMS classifier. RESULTS: Image-based CMS (imCMS) accurately classified slides in unseen datasets from TCGA (n=431 slides, AUC)=0.84) and rectal cancer biopsies (n=265 slides, AUC=0.85). imCMS spatially resolved intratumoural heterogeneity and provided secondary calls correlating with bioinformatic prediction from molecular data. imCMS classified samples previously unclassifiable by RNA expression profiling, reproduced the expected correlations with genomic and epigenetic alterations and showed similar prognostic associations as transcriptomic CMS. CONCLUSION: This study shows that a prediction of RNA expression classifiers can be made from H&E images, opening the door to simple, cheap and reliable biological stratification within routine workflows.


Subject(s)
Colorectal Neoplasms/genetics , Colorectal Neoplasms/pathology , Deep Learning , Gene Expression Regulation, Neoplastic/genetics , RNA/genetics , Biomarkers, Tumor/genetics , Biopsy , Consensus , Datasets as Topic , Disease Progression , Gene Expression Profiling , Humans , Neoplasm Grading , Phenotype , Predictive Value of Tests , Prognosis
10.
Cells ; 9(12)2020 12 15.
Article in English | MEDLINE | ID: mdl-33334013

ABSTRACT

Previous work utilizing proteomic and immunohistochemical analyses has identified that high levels of acid ceramidase (AC) expression confers a poorer response to neoadjuvant treatment in locally advanced rectal cancer. We aimed to assess the radiosensitising effect of biological and pharmacological manipulation of AC and elucidate the underlying mechanism. AC manipulation in three colorectal cancer cell lines (HT29, HCT116 and LIM1215) was achieved using siRNA and plasmid overexpression. Carmofur and a novel small molecular inhibitor (LCL521) were used as pharmacological AC inhibitors. Using clonogenic assays, we demonstrate that an siRNA knockdown of AC enhanced X-ray radiosensitivity across all colorectal cancer cell lines compared to a non-targeting control siRNA, and conversely, AC protein overexpression increased radioresistance. Using CRISPR gene editing, we also generated AC knockout HCT116 cells that were significantly more radiosensitive compared to AC-expressing cells. Similarly, two patient-derived organoid models containing relatively low AC expression were found to be comparatively more radiosensitive than three other models containing higher levels of AC. Additionally, AC inhibition using carmofur and LCL521 in three colorectal cancer cell lines increased cellular radiosensitivity. Decreased AC protein led to significant poly-ADP ribose polymerase-1 (PARP-1) cleavage and apoptosis post-irradiation, which was shown to be executed through a p53-dependent process. Our study demonstrates that expression of AC within colorectal cancer cell lines modulates the cellular response to radiation, and particularly that AC inhibition leads to significantly enhanced radiosensitivity through an elevation in apoptosis. This work further solidifies AC as a target for improving radiotherapy treatment of locally advanced rectal cancer.


Subject(s)
Acid Ceramidase/metabolism , Radiation Tolerance , Rectal Neoplasms/enzymology , Rectal Neoplasms/radiotherapy , Apoptosis/radiation effects , CRISPR-Cas Systems/genetics , Cell Line, Tumor , Cell Survival/radiation effects , Gene Editing , Humans , Models, Biological , Organoids/pathology , Organoids/radiation effects , Tumor Suppressor Protein p53/metabolism , X-Rays
11.
Patterns (N Y) ; 1(5): 100065, 2020 Aug 14.
Article in English | MEDLINE | ID: mdl-33205120

ABSTRACT

High-throughput drug screens in cancer cell lines test compounds at low concentrations, thereby enabling the identification of drug-sensitivity biomarkers, while resistance biomarkers remain underexplored. Dissecting meaningful drug responses at high concentrations is challenging due to cytotoxicity, i.e., off-target effects, thus limiting resistance biomarker discovery to frequently mutated cancer genes. To address this, we interrogate subpopulations carrying sensitivity biomarkers and consecutively investigate unexpectedly resistant (UNRES) cell lines for unique genetic alterations that may drive resistance. By analyzing the GDSC and CTRP datasets, we find 53 and 35 UNRES cases, respectively. For 24 and 28 of them, we highlight putative resistance biomarkers. We find clinically relevant cases such as EGFRT790M mutation in NCI-H1975 or PTEN loss in NCI-H1650 cells, in lung adenocarcinoma treated with EGFR inhibitors. Interrogating the underpinnings of drug resistance with publicly available CRISPR phenotypic assays assists in prioritizing resistance drivers, offering hypotheses for drug combinations.

12.
Elife ; 92020 09 29.
Article in English | MEDLINE | ID: mdl-32990596

ABSTRACT

New therapeutic targets for oral squamous cell carcinoma (OSCC) are urgently needed. We conducted genome-wide CRISPR-Cas9 screens in 21 OSCC cell lines, primarily derived from Asians, to identify genetic vulnerabilities that can be explored as therapeutic targets. We identify known and novel fitness genes and demonstrate that many previously identified OSCC-related cancer genes are non-essential and could have limited therapeutic value, while other fitness genes warrant further investigation for their potential as therapeutic targets. We validate a distinctive dependency on YAP1 and WWTR1 of the Hippo pathway, where the lost-of-fitness effect of one paralog can be compensated only in a subset of lines. We also discover that OSCCs with WWTR1 dependency signature are significantly associated with biomarkers of favorable response toward immunotherapy. In summary, we have delineated the genetic vulnerabilities of OSCC, enabling the prioritization of therapeutic targets for further exploration, including the targeting of YAP1 and WWTR1.


Many types of cancer now have 'targeted treatments', which specifically home in on genes cancer cells rely on for survival. But there are very few of these treatments available for the most common type of mouth cancer, oral squamous cell carcinoma, which around 350,000 people are diagnosed with each year. Designing targeted treatments relies on detailed knowledge of the genetic makeup of the cancer cells. But, little is known about which genes drive oral squamous cell carcinoma, especially among patients living in Asia, which is where over half of yearly cases are diagnosed. One way to resolve this is to use gene editing technology to find the genes that the cancer cells need to survive. Now, Chai et al. have used a gene editing tool known as CRISPR to examine 21 cell lines from patients diagnosed with oral squamous cell carcinoma. Most of these lines were from Asian patients, some of whom had a history of chewing betel quid which increases the risk of mouth cancer. By individually inactivating genes in these cell lines one by one, Chai et al. were able to identify 918 genes linked to the survival of the cancer cells. Some of these genes have already been associated with the spread of other types of cancer, whereas others are completely unique to oral squamous cell carcinoma. The screen also discovered that some cell lines could not survive without genes involved in a signalling pathway called Hippo, which is known to contribute to the progression of many other types of cancer. Uncovering the genes associated with oral squamous cell carcinoma opens the way for the development of new targeted treatments. Targeted therapies already exist for some of the genes identified in this study, and it may be possible to repurpose them as a treatment for this widespread mouth cancer. But, given that different cell lines relied on different genes to survive, the next step will be to identify which genes to inactivate in each patient.


Subject(s)
Clustered Regularly Interspaced Short Palindromic Repeats , Gene Expression Regulation, Neoplastic , Mouth Neoplasms/genetics , Protein Serine-Threonine Kinases/physiology , Signal Transduction/genetics , Squamous Cell Carcinoma of Head and Neck/genetics , Cell Line, Tumor , Gene Expression Profiling , Hippo Signaling Pathway , Humans
13.
Sci Transl Med ; 12(559)2020 09 02.
Article in English | MEDLINE | ID: mdl-32878980

ABSTRACT

Acquired resistance to tyrosine kinase inhibitors (TKIs) of epidermal growth factor receptor (EGFR) remains a clinical challenge. Especially challenging are cases in which resistance emerges through EGFR-independent mechanisms, such as through pathways that promote epithelial-to-mesenchymal transition (EMT). Through an integrated transcriptomic, proteomic, and drug screening approach, we identified activation of the yes-associated protein (YAP) and forkhead box protein M1 (FOXM1) axis as a driver of EMT-associated EGFR TKI resistance. EGFR inhibitor resistance was associated with broad multidrug resistance that extended across multiple chemotherapeutic and targeted agents, consistent with the difficulty of effectively treating resistant disease. EGFR TKI-resistant cells displayed increased abundance of spindle assembly checkpoint (SAC) proteins, including polo-like kinase 1 (PLK1), Aurora kinases, survivin, and kinesin spindle protein (KSP). Moreover, EGFR TKI-resistant cells exhibited vulnerability to SAC inhibitors. Increased activation of the YAP/FOXM1 axis mediated an increase in the abundance of SAC components in resistant cells. The clinical relevance of these finding was indicated by evaluation of specimens from patients with EGFR mutant lung cancer, which showed that high FOXM1 expression correlated with expression of genes encoding SAC proteins and was associated with a worse clinical outcome. These data revealed the YAP/FOXM1 axis as a central regulator of EMT-associated EGFR TKI resistance and that this pathway, along with SAC components, are therapeutic vulnerabilities for targeting this multidrug-resistant phenotype.


Subject(s)
Antineoplastic Agents , Carcinoma, Non-Small-Cell Lung , Lung Neoplasms , Antineoplastic Agents/pharmacology , Carcinoma, Non-Small-Cell Lung/drug therapy , Carcinoma, Non-Small-Cell Lung/genetics , Cell Line, Tumor , Drug Resistance, Neoplasm , Epithelial-Mesenchymal Transition , ErbB Receptors/genetics , Forkhead Box Protein M1/genetics , Forkhead Box Protein M1/pharmacology , Forkhead Box Protein M1/therapeutic use , Humans , Lung Neoplasms/drug therapy , Lung Neoplasms/genetics , M Phase Cell Cycle Checkpoints , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/therapeutic use , Proteomics
15.
Sci Transl Med ; 12(548)2020 06 17.
Article in English | MEDLINE | ID: mdl-32554709

ABSTRACT

Circulating tumor-derived DNA (ctDNA) can be used to monitor cancer dynamics noninvasively. Detection of ctDNA can be challenging in patients with low-volume or residual disease, where plasma contains very few tumor-derived DNA fragments. We show that sensitivity for ctDNA detection in plasma can be improved by analyzing hundreds to thousands of mutations that are first identified by tumor genotyping. We describe the INtegration of VAriant Reads (INVAR) pipeline, which combines custom error-suppression methods and signal-enrichment approaches based on biological features of ctDNA. With this approach, the detection limit in each sample can be estimated independently based on the number of informative reads sequenced across multiple patient-specific loci. We applied INVAR to custom hybrid-capture sequencing data from 176 plasma samples from 105 patients with melanoma, lung, renal, glioma, and breast cancer across both early and advanced disease. By integrating signal across a median of >105 informative reads, ctDNA was routinely quantified to 1 mutant molecule per 100,000, and in some cases with high tumor mutation burden and/or plasma input material, to parts per million. This resulted in median area under the curve (AUC) values of 0.98 in advanced cancers and 0.80 in early-stage and challenging settings for ctDNA detection. We generalized this method to whole-exome and whole-genome sequencing, showing that INVAR may be applied without requiring personalized sequencing panels so long as a tumor mutation list is available. As tumor sequencing becomes increasingly performed, such methods for personalized cancer monitoring may enhance the sensitivity of cancer liquid biopsies.


Subject(s)
Circulating Tumor DNA , DNA, Neoplasm , Biomarkers, Tumor , Circulating Tumor DNA/genetics , DNA, Neoplasm/genetics , High-Throughput Nucleotide Sequencing , Humans , Liquid Biopsy , Mutation/genetics
16.
Nat Cancer ; 1(5): 482-492, 2020 05.
Article in English | MEDLINE | ID: mdl-35121986

ABSTRACT

Since the approval of trastuzumab for the treatment of breast cancers more than two decades ago, many clinically effective targeted anti-cancer therapies have been developed. Here we consider the evidence that supports genomics-guided drug development and review the concept of oncogene addiction, including recent findings that inform this therapeutic approach. We consider non-oncogene addiction and how this synthetic-lethal paradigm could expand the range of new therapies, particularly for currently undruggable cancers. We discuss how CRISPR-based genetic screening is enhancing the ability to identify new targets. We conclude by considering opportunities for expanding the scope and refining the use of precision cancer medicines.


Subject(s)
Breast Neoplasms , Genomics , Breast Neoplasms/drug therapy , Female , Humans , Precision Medicine , Trastuzumab
17.
J Clin Oncol ; 38(1): 81-99, 2020 01 01.
Article in English | MEDLINE | ID: mdl-31743054

ABSTRACT

PURPOSE: Precision medicine trials in glioblastoma (GBM) are often conducted at tumor recurrence. However, second surgeries for recurrent GBM are not routinely performed, and therefore, molecular data for trial inclusion are predominantly derived from the primary sample. This study aims to establish whether molecular targets change during tumor progression and, if so, whether this affects precision medicine trial design. MATERIALS AND METHODS: We collected 186 pairs of primary-recurrent GBM samples from patients receiving chemoradiotherapy with temozolomide and sequenced approximately 300 cancer genes. MGMT, TERT, and EGFRvIII status was individually determined. RESULTS: The molecular profile of our cohort was identical to that of other GBM cohorts (IDH wild-type [WT], 95%; EGFR amplified, approximately 50%), indicating that patients amenable to second surgery do not represent a specific molecular subtype. Molecular events in IDH WT GBMs were stable in approximately 80% of events, but changes in mutation status were observed for all examined genes (range, approximately 90% and 60% for TERT and EGFR mutations, respectively), and such changes strongly affected targeted trial size and design. A similar pattern of GBM driver instability was observed within MGMT promoter-methylated tumors. MGMT promoter methylation status remained prognostic at tumor recurrence. The observation that hypermutation at GBM recurrence was rare (8%) and not correlated with outcome was relevant for immunotherapy-based treatments. CONCLUSION: This large cohort of matched primary and recurrent IDH WT tumors establishes the frequency of GBM driver instability after chemoradiotherapy with temozolomide. This allows per gene or pathway calculation of trial size at tumor recurrence, using molecular data of the primary tumor only. We also identify genes for which repeat surgery is necessary because of low mutation retention rate.


Subject(s)
Brain Neoplasms/therapy , Glioblastoma/genetics , Glioblastoma/therapy , Isocitrate Dehydrogenase/genetics , Neoplasm Recurrence, Local/genetics , Neoplasm Recurrence, Local/therapy , Precision Medicine/methods , Adolescent , Adult , Aged , Antineoplastic Agents, Alkylating/administration & dosage , Brain Neoplasms/enzymology , Brain Neoplasms/genetics , Case-Control Studies , Chemoradiotherapy , Clinical Protocols , Clinical Trials as Topic , DNA Methylation , DNA Modification Methylases/genetics , DNA Repair Enzymes/genetics , Evolution, Molecular , Female , Glioblastoma/enzymology , Humans , Male , Middle Aged , Neoplasm Recurrence, Local/enzymology , Promoter Regions, Genetic , Temozolomide/administration & dosage , Tumor Suppressor Proteins/genetics , Young Adult
18.
Nat Commun ; 10(1): 2198, 2019 05 16.
Article in English | MEDLINE | ID: mdl-31097696

ABSTRACT

Many gene fusions are reported in tumours and for most their role remains unknown. As fusions are used for diagnostic and prognostic purposes, and are targets for treatment, it is crucial to assess their function in cancer. To systematically investigate the role of fusions in tumour cell fitness, we utilized RNA-sequencing data from 1011 human cancer cell lines to functionally link 8354 fusion events with genomic data, sensitivity to >350 anti-cancer drugs and CRISPR-Cas9 loss-of-fitness effects. Established clinically-relevant fusions were identified. Overall, detection of functional fusions was rare, including those involving cancer driver genes, suggesting that many fusions are dispensable for tumour fitness. Therapeutically actionable fusions involving RAF1, BRD4 and ROS1 were verified in new histologies. In addition, recurrent YAP1-MAML2 fusions were identified as activators of Hippo-pathway signaling in multiple cancer types. Our approach discriminates functional fusions, identifying new drivers of carcinogenesis and fusions that could have clinical implications.


Subject(s)
Biomarkers, Tumor/genetics , CRISPR-Cas Systems/genetics , Gene Fusion/genetics , Neoplasms/genetics , Antineoplastic Agents/pharmacology , Carcinogenesis/genetics , Cell Line, Tumor , Datasets as Topic , Drug Resistance, Neoplasm/genetics , Early Detection of Cancer/methods , Gene Expression Profiling/methods , Gene Expression Regulation, Neoplastic/drug effects , Genomics/methods , High-Throughput Nucleotide Sequencing , Humans , Neoplasms/diagnosis , Sequence Analysis, RNA
19.
Leukemia ; 33(12): 2805-2816, 2019 12.
Article in English | MEDLINE | ID: mdl-31127149

ABSTRACT

Imipridones constitute a novel class of antitumor agents. Here, we report that a second-generation imipridone, ONC212, possesses highly increased antitumor activity compared to the first-generation compound ONC201. In vitro studies using human acute myeloid leukemia (AML) cell lines, primary AML, and normal bone marrow (BM) samples demonstrate that ONC212 exerts prominent apoptogenic effects in AML, but not in normal BM cells, suggesting potential clinical utility. Imipridones putatively engage G protein-coupled receptors (GPCRs) and/or trigger an integrated stress response in hematopoietic tumor cells. Comprehensive GPCR screening identified ONC212 as activator of an orphan GPCR GPR132 and Gαq signaling, which functions as a tumor suppressor. Heterozygous knock-out of GPR132 decreased the antileukemic effects of ONC212. ONC212 induced apoptogenic effects through the induction of an integrated stress response, and reduced MCL-1 expression, a known resistance factor for BCL-2 inhibition by ABT-199. Oral administration of ONC212 inhibited AML growth in vivo and improved overall survival in xenografted mice. Moreover, ONC212 abrogated the engraftment capacity of patient-derived AML cells in an NSG PDX model, suggesting potential eradication of AML initiating cells, and was highly synergistic in combination with ABT-199. Collectively, our results suggest ONC212 as a novel therapeutic agent for AML.


Subject(s)
Antineoplastic Agents/pharmacology , Cell Cycle Proteins/genetics , Leukemia, Myeloid, Acute/etiology , Leukemia, Myeloid, Acute/metabolism , Receptors, G-Protein-Coupled/genetics , Stress, Physiological , Transcriptional Activation , Animals , Apoptosis/drug effects , Biomarkers , Cell Cycle/drug effects , Cell Cycle Proteins/agonists , Cell Cycle Proteins/metabolism , Cell Line, Tumor , Cell Proliferation/drug effects , Cell Survival/drug effects , Disease Models, Animal , Gene Expression Regulation, Leukemic , Humans , Imidazoles/chemistry , Imidazoles/pharmacology , Leukemia, Myeloid, Acute/drug therapy , Leukemia, Myeloid, Acute/pathology , Mice , Molecular Structure , Pyridines/chemistry , Pyridines/pharmacology , Pyrimidines/chemistry , Pyrimidines/pharmacology , Receptors, G-Protein-Coupled/agonists , Receptors, G-Protein-Coupled/metabolism , Stress, Physiological/genetics , Treatment Outcome , Xenograft Model Antitumor Assays
20.
Cell ; 176(6): 1282-1294.e20, 2019 03 07.
Article in English | MEDLINE | ID: mdl-30849372

ABSTRACT

Multiple signatures of somatic mutations have been identified in cancer genomes. Exome sequences of 1,001 human cancer cell lines and 577 xenografts revealed most common mutational signatures, indicating past activity of the underlying processes, usually in appropriate cancer types. To investigate ongoing patterns of mutational-signature generation, cell lines were cultured for extended periods and subsequently DNA sequenced. Signatures of discontinued exposures, including tobacco smoke and ultraviolet light, were not generated in vitro. Signatures of normal and defective DNA repair and replication continued to be generated at roughly stable mutation rates. Signatures of APOBEC cytidine deaminase DNA-editing exhibited substantial fluctuations in mutation rate over time with episodic bursts of mutations. The initiating factors for the bursts are unclear, although retrotransposon mobilization may contribute. The examined cell lines constitute a resource of live experimental models of mutational processes, which potentially retain patterns of activity and regulation operative in primary human cancers.


Subject(s)
APOBEC Deaminases/genetics , Neoplasms/genetics , APOBEC Deaminases/metabolism , Cell Line , Cell Line, Tumor , DNA/metabolism , DNA Mutational Analysis/methods , Databases, Genetic , Exome , Genome, Human/genetics , Heterografts , Humans , Mutagenesis , Mutation/genetics , Mutation Rate , Retroelements , Exome Sequencing/methods
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