Supplementary Table S4. Synthetic lethal siRNAs that are associated with the drug classes identified as being CDH1 synthetic lethal in the known drug screen.
Supplementary Figure S1. Cell viability normalized to mock for a range of siRNAs tested as potential synthetic lethal controls.
Supplementary Table S1. List SL1. Candidates meeting synthetic lethal criteria of <50% death in MCF10A and {greater than or equal to}15% increased death in CDH1-/- cells compared to MCF10A cells.
Supplementary Table S3. List SL2. Candidates meeting the more stringent criteria of {less than or equal to}85% death in MCF10A and {greater than or equal to} 15% increased death in CDH1-/- cells compared to MCF10A cells.
Recombinant protein production is a key process in generating proteins of interest in the pharmaceutical industry and biomedical research. However, about 50% of recombinant proteins fail to be expressed in a variety of host cells. Here we show that the accessibility of translation initiation sites modelled using the mRNA base-unpairing across the Boltzmann’s ensemble significantly outperforms alternative features. This approach accurately predicts the successes or failures of expression experiments, which utilised Escherichia coli cells to express 11,430 recombinant proteins from over 189 diverse species. On this basis, we develop TIsigner that uses simulated annealing to modify up to the first nine codons of mRNAs with synonymous substitutions. We show that accessibility captures the key propensity beyond the target region (initiation sites in this case), as a modest number of synonymous changes is sufficient to tune the recombinant protein expression levels. We build a stochastic simulation model and show that higher accessibility leads to higher protein production and slower cell growth, supporting the idea of protein cost, where cell growth is constrained by protein circuits during overexpression.
The CDH1 gene, encoding the cell adhesion protein E-cadherin, is one of the most frequently mutated genes in gastric cancer and inactivating germline CDH1 mutations are responsible for hereditary diffuse gastric cancer syndrome (HDGC). Using cell viability assays, we identified that breast (MCF10A) and gastric (NCI-N87) cells lacking CDH1 expression are more sensitive to allosteric AKT inhibitors than their CDH1-expressing isogenic counterparts. Apoptosis priming and total apoptosis assays in the isogenic MCF10A cells confirmed the enhanced sensitivity of E-cadherin-null cells to the AKT inhibitors. In addition, two of these inhibitors, ARQ-092 and MK2206, preferentially targeted mouse-derived gastric Cdh1−/− organoids for growth arrest. AKT protein expression and activation (as measured by phosphorylation of serine 473) were differentially regulated in E-cadherin-null MCF10A and NCI-N87 cells, with downregulation in the normal breast cells, but upregulation in the gastric cancer cells. Bioinformatic analysis of the TCGA STAD dataset revealed that AKT3, but not AKT1 or AKT2, is upregulated in the majority of E-cadherin-deficient gastric cancers. In conclusion, allosteric AKT inhibitors represent a promising class of drugs for chemoprevention and chemotherapy of cancers with E-cadherin loss.
The cell-cell adhesion protein E-cadherin ( CDH1) is a tumor suppressor that is required to maintain cell adhesion, cell polarity and cell survival signalling. Somatic mutations in CDH1 are common in diffuse gastric cancer (DGC) and lobular breast cancer (LBC). In addition, germline mutations in CDH1 predispose to the autosomal dominant cancer syndrome Hereditary Diffuse Gastric Cancer (HDGC). One approach to target cells with mutations in specific tumor suppressor genes is synthetic lethality. To identify novel synthetic lethal compounds for the treatment of cancers associated with E-cadherin loss, we have undertaken a high-throughput screening campaign of ~114,000 lead-like compounds on an isogenic pair of human mammary epithelial cell lines – with and without CDH1 expression. This unbiased approach identified 12 novel compounds that preferentially harmed E-cadherin-deficient cells. Validation of these compounds using both real-time and end-point viability assays identified two novel compounds with significant synthetic lethal activity, thereby demonstrating that E-cadherin loss creates druggable vulnerabilities within tumor cells. In summary, we have identified novel synthetic lethal compounds that may provide a new strategy for the prevention and treatment of both sporadic and hereditary LBC and DGC.
ABSTRACT Recombinant protein production is a key process in generating proteins of interest in the pharmaceutical industry and biomedical research. However, about 50% of recombinant proteins fail to be expressed in a variety of host cells. To address this problem, we modified up to the first nine codons of messenger RNAs with synonymous substitutions and showed that protein levels can be tuned. These modifications alter the ‘accessibility’ of translation initiation sites. We also reveal the dynamics between accessibility, gene expression, and turnovers using a coarse-grained simulation.
BACKGROUND:The E-cadherin gene (CDH1) is frequently mutated in diffuse gastric cancer and lobular breast cancer, and germline mutations predispose to the cancer syndrome Hereditary Diffuse Gastric Cancer. We are taking a synthetic lethal approach to identify druggable vulnerabilities in CDH1-mutant cancers.METHODS:Density distributions of cell viability data from a genome-wide RNAi screen of isogenic MCF10A and MCF10A-CDH1-/- cells were used to identify protein classes affected by CDH1 mutation. The synthetic lethal relationship between selected protein classes and E-cadherin was characterised by drug sensitivity assays in both the isogenic breast MCF10A cells and CDH1-isogenic gastric NCI-N87. Endocytosis efficiency was quantified using cholera toxin B uptake. Pathway metagene expression of 415 TCGA gastric tumours was statistically correlated with CDH1 expression.RESULTS:MCF10A-CDH1-/- cells showed significantly altered sensitivity to RNAi inhibition of groups of genes including the PI3K/AKT pathway, GPCRs, ion channels, proteosomal subunit proteins and ubiquitinylation enzymes. Both MCF10A-CDH1-/- and NCI-N87-CDH1-/- cells were more sensitive than wild-type cells to compounds that disrupted plasma membrane composition and trafficking, but showed contrasting sensitivities to inhibitors of actin polymerisation and the chloride channel inhibitor NS3728. The MCF10A-CDH1-/- cell lines showed reduced capacity to endocytose cholera toxin B. Pathway metagene analysis identified 20 Reactome pathways that were potentially synthetic lethal in tumours. Genes involved in GPCR signalling, vesicle transport and the metabolism of PI3K and membrane lipids were strongly represented amongst the candidate synthetic lethal genes.CONCLUSIONS:E-cadherin loss leads to disturbances in receptor signalling and plasma membrane trafficking and organisation, creating druggable vulnerabilities.
Abstract Germline mutation of the E-cadherin gene (CDH1) genetically defines the inherited cancer syndrome hereditary diffuse gastric cancer (HDGC). HDGC is characterized by highly penetrant diffuse gastric cancer (DGC) and an elevated rate of lobular breast cancer (LBC). Somatic CDH1 mutations also occur frequently in the sporadic forms of these cancers. We propose that the loss of E-cadherin, a tumor suppressor gene, creates vulnerabilities in the cancer cell that can be exploited with drugs (“synthetic lethal” interactions). We are particularly interested in identifying drugs that can be used for the chemoprevention of advanced disease in HDGC family members by targeting the multifocal precursor lesions that occur in stomach and breast tissue. In the stomach, these early lesions are mucosally-confined stage T1a signet ring cell carcinomas. Up to 400 independent foci have been identified in the stomachs of CDH1 mutation carriers; these foci are genetically homogenous and are likely to only require the 2nd CDH1 hit for their initiation. To identify the vulnerabilities created by E-cadherin loss, we have conducted a genome-wide siRNA knockdown screen, a 4000 compound known drug screen and a 114,000 compound library screen in isogenic MCF10a breast cell lines with and without E-cadherin expression. The functional screen has shown that GPCR signaling proteins are highly enriched amongst the candidate synthetic lethal proteins, as well as many protein classes associated cell signaling and cytoskeletal function. Drugs that show increased activity against the E-cadherin-deficient cells include the JAK inhibitor LY2784544, the c-SRC inhibitor saracatanib, the beta-2 adrenoreceptor (GPCR) agonist formoterol, several HDAC inhibitors and statins. Detail on synergistic combinations involving many of these drugs is provided in the abstract entitled “Statins show synthetic lethality in E-cadherin-deficient cells and are synergistic with SRC and HDAC inhibitors”. To identify mechanisms associated with E-cadherin synthetic lethality, we used the cell viability data from the siRNA screen to examine the distributions of cell viabilities for the genes that make up the major KEGG signaling pathways. Using the Kolomogorov-Smirnof method to test for significance, we identified the PI3K-AKT survival pathway as being central to E-cadherin's synthetic lethal associations. These findings pave the way for the development of rationally designed drug combinations for the chemoprevention and treatment of E-cadherin-negative cancers. Citation Format: Parry J. Guilford, Augustine Chen, Bryony Telford, Andrew Single, Henry Beetham, Tanis Godwin. Synthetic lethal targeting of E-cadherin-deficient cancers. [abstract]. In: Proceedings of the AACR Precision Medicine Series: Targeting the Vulnerabilities of Cancer; May 16-19, 2016; Miami, FL. Philadelphia (PA): AACR; Clin Cancer Res 2017;23(1_Suppl):Abstract nr B04.
Abstract E-cadherin (CDH1) is a cell-cell adhesion protein implicated in the epithelial-mesenchymal transition and frequently dysregulated in diffuse gastric cancer (DGC) and invasive lobular breast cancer (ILBC). Germline CDH1 mutations define hereditary diffuse gastric cancer (HDGC), a rare cancer syndrome characterised by highly penetrant DGC and an elevated rate of ILBC in females. There is a strong need to develop specific chemopreventative strategies for CDH1 germline mutation carriers which are capable of reducing the viability of early stage CDH1-deficient cancers whilst minimizing side effects. We have previously applied a synthetic lethal approach to an isogenic pair of MCF10A breast cell lines, one with and one without functional CDH1 expression (MCF10A CDH1-/-), to screen for drugs which preferentially reduce the viability of CDH1-deficient cells. This led to our finding that histone deacetylase inhibitors (HDACi; entinostat and vorinostat) and SRC inhibitors (SRCi; saracatinib) are involved in synthetic lethal interactions with MCF10A CDH1-/- cells. Single agent therapy, however, only produces a modest synthetic lethal effect, leading to our interest in developing synergistic drug combinations. We have now shown that statins, inhibitors of the HMG-CoA reductase enzyme, also show a synthetic lethal phenotype in the MCF10A isogenic cell line pair. This result suggests that survival of E-cadherin-deficient cells may be enhanced by the mevalonate pathway, a metabolic pathway responsible for synthesizing prenyl groups and subsequently activating the small GTPase proteins Rho, Rac, and Cdc42. SRC is also a known activator of GTPase proteins and combined statin and saracatinib treatment caused an enhanced reduction in cell viability in the isogenic MCF10A cells whilst maintaining the synthetic lethal phenotype. This drug combination was shown to be synergistic in both cell lines using the Chou-Talalay median effect analysis and is the first known example of synergy between a statin and SRC inhibitor. Combined statin and HDACi treatment also enhanced cell viability inhibition and was synthetic lethal in the MCF10A pair. This effect was observed using both class-I specific (entinostat) and pan- (vorinostat) HDACi and was synergistic in both cell lines using median effect analysis. These are the first known examples of synergistic drug combinations being used in the field of synthetic lethality and serve as a foundation for novel DGC and ILBC treatment options. Citation Format: Andrew Single, Augustine Chen, Bryony Telford, Henry Beetham, Parry Guilford. Statins show synthetic lethality in E-cadherin-deficient cells and are synergistic with SRC and HDAC inhibitors. [abstract]. In: Proceedings of the AACR Precision Medicine Series: Targeting the Vulnerabilities of Cancer; May 16-19, 2016; Miami, FL. Philadelphia (PA): AACR; Clin Cancer Res 2017;23(1_Suppl):Abstract nr B41.
Abstract E-cadherin is a cellular adhesion protein that is frequently mutated in lobular breast cancer and diffuse gastric cancer. The E-cadherin protein which is encoded by the CDH1 gene has key roles in establishing and maintaining cell polarity and differentiation, the organization of cell migration and architecture and the mediation of signaling through various proliferation and survival pathways. E-cadherin also has a tumor suppressor role and its loss in cancer cells would preclude drug targeting by conventional therapy. To circumvent this, we have taken a synthetic lethal approach to exploit any vulnerability created by the loss of E-cadherin. In the therapeutic setting, synthetic lethality refers to a combination of a mutated gene and a drug targeted at a second gene or protein causing cell death (specifically in cancer cells). To identify the vulnerabilities created by E-cadherin loss, we performed a genome-wide siRNA knockdown screen in isogenic MCF10A cell lines with and without E-cadherin expression. From the functional screen, we identified broad classes of G-protein-coupled receptor (GPCR) signaling proteins and families of cytoskeletal proteins which were highly enriched among the synthetic lethal candidates. Indeed, we identified drug classes with linkages to several of the GPCR and cytoskeletal targets that showed evidence of E-cadherin synthetic lethality when we performed a 4,057 known drug screen. These included certain PI3K inhibitors (PI-103), anti-glucocorticoid (mifepristone), tyrosine kinase inhibitor (saracatinib) and multiple histone deacetylase inhibitors (vorinostat and entinostat). Interestingly, the combination of saracatinib and mifepristone gave a synergistic effect (combination index < 1.0) in targeting E-cadherin-deficient MCF10A cells. These results demonstrate that E-cadherin loss creates druggable vulnerabilities that have the potential to improve the management of both of sporadic and familial lobular breast cancer and diffuse gastric cancer. Citation Format: Augustine Chen, Bryony J. Telford, Andrew Single, Henry Beetham, Kaylene J. Simpson, Parry Guilford. Synthetic lethal approaches targeting E-cadherin-deficient cancers. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr 3814.
Abstract The CDH1 gene, which encodes the cell-to-cell adhesion protein E-cadherin, is frequently mutated in lobular breast cancer (LBC) and diffuse gastric cancer (DGC). However, because E-cadherin is a tumor suppressor protein and lost from the cancer cell, it is not a conventional drug target. To overcome this, we have taken a synthetic lethal approach to determine whether the loss of E-cadherin creates druggable vulnerabilities. We first conducted a genome-wide siRNA screen of isogenic MCF10A cells with and without CDH1 expression. Gene ontology analysis demonstrated that G-protein–coupled receptor (GPCR) signaling proteins were highly enriched among the synthetic lethal candidates. Diverse families of cytoskeletal proteins were also frequently represented. These broad classes of E-cadherin synthetic lethal hits were validated using both lentiviral-mediated shRNA knockdown and specific antagonists, including the JAK inhibitor LY2784544, Pertussis toxin, and the aurora kinase inhibitors alisertib and danusertib. Next, we conducted a 4,057 known drug screen and time course studies on the CDH1 isogenic MCF10A cell lines and identified additional drug classes with linkages to GPCR signaling and cytoskeletal function that showed evidence of E-cadherin synthetic lethality. These included multiple histone deacetylase inhibitors, including vorinostat and entinostat, PI3K inhibitors, and the tyrosine kinase inhibitors crizotinib and saracatinib. Together, these results demonstrate that E-cadherin loss creates druggable vulnerabilities that have the potential to improve the management of both sporadic and familial LBC and DGC. Mol Cancer Ther; 14(5); 1213–23. ©2015 AACR.
Cell viability assays fulfill a central role in drug discovery studies. It is therefore important to understand the advantages and disadvantages of the wide variety of available assay methodologies. In this study, we compared the performance of three endpoint assays (resazurin reduction, CellTiter-Glo, and nuclei enumeration) and two real-time systems (IncuCyte and xCELLigence). Of the endpoint approaches, both the resazurin reduction and CellTiter-Glo assays showed higher cell viabilities when compared directly to stained nuclei counts. The IncuCyte and xCELLigence real-time systems were comparable, and both were particularly effective at tracking the effects of drug treatment on cell proliferation at sub-confluent growth. However, the real-time systems failed to evaluate contrasting cell densities between drug-treated and control-treated cells at full growth confluency. Here, we showed that using real-time systems in combination with endpoint assays alleviates the disadvantages posed by each approach alone, providing a more effective means to evaluate drug toxicity in monolayer cell cultures. Such approaches were shown to be effective in elucidating the toxicity of synthetic lethal drugs in an isogenic pair of MCF10A breast cell lines.
There is a continuing need for novel antivirals to treat hepatitis B virus (HBV) infection, as it remains a major health problem worldwide. Ideally new classes of antivirals would target multiple steps in the viral lifecycle. In this review, we consider the steps in which HBV RNAs are processed, exported from the nucleus and translated. These are often overlooked steps in the HBV life-cycle. HBV, like retroviruses, incorporates a number of unusual steps in these processes, which use a combination of viral and host cellular machinery. Some of these unusual steps deserve a closer scrutiny. They may provide alternative targets to existing antiviral therapies, which are associated with increasing drug resistance. The RNA post-transcriptional regulatory element identified 20 years ago promotes nucleocytoplasmic export of all unspliced HBV RNAs. There is evidence that inhibition of this step is part of the antiviral action of interferon. Similarly, the structured RNA epsilon element situated at the 5' end of the polycistronic HBV pregenomic RNA also performs key roles during HBV replication. The pregenomic RNA, which is the template for translation of both the viral core and polymerase proteins, is also encapsidated and used in replication. This complex process, regulated at the epsilon element, also presents an attractive antiviral target. These RNA elements that mediate and regulate gene expression are highly conserved and could be targeted using novel strategies employing RNAi, miRNAs or aptamers. Such approaches targeting these functionally constrained genomic regions should avoid escape mutations. Therefore understanding these regulatory elements, along with providing potential targets, may also facilitate the development of other new classes of antiviral drugs.
Noroviruses are an emerging threat to public health, causing large health and economic costs, including at least 200,000 deaths annually. The inability to replicate in cell culture or small animal models has limited the understanding of the interaction between human noroviruses and their hosts. However, an alternative strategy to gain insights into norovirus pathogenesis is to study murine norovirus (MNV-1) that replicates in cultured macrophages. While the innate immune response is central to the resolution of norovirus disease, the adaptive immune response is required for viral clearance. The specific responses of macrophages and dendritic cells to infection drive the adaptive immune response, with chemokines playing an important role. In this study, we have conducted microarray analysis of RAW264.7 macrophages infected with MNV-1 and examined the changes in chemokine transcriptional expression during infection. While the majority of chemokines showed no change, there was specific up-regulation in chemokines reflective of a bias toward a Th1 response, specifically CCL2, CCL3, CCL4, CCL5, CXCL2, CXCL10 and CXCL11. These changes in gene expression were reflected in protein levels as determined by ELISA assay. This virus-induced chemokine response will affect the resolution of infection and may limit the humoral response to norovirus infection.
Warren Tate合作论文数Biochemistry Department
University of Otago1