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1.
Oncogene ; 41(46): 5046-5060, 2022 11.
Article in English | MEDLINE | ID: mdl-36241868

ABSTRACT

The PI3K pathway is commonly activated in breast cancer, with PI3K-AKT pathway inhibitors used clinically. However, mechanisms that limit or enhance the therapeutic effects of PI3K-AKT inhibitors are poorly understood at a genome-wide level. Parallel CRISPR screens in 3 PTEN-null breast cancer cell lines identified genes mediating resistance to capivasertib (AKT inhibitor) and AZD8186 (PI3Kß inhibitor). The dominant mechanism causing resistance is reactivated PI3K-AKT-mTOR signalling, but not other canonical signalling pathways. Deletion of TSC1/2 conferred resistance to PI3Kßi and AKTi through mTORC1. However, deletion of PIK3R2 and INPPL1 drove specific PI3Kßi resistance through AKT. Conversely deletion of PIK3CA, ERBB2, ERBB3 increased PI3Kßi sensitivity while modulation of RRAGC, LAMTOR1, LAMTOR4 increased AKTi sensitivity. Significantly, we found that Mcl-1 loss enhanced response through rapid apoptosis induction with AKTi and PI3Kßi in both sensitive and drug resistant TSC1/2 null cells. The combination effect was BAK but not BAX dependent. The Mcl-1i + PI3Kß/AKTi combination was effective across a panel of breast cancer cell lines with PIK3CA and PTEN mutations, and delivered increased anti-tumor benefit in vivo. This study demonstrates that different resistance drivers to PI3Kßi and AKTi converge to reactivate PI3K-AKT or mTOR signalling and combined inhibition of Mcl-1 and PI3K-AKT has potential as a treatment strategy for PI3Kßi/AKTi sensitive and resistant breast tumours.


Subject(s)
Antineoplastic Agents , Breast Neoplasms , Humans , Female , Phosphatidylinositol 3-Kinases/genetics , Phosphatidylinositol 3-Kinases/metabolism , Proto-Oncogene Proteins c-akt/metabolism , Breast Neoplasms/drug therapy , Breast Neoplasms/genetics , Mechanistic Target of Rapamycin Complex 1 , Cell Line, Tumor , PTEN Phosphohydrolase/genetics , PTEN Phosphohydrolase/metabolism , Protein Kinase Inhibitors/pharmacology , Antineoplastic Agents/pharmacology , Phosphoinositide-3 Kinase Inhibitors , TOR Serine-Threonine Kinases/metabolism , Class I Phosphatidylinositol 3-Kinases/genetics , Guanine Nucleotide Exchange Factors
2.
Drug Discov Today ; 27(3): 912-922, 2022 03.
Article in English | MEDLINE | ID: mdl-34775104

ABSTRACT

Hearing loss is a serious condition affecting more than 1.5 billion people globally. Many affected people benefit from the use of devices, such as hearing aids, but these do not restore natural hearing, and many users still struggle to follow speech in the presence of background noise. Consequently, there is rapid growth in work to discover therapeutics to address this need. Our analysis of the therapeutic pipeline for inner ear and central processing disorders identified 23 assets in clinical trials and 56 in preclinical development, of which 25% have entered the pipeline in the past three years. The innovative potential of this pipeline is encouraging, but there are translational hurdles to be overcome. We highlight challenges for the pipeline and comment on opportunities to support and strengthen it.


Subject(s)
Hearing Loss , Speech Perception , Hearing , Hearing Loss/drug therapy , Humans , Noise
3.
SLAS Discov ; 25(6): 618-633, 2020 Jul.
Article in English | MEDLINE | ID: mdl-32476557

ABSTRACT

CRISPR/Cas9 is increasingly being used as a tool to prosecute functional genomic screens. However, it is not yet possible to apply the approach at scale across a full breadth of cell types and endpoints. In order to address this, we developed a novel and robust workflow for array-based lentiviral CRISPR/Cas9 screening. We utilized a ß-lactamase reporter gene assay to investigate mediators of TNF-α-mediated NF-κB signaling. The system was adapted for CRISPR/Cas9 through the development of a cell line stably expressing Cas9 and application of a lentiviral gRNA library comprising mixtures of four gRNAs per gene. We screened a 743-gene kinome library whereupon hits were independently ranked by percent inhibition, Z' score, strictly standardized mean difference, and T statistic. A consolidated and optimized ranking was generated using Borda-based methods. Screening data quality was above acceptable limits (Z' ≥ 0.5). In order to determine the contribution of individual gRNAs and to better understand false positives and negatives, a subset of gRNAs, against 152 genes, were profiled in singlicate format. We highlight the use of known reference genes and high-throughput, next-generation amplicon and RNA sequencing to assess screen data quality. Screening with singlicate gRNAs was more successful than screening with mixtures at identifying genes with known regulatory roles in TNF-α-mediated NF-κB signaling and was found to be superior to previous RNAi-based methods. These results add to the available data on TNF-α-mediated NF-κB signaling and establish a high-throughput functional genomic screening approach, utilizing a vector-based arrayed gRNA library, applicable across a wide variety of endpoints and cell types at a genome-wide scale.


Subject(s)
CRISPR-Cas Systems/genetics , Clustered Regularly Interspaced Short Palindromic Repeats/genetics , NF-kappa B/genetics , Tumor Necrosis Factor-alpha/genetics , Gene Library , Genes, Reporter/genetics , Genome, Human/genetics , High-Throughput Screening Assays/methods , Humans , Phosphotransferases/classification , Phosphotransferases/genetics , RNA, Guide, Kinetoplastida/genetics , Signal Transduction/genetics , beta-Lactamases/genetics
4.
SLAS Discov ; 25(6): 605-617, 2020 Jul.
Article in English | MEDLINE | ID: mdl-32441189

ABSTRACT

Modified messenger RNAs (mRNAs) hold great potential as therapeutics by using the body's own processes for protein production. However, a key challenge is efficient delivery of therapeutic mRNA to the cell cytosol and productive protein translation. Lipid nanoparticles (LNPs) are the most clinically advanced system for nucleic acid delivery; however, a relatively narrow therapeutic index makes them unsuitable for many therapeutic applications. A key obstacle to the development of more potent LNPs is a limited mechanistic understanding of the interaction of LNPs with cells. To address this gap, we performed an arrayed CRISPR screen to identify novel pathways important for the functional delivery of MC3 lipid-based LNP encapsulated mRNA (LNP-mRNA). Here, we have developed and validated a robust, high-throughput screening-friendly phenotypic assay to identify novel targets that modulate productive LNP-mRNA delivery. We screened the druggable genome (7795 genes) and validated 44 genes that either increased (37 genes) or inhibited (14 genes) the productive delivery of LNP-mRNA. Many of these genes clustered into families involved with host cell transcription, protein ubiquitination, and intracellular trafficking. We show that both UDP-glucose ceramide glucosyltransferase and V-type proton ATPase can significantly modulate the productive delivery of LNP-mRNA, increasing and decreasing, respectively, with both genetic perturbation and by small-molecule inhibition. Taken together, these findings shed new light into the molecular machinery regulating the delivery of LNPs into cells and improve our mechanistic understanding of the cellular processes modulating the interaction of LNPs with cells.


Subject(s)
Clustered Regularly Interspaced Short Palindromic Repeats/genetics , Genetic Therapy/trends , Nanoparticles/chemistry , RNA, Messenger/genetics , Gene Transfer Techniques/trends , Genome, Human/genetics , High-Throughput Screening Assays/methods , Humans , Lipids/chemistry , Lipids/genetics , Lipids/therapeutic use , Nanoparticles/therapeutic use , RNA, Messenger/therapeutic use
5.
J Biomol Screen ; 18(10): 1246-59, 2013 Dec.
Article in English | MEDLINE | ID: mdl-24108119

ABSTRACT

Phenotypic screening seeks to identify substances that modulate phenotypes in a desired manner with the aim of progressing first-in-class agents. Successful campaigns require physiological relevance, robust screening, and an ability to deconvolute perturbed pathways. High-content analysis (HCA) is increasingly used in cell biology and offers one approach to prosecution of phenotypic screens, but challenges exist in exploitation where data generated are high volume and complex. We combine development of an organotypic model with novel HCA tools to map phenotypic responses to pharmacological perturbations. We describe implementation for angiogenesis, a process that has long been a focus for therapeutic intervention but has lacked robust models that recapitulate more completely mechanisms involved. The study used human primary endothelial cells in co-culture with stromal fibroblasts to model multiple aspects of angiogenic signaling: cell interactions, proliferation, migration, and differentiation. Multiple quantitative descriptors were derived from automated microscopy using custom-designed algorithms. Data were extracted using a bespoke informatics platform that integrates processing, statistics, and feature display into a streamlined workflow for building and interrogating fingerprints. Ninety compounds were characterized, defining mode of action by phenotype. Our approach for assessing phenotypic outcomes in complex assay models is robust and capable of supporting a range of phenotypic screens at scale.


Subject(s)
Angiogenesis Inhibitors/pharmacology , Drug Evaluation, Preclinical/methods , Cells, Cultured , Cluster Analysis , Coculture Techniques , High-Throughput Screening Assays , Human Umbilical Vein Endothelial Cells , Humans , Multivariate Analysis , Neovascularization, Pathologic/drug therapy , Phenotype
6.
J Cachexia Sarcopenia Muscle ; 4(2): 157-69, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23344890

ABSTRACT

BACKGROUND: During aging, there is a decreased ability to maintain skeletal muscle mass and function (sarcopenia). Such changes in skeletal muscle are also co-morbidities of diseases including cancer, congestive heart failure and chronic obstructive pulmonary disease. The loss of muscle mass results in decreased strength and exercise tolerance and reduced ability to perform daily activities. Pharmacological agents addressing these pathologies could have significant clinical impact, but their identification requires understanding of mechanisms driving myotube formation (myogenesis) and atrophy and provision of relevant assays. The aim of this study was to develop robust in vitro methods to study human myogenesis. METHODS: Satellite cells were isolated by digestion of post-mortem skeletal muscle and selection using anti-CD56 MicroBeads. CD56(+) cell-derived myotubes were quantified by high content imaging of myosin heavy chains. TaqMan-polymerase chain reaction arrays were used to quantify expression of 41 selected genes during differentiation. The effects of activin receptor agonists and tumour necrosis factor alpha (TNFα) on myogenesis and gene expression were characterised. RESULTS: Large-scale isolation of CD56(+) cells enabled development of a quantitative myogenesis assay with maximal myotube formation 3 days after initiating differentiation. Gene expression analysis demonstrated expression of 19 genes changed substantially during myogenesis. TNFα and activin receptor agonists inhibited myogenesis and downregulated gene expression of muscle transcription factors, structural components and markers of oxidative phenotype, but only TNFα increased expression of pro-inflammatory markers. CONCLUSIONS: We have developed methods for large-scale isolation of satellite cells from muscle and quantitative assays for studying human myogenesis. These systems may prove useful as part of a screening cascade designed to identify therapeutic agents for improving muscle function.

7.
Pharmaceutics ; 3(2): 141-70, 2011 Apr 04.
Article in English | MEDLINE | ID: mdl-24310493

ABSTRACT

Dynamic regulation of specific molecular processes and cellular phenotypes in live cell systems reveal unique insights into cell fate and drug pharmacology that are not gained from traditional fixed endpoint assays. Recent advances in microscopic imaging platform technology combined with the development of novel optical biosensors and sophisticated image analysis solutions have increased the scope of live cell imaging applications in drug discovery. We highlight recent literature examples where live cell imaging has uncovered novel insight into biological mechanism or drug mode-of-action. We survey distinct types of optical biosensors and associated analytical methods for monitoring molecular dynamics, in vitro and in vivo. We describe the recent expansion of live cell imaging into automated target validation and drug screening activities through the development of dedicated brightfield and fluorescence kinetic imaging platforms. We provide specific examples of how temporal profiling of phenotypic response signatures using such kinetic imaging platforms can increase the value of in vitro high-content screening. Finally, we offer a prospective view of how further application and development of live cell imaging technology and reagents can accelerate preclinical lead optimization cycles and enhance the in vitro to in vivo translation of drug candidates.

8.
J Gen Virol ; 86(Pt 3): 667-676, 2005 Mar.
Article in English | MEDLINE | ID: mdl-15722527

ABSTRACT

Hepatitis C virus C, E1, E2 and p7 proteins are cleaved from a viral polyprotein by host signal peptidases. Cleavage at the E2/p7 site is incomplete in genotype 1a strain H (resulting in E2, p7 and E2p7 species), although it has been reported to be more efficient in genotype 1b strain BK. Here, the proteolytic processing and transmembrane topology of genotype 1a strain H77c p7 was investigated when expressed in the context of E2p7. Partial processing was seen at the E2/p7 site in mammalian cells, the efficiency of which improved in the presence of nucleotide sequences downstream of p7. In insect cells, no processing at the E2/p7 site occurred and the uncleaved E2p7 species was incorporated into virus-like particles when expressed in the context of CE1E2p7c-myc. E2p7c-myc formed a heterodimer with E1, indicating that, like the well-characterized E1-E2 complex, the E1-E2p7 heterodimer may also play a functional role in virus replication. Comparison of the p7 signal peptide sequences of strains BK and H77c revealed 3 aa differences (positions 720, 733 and 742). Mutational analysis showed that the V720L change in the H77c sequence substantially increased processivity at the E2/p7 site. The p7 protein adopts a double membrane-spanning topology with both its N and C termini orientated luminally in the endoplasmic reticulum. The transmembrane topology of E2p7 species was examined by two independent means. In both cases, the C terminus of p7 in E2p7 was found to be cytoplasmically orientated, indicating that p7 adopts a dual transmembrane topology.


Subject(s)
Hepacivirus/chemistry , Membrane Proteins/chemistry , Protein Processing, Post-Translational , Spodoptera/virology , Viral Envelope Proteins/chemistry , Animals , Cell Line , Humans , Membrane Proteins/metabolism
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