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1.
Cancer Discov ; 13(10): 2228-2247, 2023 10 05.
Article in English | MEDLINE | ID: mdl-37548590

ABSTRACT

Therapies that enhance antitumor immunity have altered the natural history of many cancers. Consequently, leveraging nonoverlapping mechanisms to increase immunogenicity of cancer cells remains a priority. Using a novel enzymatic inhibitor of the RNA methyl-transferase METTL3, we demonstrate a global decrease in N6-methyladenosine (m6A) results in double-stranded RNA (dsRNA) formation and a profound cell-intrinsic interferon response. Through unbiased CRISPR screens, we establish dsRNA-sensing and interferon signaling are primary mediators that potentiate T-cell killing of cancer cells following METTL3 inhibition. We show in a range of immunocompetent mouse models that although METTL3 inhibition is equally efficacious to anti-PD-1 therapy, the combination has far greater preclinical activity. Using SPLINTR barcoding, we demonstrate that anti-PD-1 therapy and METTL3 inhibition target distinct malignant clones, and the combination of these therapies overcomes clones insensitive to the single agents. These data provide the mole-cular and preclinical rationale for employing METTL3 inhibitors to promote antitumor immunity in the clinic. SIGNIFICANCE: This work demonstrates that METTL3 inhibition stimulates a cell-intrinsic interferon response through dsRNA formation. This immunomodulatory mechanism is distinct from current immunotherapeutic agents and provides the molecular rationale for combination with anti-PD-1 immune-checkpoint blockade to augment antitumor immunity. This article is featured in Selected Articles from This Issue, p. 2109.


Subject(s)
Interferons , Methyltransferases , Animals , Mice , Interferons/genetics , Methyltransferases/genetics , Methyltransferases/metabolism , RNA, Double-Stranded
4.
Nat Struct Mol Biol ; 30(8): 1207-1215, 2023 08.
Article in English | MEDLINE | ID: mdl-37202476

ABSTRACT

In mammals, X-chromosomal genes are expressed from a single copy since males (XY) possess a single X chromosome, while females (XX) undergo X inactivation. To compensate for this reduction in dosage compared with two active copies of autosomes, it has been proposed that genes from the active X chromosome exhibit dosage compensation. However, the existence and mechanisms of X-to-autosome dosage compensation are still under debate. Here we show that X-chromosomal transcripts have fewer m6A modifications and are more stable than their autosomal counterparts. Acute depletion of m6A selectively stabilizes autosomal transcripts, resulting in perturbed dosage compensation in mouse embryonic stem cells. We propose that higher stability of X-chromosomal transcripts is directed by lower levels of m6A, indicating that mammalian dosage compensation is partly regulated by epitranscriptomic RNA modifications.


Subject(s)
Dosage Compensation, Genetic , X Chromosome , Male , Female , Animals , Mice , Methylation , X Chromosome/genetics , Mammals/genetics , RNA Stability
5.
Commun Biol ; 5(1): 868, 2022 08 25.
Article in English | MEDLINE | ID: mdl-36008532

ABSTRACT

RNA methylation plays an important role in functional regulation of RNAs, and has thus attracted an increasing interest in biology and drug discovery. Here, we collected and collated transcriptomic, proteomic, structural and physical interaction data from the Harmonizome database, and applied supervised machine learning to predict novel genes associated with RNA methylation pathways in human. We selected five types of classifiers, which we trained and evaluated using cross-validation on multiple training sets. The best models reached 88% accuracy based on cross-validation, and an average 91% accuracy on the test set. Using protein-protein interaction data, we propose six molecular sub-networks linking model predictions to previously known RNA methylation genes, with roles in mRNA methylation, tRNA processing, rRNA processing, but also protein and chromatin modifications. Our study exemplifies how access to large omics datasets joined by machine learning methods can be used to predict gene function.


Subject(s)
Machine Learning , Proteomics , Humans , Methylation , RNA , Supervised Machine Learning
6.
Nucleic Acids Res ; 49(16): e92, 2021 09 20.
Article in English | MEDLINE | ID: mdl-34157120

ABSTRACT

N6-methyladenosine (m6A) is the most abundant internal RNA modification in eukaryotic mRNAs and influences many aspects of RNA processing. miCLIP (m6A individual-nucleotide resolution UV crosslinking and immunoprecipitation) is an antibody-based approach to map m6A sites with single-nucleotide resolution. However, due to broad antibody reactivity, reliable identification of m6A sites from miCLIP data remains challenging. Here, we present miCLIP2 in combination with machine learning to significantly improve m6A detection. The optimized miCLIP2 results in high-complexity libraries from less input material. Importantly, we established a robust computational pipeline to tackle the inherent issue of false positives in antibody-based m6A detection. The analyses were calibrated with Mettl3 knockout cells to learn the characteristics of m6A deposition, including m6A sites outside of DRACH motifs. To make our results universally applicable, we trained a machine learning model, m6Aboost, based on the experimental and RNA sequence features. Importantly, m6Aboost allows prediction of genuine m6A sites in miCLIP2 data without filtering for DRACH motifs or the need for Mettl3 depletion. Using m6Aboost, we identify thousands of high-confidence m6A sites in different murine and human cell lines, which provide a rich resource for future analysis. Collectively, our combined experimental and computational methodology greatly improves m6A identification.


Subject(s)
Adenosine/analogs & derivatives , Machine Learning , RNA Processing, Post-Transcriptional , RNA-Seq/methods , Adenosine/chemistry , Adenosine/metabolism , Animals , HEK293 Cells , Humans , Methyltransferases/genetics , Methyltransferases/metabolism , Mice , Mouse Embryonic Stem Cells/metabolism , Nucleotide Motifs , RNA, Messenger/chemistry , RNA, Messenger/metabolism , RNA-Seq/standards , Sensitivity and Specificity
7.
Nature ; 593(7860): 597-601, 2021 05.
Article in English | MEDLINE | ID: mdl-33902106

ABSTRACT

N6-methyladenosine (m6A) is an abundant internal RNA modification1,2 that is catalysed predominantly by the METTL3-METTL14 methyltransferase complex3,4. The m6A methyltransferase METTL3 has been linked to the initiation and maintenance of acute myeloid leukaemia (AML), but the potential of therapeutic applications targeting this enzyme remains unknown5-7. Here we present the identification and characterization of STM2457, a highly potent and selective first-in-class catalytic inhibitor of METTL3, and a crystal structure of STM2457 in complex with METTL3-METTL14. Treatment of tumours with STM2457 leads to reduced AML growth and an increase in differentiation and apoptosis. These cellular effects are accompanied by selective reduction of m6A levels on known leukaemogenic mRNAs and a decrease in their expression consistent with a translational defect. We demonstrate that pharmacological inhibition of METTL3 in vivo leads to impaired engraftment and prolonged survival in various mouse models of AML, specifically targeting key stem cell subpopulations of AML. Collectively, these results reveal the inhibition of METTL3 as a potential therapeutic strategy against AML, and provide proof of concept that the targeting of RNA-modifying enzymes represents a promising avenue for anticancer therapy.


Subject(s)
Antineoplastic Agents/pharmacology , Leukemia, Myeloid, Acute/drug therapy , Methyltransferases/antagonists & inhibitors , Adenosine/analogs & derivatives , Animals , Apoptosis , Cell Differentiation , Cell Line, Tumor , Female , Gene Expression Regulation, Leukemic/drug effects , Humans , Mice , Mice, Inbred C57BL , Molecular Structure , Xenograft Model Antitumor Assays
8.
Nat Struct Mol Biol ; 26(10): 858-862, 2019 10.
Article in English | MEDLINE | ID: mdl-31582848

ABSTRACT

Exciting research has connected specific RNA modifications to chromatin, providing evidence for co-transcriptional deposition and function in gene regulation. Here we review insights gained from studying the co-transcriptional roles of RNA modifications, and their influence in normal and disease contexts. We also discuss how the availability of novel technical approaches could raise the translational potential of targeting RNA-modifying enzymes for the treatment of disease.


Subject(s)
Chromatin/metabolism , RNA Processing, Post-Transcriptional , RNA/metabolism , Animals , Chromatin/genetics , Chromatin Assembly and Disassembly , Gene Expression Regulation , Humans , RNA/genetics , Transcription, Genetic
9.
ACS Med Chem Lett ; 7(8): 768-73, 2016 Aug 11.
Article in English | MEDLINE | ID: mdl-27563401

ABSTRACT

CZ415, a potent ATP-competitive mTOR inhibitor with unprecedented selectivity over any other kinase is described. In addition to a comprehensive characterization of its activities in vitro, in vitro ADME, and in vivo pharmacokinetic data are reported. The suitability of this inhibitor for studying in vivo mTOR biology is demonstrated in a mechanistic mouse model monitoring mTOR proximal downstream phosphorylation signaling. Furthermore, the compound reported here is the first ATP-competitive mTOR inhibitor described to show efficacy in a semitherapeutic collagen induced arthritis (CIA) mouse model.

10.
Adv Biol Regul ; 60: 36-45, 2016 Jan.
Article in English | MEDLINE | ID: mdl-26596865

ABSTRACT

Class I phosphoinositide 3-kinases (PI3Ks) are important regulators of neutrophil migration in response to a range of chemoattractants. Their primary lipid products PtdIns(3,4,5)P3 and PtdIns(3,4)P2 preferentially accumulate near to the leading edge of migrating cells and are thought to act as an important cue organizing molecular and morphological polarization. We have investigated the distribution and accumulation of these lipids independently in mouse neutrophils using eGFP-PH reportersand electron microscopy (EM). We found that authentic mouse neutrophils rapidly polarized their Class I PI3K signalling, as read-out by eGFP-PH reporters, both at the up-gradient leading edge in response to local stimulation with fMLP as well as spontaneously and randomly in response to uniform stimulation. EM studies revealed these events occurred at the plasma membrane, were dominated by accumulation of PtdIns(3,4,5)P3, but not PtdIns(3,4)P2, and were dependent on PI3Kγ and its upstream activation by both Ras and Gßγs.


Subject(s)
Class Ib Phosphatidylinositol 3-Kinase/metabolism , Neutrophils/enzymology , Phosphatidylinositol Phosphates/metabolism , Animals , Cells, Cultured , Class Ib Phosphatidylinositol 3-Kinase/genetics , Mice , Neutrophils/metabolism , Protein Transport
11.
Nat Chem Biol ; 8(6): 576-82, 2012 Apr 29.
Article in English | MEDLINE | ID: mdl-22544264

ABSTRACT

We devised a high-throughput chemoproteomics method that enabled multiplexed screening of 16,000 compounds against native protein and lipid kinases in cell extracts. Optimization of one chemical series resulted in CZC24832, which is to our knowledge the first selective inhibitor of phosphoinositide 3-kinase γ (PI3Kγ) with efficacy in in vitro and in vivo models of inflammation. Extensive target- and cell-based profiling of CZC24832 revealed regulation of interleukin-17-producing T helper cell (T(H)17) differentiation by PI3Kγ, thus reinforcing selective inhibition of PI3Kγ as a potential treatment for inflammatory and autoimmune diseases.


Subject(s)
Anti-Inflammatory Agents, Non-Steroidal/pharmacology , Cell Differentiation/drug effects , Enzyme Inhibitors/pharmacology , Interleukin-17/immunology , Phosphoinositide-3 Kinase Inhibitors , Small Molecule Libraries/pharmacology , T-Lymphocytes, Helper-Inducer/drug effects , Animals , Anti-Inflammatory Agents, Non-Steroidal/chemistry , Anti-Inflammatory Agents, Non-Steroidal/pharmacokinetics , Anti-Inflammatory Agents, Non-Steroidal/therapeutic use , Arthritis, Experimental/drug therapy , Arthritis, Experimental/immunology , Arthritis, Experimental/pathology , Binding, Competitive , Cell Line , Cell Movement/drug effects , Class Ib Phosphatidylinositol 3-Kinase , Drug Discovery , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacokinetics , Enzyme Inhibitors/therapeutic use , Humans , Male , Mice , Mice, Inbred C57BL , Mice, Inbred DBA , Molecular Structure , Rats , Rats, Wistar , Small Molecule Libraries/chemistry , Small Molecule Libraries/pharmacokinetics , Small Molecule Libraries/therapeutic use , Structure-Activity Relationship , T-Lymphocytes, Helper-Inducer/cytology , T-Lymphocytes, Helper-Inducer/enzymology , T-Lymphocytes, Helper-Inducer/immunology
12.
Blood ; 116(26): 6027-36, 2010 Dec 23.
Article in English | MEDLINE | ID: mdl-20861461

ABSTRACT

The neutrophil nicotinamide adenine dinucleotide phosphate-oxidase is a multisubunit enzyme (comprising gp91(phox), p22(phox), p67(phox), p40(phox), p47(phox), and Rac) that plays a vital role in microbial killing. The recent discovery of a chronic granulomatous disease patient who expresses a mutant p40(phox) subunit, together with the development of mouse models of p40(phox) function, indicate phosphatidylinositol 3-phosphate binding to the PX domain of p40(phox) is an important signal for oxidase activation. However, the presence of other conserved residues and domains in p40(phox) suggest further regulatory roles for this protein. To test this, we introduced wild-type and mutated versions of p40(phox) into fully differentiated mouse neutrophils by retroviral transduction of p40(phox)(-/-) bone marrow progenitors and repopulation of the bone marrow compartment in radiation chimaeras. Phosphorylation of p40(phox) on threonine 154, but not serine 315, was required for full oxidase activation in response to formylated bacterial peptide fMLP, serum-opsonized S aureus, and immunoglobulin-opsonized sheep red blood cells. A functional SH3 domain was not required for oxidase activation, and deletion of the entire domain resulted in enhanced oxidase responses. Phosphorylation of threonine 154 in response to S aureus was mediated by protein kinase Cδ and was required for full translocation of p47(phox) to phagosomes. These results define an important new element in the physiological activation of the oxidase.


Subject(s)
NADPH Oxidases/metabolism , Neutrophils/enzymology , Phosphoproteins/physiology , Protein Kinase C-delta/physiology , Staphylococcal Infections/metabolism , Threonine , Animals , Blotting, Western , Bone Marrow/metabolism , Erythrocytes/metabolism , Female , Male , Mice , Mice, Knockout/microbiology , N-Formylmethionine Leucyl-Phenylalanine/pharmacology , Phagosomes/metabolism , Phosphorylation , Reactive Oxygen Species/metabolism , Retroviridae/genetics , Sheep , Staphylococcal Infections/microbiology , Staphylococcal Infections/pathology , Staphylococcus aureus , Whole-Body Irradiation
13.
Blood ; 116(23): 4978-89, 2010 Dec 02.
Article in English | MEDLINE | ID: mdl-20813901

ABSTRACT

The generation of reactive oxygen species (ROS) by the nicotinamide adenine dinucleotide phosphate oxidase is an important mechanism by which neutrophils kill pathogens. The oxidase is composed of a membrane-bound cytochrome and 4 soluble proteins (p67(phox), p40(phox), p47(phox), and GTP-Rac). These components form an active complex at the correct time and subcellular location through a series of incompletely understood mutual interactions, regulated, in part, by GTP/GDP exchange on Rac, protein phosphorylation, and binding to lipid messengers. We have used a variety of assays to follow the spatiotemporal assembly of the oxidase in genetically engineered primary mouse neutrophils, during phagocytosis of both serum- and immunoglobulin G-opsonized targets. The oxidase assembles directly on serum-Staphylococcus aureus-containing phagosomes within seconds of phagosome formation; this process is only partially dependent (∼ 30%) on PtdIns3P binding to p40(phox), but totally dependent on Rac1/2 binding to p67(phox). In contrast, in response to immunoglobulin G-targets, the oxidase first assembles on a tubulovesicular compartment that develops at sites of granule fusion to the base of the emerging phagosome; oxidase assembly and activation is highly dependent on both PtdIns3P-p40(phox) and Rac2-p67(phox) interactions and delivery to the phagosome is regulated by Rab27a. These results define a novel pathway for oxidase assembly downstream of FcR-activation.


Subject(s)
NADPH Oxidases/metabolism , Neutrophils/enzymology , Phagocytosis/physiology , Phosphatidylinositol Phosphates/metabolism , rac GTP-Binding Proteins/metabolism , Animals , Enzyme Activation/physiology , Humans , Mice , Mice, Knockout , Neutrophils/immunology , Phosphatidylinositol Phosphates/immunology , Phosphoproteins/immunology , Phosphoproteins/metabolism , Reactive Oxygen Species/immunology , Reactive Oxygen Species/metabolism , Receptors, Fc/immunology , rac GTP-Binding Proteins/immunology
14.
Blood ; 112(13): 5202-11, 2008 Dec 15.
Article in English | MEDLINE | ID: mdl-18755982

ABSTRACT

Phagocytosis and activation of the NADPH oxidase are important mechanisms by which neutrophils and macrophages engulf and kill microbial pathogens. We investigated the role of PI3K signaling pathways in the regulation of the oxidase during phagocytosis of Staphylococcus aureus and Escherichia coli by mouse and human neutrophils, a mouse macrophage-like cell line and a human myeloid-like cell line. Phagocytosis of these bacteria was promoted by serum, independent of serum-derived antibodies, and effectively abolished in mouse neutrophils lacking the beta(2)-integrin common chain, CD18. A combination of PI3K isoform-selective inhibitors, mouse knock-outs, and RNA-interference indicated CD18-dependent activation of the oxidase was independent of class I and II PI3Ks, but substantially dependent on the single class III isoform (Vps34). Class III PI3K was responsible for the synthesis of PtdIns(3)P on phagosomes containing either bacteria. The use of mouse neutrophils carrying an appropriate knock-in mutation indicated that PtdIns(3)P binding to the PX domain of their p40(phox) oxidase subunit is important for oxidase activation in response to both S aureus and E coli. This interaction does not, however, account for all the PI3K sensitivity of these responses, particularly the oxidase response to E coli, suggesting that additional mechanisms for PtdIns(3)P-regulation of the oxidase must exist.


Subject(s)
CD18 Antigens/physiology , Escherichia coli/immunology , NADPH Oxidases/metabolism , Neutrophils/enzymology , Phagocytosis , Phosphatidylinositol 3-Kinases/physiology , Staphylococcus aureus/immunology , Animals , Cell Line , Enzyme Activation , Humans , Mice , Neutrophils/immunology , Phosphatidylinositol Phosphates/metabolism , Phosphoproteins/metabolism
18.
Curr Opin Chem Biol ; 10(4): 316-20, 2006 Aug.
Article in English | MEDLINE | ID: mdl-16793326

ABSTRACT

Over the past few years, high content screening has firmly established itself as a high-throughput technology for the analysis of microscopy-based cellular assays. In particular, it has opened new areas of cell biology for the large-scale analysis of cellular phenotypes and has enabled the application of increasingly sophisticated assays for large-scale genetic and compound screening, benefiting both the academic and pharmaceutical research environment.


Subject(s)
Biological Assay , Drug Design , Drug Evaluation, Preclinical/methods , Drug-Related Side Effects and Adverse Reactions , RNA Interference , Receptors, G-Protein-Coupled/drug effects
19.
IDrugs ; 8(7): 573-7, 2005 Jul.
Article in English | MEDLINE | ID: mdl-15973566

ABSTRACT

High-content analysis (HCA) has rapidly established itself as a core technology in drug discovery for secondary cell-based screening. When combined with our knowledge of genetics, HCA can provide a powerful tool for target validation, but excitingly, HCA may also enable the increased use of cellular assays in high-throughput screening for novel drug leads.


Subject(s)
Drug Evaluation, Preclinical/methods , Technology, Pharmaceutical/methods , Animals , Chemistry, Pharmaceutical/methods , Chemistry, Pharmaceutical/trends , Humans , Technology, Pharmaceutical/trends
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