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1.
Nat Biotechnol ; 2023 Oct 19.
Article in English | MEDLINE | ID: mdl-37857725

ABSTRACT

The broad application of precision cancer immunotherapies is limited by the number of validated neoepitopes that are common among patients or tumor types. To expand the known repertoire of shared neoantigen-human leukocyte antigen (HLA) complexes, we developed a high-throughput platform that coupled an in vitro peptide-HLA binding assay with engineered cellular models expressing individual HLA alleles in combination with a concatenated transgene harboring 47 common cancer neoantigens. From more than 24,000 possible neoepitope-HLA combinations, biochemical and computational assessment yielded 844 unique candidates, of which 86 were verified after immunoprecipitation mass spectrometry analyses of engineered, monoallelic cell lines. To evaluate the potential for immunogenicity, we identified T cell receptors that recognized select neoepitope-HLA pairs and elicited a response after introduction into human T cells. These cellular systems and our data on therapeutically relevant neoepitopes in their HLA contexts will aid researchers studying antigen processing as well as neoepitope targeting therapies.

2.
Cell ; 182(5): 1232-1251.e22, 2020 09 03.
Article in English | MEDLINE | ID: mdl-32822576

ABSTRACT

Lung cancer, the leading cause of cancer mortality, exhibits heterogeneity that enables adaptability, limits therapeutic success, and remains incompletely understood. Single-cell RNA sequencing (scRNA-seq) of metastatic lung cancer was performed using 49 clinical biopsies obtained from 30 patients before and during targeted therapy. Over 20,000 cancer and tumor microenvironment (TME) single-cell profiles exposed a rich and dynamic tumor ecosystem. scRNA-seq of cancer cells illuminated targetable oncogenes beyond those detected clinically. Cancer cells surviving therapy as residual disease (RD) expressed an alveolar-regenerative cell signature suggesting a therapy-induced primitive cell-state transition, whereas those present at on-therapy progressive disease (PD) upregulated kynurenine, plasminogen, and gap-junction pathways. Active T-lymphocytes and decreased macrophages were present at RD and immunosuppressive cell states characterized PD. Biological features revealed by scRNA-seq were biomarkers of clinical outcomes in independent cohorts. This study highlights how therapy-induced adaptation of the multi-cellular ecosystem of metastatic cancer shapes clinical outcomes.


Subject(s)
Lung Neoplasms/genetics , Biomarkers, Tumor/genetics , Cell Line , Ecosystem , Humans , Lung Neoplasms/pathology , Macrophages/pathology , Sequence Analysis, RNA/methods , Single-Cell Analysis/methods , T-Lymphocytes/pathology , Tumor Microenvironment/genetics
3.
Elife ; 92020 04 14.
Article in English | MEDLINE | ID: mdl-32286221

ABSTRACT

The conducting airway forms a protective mucosal barrier and is the primary target of airway disorders. The molecular events required for the formation and function of the airway mucosal barrier, as well as the mechanisms by which barrier dysfunction leads to early onset airway diseases, remain unclear. In this study, we systematically characterized the developmental landscape of the mouse airway using single-cell RNA sequencing and identified remarkably conserved cellular programs operating during human fetal development. We demonstrated that in mouse, genetic inactivation of chloride channel Ano1/Tmem16a compromises airway barrier function, results in early signs of inflammation, and alters the airway cellular landscape by depleting epithelial progenitors. Mouse Ano1-/-mutants exhibited mucus obstruction and abnormal mucociliary clearance that resemble the airway defects associated with cystic fibrosis. The data reveal critical and non-redundant roles for Ano1 in organogenesis, and show that chloride channels are essential for mammalian airway formation and function.


Subject(s)
Anoctamin-1/metabolism , Neoplasm Proteins/metabolism , Respiratory Mucosa/embryology , Animals , Cell Differentiation/physiology , Humans , Mice , Organogenesis/physiology , Respiratory Mucosa/metabolism , Trachea/embryology , Trachea/metabolism
4.
Proc Natl Acad Sci U S A ; 115(16): E3702-E3711, 2018 04 17.
Article in English | MEDLINE | ID: mdl-29588420

ABSTRACT

Transcription factors (TFs) are primary regulators of gene expression in cells, where they bind specific genomic target sites to control transcription. Quantitative measurements of TF-DNA binding energies can improve the accuracy of predictions of TF occupancy and downstream gene expression in vivo and shed light on how transcriptional networks are rewired throughout evolution. Here, we present a sequencing-based TF binding assay and analysis pipeline (BET-seq, for Binding Energy Topography by sequencing) capable of providing quantitative estimates of binding energies for more than one million DNA sequences in parallel at high energetic resolution. Using this platform, we measured the binding energies associated with all possible combinations of 10 nucleotides flanking the known consensus DNA target interacting with two model yeast TFs, Pho4 and Cbf1. A large fraction of these flanking mutations change overall binding energies by an amount equal to or greater than consensus site mutations, suggesting that current definitions of TF binding sites may be too restrictive. By systematically comparing estimates of binding energies output by deep neural networks (NNs) and biophysical models trained on these data, we establish that dinucleotide (DN) specificities are sufficient to explain essentially all variance in observed binding behavior, with Cbf1 binding exhibiting significantly more nonadditivity than Pho4. NN-derived binding energies agree with orthogonal biochemical measurements and reveal that dynamically occupied sites in vivo are both energetically and mutationally distant from the highest affinity sites.


Subject(s)
DNA/metabolism , High-Throughput Nucleotide Sequencing/methods , Transcription Factors/metabolism , Base Sequence , Basic Helix-Loop-Helix Leucine Zipper Transcription Factors/metabolism , Binding Sites , Computer Simulation , DNA-Binding Proteins/metabolism , E-Box Elements , Gene Library , Microfluidic Analytical Techniques , Monte Carlo Method , Protein Binding , Saccharomyces cerevisiae Proteins/metabolism , Sequence Analysis, DNA , Thermodynamics , Transcription, Genetic
5.
Nat Commun ; 8: 14432, 2017 02 17.
Article in English | MEDLINE | ID: mdl-28211448

ABSTRACT

G-quadruplex DNAs form four-stranded helical structures and are proposed to play key roles in different cellular processes. Targeting G-quadruplex DNAs for cancer treatment is a very promising prospect. Here, we show that CX-5461 is a G-quadruplex stabilizer, with specific toxicity against BRCA deficiencies in cancer cells and polyclonal patient-derived xenograft models, including tumours resistant to PARP inhibition. Exposure to CX-5461, and its related drug CX-3543, blocks replication forks and induces ssDNA gaps or breaks. The BRCA and NHEJ pathways are required for the repair of CX-5461 and CX-3543-induced DNA damage and failure to do so leads to lethality. These data strengthen the concept of G4 targeting as a therapeutic approach, specifically for targeting HR and NHEJ deficient cancers and other tumours deficient for DNA damage repair. CX-5461 is now in advanced phase I clinical trial for patients with BRCA1/2 deficient tumours (Canadian trial, NCT02719977, opened May 2016).


Subject(s)
BRCA1 Protein/deficiency , BRCA2 Protein/deficiency , Benzothiazoles/pharmacology , Benzothiazoles/therapeutic use , G-Quadruplexes , Naphthyridines/pharmacology , Naphthyridines/therapeutic use , Neoplasms/drug therapy , Animals , Base Sequence , Benzoxazines/pharmacology , Caenorhabditis elegans/drug effects , Cell Line, Tumor , Chromosomal Instability/genetics , DNA Damage , DNA Repair/drug effects , DNA Replication/drug effects , DNA, Ribosomal/genetics , Female , G-Quadruplexes/drug effects , Genome, Human , Genotype , Homologous Recombination/drug effects , Humans , Mice , Quinolones/pharmacology , Saccharomyces cerevisiae/metabolism , Transcription, Genetic/drug effects , Xenograft Model Antitumor Assays
6.
J Med Chem ; 59(4): 1580-98, 2016 Feb 25.
Article in English | MEDLINE | ID: mdl-26699912

ABSTRACT

Development of tool molecules that inhibit Jumonji demethylases allows for the investigation of cancer-associated transcription. While scaffolds such as 2,4-pyridinedicarboxylic acid (2,4-PDCA) are potent inhibitors, they exhibit limited selectivity. To discover new inhibitors for the KDM4 demethylases, enzymes overexpressed in several cancers, we docked a library of 600,000 fragments into the high-resolution structure of KDM4A. Among the most interesting chemotypes were the 5-aminosalicylates, which docked in two distinct but overlapping orientations. Docking poses informed the design of covalently linked fragment compounds, which were further derivatized. This combined approach improved affinity by ∼ 3 log-orders to yield compound 35 (Ki = 43 nM). Several hybrid inhibitors were selective for KDM4C over the related enzymes FIH, KDM2A, and KDM6B while lacking selectivity against the KDM3 and KDM5 subfamilies. Cocrystal structures corroborated the docking predictions. This study extends the use of structure-based docking from fragment discovery to fragment linking optimization, yielding novel KDM4 inhibitors.


Subject(s)
Jumonji Domain-Containing Histone Demethylases/antagonists & inhibitors , Mesalamine/chemistry , Mesalamine/pharmacology , Small Molecule Libraries/chemistry , Small Molecule Libraries/pharmacology , Crystallography, X-Ray , Drug Design , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Humans , Jumonji Domain-Containing Histone Demethylases/chemistry , Jumonji Domain-Containing Histone Demethylases/metabolism , Molecular Docking Simulation , Neoplasms/drug therapy , Neoplasms/enzymology
7.
J Am Chem Soc ; 135(8): 2879-82, 2013 Feb 27.
Article in English | MEDLINE | ID: mdl-23398247

ABSTRACT

Arginine methylation has emerged as a widespread post-translational modification with influence over myriad cellular processes. However, the molecular mechanisms underlying such methylarginine-dependent phenomena remain unclear. To aid in this research, a facile method was developed to install methylarginine analogues on recombinant protein for use in biochemical, biophysical, and structural studies. Through chemical conjugation of novel α,ß-unsaturated amidine precursors with proteins, methylarginine mimics can be displayed with control of methylation site, extent, and regiospecificity. Analogue installation into histones using this strategy produced modified proteins that were recognized by antibodies specific to endogenous methylarginine, and these histones retained the capacity to form mononucleosomes. Moreover, a native methylarginine-specific binding domain was shown to interact with methylarginine analogue-modified substrates. This chemical conjugation method for installing methylarginine analogues provides an efficient route to produce homogeneous modified proteins for subsequent investigations of methylarginine-dependent processes.


Subject(s)
Arginine/chemistry , Histones/chemistry , Methylation , Native Polyacrylamide Gel Electrophoresis , Protein Binding , Recombinant Proteins/chemistry
8.
Curr Opin Chem Biol ; 16(5-6): 507-15, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23085277

ABSTRACT

Protein and nucleic acid methylating enzymes are implicated in myriad cellular processes. These enzymes utilize diverse chemical mechanisms ranging from nucleophilic substitution-displacement to a novel radical-based reaction found in bacterial iron-sulfur cluster proteins. Within the cell, methylation activity is governed by interactions with endogenous molecular machinery. Of particular interest are the observations that methylating enzyme activity can be allosterically controlled by regulatory binding partners. Recent advances and emerging trends in the study of methylating enzyme mechanisms and regulation highlight the importance of protein and nucleic acid methylation in cellular physiology and disease.


Subject(s)
Methyltransferases/metabolism , Nucleic Acids/metabolism , Proteins/metabolism , Allosteric Regulation , Animals , Biocatalysis , DNA Modification Methylases/chemistry , DNA Modification Methylases/metabolism , Histone-Lysine N-Methyltransferase/chemistry , Histone-Lysine N-Methyltransferase/metabolism , Humans , Methylation , Methyltransferases/chemistry , Models, Molecular , Protein-Arginine N-Methyltransferases/chemistry , Protein-Arginine N-Methyltransferases/metabolism
10.
Nat Chem Biol ; 6(2): 117-24, 2010 Feb.
Article in English | MEDLINE | ID: mdl-20081827

ABSTRACT

Deregulation of the phosphoinositide-3-OH kinase (PI(3)K) pathway has been implicated in numerous pathologies including cancer, diabetes, thrombosis, rheumatoid arthritis and asthma. Recently, small-molecule and ATP-competitive PI(3)K inhibitors with a wide range of selectivities have entered clinical development. In order to understand the mechanisms underlying the isoform selectivity of these inhibitors, we developed a new expression strategy that enabled us to determine to our knowledge the first crystal structure of the catalytic subunit of the class IA PI(3)K p110 delta. Structures of this enzyme in complex with a broad panel of isoform- and pan-selective class I PI(3)K inhibitors reveal that selectivity toward p110 delta can be achieved by exploiting its conformational flexibility and the sequence diversity of active site residues that do not contact ATP. We have used these observations to rationalize and synthesize highly selective inhibitors for p110 delta with greatly improved potencies.


Subject(s)
Catalytic Domain , Phosphatidylinositol 3-Kinases/chemistry , Protein Kinase Inhibitors/chemistry , Adenosine Triphosphate/chemistry , Adenosine Triphosphate/metabolism , Animals , Cell Line , Computer Simulation , Crystallography, X-Ray , Humans , Hydrophobic and Hydrophilic Interactions , Models, Molecular , Phosphatidylinositol 3-Kinases/metabolism , Protein Interaction Domains and Motifs , Spodoptera , Structure-Activity Relationship , Substrate Specificity
11.
J Org Chem ; 73(4): 1593-6, 2008 Feb 15.
Article in English | MEDLINE | ID: mdl-18197677

ABSTRACT

Rate constants for the rearrangement of 1-bicyclo[3.1.0]hexanylmethyl radical (2) to 3-methylenecyclohexenyl radical (3) and 2-methylenecyclopentyl-1-methyl radical (1) were measured using the PTOC-thiol competition method. The ring-expansion pathway is described by the rate equation, log(k/s-1) = (12.5 +/- 0.1) - (4.9 +/- 0.1)/theta; the non-expansion pathway is described by log(k/s-1) = (11.9 +/- 0.6) - (6.9 +/- 0.8)/theta. Employing the slower trapping agent, tri-n-butylstannane, favors methylenecyclohexane over 2-methyl-methylenecyclopentane by more than 120:1 at ambient or lower temperatures.

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