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1.
Nat Methods ; 16(11): 1087-1093, 2019 11.
Article in English | MEDLINE | ID: mdl-31659326

ABSTRACT

Gene knock outs (KOs) are efficiently engineered through CRISPR-Cas9-induced frameshift mutations. While the efficiency of DNA editing is readily verified by DNA sequencing, a systematic understanding of the efficiency of protein elimination has been lacking. Here we devised an experimental strategy combining RNA sequencing and triple-stage mass spectrometry to characterize 193 genetically verified deletions targeting 136 distinct genes generated by CRISPR-induced frameshifts in HAP1 cells. We observed residual protein expression for about one third of the quantified targets, at variable levels from low to original, and identified two causal mechanisms, translation reinitiation leading to N-terminally truncated target proteins or skipping of the edited exon leading to protein isoforms with internal sequence deletions. Detailed analysis of three truncated targets, BRD4, DNMT1 and NGLY1, revealed partial preservation of protein function. Our results imply that systematic characterization of residual protein expression or function in CRISPR-Cas9-generated KO lines is necessary for phenotype interpretation.


Subject(s)
CRISPR-Cas Systems/genetics , Gene Knockout Techniques , Cell Cycle Proteins/genetics , DNA (Cytosine-5-)-Methyltransferase 1/genetics , Exons , Humans , Mutation , Peptide-N4-(N-acetyl-beta-glucosaminyl) Asparagine Amidase/genetics , Transcription Factors/genetics
2.
ACS Chem Biol ; 11(7): 2002-10, 2016 07 15.
Article in English | MEDLINE | ID: mdl-27197014

ABSTRACT

The 2-oxoglutarate-dependent dioxygenase target class comprises around 60 enzymes including several subfamilies with relevance to human disease, such as the prolyl hydroxylases and the Jumonji-type lysine demethylases. Current drug discovery approaches are largely based on small molecule inhibitors targeting the iron/2-oxoglutarate cofactor binding site. We have devised a chemoproteomics approach based on a combination of unselective active-site ligands tethered to beads, enabling affinity capturing of around 40 different dioxygenase enzymes from human cells. Mass-spectrometry-based quantification of bead-bound enzymes using a free-ligand competition-binding format enabled the comprehensive determination of affinities for the cosubstrate 2-oxoglutarate and for oncometabolites such as 2-hydroxyglutarate. We also profiled a set of representative drug-like inhibitor compounds. The results indicate that intracellular competition by endogenous cofactors and high active site similarity present substantial challenges for drug discovery for this target class.


Subject(s)
Dioxygenases/metabolism , Ketoglutaric Acids/metabolism , Proteomics
3.
Nat Methods ; 12(12): 1129-31, 2015 Dec.
Article in English | MEDLINE | ID: mdl-26524241

ABSTRACT

We extended thermal proteome profiling to detect transmembrane protein-small molecule interactions in cultured human cells. When we assessed the effects of detergents on ATP-binding profiles, we observed shifts in denaturation temperature for ATP-binding transmembrane proteins. We also observed cellular thermal shifts in pervanadate-induced T cell-receptor signaling, delineating the membrane target CD45 and components of the downstream pathway, and with drugs affecting the transmembrane transporters ATP1A1 and MDR1.


Subject(s)
Membrane Proteins/metabolism , Proteome/analysis , Proteomics/methods , Tandem Mass Spectrometry/methods , ATP Binding Cassette Transporter, Subfamily B/metabolism , Caco-2 Cells , Hot Temperature , Humans , Jurkat Cells , K562 Cells , Ligands , Protein Binding , Protein Stability , Proteome/metabolism , Receptors, Antigen, T-Cell/metabolism , Small Molecule Libraries/pharmacology , Sodium-Potassium-Exchanging ATPase/metabolism , Vanadates/pharmacology
4.
Nat Chem Biol ; 11(3): 189-91, 2015 Mar.
Article in English | MEDLINE | ID: mdl-25622091

ABSTRACT

PAD4 has been strongly implicated in the pathogenesis of autoimmune, cardiovascular and oncological diseases through clinical genetics and gene disruption in mice. New selective PAD4 inhibitors binding a calcium-deficient form of the PAD4 enzyme have validated the critical enzymatic role of human and mouse PAD4 in both histone citrullination and neutrophil extracellular trap formation for, to our knowledge, the first time. The therapeutic potential of PAD4 inhibitors can now be explored.


Subject(s)
Benzimidazoles/pharmacology , Enzyme Inhibitors/pharmacology , Hydrolases/antagonists & inhibitors , Neutrophils/drug effects , Animals , Benzimidazoles/chemical synthesis , Binding, Competitive , Calcium/metabolism , Citrulline/metabolism , Enzyme Inhibitors/chemical synthesis , HEK293 Cells , Histones/metabolism , Humans , In Vitro Techniques , Mice , Models, Molecular , Protein-Arginine Deiminase Type 4 , Protein-Arginine Deiminases , Small Molecule Libraries , Substrate Specificity
6.
Science ; 346(6205): 1255784, 2014 Oct 03.
Article in English | MEDLINE | ID: mdl-25278616

ABSTRACT

The thermal stability of proteins can be used to assess ligand binding in living cells. We have generalized this concept by determining the thermal profiles of more than 7000 proteins in human cells by means of mass spectrometry. Monitoring the effects of small-molecule ligands on the profiles delineated more than 50 targets for the kinase inhibitor staurosporine. We identified the heme biosynthesis enzyme ferrochelatase as a target of kinase inhibitors and suggest that its inhibition causes the phototoxicity observed with vemurafenib and alectinib. Thermal shifts were also observed for downstream effectors of drug treatment. In live cells, dasatinib induced shifts in BCR-ABL pathway proteins, including CRK/CRKL. Thermal proteome profiling provides an unbiased measure of drug-target engagement and facilitates identification of markers for drug efficacy and toxicity.


Subject(s)
Antineoplastic Agents/pharmacology , Proteome/drug effects , Proteomics/methods , Adenosine Triphosphatases/metabolism , Hot Temperature , Humans , K562 Cells , Ligands , Protein Binding , Protein Denaturation , Protein Stability
7.
ACS Chem Biol ; 7(11): 1858-65, 2012 Nov 16.
Article in English | MEDLINE | ID: mdl-22908928

ABSTRACT

The protozoan parasite Trypanosoma brucei is the causative agent of African sleeping sickness, and there is an urgent unmet need for improved treatments. Parasite protein kinases are attractive drug targets, provided that the host and parasite kinomes are sufficiently divergent to allow specific inhibition to be achieved. Current drug discovery efforts are hampered by the fact that comprehensive assay panels for parasite targets have not yet been developed. Here, we employ a kinase-focused chemoproteomics strategy that enables the simultaneous profiling of kinase inhibitor potencies against more than 50 endogenously expressed T. brucei kinases in parasite cell extracts. The data reveal that T. brucei kinases are sensitive to typical kinase inhibitors with nanomolar potency and demonstrate the potential for the development of species-specific inhibitors.


Subject(s)
Drug Discovery , Protein Kinase Inhibitors/pharmacology , Proteomics , Trypanocidal Agents/pharmacology , Trypanosoma brucei brucei/drug effects , Trypanosoma brucei brucei/enzymology , Drug Discovery/methods , Humans , Protein Kinase Inhibitors/chemistry , Protein Kinases/metabolism , Proteomics/methods , Protozoan Proteins/metabolism , Trypanocidal Agents/chemistry , Trypanosomiasis, African/drug therapy
8.
Nature ; 488(7411): 404-8, 2012 Aug 16.
Article in English | MEDLINE | ID: mdl-22842901

ABSTRACT

The jumonji (JMJ) family of histone demethylases are Fe2+- and α-ketoglutarate-dependent oxygenases that are essential components of regulatory transcriptional chromatin complexes. These enzymes demethylate lysine residues in histones in a methylation-state and sequence-specific context. Considerable effort has been devoted to gaining a mechanistic understanding of the roles of histone lysine demethylases in eukaryotic transcription, genome integrity and epigenetic inheritance, as well as in development, physiology and disease. However, because of the absence of any selective inhibitors, the relevance of the demethylase activity of JMJ enzymes in regulating cellular responses remains poorly understood. Here we present a structure-guided small-molecule and chemoproteomics approach to elucidating the functional role of the H3K27me3-specific demethylase subfamily (KDM6 subfamily members JMJD3 and UTX). The liganded structures of human and mouse JMJD3 provide novel insight into the specificity determinants for cofactor, substrate and inhibitor recognition by the KDM6 subfamily of demethylases. We exploited these structural features to generate the first small-molecule catalytic site inhibitor that is selective for the H3K27me3-specific JMJ subfamily. We demonstrate that this inhibitor binds in a novel manner and reduces lipopolysaccharide-induced proinflammatory cytokine production by human primary macrophages, a process that depends on both JMJD3 and UTX. Our results resolve the ambiguity associated with the catalytic function of H3K27-specific JMJs in regulating disease-relevant inflammatory responses and provide encouragement for designing small-molecule inhibitors to allow selective pharmacological intervention across the JMJ family.


Subject(s)
Enzyme Inhibitors/pharmacology , Jumonji Domain-Containing Histone Demethylases/antagonists & inhibitors , Macrophages/drug effects , Macrophages/immunology , Amino Acid Sequence , Animals , Biocatalysis/drug effects , Catalytic Domain , Cells, Cultured , Enzyme Inhibitors/metabolism , Evolution, Molecular , Histones/chemistry , Histones/metabolism , Humans , Inhibitory Concentration 50 , Jumonji Domain-Containing Histone Demethylases/chemistry , Jumonji Domain-Containing Histone Demethylases/classification , Jumonji Domain-Containing Histone Demethylases/metabolism , Lysine/metabolism , Macrophages/enzymology , Macrophages/metabolism , Methylation/drug effects , Mice , Models, Molecular , Substrate Specificity , Tumor Necrosis Factor-alpha/biosynthesis
9.
Methods Mol Biol ; 803: 141-55, 2012.
Article in English | MEDLINE | ID: mdl-22065223

ABSTRACT

Chemical proteomics offers a unique approach for target identification of small molecule inhibitors directly from cell extracts, thus enabling characterization of target proteins under close to physiological conditions. Here, we describe a competition binding procedure that is based on affinity enrichment of potential target proteins on a probe matrix in the presence of increasing amounts of free test compound in solution. Reduced binding of target proteins to the probe matrix as a function of test compound concentration can be measured and thus, enables calculation of IC(50) values. The method employs quantitative mass spectrometry using isobaric mass tags which enables determination of potency for a large number of target proteins in a single analysis.


Subject(s)
Binding, Competitive/drug effects , Biological Assay/methods , Cell Extracts/chemistry , Protein Kinase Inhibitors/pharmacology , Staining and Labeling , Cell Fractionation , Chromatography, Affinity , Chromatography, Liquid , Inhibitory Concentration 50 , Mass Spectrometry , Molecular Weight , Proteomics , Statistics as Topic , Staurosporine/pharmacology , Trypsin
10.
Nat Biotechnol ; 29(3): 255-65, 2011 Mar.
Article in English | MEDLINE | ID: mdl-21258344

ABSTRACT

The development of selective histone deacetylase (HDAC) inhibitors with anti-cancer and anti-inflammatory properties remains challenging in large part owing to the difficulty of probing the interaction of small molecules with megadalton protein complexes. A combination of affinity capture and quantitative mass spectrometry revealed the selectivity with which 16 HDAC inhibitors target multiple HDAC complexes scaffolded by ELM-SANT domain subunits, including a novel mitotic deacetylase complex (MiDAC). Inhibitors clustered according to their target profiles with stronger binding of aminobenzamides to the HDAC NCoR complex than to the HDAC Sin3 complex. We identified several non-HDAC targets for hydroxamate inhibitors. HDAC inhibitors with distinct profiles have correspondingly different effects on downstream targets. We also identified the anti-inflammatory drug bufexamac as a class IIb (HDAC6, HDAC10) HDAC inhibitor. Our approach enables the discovery of novel targets and inhibitors and suggests that the selectivity of HDAC inhibitors should be evaluated in the context of HDAC complexes and not purified catalytic subunits.


Subject(s)
Histone Deacetylases/chemistry , Histone Deacetylases/metabolism , Mass Spectrometry/methods , Peptide Mapping/methods , Protein Interaction Mapping/methods , Proteomics/methods
11.
Mol Cell Proteomics ; 7(9): 1702-13, 2008 Sep.
Article in English | MEDLINE | ID: mdl-18511480

ABSTRACT

Isobaric stable isotope tagging reagents such as tandem mass tags or isobaric tags for relative and absolute quantification enable multiplexed quantification of peptides via reporter ion signals in the low mass range of tandem mass spectra. Until recently, the poor recovery of low mass fragments observed in tandem mass spectra acquired on ion trap mass spectrometers precluded the use of these reagents on this widely available instrument platform. The Pulsed Q Dissociation (PQD) technique allows negotiating this limitation but suffers from poor fragmentation efficiency, which has raised doubts in the community as to its practical utility. Here we show that by carefully optimizing instrument parameters such as collision energy, activation Q, delay time, ion isolation width, number of microscans, and number of trapped ions, low m/z fragment ion intensities can be generated that enable accurate peptide quantification at the 100 amol level. Side by side comparison of PQD on an LTQ Orbitrap with CID on a five-year old Q-Tof Ultima using complex protein digests shows that whereas precision of quantification of 10-15% can be achieved by both approaches, PQD quantifies twice as many proteins. PQD on an LTQ Orbitrap also outperforms "higher energy collision induced dissociation" on the same instrument using the recently introduced octapole collision cell in terms of lower limit of quantification. Finally, we demonstrate the significant analytical potential of iTRAQ quantification using PQD on an LTQ Orbitrap by quantitatively measuring the kinase interaction profile of the small molecule drug imatinib in K-562 cells. This article gives practical guidance for the implementation of PQD, discusses its merits, and for the first time, compares its performance to higher energy collision-induced dissociation.


Subject(s)
Peptides/analysis , Proteomics/methods , Tandem Mass Spectrometry/instrumentation , Benzamides , Cell Line, Tumor , Humans , Imatinib Mesylate , Isotope Labeling , Jurkat Cells , Piperazines/metabolism , Piperazines/pharmacology , Protein Kinase Inhibitors/metabolism , Protein Kinase Inhibitors/pharmacology , Protein Kinases/metabolism , Pyrimidines/metabolism , Pyrimidines/pharmacology , Sensitivity and Specificity
12.
Nat Biotechnol ; 25(9): 1035-44, 2007 Sep.
Article in English | MEDLINE | ID: mdl-17721511

ABSTRACT

We describe a chemical proteomics approach to profile the interaction of small molecules with hundreds of endogenously expressed protein kinases and purine-binding proteins. This subproteome is captured by immobilized nonselective kinase inhibitors (kinobeads), and the bound proteins are quantified in parallel by mass spectrometry using isobaric tags for relative and absolute quantification (iTRAQ). By measuring the competition with the affinity matrix, we assess the binding of drugs to their targets in cell lysates and in cells. By mapping drug-induced changes in the phosphorylation state of the captured proteome, we also analyze signaling pathways downstream of target kinases. Quantitative profiling of the drugs imatinib (Gleevec), dasatinib (Sprycel) and bosutinib in K562 cells confirms known targets including ABL and SRC family kinases and identifies the receptor tyrosine kinase DDR1 and the oxidoreductase NQO2 as novel targets of imatinib. The data suggest that our approach is a valuable tool for drug discovery.


Subject(s)
Protein Kinase Inhibitors/pharmacology , Proteomics/methods , Proto-Oncogene Proteins c-abl/antagonists & inhibitors , Benzamides , Cell Extracts , Chromatography, Affinity , Discoidin Domain Receptor 1 , Enzymes, Immobilized/antagonists & inhibitors , HeLa Cells , Humans , Imatinib Mesylate , Inhibitory Concentration 50 , K562 Cells , Pharmaceutical Preparations , Phosphorylation/drug effects , Piperazines/pharmacology , Pyrimidines/pharmacology , Quinone Reductases/antagonists & inhibitors , Receptor Protein-Tyrosine Kinases/antagonists & inhibitors , Signal Transduction/drug effects
14.
Mol Cell Biol ; 27(1): 340-51, 2007 Jan.
Article in English | MEDLINE | ID: mdl-17060451

ABSTRACT

One of the earliest organizational decisions in the development of the vertebrate brain is the division of the neural plate into Otx2-positive anterior and Gbx2-positive posterior territories. At the junction of these two expression domains, a local signaling center is formed, known as the midbrain-hindbrain boundary (MHB). This tissue coordinates or "organizes" the development of neighboring brain structures, such as the midbrain and cerebellum. Correct positioning of the MHB is thought to depend on mutual repression involving these two homeobox genes. Using a cell culture colocalization assay and coimmunoprecipitation experiments, we show that engrailed homology region 1 (eh1)-like motifs of both transcription factors physically interact with the WD40 domain of Groucho/Tle corepressor proteins. In addition, heat shock-induced expression of wild-type and mutant Otx2 and Gbx2 in medaka embryos demonstrates that Groucho is required for the repression of Otx2 by Gbx2. On the other hand, the repressive functions of Otx2 on Gbx2 do not appear to be dependent on corepressor interaction. Interestingly, the association of Groucho with Otx2 is also required for the repression of Fgf8 in the MHB. Therefore Groucho/Tle family members appear to regulate key aspects in the MHB development of the vertebrate brain.


Subject(s)
DNA-Binding Proteins/chemistry , Gene Expression Regulation , Homeodomain Proteins/physiology , Nuclear Proteins/chemistry , Otx Transcription Factors/physiology , Repressor Proteins/chemistry , Amino Acid Sequence , Animals , Brain/metabolism , COS Cells , Chlorocebus aethiops , DNA-Binding Proteins/metabolism , Homeodomain Proteins/metabolism , Humans , Mice , Molecular Sequence Data , NIH 3T3 Cells , Nuclear Proteins/metabolism , Oryzias , Otx Transcription Factors/metabolism , Repressor Proteins/metabolism
15.
EMBO Rep ; 5(3): 291-6, 2004 Mar.
Article in English | MEDLINE | ID: mdl-14993928

ABSTRACT

PU.1 and Pax5 are important regulators of immunoglobulin heavy-chain (IgH) gene expression in B lineage cells. We have previously shown that PU.1 can potentiate the transcription of an IgH HS1,2 enhancer-linked reporter gene, and that Pax5 represses the same enhancer in transient transfection assays. Here we report that PU.1, like Pax5, can recruit and physically interact with a member of the Groucho family of co-repressors, Grg4. As a consequence, PU.1 in conjunction with Pax5 represses enhancer function in a position-dependent manner when Grg4 is recruited. Interestingly, Grg4 levels decrease following B-cell activation, suggesting temporal regulation of Grg4. Moreover, the joining-chain promoter, with an activity pattern and architecture resembling HS1,2 can also be repressed by the combinatorial action of Pax5/PU.1/Grg4. These data indicate that Pax5 depends on PU.1, acting in cis, for stable recruitment of Grg co-repressors to B-cell-specific genes.


Subject(s)
B-Lymphocytes/metabolism , DNA-Binding Proteins/metabolism , Gene Expression Regulation , Proto-Oncogene Proteins/metabolism , Repressor Proteins/metabolism , Trans-Activators/metabolism , Transcription Factors/metabolism , Animals , B-Lymphocytes/immunology , Base Sequence , COS Cells , Chlorocebus aethiops , Down-Regulation , Enhancer Elements, Genetic , Genes, Immunoglobulin/genetics , Genes, Reporter/genetics , Globins/genetics , Humans , Immunoglobulin J-Chains/genetics , Luciferases/analysis , Lymphocyte Activation , Mice , Molecular Sequence Data , PAX5 Transcription Factor , Promoter Regions, Genetic/genetics , Protein Binding
16.
Nat Cell Biol ; 6(2): 97-105, 2004 Feb.
Article in English | MEDLINE | ID: mdl-14743216

ABSTRACT

Signal transduction pathways are modular composites of functionally interdependent sets of proteins that act in a coordinated fashion to transform environmental information into a phenotypic response. The pro-inflammatory cytokine tumour necrosis factor (TNF)-alpha triggers a signalling cascade, converging on the activation of the transcription factor NF-kappa B, which forms the basis for numerous physiological and pathological processes. Here we report the mapping of a protein interaction network around 32 known and candidate TNF-alpha/NF-kappa B pathway components by using an integrated approach comprising tandem affinity purification, liquid-chromatography tandem mass spectrometry, network analysis and directed functional perturbation studies using RNA interference. We identified 221 molecular associations and 80 previously unknown interactors, including 10 new functional modulators of the pathway. This systems approach provides significant insight into the logic of the TNF-alpha/NF-kappa B pathway and is generally applicable to other pathways relevant to human disease.


Subject(s)
Drosophila Proteins , NF-kappa B/metabolism , Signal Transduction/physiology , Tumor Necrosis Factor-alpha/metabolism , Animals , Carrier Proteins/genetics , Carrier Proteins/metabolism , Cell Cycle Proteins/genetics , Cell Cycle Proteins/metabolism , Cell Line , Chaperonins , Chromatography, Affinity/methods , Enzyme Activation , HSP90 Heat-Shock Proteins/genetics , HSP90 Heat-Shock Proteins/metabolism , Humans , I-kappa B Proteins/isolation & purification , I-kappa B Proteins/metabolism , MAP Kinase Kinase Kinase 3 , MAP Kinase Kinase Kinases/genetics , MAP Kinase Kinase Kinases/metabolism , Macromolecular Substances , Mass Spectrometry/methods , Models, Biological , Molecular Chaperones/genetics , Molecular Chaperones/metabolism , NF-kappa B/genetics , NF-kappa B/isolation & purification , Proteome/analysis , RNA Interference , Receptors, Tumor Necrosis Factor/metabolism , Tacrolimus Binding Proteins/genetics , Tacrolimus Binding Proteins/metabolism , Tumor Necrosis Factor-alpha/genetics , Tumor Necrosis Factor-alpha/isolation & purification , Tumor Suppressor Proteins/genetics , Tumor Suppressor Proteins/metabolism
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