RESUMO
Profiling post-translational modifications represents an alternative dimension to gene expression data in characterizing cellular processes. Many cellular responses to drugs are mediated by changes in cellular phosphosignaling. We sought to develop a common platform on which phosphosignaling responses could be profiled across thousands of samples, and created a targeted MS assay that profiles a reduced-representation set of phosphopeptides that we show to be strong indicators of responses to chemical perturbagens.To develop the assay, we investigated the coordinate regulation of phosphosites in samples derived from three cell lines treated with 26 different bioactive small molecules. Phosphopeptide analytes were selected from these discovery studies by clustering and picking 1 to 2 proxy members from each cluster. A quantitative, targeted parallel reaction monitoring assay was developed to directly measure 96 reduced-representation probes. Sample processing for proteolytic digestion, protein quantification, peptide desalting, and phosphopeptide enrichment have been fully automated, making possible the simultaneous processing of 96 samples in only 3 days, with a plate phosphopeptide enrichment variance of 12%. This highly reproducible process allowed â¼95% of the reduced-representation phosphopeptide probes to be detected in â¼200 samples.The performance of the assay was evaluated by measuring the probes in new samples generated under treatment conditions from discovery experiments, recapitulating the observations of deeper experiments using a fraction of the analytical effort. We measured these probes in new experiments varying the treatments, cell types, and timepoints to demonstrate generalizability. We demonstrated that the assay is sensitive to disruptions in common signaling pathways (e.g. MAPK, PI3K/mTOR, and CDK). The high-throughput, reduced-representation phosphoproteomics assay provides a platform for the comparison of perturbations across a range of biological conditions, suitable for profiling thousands of samples. We believe the assay will prove highly useful for classification of known and novel drug and genetic mechanisms through comparison of phosphoproteomic signatures.
Assuntos
Células-Tronco Embrionárias/metabolismo , Fosfoproteínas/análise , Proteômica/métodos , Bibliotecas de Moléculas Pequenas/farmacologia , Animais , Células Cultivadas , Células-Tronco Embrionárias/citologia , Ensaios de Triagem em Larga Escala , Humanos , Células MCF-7 , Camundongos , Fosfoproteínas/efeitos dos fármacos , Transdução de SinaisRESUMO
A coding polymorphism (Thr300Ala) in the essential autophagy gene, autophagy related 16-like 1 (ATG16L1), confers increased risk for the development of Crohn disease, although the mechanisms by which single disease-associated polymorphisms contribute to pathogenesis have been difficult to dissect given that environmental factors likely influence disease initiation in these patients. Here we introduce a knock-in mouse model expressing the Atg16L1 T300A variant. Consistent with the human polymorphism, T300A knock-in mice do not develop spontaneous intestinal inflammation, but exhibit morphological defects in Paneth and goblet cells. Selective autophagy is reduced in multiple cell types from T300A knock-in mice compared with WT mice. The T300A polymorphism significantly increases caspase 3- and caspase 7-mediated cleavage of Atg16L1, resulting in lower levels of full-length Atg16Ll T300A protein. Moreover, Atg16L1 T300A is associated with decreased antibacterial autophagy and increased IL-1ß production in primary cells and in vivo. Quantitative proteomics for protein interactors of ATG16L1 identified previously unknown nonoverlapping sets of proteins involved in ATG16L1-dependent antibacterial autophagy or IL-1ß production. These findings demonstrate how the T300A polymorphism leads to cell type- and pathway-specific disruptions of selective autophagy and suggest a mechanism by which this polymorphism contributes to disease.
Assuntos
Proteínas de Transporte/genética , Doença de Crohn/imunologia , Celulas de Paneth/patologia , Polimorfismo de Nucleotídeo Único/genética , Infecções por Salmonella/imunologia , Animais , Autofagia/genética , Proteínas Relacionadas à Autofagia , Western Blotting , Cromatografia Líquida , Doença de Crohn/genética , Ensaio de Imunoadsorção Enzimática , Citometria de Fluxo , Técnicas de Introdução de Genes , Células Caliciformes/patologia , Camundongos , Proteômica , Reação em Cadeia da Polimerase em Tempo Real , Espectrometria de Massas em TandemRESUMO
Immunoaffinity enrichment of peptides coupled with analysis by stable isotope dilution multiple reaction mass spectrometry has been shown to have analytical performance and detection limits suitable for many biomarker verification studies and biological applications. Prior studies have shown that antipeptide antibodies can be multiplexed up to 50 in a single assay without significant loss of performance. Achieving higher multiplex levels is relevant to all studies involving precious biological material as this minimizes the amount of sample that must be consumed to measure a given set of analytes and reduces the assay cost per analyte. Here we developed automated methods employing the Agilent AssayMAP Bravo microchromatography platform and used these methods to characterize the performance of immunoaffinity enrichment of peptides up to multiplex levels of 172. Median capture efficiency for the target peptides remained high (88%) even at levels of 150-plex and declined to 70% at 172-plex compared to antibody performance observed at standard lower multiplex levels (n = 25). Subsequently, we developed and analytically characterized a multiplexed immuno-multiple reaction monitoring-mass spectrometry (immuno-MRM-MS) assay (n = 110) and applied it to measure candidate protein biomarkers of cardiovascular disease in plasma of patients undergoing planned myocardial infarction. The median lower limit of detection of all peptides was 71.5 amol/µL (nM), and the coefficient of variation (CV) was less than 15% at the lower limit of quantification. The results demonstrate that high multiplexed immuno-MRM-MS assays are readily achievable using the optimized sample processing and peptide capture methods described here.
Assuntos
Anticorpos/imunologia , Proteínas Sanguíneas/análise , Cromatografia/métodos , Imunoensaio/métodos , Espectrometria de Massas/métodos , Peptídeos/análise , Biomarcadores/análise , Proteínas Sanguíneas/imunologia , Humanos , Limite de Detecção , Infarto do Miocárdio/metabolismo , Peptídeos/imunologiaRESUMO
The development of next-generation antimalarials that are efficacious against the human liver and asexual blood stages is recognized as one of the world's most pressing public health challenges. In recent years, aminoacyl-tRNA synthetases, including prolyl-tRNA synthetase, have emerged as attractive targets for malaria chemotherapy. We describe the development of a single-step biochemical assay for Plasmodium and human prolyl-tRNA synthetases that overcomes critical limitations of existing technologies and enables quantitative inhibitor profiling with high sensitivity and flexibility. Supported by this assay platform and co-crystal structures of representative inhibitor-target complexes, we develop a set of high-affinity prolyl-tRNA synthetase inhibitors, including previously elusive aminoacyl-tRNA synthetase triple-site ligands that simultaneously engage all three substrate-binding pockets. Several compounds exhibit potent dual-stage activity against Plasmodium parasites and display good cellular host selectivity. Our data inform the inhibitor requirements to overcome existing resistance mechanisms and establish a path for rational development of prolyl-tRNA synthetase-targeted anti-malarial therapies.
Assuntos
Aminoacil-tRNA Sintetases , Antimaláricos , Plasmodium , Aminoacil-tRNA Sintetases/química , Antimaláricos/química , Antimaláricos/farmacologia , Humanos , Piperidinas , Plasmodium falciparum , Quinazolinonas , RNA de TransferênciaRESUMO
We have previously identified the cytoplasmic prolyl tRNA synthetase in Plasmodium falciparum as the functional target of the natural product febrifugine and its synthetic analogue halofuginone (HFG), one of the most potent antimalarials discovered to date. However, our studies also discovered that short-term treatment of asexual blood stage P. falciparum with HFG analogues causes a 20-fold increase in intracellular proline, termed the adaptive proline response (APR), which renders parasites tolerant to HFG. This novel resistance phenotype lacks an apparent genetic basis but remains stable after drug withdrawal. On the basis of our findings that HFG treatment induces eIF2α phosphorylation, a sensitive marker and mediator of cellular stress, we here investigate if eIF2α-signaling is functionally linked to the APR. In our comparative studies using a parasite line lacking PfeIK1, the Plasmodium orthologue of the eIF2α-kinase GCN2 that mediates amino acid deprivation sensing, we show that HFG activity and the APR are independent from PfeIK1 and eIF2α signaling.
Assuntos
Aminoacil-tRNA Sintetases/metabolismo , Fator de Iniciação 2 em Eucariotos/metabolismo , Plasmodium falciparum/metabolismo , Prolina/metabolismo , Proteínas de Protozoários/metabolismo , Aminoacil-tRNA Sintetases/genética , Antimaláricos/farmacologia , Resistência a Medicamentos , Fator de Iniciação 2 em Eucariotos/genética , Humanos , Malária Falciparum/parasitologia , Fosforilação , Piperidinas/farmacologia , Plasmodium falciparum/efeitos dos fármacos , Plasmodium falciparum/enzimologia , Plasmodium falciparum/genética , Proteínas de Protozoários/genética , Quinazolinonas/farmacologia , Transdução de Sinais/efeitos dos fármacosRESUMO
Genome-scale expression studies and comprehensive loss-of-function genetic screens have focused almost exclusively on the highest confidence candidate genes. Here, we describe a strategy for characterizing the lower confidence candidates identified by such approaches. We interrogated 177 genes that we classified as essential for the proliferation of cancer cells exhibiting constitutive ß-catenin activity and integrated data for each of the candidates, derived from orthogonal short hairpin RNA (shRNA) knockdown and clustered regularly interspaced short palindromic repeats (CRISPR)-Cas9-mediated gene editing knockout screens, to yield 69 validated genes. We then characterized the relationships between sets of these genes using complementary assays: medium-throughput stable isotope labeling by amino acids in cell culture (SILAC)-based mass spectrometry, yielding 3,639 protein-protein interactions, and a CRISPR-mediated pairwise double knockout screen, yielding 375 combinations exhibiting greater- or lesser-than-additive phenotypic effects indicating genetic interactions. These studies identify previously unreported regulators of ß-catenin, define functional networks required for the survival of ß-catenin-active cancers, and provide an experimental strategy that may be applied to define other signaling networks.
Assuntos
Proteômica , Sistemas CRISPR-Cas , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , Edição de Genes , Terapia Genética , Humanos , Neoplasias , RNA Guia de Cinetoplastídeos , RNA Interferente Pequeno , beta CateninaRESUMO
The polymorphism ATG16L1 T300A, associated with increased risk of Crohn's disease, impairs pathogen defense mechanisms including selective autophagy, but specific pathway interactions altered by the risk allele remain unknown. Here, we use perturbational profiling of human peripheral blood cells to reveal that CLEC12A is regulated in an ATG16L1-T300A-dependent manner. Antibacterial autophagy is impaired in CLEC12A-deficient cells, and this effect is exacerbated in the presence of the ATG16L1(∗)300A risk allele. Clec12a(-/-) mice are more susceptible to Salmonella infection, supporting a role for CLEC12A in antibacterial defense pathways in vivo. CLEC12A is recruited to sites of bacterial entry, bacteria-autophagosome complexes, and sites of sterile membrane damage. Integrated genomics identified a functional interaction between CLEC12A and an E3-ubiquitin ligase complex that functions in antibacterial autophagy. These data identify CLEC12A as early adaptor molecule for antibacterial autophagy and highlight perturbational profiling as a method to elucidate defense pathways in complex genetic disease.