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1.
Cell ; 183(6): 1699-1713.e13, 2020 12 10.
Artigo em Inglês | MEDLINE | ID: mdl-33188775

RESUMO

To elucidate the role of Tau isoforms and post-translational modification (PTM) stoichiometry in Alzheimer's disease (AD), we generated a high-resolution quantitative proteomics map of 95 PTMs on multiple isoforms of Tau isolated from postmortem human tissue from 49 AD and 42 control subjects. Although Tau PTM maps reveal heterogeneity across subjects, a subset of PTMs display high occupancy and frequency for AD, suggesting importance in disease. Unsupervised analyses indicate that PTMs occur in an ordered manner, leading to Tau aggregation. The processive addition and minimal set of PTMs associated with seeding activity was further defined by analysis of size-fractionated Tau. To summarize, features in the Tau protein critical for disease intervention at different stages of disease are identified, including enrichment of 0N and 4R isoforms, underrepresentation of the C terminus, an increase in negative charge in the proline-rich region (PRR), and a decrease in positive charge in the microtubule binding domain (MBD).


Assuntos
Doença de Alzheimer/metabolismo , Doença de Alzheimer/patologia , Processamento de Proteína Pós-Traducional , Proteínas tau/metabolismo , Estudos de Casos e Controles , Estudos de Coortes , Progressão da Doença , Humanos , Análise de Componente Principal , Isoformas de Proteínas/metabolismo
3.
Cell ; 147(4): 893-906, 2011 Nov 11.
Artigo em Inglês | MEDLINE | ID: mdl-22078885

RESUMO

Cells keep their energy balance and avoid oxidative stress by regulating mitochondrial movement, distribution, and clearance. We report here that two Parkinson's disease proteins, the Ser/Thr kinase PINK1 and ubiquitin ligase Parkin, participate in this regulation by arresting mitochondrial movement. PINK1 phosphorylates Miro, a component of the primary motor/adaptor complex that anchors kinesin to the mitochondrial surface. The phosphorylation of Miro activates proteasomal degradation of Miro in a Parkin-dependent manner. Removal of Miro from the mitochondrion also detaches kinesin from its surface. By preventing mitochondrial movement, the PINK1/Parkin pathway may quarantine damaged mitochondria prior to their clearance. PINK1 has been shown to act upstream of Parkin, but the mechanism corresponding to this relationship has not been known. We propose that PINK1 phosphorylation of substrates triggers the subsequent action of Parkin and the proteasome.


Assuntos
Mitocôndrias/metabolismo , Proteínas Mitocondriais/metabolismo , Proteínas Quinases/metabolismo , Ubiquitina-Proteína Ligases/metabolismo , Proteínas rho de Ligação ao GTP/metabolismo , Animais , Proteínas de Drosophila/química , Proteínas de Drosophila/metabolismo , Drosophila melanogaster , Humanos , Camundongos , Membranas Mitocondriais/metabolismo , Proteínas Mitocondriais/química , Dados de Sequência Molecular , Doença de Parkinson/metabolismo , Fosforilação , Ratos , Proteínas rho de Ligação ao GTP/química
4.
Brain ; 147(2): 637-648, 2024 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-38236720

RESUMO

Aggregation prone molecules, such as tau, form both historically well characterized fibrillar deposits (neurofibrillary tangles) and recently identified phosphate-buffered saline (PBS) extract species called proteopathic seeds. Both can cause normal endogenous tau to undergo templated misfolding. The relationship of these seeds to the fibrils that define tau-related diseases is unknown. We characterized the aqueous extractable and sarkosyl insoluble fibrillar tau species derived from human Alzheimer brain using mass spectrometry and in vitro bioassays. Post-translational modifications (PTMs) including phosphorylation, acetylation and ubiquitination are identified in both preparations. PBS extract seed competent tau can be distinguished from sarkosyl insoluble tau by the presence of overlapping, but less abundant, PTMs and an absence of some PTMs unique to the latter. The presence of ubiquitin and other PTMs on the PBS-extracted tau species correlates with the amount of tau in the seed competent size exclusion fractions, with the bioactivity and with the aggressiveness of clinical disease. These results demonstrate that the PTMs present on bioactive, seed competent PBS extract tau species are closely related to, but distinct from, the PTMs of mature paired helical filaments, consistent with the idea that they are a forme fruste of tau species that ultimately form fibrils.


Assuntos
Doença de Alzheimer , Emaranhados Neurofibrilares , Humanos , Emaranhados Neurofibrilares/metabolismo , Doença de Alzheimer/metabolismo , Proteínas tau/metabolismo , Processamento de Proteína Pós-Traducional , Fosforilação
5.
Cell ; 140(5): 704-16, 2010 Mar 05.
Artigo em Inglês | MEDLINE | ID: mdl-20211139

RESUMO

Angelman Syndrome is a debilitating neurological disorder caused by mutation of the E3 ubiquitin ligase Ube3A, a gene whose mutation has also recently been associated with autism spectrum disorders (ASDs). The function of Ube3A during nervous system development and how Ube3A mutations give rise to cognitive impairment in individuals with Angleman Syndrome and ASDs are not clear. We report here that experience-driven neuronal activity induces Ube3A transcription and that Ube3A then regulates excitatory synapse development by controlling the degradation of Arc, a synaptic protein that promotes the internalization of the AMPA subtype of glutamate receptors. We find that disruption of Ube3A function in neurons leads to an increase in Arc expression and a concomitant decrease in the number of AMPA receptors at excitatory synapses. We propose that this deregulation of AMPA receptor expression at synapses may contribute to the cognitive dysfunction that occurs in Angelman Syndrome and possibly other ASDs.


Assuntos
Síndrome de Angelman/fisiopatologia , Proteínas do Citoesqueleto/metabolismo , Proteínas do Tecido Nervoso/metabolismo , Ubiquitina-Proteína Ligases/metabolismo , Animais , Células Cultivadas , Cognição , Humanos , Camundongos , Camundongos Knockout , Receptores de AMPA/metabolismo , Sinapses/metabolismo , Ubiquitinação
6.
J Proteome Res ; 21(4): 899-909, 2022 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-35086334

RESUMO

In liquid-chromatography-tandem-mass-spectrometry-based proteomics, information about the presence and stoichiometry of protein modifications is not readily available. To overcome this problem, we developed multiFLEX-LF, a computational tool that builds upon FLEXIQuant, which detects modified peptide precursors and quantifies their modification extent by monitoring the differences between observed and expected intensities of the unmodified precursors. multiFLEX-LF relies on robust linear regression to calculate the modification extent of a given precursor relative to a within-study reference. multiFLEX-LF can analyze entire label-free discovery proteomics data sets in a precursor-centric manner without preselecting a protein of interest. To analyze modification dynamics and coregulated modifications, we hierarchically clustered the precursors of all proteins based on their computed relative modification scores. We applied multiFLEX-LF to a data-independent-acquisition-based data set acquired using the anaphase-promoting complex/cyclosome (APC/C) isolated at various time points during mitosis. The clustering of the precursors allows for identifying varying modification dynamics and ordering the modification events. Overall, multiFLEX-LF enables the fast identification of potentially differentially modified peptide precursors and the quantification of their differential modification extent in large data sets using a personal computer. Additionally, multiFLEX-LF can drive the large-scale investigation of the modification dynamics of peptide precursors in time-series and case-control studies. multiFLEX-LF is available at https://gitlab.com/SteenOmicsLab/multiflex-lf.


Assuntos
Proteínas , Proteômica , Cromatografia Líquida , Espectrometria de Massas , Peptídeos
7.
J Proteome Res ; 21(11): 2810-2814, 2022 11 04.
Artigo em Inglês | MEDLINE | ID: mdl-36201825

RESUMO

Combining robust proteomics instrumentation with high-throughput enabling liquid chromatography (LC) systems (e.g., timsTOF Pro and the Evosep One system, respectively) enabled mapping the proteomes of 1000s of samples. Fragpipe is one of the few computational protein identification and quantification frameworks that allows for the time-efficient analysis of such large data sets. However, it requires large amounts of computational power and data storage space that leave even state-of-the-art workstations underpowered when it comes to the analysis of proteomics data sets with 1000s of LC mass spectrometry runs. To address this issue, we developed and optimized a Fragpipe-based analysis strategy for a high-performance computing environment and analyzed 3348 plasma samples (6.4 TB) that were longitudinally collected from hospitalized COVID-19 patients under the auspice of the Immunophenotyping Assessment in a COVID-19 Cohort (IMPACC) study. Our parallelization strategy reduced the total runtime by ∼90% from 116 (theoretical) days to just 9 days in the high-performance computing environment. All code is open-source and can be deployed in any Simple Linux Utility for Resource Management (SLURM) high-performance computing environment, enabling the analysis of large-scale high-throughput proteomics studies.


Assuntos
COVID-19 , Humanos , Cromatografia Líquida/métodos , Proteômica/métodos , Espectrometria de Massas/métodos , Proteoma/análise
8.
J Neurovirol ; 28(3): 341-354, 2022 06.
Artigo em Inglês | MEDLINE | ID: mdl-35639337

RESUMO

State-of-the-art liquid chromatography/mass spectrometry (LC/MS)-based proteomic technologies, using microliter amounts of patient plasma, can detect and quantify several hundred plasma proteins in a high throughput fashion, allowing for the discovery of clinically relevant protein biomarkers and insights into the underlying pathobiological processes. Using such an in-house developed high throughput plasma proteomics allowed us to identify and quantify > 400 plasmas proteins in 15 min per sample, i.e., a throughput of 100 samples/day. We demonstrated the clinical applicability of our method in this pilot study by mapping the plasma proteomes from patients infected with human immunodeficiency virus (HIV) or herpes virus, both groups with involvement of the central nervous system (CNS). We found significant disease-specific differences in the plasma proteomes. The most notable difference was a decrease in the levels of several coagulation-associated proteins in HIV vs. herpes virus, among other dysregulated biological pathways providing insight into the differential pathophysiology of HIV compared to herpes virus infection. In a subsequent analysis, we found several plasma proteins associated with immunity and metabolism to differentiate patients with HIV-associated neurocognitive disorders (HAND) compared to cognitively normal people with HIV (PWH), suggesting the presence of plasma-based biomarkers to distinguishing HAND from cognitively normal PWH. Overall, our high-throughput plasma proteomics pipeline enables the identification of distinct proteomic signatures of HIV and herpes virus, which may help illuminate divergent pathophysiology behind virus-associated neurological disorders.


Assuntos
Infecções por HIV , Proteômica , Biomarcadores , Sistema Nervoso Central , Infecções por HIV/complicações , Humanos , Transtornos Neurocognitivos , Projetos Piloto , Proteoma , Proteômica/métodos
9.
J Neurochem ; 158(5): 1058-1073, 2021 09.
Artigo em Inglês | MEDLINE | ID: mdl-34077555

RESUMO

Activity-regulated cytoskeleton-associated protein (Arc) is an immediate early gene product that support neuroplastic changes important for cognitive function and memory formation. As a protein with homology to the retroviral Gag protein, a particular characteristic of Arc is its capacity to self-assemble into virus-like capsids that can package mRNAs and transfer those transcripts to other cells. Although a lot has been uncovered about the contributions of Arc to neuron biology and behavior, very little is known about how different functions of Arc are coordinately regulated both temporally and spatially in neurons. The answer to this question we hypothesized must involve the occurrence of different protein post-translational modifications acting to confer specificity. In this study, we used mass spectrometry and sequence prediction strategies to map novel Arc phosphorylation sites. Our approach led us to recognize serine 67 (S67) and threonine 278 (T278) as residues that can be modified by TNIK, which is a kinase abundantly expressed in neurons that shares many functional overlaps with Arc and has, along with its interacting proteins such as the NMDA receptor, and been implicated as a risk factor for psychiatric disorders. Furthermore, characterization of each residue using site-directed mutagenesis to create S67 and T278 mutant variants revealed that TNIK action at those amino acids can strongly influence Arc's subcellular distribution and self-assembly as capsids. Together, our findings reveal an unsuspected connection between Arc and TNIK. Better understanding of the interplay between these two proteins in neuronal cells could lead to new insights about apparition and progression of psychiatric disorders. Cover Image for this issue: https://doi.org/10.1111/jnc.15077.


Assuntos
Proteínas do Citoesqueleto/genética , Proteínas do Citoesqueleto/metabolismo , Proteínas do Tecido Nervoso/genética , Proteínas do Tecido Nervoso/metabolismo , Proteínas Serina-Treonina Quinases/genética , Proteínas Serina-Treonina Quinases/metabolismo , Sequência de Aminoácidos , Animais , Linhagem Celular Tumoral , Camundongos , Neurônios/metabolismo , Fosforilação/fisiologia
10.
EMBO J ; 34(2): 251-65, 2015 Jan 13.
Artigo em Inglês | MEDLINE | ID: mdl-25476450

RESUMO

The cell surface is the cellular compartment responsible for communication with the environment. The interior of mammalian cells undergoes dramatic reorganization when cells enter mitosis. These changes are triggered by activation of the CDK1 kinase and have been studied extensively. In contrast, very little is known of the cell surface changes during cell division. We undertook a quantitative proteomic comparison of cell surface-exposed proteins in human cancer cells that were tightly synchronized in mitosis or interphase. Six hundred and twenty-eight surface and surface-associated proteins in HeLa cells were identified; of these, 27 were significantly enriched at the cell surface in mitosis and 37 in interphase. Using imaging techniques, we confirmed the mitosis-selective cell surface localization of protocadherin PCDH7, a member of a family with anti-adhesive roles in embryos. We show that PCDH7 is required for development of full mitotic rounding pressure at the onset of mitosis. Our analysis provided basic information on how cell cycle progression affects the cell surface. It also provides potential pharmacodynamic biomarkers for anti-mitotic cancer chemotherapy.


Assuntos
Biomarcadores/metabolismo , Interfase/fisiologia , Proteínas de Membrana/metabolismo , Mitose/fisiologia , Proteoma/análise , Proteômica/métodos , Biotinilação , Caderinas/metabolismo , Cromatografia de Afinidade , Células HeLa , Humanos , Células MCF-7 , Protocaderinas , Espectrometria de Massas por Ionização e Dessorção a Laser Assistida por Matriz
11.
J Proteome Res ; 17(5): 1983-1992, 2018 05 04.
Artigo em Inglês | MEDLINE | ID: mdl-29641209

RESUMO

Blood is an ideal body fluid for the discovery or monitoring of diagnostic and prognostic protein biomarkers. However, discovering robust biomarkers requires the analysis of large numbers of samples to appropriately represent interindividual variability. To address this analytical challenge, we established a high-throughput and cost-effective proteomics workflow for accurate and comprehensive proteomics at an analytical depth applicable for clinical studies. For validation, we processed 1 µL each from 62 plasma samples in 96-well plates and analyzed the product by quantitative data-independent acquisition liquid chromatography/mass spectrometry; the data were queried using feature quantification with Spectronaut. To show the applicability of our workflow to serum, we analyzed a unique set of samples from 48 chronic pancreatitis patients, pre and post total pancreatectomy with islet autotransplantation (TPIAT) surgery. We identified 16 serum proteins with statistically significant abundance alterations, which represent a molecular signature distinct from that of chronic pancreatitis. In summary, we established a cost-efficient high-throughput workflow for comprehensive proteomics using PVDF-membrane-based digestion that is robust, automatable, and applicable to small plasma and serum volumes, e.g., finger stick. Application of this plasma/serum proteomics workflow resulted in the first mapping of the molecular implications of TPIAT on the serum proteome.


Assuntos
Proteínas Sanguíneas/análise , Transplante das Ilhotas Pancreáticas , Pancreatectomia , Proteômica/métodos , Biomarcadores/sangue , Cromatografia Líquida , Análise Custo-Benefício , Humanos , Pancreatite , Espectrometria de Massas em Tandem , Transplante Autólogo , Fluxo de Trabalho
12.
EMBO J ; 33(4): 385-99, 2014 Feb 18.
Artigo em Inglês | MEDLINE | ID: mdl-24510915

RESUMO

Using multiplexed quantitative proteomics, we analyzed cell cycle-dependent changes of the human proteome. We identified >4,400 proteins, each with a six-point abundance profile across the cell cycle. Hypothesizing that proteins with similar abundance profiles are co-regulated, we clustered the proteins with abundance profiles most similar to known Anaphase-Promoting Complex/Cyclosome (APC/C) substrates to identify additional putative APC/C substrates. This protein profile similarity screening (PPSS) analysis resulted in a shortlist enriched in kinases and kinesins. Biochemical studies on the kinesins confirmed KIFC1, KIF18A, KIF2C, and KIF4A as APC/C substrates. Furthermore, we showed that the APC/C(CDH1)-dependent degradation of KIFC1 regulates the bipolar spindle formation and proper cell division. A targeted quantitative proteomics experiment showed that KIFC1 degradation is modulated by a stabilizing CDK1-dependent phosphorylation site within the degradation motif of KIFC1. The regulation of KIFC1 (de-)phosphorylation and degradation provides insights into the fidelity and proper ordering of substrate degradation by the APC/C during mitosis.


Assuntos
Ciclossomo-Complexo Promotor de Anáfase/metabolismo , Proteólise , Proteômica , Sequência de Aminoácidos , Ciclo Celular , Células HeLa , Humanos , Cinesinas/metabolismo , Modelos Biológicos , Dados de Sequência Molecular , Fosforilação , Proteínas Recombinantes de Fusão/metabolismo , Especificidade por Substrato , Ubiquitinação
13.
Mol Cell Proteomics ; 15(7): 2229-35, 2016 07.
Artigo em Inglês | MEDLINE | ID: mdl-27114450

RESUMO

The Centre for Cellular and Molecular Biology, Hyderabad, India, was host for an international forum, or "brainstorming meeting," on proteomics held in November 2014, which provided the opportunity to showcase proteomic science in India and to allow discussions between Indian scientists and students and several international visitors. This provided an amalgamation of speakers and participants whose interests lay mainly in developing and using mass-spectrometry-based proteomics to advance their research work. A week-long workshop with hands-on training in proteomic methodology followed the meeting.


Assuntos
Proteômica/métodos , Índia , Espectrometria de Massas/métodos
14.
Nucleic Acids Res ; 44(10): e97, 2016 06 02.
Artigo em Inglês | MEDLINE | ID: mdl-26980280

RESUMO

The ability to integrate 'omics' (i.e. transcriptomics and proteomics) is becoming increasingly important to the understanding of regulatory mechanisms. There are currently no tools available to identify differentially expressed genes (DEGs) across different 'omics' data types or multi-dimensional data including time courses. We present fCI (f-divergence Cut-out Index), a model capable of simultaneously identifying DEGs from continuous and discrete transcriptomic, proteomic and integrated proteogenomic data. We show that fCI can be used across multiple diverse sets of data and can unambiguously find genes that show functional modulation, developmental changes or misregulation. Applying fCI to several proteogenomics datasets, we identified a number of important genes that showed distinctive regulation patterns. The package fCI is available at R Bioconductor and http://software.steenlab.org/fCI/.


Assuntos
Biologia Computacional/métodos , Perfilação da Expressão Gênica/métodos , Expressão Gênica , Proteômica/métodos , Algoritmos , Análise de Sequência de RNA , Espectrometria de Massas em Tandem
15.
Mol Cell Proteomics ; 14(10): 2814-23, 2015 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-26223766

RESUMO

We describe a 96-well plate compatible membrane-based proteomic sample processing method, which enables the complete processing of 96 samples (or multiples thereof) within a single workday. This method uses a large-pore hydrophobic PVDF membrane that efficiently adsorbs proteins, resulting in fast liquid transfer through the membrane and significantly reduced sample processing times. Low liquid transfer speeds have prevented the useful 96-well plate implementation of FASP as a widely used membrane-based proteomic sample processing method. We validated our approach on whole-cell lysate and urine and cerebrospinal fluid as clinically relevant body fluids. Without compromising peptide and protein identification, our method uses a vacuum manifold and circumvents the need for digest desalting, making our processing method compatible with standard liquid handling robots. In summary, our new method maintains the strengths of FASP and simultaneously overcomes one of the major limitations of FASP without compromising protein identification and quantification.


Assuntos
Proteômica/instrumentação , Proteômica/métodos , Adsorção , Biomarcadores/urina , Feminino , Células HeLa , Humanos , Membranas Artificiais , Cistos Ovarianos/urina , Polivinil/química , Proteínas/análise , Proteínas/química , Manejo de Espécimes
16.
Anal Chem ; 88(7): 3704-14, 2016 Apr 05.
Artigo em Inglês | MEDLINE | ID: mdl-26877193

RESUMO

Tauopathies, including Alzheimer's disease (AD), are associated with the aggregation of modified microtubule associated protein tau. This pathological state of tau is often referred to as "hyperphosphorylated". Due to limitations in technology, an accurate quantitative description of this state is lacking. Here, a mass spectrometry-based assay, FLEXITau, is presented to measure phosphorylation stoichiometry and provide an unbiased quantitative view of the tau post-translational modification (PTM) landscape. The power of this assay is demonstrated by measuring the state of hyperphosphorylation from tau in a cellular model for AD pathology, mapping, and calculating site occupancies for over 20 phosphorylations. We further employ FLEXITau to define the tau PTM landscape present in AD post-mortem brain. As shown in this study, the application of this assay provides mechanistic understanding of tau pathology that could lead to novel therapeutics, and we envision its further use in prognostic and diagnostic approaches for tauopathies.


Assuntos
Fosfoproteínas/análise , Proteínas tau/análise , Doença de Alzheimer/metabolismo , Animais , Encéfalo/metabolismo , Humanos , Espectrometria de Massas , Fosfoproteínas/metabolismo , Fosforilação , Processamento de Proteína Pós-Traducional , Células Sf9 , Spodoptera , Proteínas tau/metabolismo
17.
J Biol Chem ; 289(27): 18893-903, 2014 Jul 04.
Artigo em Inglês | MEDLINE | ID: mdl-24817118

RESUMO

Eukaryotic mitotic entry is controlled by Cdk1, which is activated by the Cdc25 phosphatase and inhibited by Wee1 tyrosine kinase, a target of the ubiquitin proteasome pathway. Here we use a reporter of Wee1 degradation, K328M-Wee1-luciferase, to screen a kinase-directed chemical library. Hit profiling identified CK1δ-dependent Wee1 degradation. Small-molecule CK1δ inhibitors specifically disrupted Wee1 destruction and arrested HeLa cell proliferation. Pharmacological inhibition, siRNA knockdown, or conditional deletion of CK1δ also reduced Wee1 turnover. Thus, these studies define a previously unappreciated role for CK1δ in controlling the cell cycle.


Assuntos
Caseína Quinase Idelta/metabolismo , Proteínas de Ciclo Celular/metabolismo , Proteínas Nucleares/metabolismo , Proteínas Tirosina Quinases/metabolismo , Proteólise , Sequência de Aminoácidos , Animais , Caseína Quinase Idelta/antagonistas & inibidores , Ciclo Celular/efeitos dos fármacos , Proteínas de Ciclo Celular/química , Avaliação Pré-Clínica de Medicamentos , Células HeLa , Humanos , Camundongos , Dados de Sequência Molecular , Proteínas Nucleares/química , Fosforilação/efeitos dos fármacos , Inibidores de Proteínas Quinases/farmacologia , Estabilidade Proteica/efeitos dos fármacos , Proteínas Tirosina Quinases/química , Proteólise/efeitos dos fármacos , Bibliotecas de Moléculas Pequenas/farmacologia
18.
Nat Methods ; 9(5): 504-8, 2012 Apr 08.
Artigo em Inglês | MEDLINE | ID: mdl-22484849

RESUMO

We introduce a mass spectrometry-based method that provides residue-resolved quantitative information about protein phosphorylation. In this assay we combined our full-length expressed stable isotope-labeled protein for quantification strategy (FLEXIQuant) with a traditional kinase assay to determine the mechanisms of multikinase substrate phosphorylation such as priming-dependent kinase activities. The assay monitors the decrease in signal intensity of the substrate peptides and the concomitant increase in the (n × 80 Da)-shifted phosphorylated peptide. We analyzed the c-Jun N-terminal kinase (JNK)-dependent glycogen synthase kinase 3ß (GSK3ß) activity on doublecortin (DCX) revealing mechanistic details about the role of phosphorylation cross-talk in GSK3ß activity and permitting an advanced model for GSK3ß-mediated signaling.


Assuntos
Quinase 3 da Glicogênio Sintase/metabolismo , Proteínas Quinases JNK Ativadas por Mitógeno/metabolismo , Proteínas Associadas aos Microtúbulos/metabolismo , Neuropeptídeos/metabolismo , Espectrometria de Massas em Tandem/métodos , Proteínas do Domínio Duplacortina , Quinase 3 da Glicogênio Sintase/química , Proteínas Quinases JNK Ativadas por Mitógeno/química , Proteínas Associadas aos Microtúbulos/química , Neuropeptídeos/química , Fosforilação , Transdução de Sinais
19.
Mol Cell Proteomics ; 12(3): 807-12, 2013 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-23292186

RESUMO

This paper proposes a novel, automated method for evaluating sets of proteins identified using mass spectrometry. The remaining peptide-spectrum match score distributions of protein sets are compared to an empirical absent peptide-spectrum match score distribution, and a Bayesian non-parametric method reminiscent of the Dirichlet process is presented to accurately perform this comparison. Thus, for a given protein set, the process computes the likelihood that the proteins identified are correctly identified. First, the method is used to evaluate protein sets chosen using different protein-level false discovery rate (FDR) thresholds, assigning each protein set a likelihood. The protein set assigned the highest likelihood is used to choose a non-arbitrary protein-level FDR threshold. Because the method can be used to evaluate any protein identification strategy (and is not limited to mere comparisons of different FDR thresholds), we subsequently use the method to compare and evaluate multiple simple methods for merging peptide evidence over replicate experiments. The general statistical approach can be applied to other types of data (e.g. RNA sequencing) and generalizes to multivariate problems.


Assuntos
Teorema de Bayes , Espectrometria de Massas/métodos , Proteínas/análise , Estatísticas não Paramétricas , Células HeLa , Humanos , Modelos Estatísticos , Peptídeos/análise , Peptídeos/química , Probabilidade , Proteínas/química , Proteômica/métodos , Reprodutibilidade dos Testes
20.
Mol Cell Proteomics ; 12(6): 1735-40, 2013 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-23443135

RESUMO

The past 15 years have seen significant progress in LC-MS/MS peptide sequencing, including the advent of successful de novo and database search methods; however, analysis of glycopeptide and, more generally, glycoconjugate spectra remains a much more open problem, and much annotation is still performed manually. This is partly because glycans, unlike peptides, need not be linear chains and are instead described by trees. In this study, we introduce SweetSEQer, an extremely simple open source tool for identifying potential glycopeptide MS/MS spectra. We evaluate SweetSEQer on manually curated glycoconjugate spectra and on negative controls, and we demonstrate high quality filtering that can be easily improved for specific applications. We also demonstrate a high overlap between peaks annotated by experts and peaks annotated by SweetSEQer, as well as demonstrate inferred glycan graphs consistent with canonical glycan tree motifs. This study presents a novel tool for annotating spectra and producing glycan graphs from LC-MS/MS spectra. The tool is evaluated and shown to perform similarly to an expert on manually curated data.


Assuntos
Cromatografia Líquida/métodos , Glicoproteínas/isolamento & purificação , Anotação de Sequência Molecular/métodos , Polissacarídeos/isolamento & purificação , Software , Espectrometria de Massas em Tandem/métodos , Glicoproteínas/urina , Humanos , Lactente , Anotação de Sequência Molecular/normas , Polissacarídeos/urina , Análise de Sequência de Proteína
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