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1.
Mol Cell Proteomics ; 20: 100113, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-34139362

RESUMEN

Severe coronavirus disease 2019 (COVID-19) can result in pneumonia and acute respiratory failure. Accumulation of mucus in the airways is a hallmark of the disease and can result in hypoxemia. Here, we show that quantitative proteome analysis of the sputum from severe patients with COVID-19 reveal high levels of neutrophil extracellular trap (NET) components, which was confirmed by microscopy. Extracellular DNA from excessive NET formation can increase sputum viscosity and lead to acute respiratory distress syndrome. Recombinant human DNase (Pulmozyme; Roche) has been shown to be beneficial in reducing sputum viscosity and improve lung function. We treated five patients pwith COVID-19 resenting acute symptoms with clinically approved aerosolized Pulmozyme. No adverse reactions to the drug were seen, and improved oxygen saturation and recovery in all severely ill patients with COVID-19 was observed after therapy. Immunofluorescence and proteome analysis of sputum and blood plasma samples after treatment revealed a marked reduction of NETs and a set of statistically significant proteome changes that indicate reduction of hemorrhage, plasma leakage and inflammation in the airways, and reduced systemic inflammatory state in the blood plasma of patients. Taken together, the results indicate that NETs contribute to acute respiratory failure in COVID-19 and that degrading NETs may reduce dependency on external high-flow oxygen therapy in patients. Targeting NETs using recombinant human DNase may have significant therapeutic implications in COVID-19 disease and warrants further studies.


Asunto(s)
Tratamiento Farmacológico de COVID-19 , Desoxirribonucleasa I/farmacología , Trampas Extracelulares/metabolismo , Proteoma/análisis , Anciano , Proteínas Sanguíneas/análisis , COVID-19/metabolismo , COVID-19/terapia , Femenino , Técnica del Anticuerpo Fluorescente , Humanos , Masculino , Persona de Mediana Edad , Proteínas Recombinantes/farmacología , Índice de Severidad de la Enfermedad , Esputo/efectos de los fármacos , Esputo/metabolismo , Esputo/virología , Síndrome de Respuesta Inflamatoria Sistémica/tratamiento farmacológico , Síndrome de Respuesta Inflamatoria Sistémica/metabolismo , Síndrome de Respuesta Inflamatoria Sistémica/virología
2.
J Proteome Res ; 21(2): 535-546, 2022 02 04.
Artículo en Inglés | MEDLINE | ID: mdl-35042333

RESUMEN

Data-independent acquisition-mass spectrometry (DIA-MS) is the method of choice for deep, consistent, and accurate single-shot profiling in bottom-up proteomics. While classic workflows for targeted quantification from DIA-MS data require auxiliary data-dependent acquisition (DDA) MS analysis of subject samples to derive prior-knowledge spectral libraries, library-free approaches based on in silico prediction promise deep DIA-MS profiling with reduced experimental effort and cost. Coverage and sensitivity in such analyses are however limited, in part, by the large library size and persistent deviations from the experimental data. We present MSLibrarian, a new workflow and tool to obtain optimized predicted spectral libraries by the integrated usage of spectrum-centric DIA data interpretation via the DIA-Umpire approach to inform and calibrate the in silico predicted library and analysis approach. Predicted-vs-observed comparisons enabled optimization of intensity prediction parameters, calibration of retention time prediction for deviating chromatographic setups, and optimization of the library scope and sample representativeness. Benchmarking via a dedicated ground-truth-embedded experiment of species-mixed proteins and quantitative ratio-validation confirmed gains of up to 13% on peptide and 8% on protein level at equivalent FDR control and validation criteria. MSLibrarian is made available as an open-source R software package, including step-by-step user instructions, at https://github.com/MarcIsak/MSLibrarian.


Asunto(s)
Péptidos , Proteómica , Espectrometría de Masas/métodos , Péptidos/análisis , Proteínas , Proteoma/análisis , Proteómica/métodos , Programas Informáticos
3.
Mol Cell Proteomics ; 17(6): 1097-1111, 2018 06.
Artículo en Inglés | MEDLINE | ID: mdl-29511047

RESUMEN

Infectious diseases are characterized by a complex interplay between host and pathogen, but how these interactions impact the host proteome is unclear. Here we applied a combined mass spectrometry-based proteomics strategy to investigate how the human proteome is transiently modified by the pathogen Streptococcus pyogenes, with a particular focus on bacterial cleavage of IgG in vivo In invasive diseases, S. pyogenes evokes a massive host response in blood, whereas superficial diseases are characterized by a local leakage of several blood plasma proteins at the site of infection including IgG. S. pyogenes produces IdeS, a protease cleaving IgG in the lower hinge region and we find highly effective IdeS-cleavage of IgG in samples from local IgG poor microenvironments. The results show that IdeS contributes to the adaptation of S. pyogenes to its normal ecological niches. Additionally, the work identifies novel clinical opportunities for in vivo pathogen detection.


Asunto(s)
Proteínas Bacterianas/farmacología , Inmunoglobulina G/metabolismo , Proteoma , Sepsis/metabolismo , Infecciones Estreptocócicas/metabolismo , Streptococcus pyogenes , Adolescente , Adulto , Humanos , Masculino , Espectrometría de Masas , Persona de Mediana Edad , Proteolisis , Adulto Joven
4.
J Biol Chem ; 293(35): 13578-13591, 2018 08 31.
Artículo en Inglés | MEDLINE | ID: mdl-30002122

RESUMEN

Some strains of the bacterial pathogen Streptococcus pyogenes secrete protein SIC (streptococcal inhibitor of complement), including strains of the clinically relevant M1 serotype. SIC neutralizes the effect of a number of antimicrobial proteins/peptides and interferes with the function of the host complement system. Previous studies have shown that some S. pyogenes proteins bind and modulate coagulation and fibrinolysis factors, raising the possibility that SIC also may interfere with the activity of these factors. Here we show that SIC interacts with both human thrombin and plasminogen, key components of coagulation and fibrinolysis. We found that during clot formation, SIC binds fibrin through its central region and that SIC inhibits fibrinolysis by interacting with plasminogen. Flow cytometry results indicated that SIC and plasminogen bind simultaneously to S. pyogenes bacteria, and fluorescence microscopy revealed co-localization of the two proteins at the bacterial surface. As a consequence, SIC-expressing bacteria entrapped in clots inhibit fibrinolysis, leading to delayed bacterial escape from the clots as compared with mutant bacteria lacking SIC. Moreover, within the clots SIC-expressing bacteria were protected against killing. In an animal model of subcutaneous infection, SIC-expressing bacteria exhibited a delayed systemic spread. These results demonstrate that the bacterial protein SIC interferes with coagulation and fibrinolysis and thereby enhances bacterial survival, a finding that has significant implications for S. pyogenes virulence.


Asunto(s)
Proteínas Bacterianas/inmunología , Fibrinólisis , Infecciones Estreptocócicas/inmunología , Streptococcus pyogenes/inmunología , Trombosis/inmunología , Animales , Proteínas del Sistema Complemento/inmunología , Femenino , Fibrina/inmunología , Fibrinógeno/inmunología , Humanos , Inmunidad Innata , Ratones , Ratones Endogámicos C57BL , Infecciones Estreptocócicas/complicaciones , Infecciones Estreptocócicas/microbiología , Trombina/inmunología , Trombosis/complicaciones , Trombosis/microbiología
5.
Int J Med Microbiol ; 309(7): 151325, 2019 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-31257068

RESUMEN

Aerococcus urinae is an emerging pathogen that causes urinary tract infections, bacteremia and infective endocarditis. The mechanisms through which A. urinae cause infection are largely unknown. The aims of this study were to describe the surface proteome of A. urinae and to analyse A. urinae genomes in search for genes encoding surface proteins. Two proteins, denoted Aerococcal surface protein (Asp) 1 and 2, were through the use of mass spectrometry based proteomics found to quantitatively dominate the aerococcal surface. The presence of these proteins on the surface was also shown using ELISA with serum from rabbits immunized with the recombinant Asp. These proteins had a signal sequence in the amino-terminal end and a cell wall-sorting region in the carboxy-terminal end, which contained an LPATG-motif, a hydrophobic domain and a positively charged tail. Twenty-three additional A. urinae genomes were sequenced using Illumina HiSeq technology. Six different variants of asp genes were found (denoted asp1-6). All isolates had either one or two of these asp-genes located in a conserved locus, designated Locus encoding Aerococcal Surface Proteins (LASP). The 25 genomes had in median 13 genes encoding LPXTG-proteins (range 6-24). For other Gram-positive bacteria, cell wall-anchored surface proteins with an LPXTG-motif play a key role for virulence. Thus, it will be of great interest to explore the function of the Asp proteins of A. urinae to establish a better understanding of the molecular mechanisms by which A. urinae cause disease.


Asunto(s)
Aerococcus/química , Proteínas Bacterianas/metabolismo , Pared Celular/química , Proteínas de la Membrana/metabolismo , Aerococcus/genética , Aerococcus/metabolismo , Aerococcus/patogenicidad , Secuencias de Aminoácidos , Secuencia de Aminoácidos , Animales , Proteínas Bacterianas/química , Proteínas Bacterianas/genética , Secuencia de Bases , Pared Celular/metabolismo , Ensayo de Inmunoadsorción Enzimática , Genoma Bacteriano/genética , Proteínas de la Membrana/química , Proteínas de la Membrana/genética , Señales de Clasificación de Proteína , Proteoma , Conejos , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Virulencia/genética
6.
Infect Immun ; 84(10): 2813-23, 2016 10.
Artículo en Inglés | MEDLINE | ID: mdl-27456827

RESUMEN

Streptococcal pharyngitis is among the most common bacterial infections, but the molecular mechanisms involved remain poorly understood. Here we investigate the interactions among three major players in streptococcal pharyngitis: streptococci, plasma, and saliva. We find that saliva activates the plasma coagulation system through both the extrinsic and the intrinsic pathways, entrapping the bacteria in fibrin clots. The bacteria escape the clots by activating host plasminogen. Our results identify a potential function for the intrinsic pathway of coagulation in host defense and a corresponding role for fibrinolysis in streptococcal immune evasion.


Asunto(s)
Coagulación Sanguínea , Fibrinólisis , Interacciones Huésped-Patógeno/fisiología , Evasión Inmune/fisiología , Saliva/fisiología , Infecciones Estreptocócicas/inmunología , Streptococcus/patogenicidad , Humanos , Infecciones Estreptocócicas/sangre , Streptococcus/inmunología
7.
Int J Med Microbiol ; 306(7): 504-516, 2016 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-27423808

RESUMEN

Streptococcus pyogenes is an important human pathogen responsible for substantial morbidity and mortality worldwide. Although S. pyogenes is a strictly human pathogen with no other known animal reservoir, several murine infection models exist to explore different aspects of the bacterial pathogenesis. Inoculating mice with wild-type S. pyogenes strains can result in the generation of new bacterial phenotypes that are hypervirulent compared to the original inoculum. In this study, we used a serial mass spectrometry based proteomics strategy to investigate if these hypervirulent strains have an altered distribution of virulence proteins across the intracellular, surface associated and secreted bacterial compartments and if any change in compartmentalization can alter the protein-protein interaction network between bacteria and host proteins. Quantitative analysis of the S. pyogenes surface and secreted proteomes revealed that animal passaged strains are associated with significantly higher amount of virulence factors on the bacterial surface and in the media. This altered virulence factor compartmentalization results in increased binding of several mouse plasma proteins to the bacterial surface, a trend that was consistent for mouse plasma from several different mouse strains. In general, both the wild-type strain and animal passaged strain were capable of binding high amounts of human plasma proteins. However, compared to the non-passaged strains, the animal passaged strains displayed an increased ability to bind mouse plasma proteins, in particular for M protein binders, indicating that the increased affinity for mouse blood plasma proteins is a consequence of host adaptation of this pathogen to a new host. In conclusion, plotting the total amount of virulence factors against the total amount of plasma proteins associated to the bacterial surface could clearly separate out animal passaged strains from wild type strains indicating a virulence model that could predict the virulence of a S. pyogenes strain in mice and which could be used to identify key aspects of this bacteria's pathogenesis.


Asunto(s)
Proteínas Bacterianas/análisis , Interacciones Huésped-Patógeno , Infecciones Estreptocócicas/microbiología , Streptococcus pyogenes/química , Streptococcus pyogenes/fisiología , Factores de Virulencia/análisis , Animales , Proteínas Sanguíneas/análisis , Modelos Animales de Enfermedad , Femenino , Espectrometría de Masas , Proteínas de la Membrana/análisis , Ratones Endogámicos BALB C , Unión Proteica , Mapas de Interacción de Proteínas , Proteoma/análisis
8.
J Proteome Res ; 14(11): 4704-13, 2015 Nov 06.
Artículo en Inglés | MEDLINE | ID: mdl-26452057

RESUMEN

Disease and death caused by bacterial infections are global health problems. Effective bacterial strategies are required to promote survival and proliferation within a human host, and it is important to explore how this adaption occurs. However, the detection and quantification of bacterial virulence factors in complex biological samples are technically demanding challenges. These can be addressed by combining targeted affinity enrichment of antibodies with the sensitivity of liquid chromatography-selected reaction monitoring mass spectrometry (LC-SRM MS). However, many virulence factors have evolved properties that make specific detection by conventional antibodies difficult. We here present an antibody format that is particularly well suited for detection and analysis of immunoglobulin G (IgG)-binding virulence factors. As proof of concept, we have generated single chain fragment variable (scFv) antibodies that specifically target the IgG-binding surface proteins M1 and H of Streptococcus pyogenes. The binding ability of the developed scFv is demonstrated against both recombinant soluble protein M1 and H as well as the intact surface proteins on a wild-type S. pyogenes strain. Additionally, the capacity of the developed scFv antibodies to enrich their target proteins from both simple and complex backgrounds, thereby allowing for detection and quantification with LC-SRM MS, was demonstrated. We have established a workflow that allows for affinity enrichment of bacterial virulence factors.


Asunto(s)
Antígenos Bacterianos/química , Proteínas de la Membrana Bacteriana Externa/química , Proteínas Bacterianas/química , Proteínas Portadoras/química , Proteínas de Unión al ADN/química , Linfocinas/química , Biblioteca de Péptidos , Anticuerpos de Cadena Única/química , Factores Supresores Inmunológicos/química , Factores de Virulencia/química , Secuencia de Aminoácidos , Afinidad de Anticuerpos , Especificidad de Anticuerpos , Antígenos Bacterianos/genética , Antígenos Bacterianos/inmunología , Proteínas de la Membrana Bacteriana Externa/genética , Proteínas de la Membrana Bacteriana Externa/inmunología , Proteínas Bacterianas/genética , Proteínas Bacterianas/inmunología , Sitios de Unión , Proteínas Portadoras/genética , Proteínas Portadoras/inmunología , Cromatografía Liquida , Proteínas de Unión al ADN/genética , Proteínas de Unión al ADN/inmunología , Mapeo Epitopo , Expresión Génica , Humanos , Inmunoglobulina G/química , Inmunoglobulina G/genética , Inmunoglobulina G/inmunología , Linfocinas/genética , Linfocinas/inmunología , Datos de Secuencia Molecular , Unión Proteica , Juego de Reactivos para Diagnóstico , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Recombinantes/inmunología , Anticuerpos de Cadena Única/genética , Anticuerpos de Cadena Única/inmunología , Streptococcus pyogenes/química , Streptococcus pyogenes/inmunología , Factores Supresores Inmunológicos/genética , Factores Supresores Inmunológicos/inmunología , Espectrometría de Masas en Tándem/métodos , Factores de Virulencia/genética , Factores de Virulencia/inmunología
9.
J Biol Chem ; 289(26): 18175-88, 2014 Jun 27.
Artículo en Inglés | MEDLINE | ID: mdl-24825900

RESUMEN

Streptococcus pyogenes is a significant bacterial pathogen in the human population. The importance of virulence factors for the survival and colonization of S. pyogenes is well established, and many of these factors are exposed to the extracellular environment, enabling bacterial interactions with the host. In the present study, we quantitatively analyzed and compared S. pyogenes proteins in the growth medium of a strain that is virulent to mice with a non-virulent strain. Particularly, one of these proteins was present at significantly higher levels in stationary growth medium from the virulent strain. We determined the three-dimensional structure of the protein that showed a unique tetrameric organization composed of four helix-loop-helix motifs. Affinity pull-down mass spectrometry analysis in human plasma demonstrated that the protein interacts with histidine-rich glycoprotein (HRG), and the name sHIP (streptococcal histidine-rich glycoprotein-interacting protein) is therefore proposed. HRG has antibacterial activity, and when challenged by HRG, sHIP was found to rescue S. pyogenes bacteria. This and the finding that patients with invasive S. pyogenes infection respond with antibody production against sHIP suggest a role for the protein in S. pyogenes pathogenesis.


Asunto(s)
Proteínas Bacterianas/química , Proteínas Bacterianas/metabolismo , Infecciones Estreptocócicas/microbiología , Streptococcus pyogenes/metabolismo , Factores de Virulencia/química , Factores de Virulencia/metabolismo , Animales , Proteínas Bacterianas/genética , Cristalografía por Rayos X , Glicoproteínas/genética , Glicoproteínas/metabolismo , Humanos , Ratones , Modelos Moleculares , Unión Proteica , Estructura Secundaria de Proteína , Infecciones Estreptocócicas/metabolismo , Streptococcus pyogenes/química , Streptococcus pyogenes/genética , Streptococcus pyogenes/patogenicidad , Virulencia , Factores de Virulencia/genética
10.
Microbiology (Reading) ; 160(Pt 2): 279-286, 2014 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-24222616

RESUMEN

Group G Streptococcus (GGS) is a human bacterial pathogen expressing surface proteins FOG and protein G (PG) which interact with several host defence systems, including the complement and contact systems. Selected reaction monitoring mass spectrometry, electron microscopy and protein binding assays were used to track the amounts of FOG and PG intracellularly and on the bacterial surface during different phases of growth. Large and increasing amounts of PG were present on the surface in the stationary growth phase, and this was due to de novo production. In contrast, the amount of FOG did not change substantially during this phase. Apart from PG, a number of housekeeping proteins also increased in abundance in the stationary phase. These results show that GGS protein production is active during the stationary phase and that the bacteria actively remodel their surface and enter a less pro-inflammatory state in this phase.


Asunto(s)
Proteínas Bacterianas/análisis , Proteínas de la Membrana/análisis , Streptococcus/química , Streptococcus/crecimiento & desarrollo , Espectrometría de Masas , Microscopía Electrónica
11.
Anaerobe ; 27: 40-9, 2014 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-24685556

RESUMEN

Pili have only been discovered in the major Gram-positive pathogens in the past decade and they have been found to play an important role in colonisation and virulence. Pili have been shown to have many important functions including attachment to host tissues, mediating bacterial aggregation, biofilm formation and binding to proteins in the extracellular matrix. In this study, sortase-dependent pili have been found to be expressed on the surface of Finegoldia magna ALB8. F. magna is a Gram-positive anaerobic coccus that, primarily, is a commensal of the skin and mucous membranes, but has also been isolated from various clinical infection sites and is associated with soft-tissue abscesses, wound infections and bone and prosthetic joint infections. In this study, F. magna ALB8 was found to harbour three sortases at the pilus locus, two of which bear high similarity to class C sortases in Streptococcus pneumoniae. Two putative sortase-dependent pili proteins were found in the locus, with one being identified as the major pilus subunit, Fmp1 (F. magna pilus subunit 1), due to its high similarity to other major pilus proteins in prominent Gram-positive pathogens. The presence of sortase-dependent pili was confirmed experimentally through recombinant production of Fmp1 and production of antiserum. The Fmp1 antiserum was used in Western blot to show the presence of a high molecular weight protein ladder, characteristic of the presence of pili, in trypsin released cell wall surface proteins from F. magna. The presence of sortase-dependent pili was visually confirmed by transmission electron microscopy, which showed the binding of gold labelled anti-Fmp1 to individual pilus proteins along the pilus. Furthermore, pili could also be found to bind and interact with keratinocytes in the epidermal layer of human skin, suggesting an adhesive role for pili on F. magna. Our work represents the first description of pilus structures in F. magna. This discovery further elucidates F. magna physiology and allows for additional analysis of host-bacterial interactions in future studies.


Asunto(s)
Cisteína Endopeptidasas/metabolismo , Proteínas Fimbrias/análisis , Fimbrias Bacterianas/química , Fimbrias Bacterianas/ultraestructura , Bacterias Grampositivas/química , Bacterias Grampositivas/ultraestructura , Secuencia de Aminoácidos , Adhesión Bacteriana , Proteínas Fimbrias/genética , Bacterias Grampositivas/fisiología , Queratinocitos/microbiología , Microscopía Electrónica de Transmisión , Microscopía Inmunoelectrónica , Alineación de Secuencia
12.
J Biol Chem ; 287(2): 1415-25, 2012 Jan 06.
Artículo en Inglés | MEDLINE | ID: mdl-22117078

RESUMEN

Streptococcus pyogenes is a major bacterial pathogen and a potent inducer of inflammation causing plasma leakage at the site of infection. A combination of label-free quantitative mass spectrometry-based proteomics strategies were used to measure how the intracellular proteome homeostasis of S. pyogenes is influenced by the presence of human plasma, identifying and quantifying 842 proteins. In plasma the bacterium modifies its production of 213 proteins, and the most pronounced change was the complete down-regulation of proteins required for fatty acid biosynthesis. Fatty acids are transported by albumin (HSA) in plasma. S. pyogenes expresses HSA-binding surface proteins, and HSA carrying fatty acids reduced the amount of fatty acid biosynthesis proteins to the same extent as plasma. The results clarify the function of HSA-binding proteins in S. pyogenes and underline the power of the quantitative mass spectrometry strategy used here to investigate bacterial adaptation to a given environment.


Asunto(s)
Adaptación Fisiológica , Proteínas Bacterianas/metabolismo , Plasma , Proteoma/metabolismo , Streptococcus pyogenes/metabolismo , Humanos , Espectrometría de Masas/métodos , Proteómica/métodos , Albúmina Sérica/metabolismo
13.
BMC Microbiol ; 13: 235, 2013 Oct 22.
Artículo en Inglés | MEDLINE | ID: mdl-24148670

RESUMEN

BACKGROUND: Lactic acid bacteria (LAB) has been considered a beneficial bacterial group, found as part of the microbiota of diverse hosts, including humans and various animals. However, the mechanisms of how hosts and LAB interact are still poorly understood. Previous work demonstrates that 13 species of Lactobacillus and Bifidobacterium from the honey crop in bees function symbiotically with the honeybee. They protect each other, their hosts, and the surrounding environment against severe bee pathogens, bacteria, and yeasts. Therefore, we hypothesized that these LAB under stress, i.e. in their natural niche in the honey crop, are likely to produce bioactive substances with antimicrobial activity. RESULTS: The genomic analysis of the LAB demonstrated varying genome sizes ranging from 1.5 to 2.2 mega-base pairs (Mbps) which points out a clear difference within the protein gene content, as well as specialized functions in the honeybee microbiota and their adaptation to their host. We demonstrate a clear variation between the secreted proteins of the symbiotic LAB when subjected to microbial stressors. We have identified that 10 of the 13 LAB produced extra-cellular proteins of known or unknown function in which some are arranged in interesting putative operons that may be involved in antimicrobial action, host interaction, or biofilm formation. The most common known extra-cellular proteins secreted were enzymes, DNA chaperones, S-layer proteins, bacteriocins, and lysozymes. A new bacteriocin may have been identified in one of the LAB symbionts while many proteins with unknown functions were produced which must be investigated further. CONCLUSIONS: The 13 LAB symbionts likely play different roles in their natural environment defending their niche and their host and participating in the honeybee's food production. These roles are partly played through producing extracellular proteins on exposure to microbial stressors widely found in natural occurring flowers. Many of these secreted proteins may have a putative antimicrobial function. In the future, understanding these processes in this complicated environment may lead to novel applications of honey crop LAB proteins.


Asunto(s)
Proteínas Bacterianas/metabolismo , Bifidobacterium/química , Bifidobacterium/aislamiento & purificación , Lactobacillus/química , Lactobacillus/aislamiento & purificación , Proteoma/análisis , Estrés Fisiológico , Animales , Abejas/microbiología , Bifidobacterium/fisiología , ADN Bacteriano/química , ADN Bacteriano/genética , Lactobacillus/fisiología , Datos de Secuencia Molecular , Análisis de Secuencia de ADN
14.
Nat Commun ; 14(1): 5359, 2023 09 02.
Artículo en Inglés | MEDLINE | ID: mdl-37660105

RESUMEN

The incorporation of machine learning methods into proteomics workflows improves the identification of disease-relevant biomarkers and biological pathways. However, machine learning models, such as deep neural networks, typically suffer from lack of interpretability. Here, we present a deep learning approach to combine biological pathway analysis and biomarker identification to increase the interpretability of proteomics experiments. Our approach integrates a priori knowledge of the relationships between proteins and biological pathways and biological processes into sparse neural networks to create biologically informed neural networks. We employ these networks to differentiate between clinical subphenotypes of septic acute kidney injury and COVID-19, as well as acute respiratory distress syndrome of different aetiologies. To gain biological insight into the complex syndromes, we utilize feature attribution-methods to introspect the networks for the identification of proteins and pathways important for distinguishing between subtypes. The algorithms are implemented in a freely available open source Python-package ( https://github.com/InfectionMedicineProteomics/BINN ).


Asunto(s)
Lesión Renal Aguda , COVID-19 , Humanos , Proteómica , Redes Neurales de la Computación , Algoritmos
15.
Sci Rep ; 13(1): 8801, 2023 05 31.
Artículo en Inglés | MEDLINE | ID: mdl-37258541

RESUMEN

Alveolar epithelial cells (AEC) have been implicated in pathological remodelling. We examined the capacity of AEC to produce extracellular matrix (ECM) and thereby directly contribute towards remodelling in chronic lung diseases. Cryopreserved type 2 AEC (AEC2) from healthy lungs and chronic obstructive pulmonary disease (COPD) afflicted lungs were cultured in decellularized healthy human lung slices for 13 days. Healthy-derived AEC2 were treated with transforming growth factor ß1 (TGF-ß1) to evaluate the plasticity of their ECM production. Evaluation of phenotypic markers and expression of matrisome genes and proteins were evaluated by RNA-sequencing, mass spectrometry and immunohistochemistry. The AEC2 displayed an AEC marker profile similar to freshly isolated AEC2 throughout the 13-day culture period. COPD-derived AECs proliferated as healthy AECs with few differences in gene and protein expression while retaining increased expression of disease marker HLA-A. The AEC2 expressed basement membrane components and a complex set of interstitial ECM proteins. TGF-ß1 stimuli induced a significant change in interstitial ECM production from AEC2 without loss of specific AEC marker expression. This study reveals a previously unexplored potential of AEC to directly contribute to ECM turnover by producing interstitial ECM proteins, motivating a re-evaluation of the role of AEC2 in pathological lung remodelling.


Asunto(s)
Células Epiteliales Alveolares , Enfermedad Pulmonar Obstructiva Crónica , Humanos , Factor de Crecimiento Transformador beta1/metabolismo , Pulmón/patología , Matriz Extracelular/metabolismo , Proteínas de la Matriz Extracelular/metabolismo , Enfermedad Pulmonar Obstructiva Crónica/patología , Células Epiteliales/metabolismo
16.
Commun Biol ; 6(1): 628, 2023 06 10.
Artículo en Inglés | MEDLINE | ID: mdl-37301900

RESUMEN

Data independent acquisition mass spectrometry (DIA-MS) has recently emerged as an important method for the identification of blood-based biomarkers. However, the large search space required to identify novel biomarkers from the plasma proteome can introduce a high rate of false positives that compromise the accuracy of false discovery rates (FDR) using existing validation methods. We developed a generalized precursor scoring (GPS) method trained on 2.75 million precursors that can confidently control FDR while increasing the number of identified proteins in DIA-MS independent of the search space. We demonstrate how GPS can generalize to new data, increase protein identification rates, and increase the overall quantitative accuracy. Finally, we apply GPS to the identification of blood-based biomarkers and identify a panel of proteins that are highly accurate in discriminating between subphenotypes of septic acute kidney injury from undepleted plasma to showcase the utility of GPS in discovery DIA-MS proteomics.


Asunto(s)
Proteómica , Espectrometría de Masas en Tándem , Proteómica/métodos , Espectrometría de Masas en Tándem/métodos , Biomarcadores , Proteoma/análisis
17.
Nat Commun ; 14(1): 3603, 2023 06 17.
Artículo en Inglés | MEDLINE | ID: mdl-37330510

RESUMEN

Sepsis is the major cause of mortality across intensive care units globally, yet details of accompanying pathological molecular events remain unclear. This knowledge gap has resulted in ineffective biomarker development and suboptimal treatment regimens to prevent and manage organ dysfunction/damage. Here, we used pharmacoproteomics to score time-dependent treatment impact in a murine Escherichia coli sepsis model after administering beta-lactam antibiotic meropenem (Mem) and/or the immunomodulatory glucocorticoid methylprednisolone (Gcc). Three distinct proteome response patterns were identified, which depended on the underlying proteotype for each organ. Gcc enhanced some positive proteome responses of Mem, including superior reduction of the inflammatory response in kidneys and partial restoration of sepsis-induced metabolic dysfunction. Mem introduced sepsis-independent perturbations in the mitochondrial proteome that Gcc counteracted. We provide a strategy for the quantitative and organotypic assessment of treatment effects of candidate therapies in relationship to dosing, timing, and potential synergistic intervention combinations during sepsis.


Asunto(s)
Bacteriemia , Infecciones por Bacterias Gramnegativas , Sepsis , Ratones , Animales , Antibacterianos/farmacología , Antibacterianos/uso terapéutico , Proteoma , Meropenem/farmacología , Meropenem/uso terapéutico , Sepsis/tratamiento farmacológico , Sepsis/complicaciones , Infecciones por Bacterias Gramnegativas/tratamiento farmacológico , Bacteriemia/tratamiento farmacológico
18.
Nat Commun ; 14(1): 6693, 2023 10 23.
Artículo en Inglés | MEDLINE | ID: mdl-37872209

RESUMEN

Group A streptococcus (GAS) is a major bacterial pathogen responsible for both local and systemic infections in humans. The molecular mechanisms that contribute to disease heterogeneity remain poorly understood. Here we show that the transition from a local to a systemic GAS infection is paralleled by pathogen-driven alterations in IgG homeostasis. Using animal models and a combination of sensitive proteomics and glycoproteomics readouts, we documented the progressive accumulation of IgG cleavage products in plasma, due to extensive enzymatic degradation triggered by GAS infection in vivo. The level of IgG degradation was modulated by the route of pathogen inoculation, and mechanistically linked to the combined activities of the bacterial protease IdeS and the endoglycosidase EndoS, upregulated during infection. Importantly, we show that these virulence factors can alter the structure and function of exogenous therapeutic IgG in vivo. These results shed light on the role of bacterial virulence factors in shaping GAS pathogenesis, and potentially blunting the efficacy of antimicrobial therapies.


Asunto(s)
Proteínas Bacterianas , Infecciones Estreptocócicas , Humanos , Animales , Proteínas Bacterianas/metabolismo , Inmunoglobulina G , Infecciones Estreptocócicas/microbiología , Streptococcus pyogenes , Factores de Virulencia/metabolismo
19.
J Proteome Res ; 11(7): 3766-73, 2012 Jul 06.
Artículo en Inglés | MEDLINE | ID: mdl-22658081

RESUMEN

Selected reaction monitoring (SRM) is a mass spectrometry method with documented ability to quantify proteins accurately and reproducibly using labeled reference peptides. However, the use of labeled reference peptides becomes impractical if large numbers of peptides are targeted and when high flexibility is desired when selecting peptides. We have developed a label-free quantitative SRM workflow that relies on a new automated algorithm, Anubis, for accurate peak detection. Anubis efficiently removes interfering signals from contaminating peptides to estimate the true signal of the targeted peptides. We evaluated the algorithm on a published multisite data set and achieved results in line with manual data analysis. In complex peptide mixtures from whole proteome digests of Streptococcus pyogenes we achieved a technical variability across the entire proteome abundance range of 6.5-19.2%, which was considerably below the total variation across biological samples. Our results show that the label-free SRM workflow with automated data analysis is feasible for large-scale biological studies, opening up new possibilities for quantitative proteomics and systems biology.


Asunto(s)
Proteínas Bacterianas/metabolismo , Proteoma/metabolismo , Programas Informáticos , Adaptación Fisiológica , Algoritmos , Vías Biosintéticas , Medios de Cultivo , Ácidos Grasos/biosíntesis , Humanos , Espectrometría de Masas/normas , Mapeo Peptídico/métodos , Mapeo Peptídico/normas , Plasma , Proteómica , Estándares de Referencia , Estadísticas no Paramétricas , Streptococcus pyogenes/crecimiento & desarrollo , Streptococcus pyogenes/metabolismo , Streptococcus pyogenes/fisiología
20.
mSystems ; 7(4): e0039522, 2022 08 30.
Artículo en Inglés | MEDLINE | ID: mdl-35913192

RESUMEN

Vascular dysfunction and organ failure are two distinct, albeit highly interconnected, clinical outcomes linked to morbidity and mortality in human sepsis. The mechanisms driving vascular and parenchymal damage are dynamic and display significant molecular cross talk between organs and tissues. Therefore, assessing their individual contribution to disease progression is technically challenging. Here, we hypothesize that dysregulated vascular responses predispose the organism to organ failure. To address this hypothesis, we have evaluated four major organs in a murine model of Staphylococcus aureus sepsis by combining in vivo labeling of the endothelial cell surface proteome, data-independent acquisition (DIA) mass spectrometry, and an integrative computational pipeline. The data reveal, with unprecedented depth and throughput, that a septic insult evokes organ-specific proteome responses that are highly compartmentalized, synchronously coordinated, and significantly correlated with the progression of the disease. These responses include abundant vascular shedding, dysregulation of the intrinsic pathway of coagulation, compartmentalization of the acute phase response, and abundant upregulation of glycocalyx components. Vascular cell surface proteome changes were also found to precede bacterial invasion and leukocyte infiltration into the organs, as well as to precede changes in various well-established cellular and biochemical correlates of systemic coagulopathy and tissue dysfunction. Importantly, our data suggest a potential role for the vascular proteome as a determinant of the susceptibility of the organs to undergo failure during sepsis. IMPORTANCE Sepsis is a life-threatening response to infection that results in immune dysregulation, vascular dysfunction, and organ failure. New methods are needed for the identification of diagnostic and therapeutic targets. Here, we took a systems-wide approach using data-independent acquisition (DIA) mass spectrometry to track the progression of bacterial sepsis in the vasculature leading to organ failure. Using a murine model of S. aureus sepsis, we were able to quantify thousands of proteins across the plasma and parenchymal and vascular compartments of multiple organs in a time-resolved fashion. We showcase the profound proteome remodeling triggered by sepsis over time and across these compartments. Importantly, many vascular proteome alterations precede changes in traditional correlates of organ dysfunction, opening a molecular window for the discovery of early markers of sepsis progression.


Asunto(s)
Bacteriemia , Sepsis , Ratones , Humanos , Animales , Staphylococcus aureus , Proteoma , Insuficiencia Multiorgánica/metabolismo , Modelos Animales de Enfermedad
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