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1.
Sci Adv ; 10(16): eadl3419, 2024 Apr 19.
Article in English | MEDLINE | ID: mdl-38640242

ABSTRACT

Plant biomass conversion by saprotrophic fungi plays a pivotal role in terrestrial carbon (C) cycling. The general consensus is that fungi metabolize carbohydrates, while lignin is only degraded and mineralized to CO2. Recent research, however, demonstrated fungal conversion of 13C-monoaromatic compounds into proteinogenic amino acids. To unambiguously prove that polymeric lignin is not merely degraded, but also metabolized, carefully isolated 13C-labeled lignin served as substrate for Agaricus bisporus, the world's most consumed mushroom. The fungus formed a dense mycelial network, secreted lignin-active enzymes, depolymerized, and removed lignin. With a lignin carbon use efficiency of 0.14 (g/g) and fungal biomass enrichment in 13C, we demonstrate that A. bisporus assimilated and further metabolized lignin when offered as C-source. Amino acids were high in 13C-enrichment, while fungal-derived carbohydrates, fatty acids, and ergosterol showed traces of 13C. These results hint at lignin conversion via aromatic ring-cleaved intermediates to central metabolites, underlining lignin's metabolic value for fungi.


Subject(s)
Agaricus , Carbon , Lignin , Lignin/metabolism , Carbon/metabolism , Mycelium/metabolism , Carbohydrates , Amino Acids
2.
Front Allergy ; 4: 1228353, 2023.
Article in English | MEDLINE | ID: mdl-38075395

ABSTRACT

Amylase trypsin inhibitors (ATIs) play an important role in wheat allergies and potentially in non-coeliac wheat sensitivity. Food processing could be important to mitigate the pathogenic properties of ATIs, e.g., by denaturation, glycation, enzymatic hydrolysis, cross-linking, and oxidation and reduction. These modifications also impact the solubility and extractability. The complex solubility behaviour of ATI isoforms (water and salt soluble, but also chloroform-methanol soluble, solubility depending on the redox state) becomes even more complex upon processing due to denaturation and (bio)chemical modifications. This significantly hinders the feasibility of quantitative extraction. Moreover, changes in biofunctionality may occur during the process of extraction, and the changes in ATI due to food processing will be more difficult to assess. Heat treatment decreases the extractability of ATIs with water, NaCl, and other buffer extracts, and binding of IgE from wheat-allergic persons to ATIs as observed with Western blotting is decreased or absent. IgE binding is reduced with the total extract in chaotropic and reducing agents. However, it can be increased when the proteins are hydrolyzed by proteases. Fermentation involving certain species of Fructolactobacilli (FLB), followed by baking, decreases the amount of ATIs and IgE binding to ATIs. In yeast-fermented bread, the amount of ATIs decreased in a similar manner, but IgE binding was more prominent, indicating that there was a modification of ATIs that affected the epitope recognition. When isolated ATIs are ingested with high ATI degrading FLB, the immune response in mice is less elevated in vivo, when compared with ATI without high ATI degrading FLB. The pathogenic effects on the skin of dogs and one wheat-allergic child are also decreased when soluble proteins or isolated ATIs are reduced with the thioredoxin/thioredoxin reductase NADPH system. Glycation on the other hand has been shown to potentiate the allergenic properties of ATIs as evidenced by the large increase in IgE binding. The impact of food processing on the pathogenic properties of ATIs is hardly studied in vivo in humans. There seem to be opportunities to mitigate the pathogenic properties in vitro, but potentiation of pathogenic properties is also frequently observed. This requires a deeper understanding on the impact of food processing on the pathogenicity of ATIs.

3.
iScience ; 26(7): 107087, 2023 Jul 21.
Article in English | MEDLINE | ID: mdl-37426348

ABSTRACT

Despite substantial lignocellulose conversion during mycelial growth, previous transcriptome and proteome studies have not yet revealed how secretomes from the edible mushroom Agaricus bisporus develop and whether they modify lignin models in vitro. To clarify these aspects, A. bisporus secretomes collected throughout a 15-day industrial substrate production and from axenic lab-cultures were subjected to proteomics, and tested on polysaccharides and lignin models. Secretomes (day 6-15) comprised A. bisporus endo-acting and substituent-removing glycoside hydrolases, whereas ß-xylosidase and glucosidase activities gradually decreased. Laccases appeared from day 6 onwards. From day 10 onwards, many oxidoreductases were found, with numerous multicopper oxidases (MCO), aryl alcohol oxidases (AAO), glyoxal oxidases (GLOX), a manganese peroxidase (MnP), and unspecific peroxygenases (UPO). Secretomes modified dimeric lignin models, thereby catalyzing syringylglycerol-ß-guaiacyl ether (SBG) cleavage, guaiacylglycerol-ß-guaiacyl ether (GBG) polymerization, and non-phenolic veratrylglycerol-ß-guaiacyl ether (VBG) oxidation. We explored A. bisporus secretomes and insights obtained can help to better understand biomass valorization.

4.
Food Chem ; 423: 136312, 2023 Oct 15.
Article in English | MEDLINE | ID: mdl-37182491

ABSTRACT

Three genotypes each of bread wheat, durum wheat and tritordeum were grown in randomized replicated field trials in Andalusia (Spain) for two years and wholemeal flours analysed for a range of components to identify differences in composition. The contents of all components that were determined varied widely between grain samples of the individual species and in most cases also overlapped between the three species. Nevertheless, statistically significant differences between the compositions of the three species were observed. Notably, tritordeum had significantly higher contents of protein, some minerals (magnesium and iron), total phenolics and methyl donors. Tritordeum also had higher levels of total amino acids (but not asparagine) and total sugars, including raffinose. By contrast, bread wheat and tritordeum had similar contents of the two major dietary fibre components in white flour, arabinoxylan and ß-glucan, with significantly lower contents in durum wheat.


Subject(s)
Bread , Triticum , Triticum/chemistry , Bread/analysis , Poaceae/chemistry , Edible Grain/chemistry , Flour/analysis
5.
Foods ; 12(4)2023 Feb 16.
Article in English | MEDLINE | ID: mdl-36832918

ABSTRACT

Five cultivars of bread wheat and spelt and three of emmer were grown in replicate randomised field trials on two sites for two years with 100 and 200 kg nitrogen fertiliser per hectare, reflecting low input and intensive farming systems. Wholemeal flours were analysed for components that are suggested to contribute to a healthy diet. The ranges of all components overlapped between the three cereal types, reflecting the effects of both genotype and environment. Nevertheless, statistically significant differences in the contents of some components were observed. Notably, emmer and spelt had higher contents of protein, iron, zinc, magnesium, choline and glycine betaine, but also of asparagine (the precursor of acrylamide) and raffinose. By contrast, bread wheat had higher contents of the two major types of fibre, arabinoxylan (AX) and ß-glucan, than emmer and a higher AX content than spelt. Although such differences in composition may be suggested to result in effects on metabolic parameters and health when studied in isolation, the final effects will depend on the quantity consumed and the composition of the overall diet.

6.
ACS Chem Biol ; 17(8): 2054-2064, 2022 08 19.
Article in English | MEDLINE | ID: mdl-35867905

ABSTRACT

We studied the mechanistic and biological origins of anti-inflammatory poly-unsaturated fatty acid-derived N-acylethanolamines using synthetic bifunctional chemical probes of docosahexaenoyl ethanolamide (DHEA) and arachidonoyl ethanolamide (AEA) in RAW264.7 macrophages stimulated with 1.0 µg mL-1 lipopolysaccharide. Using a photoreactive diazirine, probes were covalently attached to their target proteins, which were further studied by introducing a fluorescent probe or biotin-based affinity purification. Fluorescence confocal microscopy showed DHEA and AEA probes localized in cytosol, specifically in structures that point toward the endoplasmic reticulum and in membrane vesicles. Affinity purification followed by proteomic analysis revealed peroxiredoxin-1 (Prdx1) as the most significant binding interactor of both DHEA and AEA probes. In addition, Prdx4, endosomal related proteins, small GTPase signaling proteins, and prostaglandin synthase 2 (Ptgs2, also known as cyclooxygenase 2 or COX-2) were identified. Lastly, confocal fluorescence microscopy revealed the colocalization of Ptgs2 and Rac1 with DHEA and AEA probes. These data identified new molecular targets suggesting that DHEA and AEA may be involved in reactive oxidation species regulation, cell migration, cytoskeletal remodeling, and endosomal trafficking and support endocytosis as an uptake mechanism.


Subject(s)
Lipopolysaccharides , Monomeric GTP-Binding Proteins , Animals , Cyclooxygenase 2/metabolism , Dehydroepiandrosterone/metabolism , Lipopolysaccharides/metabolism , Lipopolysaccharides/pharmacology , Macrophages/metabolism , Mice , Monomeric GTP-Binding Proteins/metabolism , Peroxiredoxins , Proteomics , RAW 264.7 Cells
7.
New Phytol ; 233(1): 251-264, 2022 01.
Article in English | MEDLINE | ID: mdl-34643285

ABSTRACT

Arabidopsis thaliana seed germination is marked by extensive translational control at two critical phase transitions. The first transition refers to the start of hydration, the hydration translational shift. The second shift, the germination translational shift (GTS) is the phase between testa rupture and radicle protrusion at which the seed makes the all or nothing decision to germinate. The mechanism behind the translational regulation at these phase transitions is unknown. RNA binding proteins (RBPs) are versatile players in the post-transcriptional control of messenger RNAs (mRNAs) and as such candidates for regulating translation during seed germination. Here, we report the mRNA binding protein repertoire of seeds during the GTS. Thirty seed specific RBPs and 22 dynamic RBPs were identified during the GTS, like the putative RBP Vacuolar ATPase subunit A and RBP HSP101. Several stress granule markers were identified in this study, which suggests that seeds are prepared to quickly adapt the translation of specific mRNAs in response to changes in environmental conditions during the GTS. Taken together this study provides a detailed insight into the world of RBPs during seed germination and their possible regulatory role during this developmentally regulated process.


Subject(s)
Arabidopsis Proteins , Arabidopsis , Arabidopsis/genetics , Arabidopsis Proteins/genetics , Gene Expression Regulation, Plant , Germination , Proteome , RNA, Messenger/genetics , Seeds/genetics , Stress Granules
8.
Food Chem ; 374: 131710, 2022 Apr 16.
Article in English | MEDLINE | ID: mdl-34891089

ABSTRACT

Wholemeal flours from blends of bread wheat, emmer and spelt were processed into bread using yeast-based and sourdough fermentation. The bread wheat flour contained significantly higher concentrations of total dietary fibre and fructans than the spelt and emmer flours, the latter having the lowest contents. Breadmaking using sourdough and yeast systems resulted in changes in composition from flour to dough to bread including increases in organic acids and mannitol in the sourdough system and increases in amino acids and sugars (released by hydrolysis of proteins and starch, respectively) in both processing systems. The concentrations of fructans and raffinose (the major endogenous FODMAPs) were reduced by yeast and sourdough fermentation, with yeast having the greater effect. Both systems resulted in greater increases in sugars and glycerol in emmer than in bread wheat and spelt, but the significance of these differences for human health has not been established.


Subject(s)
Bread , Triticum , Dietary Fiber , Fermentation , Flour , Humans , Saccharomyces cerevisiae
9.
Front Plant Sci ; 12: 735719, 2021.
Article in English | MEDLINE | ID: mdl-34603360

ABSTRACT

Over the past decade, ample transcriptome data have been generated at different stages during seed germination; however, far less is known about protein synthesis during this important physiological process. Generally, the correlation between transcript levels and protein abundance is low, which strongly limits the use of transcriptome data to accurately estimate protein expression. Polysomal profiling has emerged as a tool to identify mRNAs that are actively translated. The association of the mRNA to the polysome, also referred to as translatome, provides a proxy for mRNA translation. In this study, the correlation between the changes in total mRNA, polysome-associated mRNA, and protein levels across seed germination was investigated. The direct correlation between polysomal mRNA and protein abundance at a single time-point during seed germination is low. However, once the polysomal mRNA of a time-point is compared to the proteome of the next time-point, the correlation is much higher. 35% of the investigated proteome has delayed changes at the protein level. Genes have been classified based on their delayed protein changes, and specific motifs in these genes have been identified. Moreover, mRNA and protein stability and mRNA length have been found as important predictors for changes in protein abundance. In conclusion, polysome association and/or dissociation predicts future changes in protein abundance in germinating seeds.

10.
Front Nutr ; 8: 667370, 2021.
Article in English | MEDLINE | ID: mdl-34124122

ABSTRACT

Amylase/trypsin-inhibitors (ATIs) comprise about 2-4% of the total wheat grain proteins and may contribute to natural defense against pests and pathogens. However, they are currently among the most widely studied wheat components because of their proposed role in adverse reactions to wheat consumption in humans. ATIs have long been known to contribute to IgE-mediated allergy (notably Bakers' asthma), but interest has increased since 2012 when they were shown to be able to trigger the innate immune system, with attention focused on their role in coeliac disease which affects about 1% of the population and, more recently, in non-coeliac wheat sensitivity which may affect up to 10% of the population. This has led to studies of their structure, inhibitory properties, genetics, control of expression, behavior during processing, effects on human adverse reactions to wheat and, most recently, strategies to modify their expression in the plant using gene editing. We therefore present an integrated account of this range of research, identifying inconsistencies, and gaps in our knowledge and identifying future research needs. Note  This paper is the outcome of an invited international ATI expert meeting held in Amsterdam, February 3-5 2020.

11.
NPJ Sci Food ; 4(1): 22, 2020 Dec 17.
Article in English | MEDLINE | ID: mdl-33335099

ABSTRACT

Food security is under increased pressure due to the ever-growing world population. To tackle this, alternative protein sources need to be evaluated for nutritional value, which requires information on digesta peptide composition in comparison to established protein sources and coupling to biological parameters. Here, a combined experimental and computational approach is presented, which compared seventeen protein sources with cow's whey protein concentrate (WPC) as the benchmark. In vitro digestion of proteins was followed by proteomics analysis and statistical model-based clustering. Information on digesta peptide composition resulted in 3 cluster groups, primarily driven by the peptide overlap with the benchmark protein WPC. Functional protein data was then incorporated in the computational model after evaluating the effects of eighteen protein digests on intestinal barrier integrity, viability, brush border enzyme activity, and immune parameters using a bioengineered intestine as microphysiological gut system. This resulted in 6 cluster groups. Biological clustering was driven by viability, brush border enzyme activity, and significant differences in immune parameters. Finally, a combination of proteomic and biological efficacy data resulted in 5 clusters groups, driven by a combination of digesta peptide composition and biological effects. The key finding of our holistic approach is that protein source (animal, plant or alternative derived) is not a driving force behind the delivery of bioactive peptides and their biological efficacy.

12.
Protein Sci ; 29(7): 1581-1595, 2020 07.
Article in English | MEDLINE | ID: mdl-32219913

ABSTRACT

Proteins from cashew nut can elicit mild to severe allergic reactions. Three allergenic proteins have already been identified, and it is expected that additional allergens are present in cashew nut. pathogenesis-related protein 10 (PR10) allergens from pollen have been found to elicit similar allergic reactions as those from nuts and seeds. Therefore, we investigated the presence of PR10 genes in cashew nut. Using RNA-seq analysis, we were able to identify several PR10-like transcripts in cashew nut and clone six putative PR10 genes. In addition, PR10 protein expression in raw cashew nuts was confirmed by immunoblotting and liquid chromatography-mass spectrometry (LC-MS/MS) analyses. An in silico allergenicity assessment suggested that all identified cashew PR10 proteins are potentially allergenic and may represent three different isoallergens.


Subject(s)
Allergens , Anacardium , Computer Simulation , Nuts , Plant Proteins , RNA-Seq , Allergens/biosynthesis , Allergens/chemistry , Allergens/genetics , Anacardium/chemistry , Anacardium/genetics , Anacardium/metabolism , Chromatography, Liquid , Nuts/chemistry , Nuts/genetics , Nuts/metabolism , Plant Proteins/biosynthesis , Plant Proteins/chemistry , Plant Proteins/genetics , Tandem Mass Spectrometry
13.
Anal Bioanal Chem ; 412(6): 1277-1289, 2020 Feb.
Article in English | MEDLINE | ID: mdl-31927602

ABSTRACT

High-molecular-weight glutenin subunits (HMW-GS) play an important role for the baking quality of wheat. The ancient wheats emmer and spelt differ in their HMW-GS pattern compared to modern common wheat and this might be one reason for their comparatively poor baking quality. The aim of this study was to elucidate similarities and differences in the amino acid sequences of two 1Bx HMW-GS of common wheat, spelt and emmer. First, the sodium dodecyl polyacrylamide gel electrophoresis (SDS-PAGE) system was optimized to separate common wheat, spelt and emmer Bx6 and Bx7 from other HMW-GS (e.g., 1Ax and 1By) in high concentrations. The in-gel digests of the Bx6 and Bx7 bands were analyzed by untargeted LC-MS/MS experiments revealing different UniProtKB accessions in spelt and emmer compared to common wheat. The HMW-GS Bx6 and Bx7, respectively, of emmer and spelt showed differences in the amino acid sequences compared to those of common wheat. The identities of the peptide variations were confirmed by targeted LC-MS/MS. These peptides can be used to differentiate between Bx6 and Bx7 of spelt and emmer and Bx6 and Bx7 of common wheat. The findings should help to increase the reliability and curation status of wheat protein databases and to understand the effects of protein structure on the functional properties. Graphical abstract.


Subject(s)
Amino Acid Sequence , Electrophoresis, Polyacrylamide Gel/methods , Glutens/chemistry , Tandem Mass Spectrometry/methods , Triticum/chemistry , Databases, Protein , Glutens/isolation & purification , Molecular Weight , Sequence Homology, Amino Acid , Triticum/classification
14.
Fungal Genet Biol ; 79: 42-53, 2015 Jun.
Article in English | MEDLINE | ID: mdl-26092789

ABSTRACT

Zymoseptoria tritici is an economically important pathogen of wheat. However, the molecular basis of pathogenicity on wheat is still poorly understood. Here, we present a global survey of the proteins secreted by this fungus in the apoplast of resistant (cv. Shafir) and susceptible (cv. Obelisk) wheat cultivars after inoculation with reference Z. tritici strain IPO323. The fungal proteins present in apoplastic fluids were analyzed by gel electrophoresis and by data-independent acquisition liquid chromatography/mass spectrometry (LC/MS(E)) combined with data-dependent acquisition LC-MS/MS. Subsequent mapping mass spectrometry-derived peptide sequence data against the genome sequence of strain IPO323 identified 665 peptides in the MS(E) and 93 in the LC-MS/MS mode that matched to 85 proteins. The identified fungal proteins, including cell-wall degrading enzymes and proteases, might function in pathogenicity, but the functions of many remain unknown. Most fungal proteins accumulated in cv. Obelisk at the onset of necrotrophy. This inventory provides an excellent basis for future detailed studies on the role of these genes and their encoded proteins during pathogenesis in wheat.


Subject(s)
Ascomycota/chemistry , Fungal Proteins/analysis , Plant Diseases/microbiology , Proteome/analysis , Triticum/microbiology , Ascomycota/isolation & purification , Chromatography, Liquid , Electrophoresis , Mass Spectrometry , Tandem Mass Spectrometry
15.
Fungal Genet Biol ; 79: 54-62, 2015 Jun.
Article in English | MEDLINE | ID: mdl-26092790

ABSTRACT

Culture filtrates (CFs) of the fungal wheat pathogen Zymoseptoria tritici were assayed for necrosis-inducing activity after infiltration in leaves of various wheat cultivars. Active fractions were partially purified and characterized. The necrosis-inducing factors in CFs are proteinaceous, heat stable and their necrosis-inducing activity is temperature and light dependent. The in planta activity of CFs was tested by a time series of proteinase K (PK) co-infiltrations, which was unable to affect activity 30min after CF infiltrations. This suggests that the necrosis inducing proteins (NIPs) are either absent from the apoplast and likely actively transported into mesophyll cells or protected from the protease by association with a receptor. Alternatively, plant cell death signaling pathways might be fully engaged during the first 30min and cannot be reversed even after PK treatment. Further fractionation of the CFs with the highest necrosis-inducing activity involved fast performance liquid chromatography, SDS-PAGE and mass spectrometry. This revealed that most of the proteins present in the fractions have not been described before. The two most prominent ZtNIP encoding candidates were heterologously expressed in Pichia pastoris and subsequent infiltration assays showed their differential activity in a range of wheat cultivars.


Subject(s)
Ascomycota/chemistry , Fungal Proteins/analysis , Necrosis/microbiology , Plant Diseases/microbiology , Triticum/microbiology , Virulence Factors/analysis , Chromatography, Liquid , Electrophoresis, Polyacrylamide Gel , Fungal Proteins/chemistry , Light , Mass Spectrometry , Protein Stability , Temperature , Virulence Factors/chemistry
16.
Mol Plant Microbe Interact ; 28(9): 1032-48, 2015 Sep.
Article in English | MEDLINE | ID: mdl-26011556

ABSTRACT

L-type lectin receptor kinases (LecRK) are potential immune receptors. Here, we characterized two closely-related Arabidopsis LecRK, LecRK-IX.1 and LecRK-IX.2, of which T-DNA insertion mutants showed compromised resistance to Phytophthora brassicae and Phytophthora capsici, with double mutants showing additive susceptibility. Overexpression of LecRK-IX.1 or LecRK-IX.2 in Arabidopsis and transient expression in Nicotiana benthamiana increased Phytophthora resistance but also induced cell death. Phytophthora resistance required both the lectin domain and kinase activity, but for cell death, the lectin domain was not needed. Silencing of the two closely related mitogen-activated protein kinase genes NbSIPK and NbNTF4 in N. benthamiana completely abolished LecRK-IX.1-induced cell death but not Phytophthora resistance. Liquid chromatography-mass spectrometry analysis of protein complexes coimmunoprecipitated in planta with LecRK-IX.1 or LecRK-IX.2 as bait, resulted in the identification of the N. benthamiana ABC transporter NbPDR1 as a potential interactor of both LecRK. The closest homolog of NbPDR1 in Arabidopsis is ABCG40, and coimmunoprecipitation experiments showed that ABCG40 associates with LecRK-IX.1 and LecRK-IX.2 in planta. Similar to the LecRK mutants, ABCG40 mutants showed compromised Phytophthora resistance. This study shows that LecRK-IX.1 and LecRK-IX.2 are Phytophthora resistance components that function independent of each other and independent of the cell-death phenotype. They both interact with the same ABC transporter, suggesting that they exploit similar signal transduction pathways.


Subject(s)
Arabidopsis Proteins/metabolism , Arabidopsis/enzymology , Cell Death/physiology , Phytophthora/physiology , Plant Diseases/microbiology , Protein Kinases/metabolism , Protein Serine-Threonine Kinases/metabolism , Arabidopsis/genetics , Arabidopsis/metabolism , Arabidopsis Proteins/genetics , Protein Kinases/genetics , Protein Serine-Threonine Kinases/genetics
17.
J Chromatogr A ; 1391: 60-71, 2015 Apr 24.
Article in English | MEDLINE | ID: mdl-25795397

ABSTRACT

Celiac disease (CD) is a food-related disease caused by certain gluten peptides containing T-cell stimulating epitopes from wheat, rye, and barley. CD-patients have to maintain a gluten-free diet and are therefore dependent on reliable testing and labeling of gluten-free products. So far, the R5-ELISA is the approved method to detect if food products can be labeled gluten-free. Because the R5-ELISA detects gluten in general, there is a demand for an improved detection method that quantifies specifically CD-epitopes. Therefore, we developed a new method for detection and quantification of CD-epitopes, based on liquid chromatography (LC) coupled to mass spectrometry (MS) in multiple reaction monitoring (MRM) mode. This method enables targeted label free comparative analysis of the gluten proteins present in different wheat varieties and species, and in wheat-based food products. We have tested our method by analyzing several wheat varieties that vary in CD-epitope content, as was shown before using immunoblotting and specific monoclonal antibodies. The results showed that a modern bread wheat variety Toronto contained the highest amounts of CD immunogenic peptides compared with the older bread wheat variety Minaret and the tetraploid wheat variety Dibillik Sinde. Our developed method can detect quantitatively and simultaneously multiple specific CD-epitopes in a high throughput manner.


Subject(s)
Celiac Disease/immunology , Epitopes, T-Lymphocyte/analysis , Epitopes, T-Lymphocyte/immunology , Glutens/analysis , Glutens/immunology , Humans , Mass Spectrometry , Peptides/analysis , Peptides/immunology , Triticum/chemistry , Triticum/immunology
18.
J Proteome Res ; 13(7): 3191-9, 2014 Jul 03.
Article in English | MEDLINE | ID: mdl-24815921

ABSTRACT

Determining the list of proteins present in a sample, based on the list of identified peptides, is a crucial step in the untargeted proteomics LC-MS/MS data-processing pipeline. This step, commonly referred to as protein inference, turns out to be a very challenging problem because many peptide sequences are found across multiple proteins. Current protein inference engines typically use peptide to spectrum match (PSM) quality measures and spectral count information to score protein identifications in LC-MS/MS data sets. This is, however, not enough to confidently validate or otherwise rule out many of the proteins. Here we introduce the basis for a new way of performing protein inference based on accurate quantification patterns of identified peptides using the correlation of these patterns to validate peptide to protein matches. For the first implementation of this new approach, we focused on (1) distinguishing between unambiguously and ambiguously identified proteins and (2) generating hypotheses for the discrimination of subsets of the ambiguously identified proteins. Our preprocessing pipelines support both labeled LC-MS/MS or label-free LC-MS followed by LC-MS/MS providing the peptide quantification. We apply our procedure to two published data sets and show that it is able to detect and infer proteins that would otherwise not be confidently inferred.


Subject(s)
Peptide Mapping/methods , Software , Amino Acid Sequence , Humans , Molecular Sequence Data , Proteomics , Tandem Mass Spectrometry
19.
J Proteomics ; 105: 31-45, 2014 Jun 13.
Article in English | MEDLINE | ID: mdl-24565695

ABSTRACT

Complex peptide extracts from non-model crops are troublesome for proper identification and quantification. To increase the identification rate of label free DIA experiments of Braeburn apple a new workflow was developed where a DDA database was constructed and linked to the DIA data. At a first level, parent masses found in DIA were searched in the DDA database based on their mass to charge ratio and retention time; at a second level, masses of fragmentation ions were compared for each of the linked spectrum. Following this workflow, a tenfold increase of peptides was identified from a single DIA run. As proof of principle, the designed workflow was applied to determine the changes during a storage experiment, achieving a two-fold identification increase in the number of significant peptides. The corresponding protein families were divided into nine clusters, representing different time profiles of changes in abundances during storage. Up-regulated protein families already show a glimpse of important pathways affecting aging during long-term storage, such as ethylene synthesis, and responses to abiotic stresses and their influence on the central metabolism. BIOLOGICAL SIGNIFICANCE: Proteomics research on non-model crops causes additional difficulties in identifying the peptides present in, often complex, samples. This work proposes a new workflow to retrieve more identifications from a set of quantitative data, based on linking DIA and DDA data at two consecutive levels. As proof of principle, a storage experiment on Braeburn apple resulted in twice as much identified storage related peptides. Important proteins involved in central metabolism and stress are significantly up-regulated after long term storage. This article is part of a Special Issue entitled: Proteomics of non-model organisms.


Subject(s)
Databases, Genetic , Fruit , Malus , Plant Proteins , Proteomics/methods , Ethylenes/biosynthesis , Food Preservation , Fruit/genetics , Fruit/metabolism , Malus/genetics , Malus/metabolism , Plant Proteins/biosynthesis , Plant Proteins/genetics
20.
Plant Signal Behav ; 9(2): e27937, 2014.
Article in English | MEDLINE | ID: mdl-24525519

ABSTRACT

Plants employ a large number of receptors localizing to the cell surface to sense extracellular signals. Receptor-like proteins (RLPs) form an important group of such trans-membrane receptors, containing an extracellular domain which is involved in signal perception and a short cytoplasmic domain. In contrast to receptor-like kinases (RLKs), RLPs lack a cytoplasmic kinase domain. How intracellular signaling is triggered downstream of RLPs upon perception of an extracellular signal, is therefore still poorly understood. Recently, the RLK SOBIR1 (Suppressor Of BIR1-1) was identified as an essential regulatory RLK of various RLPs involved in plant immunity against fungal pathogens. (1) Given that SOBIR1 appears to be a crucial component of RLP-containing complexes, we aimed to identify additional proteins interacting with SOBIR1. Here, we report on the immunopurification of a functional Arabidopsis thaliana (At)SOBIR1-yellow fluorescent protein (YFP) fusion protein stably expressed in Arabidopsis, followed by mass-spectrometry to identify co-purifying proteins. Interestingly, and in line with various studies showing interaction between RLPs and SOBIR1, we discovered that AtSOBIR1 interacts with AtRLP23, an RLP of which the function is currently unknown.


Subject(s)
Arabidopsis Proteins/metabolism , Arabidopsis/metabolism , Protein Kinases/metabolism , Receptors, Cell Surface/metabolism , Amino Acid Sequence , Arabidopsis/enzymology , Arabidopsis/genetics , Arabidopsis Proteins/chemistry , Gene Expression Profiling , Gene Expression Regulation, Plant , Immunoprecipitation , Solanum lycopersicum/metabolism , Molecular Sequence Data , Peptides/chemistry , Peptides/metabolism , Plants, Genetically Modified , Protein Binding , Receptors, Cell Surface/chemistry
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