- 1Department of Food Science, College of Agriculture and Veterinary Medicine, United Arab Emirates University, Al Ain, United Arab Emirates
- 2School of Agriculture and Food Sciences, The University of Queensland, Brisbane, QLD, Australia
- 3Department of Food Science and Technology, Faculty of Science, National University of Singapore, Singapore, Singapore
- 4Department of Nutrition and Food Technology, Jordan University of Science and Technology, Irbid, Jordan
- 5Food and Nutritional Science, School of Biological Sciences, The University of Hong Kong, Pokfulam, Hong Kong, SAR China
Probiotics containing functional food confer health benefits in addition to their nutritional properties. In this study, we have evaluated the differential proteomic responses of a potential novel probiotic Pediococcus pentosaceus M41 under heat, cold, acid, and bile stress conditions. We identified stress response proteins that could provide tolerances against these stresses and could be used as probiotic markers for evaluating stress tolerance. Pediococcus pentosaceus M41 was exposed for 2 h to each condition: 50°C (heat stress), 4°C (cold stress), pH 3.0 (acid stress) and 0.05% bile (bile stress). Proteomic analysis was carried out using 2D-IEF SDS PAGE and LC-MS/MS. Out of 60 identified proteins, 14 upregulated and 6 downregulated proteins were common among all the stress conditions. These proteins were involved in different biological functions such as translation-related proteins, carbohydrate metabolism (phosphoenolpyruvate phosphotransferase), histidine biosynthesis (imidazole glycerol phosphate synthase) and cell wall synthesis (tyrosine-protein kinase CapB). Proteins such as polysaccharide deacetylase, lactate oxidase, transcription repressor NrdR, dihydroxyacetone kinase were upregulated under three out of the four stress conditions. The differential expression of these proteins might be responsible for tolerance and protection of P. pentosaceus M41 against different stress conditions.
Introduction
The gut microbiota of humans and animals plays key roles in regulation of nutrition, physiology, metabolism and immunity (Azad et al., 2018). Probiotics are known to provide protection against several diseases such as irritable bowel syndrome, diarrhea and gut inflammation, as well as maintaining the intestinal microflora and provide protection against gastric and gut pathogens such as Helicobacter pylori (Min et al., 2019). They causes reduction in lactose intolerance, exert protection against colon cancer, promote modulation of immune functions, increase calcium absorption and maintain blood cholesterol levels (Nagpal et al., 2012). Several mechanisms behind these beneficial properties of probiotics have been proposed but still need to be verified through molecular studies. Probiotic lactic acid bacteria (LAB) are important for food industry as they are commonly used for fermentation of food, beverages and dairy (Mbye et al., 2020). The selection of probiotics for their health benefits needs careful consideration through scientific evidence. Most of the probiotics are consumed from dairy based foods but non-dairy based probiotic foods have several benefits; they are suitable for vegetarians, provide protection from dairy based food allergens, provide less cholesterol to consumers of cardiovascular disease, enhance the nutritional properties of non-dairy foods, and prevent spoilage of meat based foods through pathogen inhibition (Min et al., 2019). Beneficial effects of probiotics and their counts can decrease due to several environmental stresses such as heat, cold, osmosis, high pressure, acid, and salt. These factors can induce oxidative stress in probiotics leading to formation of reactive oxygen species (ROS), changes in protein and metabolic functions which cause impairment of probiotic properties (Serrazanetti et al., 2009). Several studies reported adaptation of LAB to environmental stresses (De Angelis and Gobbetti, 2004; Muruzović et al., 2018; Mbye et al., 2020; Yang et al., 2021). Proteomic and transcriptomic techniques can reveal some complex regulatory networks in response to environmental stresses in bacteria.
In recent years LAB have received increased attention due to their adaptation and protective responses toward environmental stresses (Mbye et al., 2020; Yang et al., 2021). Many stress response proteins regulated by exposure of LAB to different stresses such as heat, cold, acid, bile and starvation have been studied using proteomic analysis (Alcántara and Zúñiga, 2012; Koponen et al., 2012; Bustos et al., 2015; Chen et al., 2017). However, no study has been carried out on proteomic response of P. pentosaceus under different stress conditions.
Pediococcus spp. is Gram-positive, non-motile, facultatively anaerobic, and non-spore-forming bacteria. Some strains of P. pentosaceus are probiotic LAB that are widely used for enhancing quality of fermented foods and pathogen inhibition (Kingcha et al., 2012; Jiang et al., 2021). A novel strain of P. pentosaceus M41 was isolated from a dried fish in our food microbiology laboratory and characterized as a potential probiotic (Alkalbani et al., 2019). The exopolysaccharide produced by P. pentosaceus M41 has remarkable physicochemical properties and health-promoting benefits (antitumor, antioxidative, antidiabetic, antibacterial) (Ayyash et al., 2020). The aim of this study was to explore proteomic responses of the potential probiotic P. pentosaceus M41 upon exposure to heat, cold, acid and bile stresses.
Materials and Methods
Bacterial Growth and Stress Treatment
Pediococcus pentosaceus M41 cultures stored at –80°C in 50% glycerol solution were revived in MRS broth (de Man Rogosa Sharpe broth, Lancashire, United Kingdom) and were incubated at 37°C for 20 h under anaerobic conditions according to Ayyash et al. (2020). Two consecutive subculturings in MRS broth were performed prior to stress treatments. Preliminary investigations were performed to determine the stress point of each stress factor. The pelleted culture was heated for 2 h at 40–65°C with 5°C interval/intervals. For cold stress, the pelleted culture was stored at 4°C for 1–5 h with 1 h intervals. The acid stress was determined by incubating the pelleted culture for 2 h under acid conditions pH 2.0 to 4.0 with 0.5 intervals. The bile stress was determined after the pelleted culture was subjected to different concentrations of a bile salt mixture (0.01–0.1%) (Sigma) for 2 h with 0.01% interval. The point achieved/achieved 1.0 log reduction or less was considered as stress point (data not shown).
Two culture tubes per stress treatment were used (Figure 1). The P. pentosaceus M41 cultures in MRS broth in late exponential phase were subjected to heat stress for 2 h at 50°C. Cold stress treatment was performed by incubating the cultures at 4°C for 2 h. For acid and bile stress treatments, the cultures were centrifuged at 5000 × g for 10 min at 4°C and the cell pellets were resuspended in phosphate buffer pH 3.0 for acid stress and 0.05% bile salts for bile stress. The cultures were incubated at 37°C for 2 h. One set of culture tubes without stress were considered as the control. After stress treatments all the tubes were centrifuged at 5000 × g for 10 min at 4°C and the pellets were washed with phosphate buffer and stored at –20°C until protein extraction.
Figure 1. Workflow for the study of P. pentosaceus M41 under different stress treatments and its proteomic response for identification of differentially expressed proteins.
Protein Extraction
Proteins were extracted from P. pentosaceus M41 cells exposed to different stress treatments using ReadyPrepTM total protein extraction kit (Bio-Rad, United States) according to manufacturer instructions. The pellets were resuspended in 0.5 mL of 2-D sample buffer containing 7 M urea, 2 M thiourea, 40 mM Tris base, 1% w/v amidosulfobetaine-14 detergent and 0.001% bromophenol blue. The pellet suspension was transferred to a microcentrifuge tube and was placed on ice. The cells were lysed using an ultrasonic probe at 20 kHz (Sonifier SFX550 Model, Branson, CT, United States). The sonication was done four times using 30 s bursts. The pellet suspension was chilled on ice briefly between each ultrasonic treatment. The tubes were centrifuges at 10,000 × g for 20 min. The supernatant containing bacterial proteins was transferred to a clean microcentrifuge tube and protein concentration was estimated using the Bradford assay (Bradford, 1976).
Two-Dimensional Isoelectric Focusing Sodium Dodecyl Sulfate Polyacrylamide Gel Electrophoresis
For isoelectric focusing (IEF), 400 μg of bacterial proteins in a total volume of 300 μL in sample buffer was loaded onto 17 cm, pH 4.0–7.0, non-linear, IPG strips (Ready StripTM, Bio-Rad, United States) in a rehydration tray. Two mL of mineral oil was applied to each strip and kept overnight at 20 °C for passive rehydration of proteins. The strips were then transferred to an IEF tray (Protean II IEFTM cell, Bio-Rad, United States) and protein focusing was performed at 20°C with a total 65,000 volt hour (Vh) current supply. Following IEF, the strips were applied with reduction and alkylation buffer for 20 min each and then rinsed with ultrapure water. For second dimension SDS PAGE, the strips were placed on 12% polyacrylamide gels and electrophoresis was performed in Protean II XL CellTM (Bio-Rad, United States) with a total current flow of 200 V at 10°C. The gels were run in duplicate to ensure reproducibility. After second dimension electrophoretic run, the gels were stained with Coomassie blue for protein visualization. The gels were scanned with a gel documentation system (Gel DocTM, Bio-Rad, United States). The protein spots from all the stress treatments and the control were compared for differential expression analysis using MelanieTM Version 9.2.3 (Swiss Institute of Bioinformatics, Lausanne, Switzerland). The protein spot intensities having more than 1.5 fold and lower than 0.5 fold change were considered as upregulated and downregulated respectively as compared to control. The selected protein spots were picked in 0.2 mL PCR tubes and 100 μL of ultrapure water was added and stored at 4°C.
Enzymatic Digestion and Protein Identification
The protein identification process was performed by BGI Genomics (Beijing, China). The dye from the spots was removed by washing with 1mL of a decoloring solution (50% acetonitrile + 25 mM ammonium bicarbonate solution) several times until the gel spot was decolorized. After cleaning, 500 μl of acetonitrile was added to gel spots for dehydration. The supernatant was removed and the gel spot was dried in air. The gel spots were added with 10 mM DTT (dithiothreitol) at 56°C for 1 h to reduce the disulfide bond. The supernatant was removed and 55 mM IAM (iodoacetamide) was added in a dark room for 45 min to perform alkylation of cysteine. The supernatant was removed and the gel spots were dried in air. An aliquot of 0.1 μg/μl trypsin solution was added and the tubes were kept on ice for 30 min, and 25 mM ammonium bicarbonate solution was added to cover the gel spots and digested overnight at 37°C. The remaining liquid outside the gel spot was transferred to a new centrifuge tube. The peptide was extracted once from the gel spot with 50% acetonitrile-water and again with 100% acetonitrile. The two extracted solutions were combined with the tryptic digested solution and lyophilized.
Phase Nano-Liquid Chromatography-Mass Spectrometry Analysis
The lyophilized peptide samples were reconstituted with mobile phase A (2% ACN, 0.1% FA), shaken and centrifuged, and the supernatant was taken. The samples were separated on a Shimadzu LC-20AD Nano nanoliter liquid chromatograph. The sample was first loaded to a trap column for enrichment, and then the sample was eluted with a sharp gradient at a flow rate of 300 nl/min with a self-packed C18 column (75 μm × 15 cm, 3 μm, 120 Å). The nanoliter liquid chromatograph end was directly connected to a mass spectrometer LTQ Orbitrap Velos (Thermo Fisher, United States), and the ion source was nanoESI. In the data acquisition, the positive ion scanning mode was adopted, the resolution of the MS1 was 30,000, and the scanning mass range was 350–1,500 m/z. Based on the MS1 scanning information, according to the ion intensity in the order MS1 from high to low, the top six were selected for fragmentation and the MS2 information was scanned in Orbitrap analyzer. The resolution of the MS2 was 7,500, and the fragmentation mode was HCD.
Statistical Analysis
The spot intensities were quantitatively detected by MelanieTM Version 9.2.3 (Swiss Institute of Bioinformatics, Lausanne, Switzerland). For differentially expressed proteins the spot intensities were statistically analyzed by using Metaboanalyst 5.0 software (Chong et al., 2018). The spot intensities were log2 transformed for correlation analysis, principal component analysis (PCA), partial least squares-discriminant analysis (PLS-DA) and heatmap. The analysis was performed on two biological replicates using one-way analysis of variance (ANOVA). All the values are presented as the mean ± standard error (SE).
Results and Discussion
Identification of Differentially Expressed Proteins in Pediococcus pentosaceus M41 and Their Functional Categorization
A total of 60 protein spots were quantitatively detected under control, heat, cold, acid, and bile stress treatments (Figures 2A–E), out of which 29 proteins under acid stress (21 upregulated and 8 downregulated), 33 proteins under bile stress (25 upregulated and 8 downregulated), 31 proteins under heat stress (28 upregulated and 3 downregulated) and 21proteins under cold stress (18 upregulated and 3 downregulated) were differentially expressed compared to the control. Seven upregulated proteins were common among all the stress treatments which were spot M12, spot M25, spot M31, spot M40, spot M41, spot M43, and spot M53. One downregulated protein (spot M22) was common among all the stress treatments (Table 1).
Figure 2. 2DE gel images for protein expression profile of P. pentosaceus M41 under heat, cold, acid and bile stresses. (A) Control, (B) heat, (C) cold, (D) acid, (E) bile. The arrow indicates proteins which were quantitatively analyzed by MelanieTM Version 9.2.3 (Swiss Institute of Bioinformatics, Lausanne, Switzerland). The protein spots were identified by PhaseNano-LC-MS/MS analysis and assigned identities/functions are listed in Table 1.
Table 1. Identified proteins in P. pentosaceus M41 with their molecular weight, pI values, protein spot intensities under heat, cold, acid, and bile stresses.
For functional categorization, the identified protein ID’s were searched against UniProt database and the proteins were assigned to different cellular functions (Figure 3). Maximum 31% of identified proteins were found to be associated with protein metabolism followed by 18% of carbohydrate and nucleotide metabolism each. In addition, 13% proteins were found to be associated with stress responses, 8% proteins were involved in oxidation reduction, 7% proteins with functions in amino acid metabolism and 5% proteins were involved in cell wall synthesis.
Figure 3. Functional categorization of P. pentosaceus M41 proteins identified under heat, cold, acid, and bile stresses.
Multivariate Data Analysis
For analyzing correlation between protein profiles and changes between control, heat, cold, acid and bile treatments, multivariate data analysis was performed by using MetaboAnalyst software (Figures 4A–D). Before analysis, the differences in spot intensities for all the proteins were normalized by log transformation.
Figure 4. Multivariate data analysis using MetaboAnalyst software. (A) PCA loading plot; (B) PCA biplot for variations among differentially expressed proteins, (C) VIP score plot for proteins with maximum abundance, and (D) hierarchical clustering and correlation heatmap. Each colored cell in heatmap represents average peak intensity value in Table 1. The column represents stress treatments and rows represents proteins (41 N = control, 41 A = acid, 41 B = bile, 41 C = cold, and 41 H = heat). The color red indicates increased and blue indicates decreased Z scores which represent standard deviation from the mean as compared to the control.
Principal Component Analysis
The unsupervised PCA biplot was created from loadings plot which represents the influence of different stresses on principal component (PC) (Figures 4A,B). The PCA score represents the variation in protein profile due to the influence of different stress treatments. The PCA plots showed clear separation of proteins among different PCs which represents the differential expressions of proteins. The first principal component (PC1) showed 42.8% variation among all the protein intensities whereas the second principal component (PC2) showed 24.3% variation. The differentially expressed proteins with the maximum abundance were identified with a variable importance in projection (VIP) plot with VIP scores ranging from 1.3 to 1.8 (Figure 4C).
Hierarchical Clustering and Correlation Heatmap
The relative changes between differentially expressed proteins under different stress treatments were observed by hierarchical clustering and correlation heatmap (Figure 4D). Chaperone protein DnaK (spot M2), uncharacterized protein (spot M3), ATP synthase subunit beta (spot M15), UDP-N-acetylmuramate–L-alanine ligase (spot M17), 60 kDa chaperonin (spot M12), putative ABC transporter ATP-binding protein YheS (spot M55), adenylate kinase (spot M46), DNA protection during starvation protein (M30), transcriptional repressor NrdR (spot M32), probable dihydroxyacetone kinase regulator (spot M37), enolase (spot M23) and uncharacterized ABC transporter ATP-binding protein (spot M29) were the most abundant proteins identified.
Differential Proteomic Responses of Pediococcus pentosaceus M41 Under Heat, Cold, Acid, and Bile Stresses
The exposure of LAB to different environmental stresses could be a great challenge for ever growing food industry. Different stresses such as high or low temperature, low pH, osmotic pressure due to food processing and gut environment can impair or reduce the biological properties of LAB. Several studies reported adaptation of LAB to different environmental stresses which could be due to underlying changes in gene transcription and protein expression (De Angelis and Gobbetti, 2004).
In the food industry, the processing of food products requires heating at different temperatures. Therefore, the LAB are frequently exposed to heat stress in LAB fortified foods. Several probiotic bacteria were studied by other researchers under heat stress conditions. LAB which can survive high temperatures were then identified. The mechanism of adaptation of LAB under stress conditions involves upregulation of different stress responsive proteins. Lactobacillus kefiranofaciens M1 adapts itself under stress conditions by increasing the expression of heat shock proteins (HSPs), enzymes such as chaperone protein DnaK prolyl-tRNA synthase, phosphoenolpyruvate-protein phosphotransferase, cofactors (GroES) and chaperonins (GroEL) (Hernández-Alcántara et al., 2018). These proteins promote proper folding and translocation of newly synthesized polypeptides (Hernández-Alcántara et al., 2018). Different proteins were identified in LAB exposed to heat stress such as DnaK, GroEL, and GroES in Lb. plantarum DPC2739 and DPC2741 (De Angelis and Gobbetti, 2004), enolase, and glyceraldehyde-3-phosphate dehydrogenase in Lb. helveticus PR4 (Di Cagno et al., 2006), small heat shock proteins (HSP1 and HSP3) and chaperonins (DnaK, GrpE, GroEL, and GroES) in Lb. plantarum (Lp 813 and Lp 998) and Lb. casei (ATCC393) (Haddaji et al., 2015; Ferrando et al., 2016), small heat shock proteins (HSP27 and HSP72) in Lb. rhamnosus GG (ATCC 53103), Lb. johnsonii P47-HY, and Lb. reuteri P43-HUV (Liu et al., 2015).
Dairy-based food products such as cheese, yogurt and ice cream require storage at low temperatures which expose LAB to cold stress. Some LAB can survive at low temperatures which is important for their commercial use because of their storage and transport at chilled to subzero temperatures (Fonseca et al., 2015; Zhang et al., 2016). Cold stress can alter the protein expression in LAB. Cold-shock and anti-freeze proteins protect LAB under low temperature stress. Cold-stress induced proteins were identified in LAB such as cold-shock proteins (cspC, cspL, and cspP) and ATPase in Lb. plantarum L67 (Song et al., 2014). Enzymes that activate membrane fluidity and membrane phospholipids were identified in Lb. bulgaricus (ATCC 11842 and CFL1) (Meneghel et al., 2017). Anti-freeze and ice nucleation proteins were found in Lb. paracasei and Lb. mali (Polo et al., 2017).
During intestinal digestion LAB are exposed to acidic pH which can affect their function and survival. Food products with acidic pH such as dairy-based fermented foods and pickles can also exposes LAB to acid stress. Some LAB can survive under acidic environments due to the presence of molecules such as proton-translocating ATPase which protect the LAB by stabilizing the intracellular pH (Šeme et al., 2015; Pérez Montoro et al., 2018; Wang et al., 2018). Some acid stress induced proteins identified in LAB include glyceraldehyde-3-phosphate dehydrogenase and DnaK in Lb. casei Zhang (Wu et al., 2011); GrpE, methionine synthase, and 30S ribosomal protein S2 in Lb. plantarum LC 804, CIP A159, and CECT 4185 (Hamon et al., 2011); 2,3-bisphosphoglycerate-dependent phosphoglycerate mutase 2 (PGAM-d); elongation factor G, and DnaK in Lb. pentosus AP2-15, AP2-18, and LP-1 (Pérez Montoro et al., 2018). Proteins related to purine biosynthesis, galactose metabolism, and fatty acid biosynthesis were also identified in Lb. rhamnosus GG (ATCC 53103) (Koskenniemi et al., 2009).
The probiotic action of LAB depends on its ability to survive under gastrointestinal conditions where they are exposed to acidic environments and bile salts. Bile salts can cause DNA damage as well as changes in protein conformation and oxidative stress (Merritt and Donaldson, 2009). Several studies reported the responses of LAB under bile stress. Induction of stress responsive proteins was observed in different LAB species when exposed to bile stress (Alcántara and Zúñiga, 2012). Proteins identified in LAB upon exposure to bile stress were glutathione reductases and cyclopropane fatty acyl phospholipid synthase in Lb. plantarum 299 V, LC 804, and LC 56 (Hamon et al., 2011), in addition to bile salt hydrolases and F0F1-ATPase (+) in Lactobacillus and Bifidobacterium (Ruiz et al., 2013).
The extensive applications of LAB in the food industry make it imperative to link their important characteristics with their corresponding genes and proteins (Sharma et al., 2020). Stress responsive genes and proteins could be helpful in marker-assisted selection of LAB which are more resistant to adverse environments.
In our study, P. pentosaceus M41 responded to different stresses by maximum increases in expression of proteins related to protein and nucleotide metabolism which indicate the tolerance of P. pentosaceus M41 to these stresses through growth and repair mechanisms. The proteome of P. pentosaceus M41 under heat, cold, acid and bile stresses showed several proteins involved in stress response and tolerance. The maximum number of proteins identified was involved in protein metabolism which mainly regulates transcription and translation such as ribosomal RNA small subunit methyltransferase, ribosome maturation factor RimM, elongation factor Tu, 50S ribosomal protein L2, elongation factor Ts, 30S ribosomal protein S2, ribosomal RNA large subunit methyltransferase, 30S ribosomal protein S18 and 50S ribosomal protein L10. The ribosomal proteins regulate RNA synthesis and proteins involved in ribosome assembly. They are ubiquitous proteins primarily involved in extra-ribosomal functions (Warner and McIntosh, 2009). 50S ribosomal protein L2 (spot M31) and 30S ribosomal protein S2 (spot M38) were upregulated under all the stress treatments.
Stress Responsive Proteins
The identified proteins which were involved in stress responses are chaperone protein DnaK, ATP-dependent Clp protease, ATP-binding subunit, 60 kDa chaperonin, DNA protection during starvation protein and protein GrpE. Chaperones are important proteins which regulate cell homeostasis and stress responses (Ranford et al., 2000). Chaperone protein DnaK is an ATP dependent major chaperone which maintains protein homeostasis and functions along with other co-chaperones, a J-domain protein (JDP) and a nucleotide exchange factor. AtcJ is a short JDP co-chaperone which was identified in Shewanella oneidensis and is responsible for cold adaptation (Maillot et al., 2019). A group of molecular chaperones comprise of chaperonins which are defined by their sequence similarity. Chaperonins with 60 kDa monomers have 14 subunits arranged in two rings which form large protein complexes. They cause protein folding in a protected environment in which the unfolded proteins cannot interact with other proteins (Lund, 2009). Chaperone protein DnaK negatively regulates heat shock responses and causes decreases in heat shock proteins (HSP) in Caulobacter crescentus (Da Silva et al., 2003). Sarbeng et al. (2015) reported that DnaK-ATP dimer is important for interaction with Hsp40 heat shock protein which is responsible for its functioning and maintenance of proteostasis. In our study downregulation of chaperone proteins under all the stress treatments indicates possible activation of HSP’s for tolerance against stress conditions. ATP-dependent Clp protease (spot M6) is a serine peptidase which regulates homeostasis, stress response, cell differentiation and virulence in bacteria. Clp alone and in conjunction with Hsp100 (Clp-ATPase) cause protein degradation. It was reported that deletion of clpP gene in B. subtilis reduced heat tolerance and survival (Malik and Brötz-Oesterhelt, 2017). In our study this enzyme was upregulated under acid and cold stresses while being downregulated under heat stress. The HTH-type transcriptional regulator (spot M7) belongs to MerR family of transcription regulators which helps survival of bacteria under different stress conditions by its C-terminal binding domain that activates transcription of stress response genes (Singh et al., 2018). The upregulation of the HTH-type transcriptional regulator under acid, bile and heat stresses indicates possible activation of stress response genes which might provide tolerance to P. pentosaceus M41.
Carbohydrate Metabolizing Proteins
Carbohydrates are important sources of energy for bacterial cell metabolism. Phosphoenolpyruvate-phosphotransferase system (PEP-PTS) (spot M9) regulates phosphorylation and transport of selected carbohydrates in response to their availability and maintains many cellular functions (Houot et al., 2010). Bacteria utilize carbohydrate sources for efficient signaling network. The enzyme IIC (EIIC) (spot M8) as part of the PEP-PTS regulates transport of sugar molecules across inner bacterial membrane. The phosphorylation of sugar prevents its efflux across the membrane (McCoy et al., 2015) and conserves ATP. The enzyme PTS was upregulated in P. pentosaceus M41 under all the stress treatments while EIIC was upregulated in acid, bile, and heat stresses. The upregulation of these carbohydrate metabolizing enzymes might protect P. pentosaceus M41 from different stresses by activation of stress signaling.
Polysaccharide deacetylases (spot M24) are carbohydrate metabolizing enzymes which catalyze metal-dependent deacetylation of O- or N-acetylated bacterial cell wall polysaccharides. The carbohydrate metabolizing enzymes of LAB serve as potential probiotic markers which indicate adaptation of these bacteria to the human GI tract (Abriouel et al., 2017; Andreou et al., 2018). This enzyme was upregulated under heat, cold and acid stresses and it could be used as probiotic markers in P. pentosaceus M41 as well.
pH Homeostasis-Related Proteins
Proper functioning of proteins depends on many external factors such as heat, cold, osmotic pressure, pH, ionic strength, toxins, heavy metals etc. Probiotics are subjected to several types of stresses during oral, gastric and intestinal digestion. 3-Methyl-2-oxobutanoate hydroxymethyltransferase (spot M1) is involved in the biosynthesis of pantothenic acid which is essential for energy metabolism in all organisms including bacteria. Pantothenic acid regulates activities of various enzymes and is involved in protein and lipid metabolism and promotes growth in Lactobacillus helveticus (Yao et al., 2018). This protein was upregulated under acid and bile stresses which might provide tolerance to P. pentosaceus M41against these stresses. Changes in pH and exposure to bile salts are two prominent stresses which can affect probiotic function. Cell division protein FtsZ (spot M13) is important for cytokinesis in bacteria. FtsZ forms protofilaments in the presence of GTP at pH 7.0. Santra and Panda (2007) reported loss of GTPase activity of FtsZ which caused formation of aggregates instead of protofilaments when exposed to pH 2.5. Interestingly the functional state of FtsZ was recovered upon exposure to pH 7.0 (Santra and Panda, 2007). Protein FtsZ was downregulated in acid and bile stresses which is in accordance with a previous study (Santra and Panda, 2007). However, FtsZ was upregulated under heat stress.
Cell Wall Proteins
UDP-N-acetylmuramate–L-alanine ligase (spot M17) is an important cell wall synthesizing enzyme in both Gram positive and Gram-negative bacteria. Feng et al. (2019) reported an overexpression of cell wall synthesizing enzymes in heat and acid tolerant Alicyclobacillus acidoterrestris when exposed to 65°C. The upregulation of UDP-N-acetylmuramate–L-alanine ligase in heat, acid and bile stresses might be responsible for tolerance of P. pentosaceus M41 against these stresses which is consistent with study of Feng et al. (2019).
Elongation factor Tu (spot M18) is a universally conserved multifunctional protein present on the surface of both Gram positive and Gram negative bacteria. It functions as GTPase that maintains translational accuracy. Ef–Tu interacts with several other proteins and regulates different cellular processes (Widjaja et al., 2017). The mucus layer of human intestinal epithelial cells is an attachment site for LAB. Proteins containing a mucus binding domain (MUB) were identified in Pediococcus pentosaceus and other LAB species. MUB assists in attachment of LAB to the mucus layer (Boekhorst et al., 2006). Ef-Tu promotes pH dependent binding of Lactobacillus reuteri and Lactobacillus johnsonii to GI mucosal surfaces by binding with glycolipids and sulfomucin through sulfated carbohydrate moieties (Granato et al., 2004; Nishiyama et al., 2013). Ef-Tu was downregulated under acid, bile and cold stresses which might prevent P. pentosaceus M41 from binding to the mucosal surface under these stresses.
Lactic acid is a primary metabolite secreted by LAB and reduces the pH of their surroundings to about 4 or below. The cell surface proteins play an important role in attachment of LAB to intestinal mucosa. Enolase (spot M23) and glyceraldehyde-3-phosphate dehydrogenase are glycolytic enzymes present on the cell surface of many Gram-positive bacteria at an acidic pH and are released into the environment at an alkaline pH. Lipoteichoic acids mediate binding of these proteins to the cell surface at a pH below their isoelectric point. Lactobacilli rapidly modify their surface properties in response to changes in pH (Antikainen et al., 2007). Enolase was upregulated in P. pentosaceus M41 under heat and acid stresses which might help this bacterium in binding to the cell surface under stress conditions.
Amino Acid Metabolizing Proteins
The heterodimeric enzyme imidazole glycerol phosphate (IGP) synthase (spot M25) catalyzes histidine biosynthesis which plays an important role in cellular metabolism by interconnecting nitrogen metabolism and purine synthesis (Chioccioli et al., 2020). This enzyme was upregulated under all the stress treatments and could be responsible for providing tolerance to P. pentosaceus M41 through growth and repair by increased histidine biosynthesis.
Lactate oxidase (spot M26) catalyzes conversion of lactate to pyruvate. The aerobic reaction utilizes molecular oxygen for oxidation of lactic acid which increases intracellular concentration of pyruvate. Barré et al. (2007) reported an overexpression of lactate oxidase in Lactococcus lactis exposed to copper stress. This enzyme was overexpressed under heat, cold and bile stresses (Barré et al., 2007).
Nucleotide Metabolizing Proteins
DNA protection starvation protein (Dps) is a DNA-binding protein from starved cells, which provides protection to cells exposed to severe environmental stresses such as nutritional deprivation and oxidative stress. Dps were found to protect E. coli from different stresses which include thermal stress, metal stress, oxidative stress, radiations (UV and gamma), and high osmotic pressure. The mechanism of action of Dps for protection against various stresses is due to its three functional properties which are ferroxidase activity, DNA binding and iron sequestration. The multifaceted action of Dps is important in protection against acid stress, iron and hydrogen peroxide detoxification (Jeong et al., 2008; Calhoun and Kwon, 2011). In our study P. pentosaceus M41 showed upregulation of Dps (spot M30) under acid and heat stresses which could provide tolerance against these stresses and downregulated under bile and cold stresses.
The bacterial DNA replication involve several genes such as dnaA, dnaB, dnaI, and polA, primosome assembly genes and ribonucleotide reductases (RNR) genes (Rodionov and Gelfand, 2005). The transcription repressor NrdR (spot M32) is usually clustered with these genes. NrdR along with Fur regulates expression of RNRs and interacts with thioredoxin (TrxA) which has an important regulatory role in redox homeostasis and signal transduction in bacteria (Naveen and Hsiao, 2016). The NrdR transcription repressor was upregulated in P. pentosaceus M41 under heat, cold and bile stresses while being downregulated under acid stress.
The molecular mechanisms underlying bacterial responses to changing environments include alterations in gene expression and post translational modifications of proteins. Phosphorylation and dephosphorylation of proteins is important for their proper functioning and regulation of cellular and molecular functions in living organisms. In bacteria the phosphotransferase PTS system causes phosphorylation of proteins at histidine and aspartic acid which in turn regulates signal transduction. The bacteria respond to the external environment through complex signal transduction pathways. Bacterial tyrosine kinases (BY-kinases) such as CapA-CapB were found to be involved in many important physiological functions such as stress response, antibiotic resistance, DNA metabolism, pathogenicity and cell cycle (Olivares-Illana et al., 2008; Chao et al., 2014). Tyrosine-protein kinase CapB (spot M36) was overexpressed in P. pentosaceus M41under all the stress treatments. This protein is involved in cell wall synthesis and could regulate growth of P. pentosaceus M41 under stress conditions. The conversion of free dihydroxyacetone (Dha) to Dha phosphate is mediated by Dha kinases in bacteria. Aldol cleavage of fructose-6-phosphate or glycerol oxidation is involved in the formation of Dha in bacteria (Siebold et al., 2003). Dihydroxyacetone kinase regulator (spot M37) was upregulated in P. pentosaceus M41 under heat, cold and bile stresses.
Conclusion
Our study demonstrated that novel probiotic P. pentosaceus M41 showed tolerances against heat, cold, acid and bile stresses by overexpression of proteins involved in cellular defense and repair. The maximum number of differentially expressed proteins which were commonly expressed in all the stress treatments belonged to growth, repair, and energy metabolism such as proteins related to translation, carbohydrate metabolism, histidine biosynthesis, cell wall synthesis, DNA replication and stress response. The overexpression of these proteins could provide resistance to P. pentosaceus M41 against different environmental stresses. These proteins could be studied for their mechanism of action for enhancement of viability of P. pentosaceus M41 under different stress conditions and their potential use as probiotic markers. To the best of our knowledge this is the first study which demonstrates the proteomic response of P. pentosaceus M41 under different environmental stresses.
Data Availability Statement
The raw data are available from Baig and Ayyash (2021).
Author Contributions
MB: writing – original draft, investigation, data curation, and formal analysis. MA: conceptualization, design, writing – review and editing, supervising, and funding. AA-N and S-QL: writing – review and editing. MT and NS: conceptualization and writing – review and editing. All authors: contributed to the article and approved the submitted version.
Funding
This study was supported by the United Arab Emirates University via grant code 31F101.
Conflict of Interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher’s Note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Acknowledgments
Authors thank United Arab Emirates University (UAEU) for funding this project via the fund code 31F101.
References
Abriouel, H., Pérez Montoro, B., Casimiro-Soriguer, C. S., Pérez Pulido, A. J., Knapp, C. W., Caballero Gómez, N., et al. (2017). Insight into potential probiotic markers predicted in Lactobacillus pentosus MP-10 genome sequence. Front. Microbiol. 8:891. doi: 10.3389/fmicb.2017.00891
Alcántara, C., and Zúñiga, M. (2012). Proteomic and transcriptomic analysis of the response to bile stress of Lactobacillus casei BL23. Microbiology 158, 1206–1218. doi: 10.1099/mic.0.055657-0
Alkalbani, N. S., Turner, M. S., and Ayyash, M. M. (2019). Isolation, identification, and potential probiotic characterization of isolated lactic acid bacteria and in vitro investigation of the cytotoxicity, antioxidant, and antidiabetic activities in fermented sausage [Article]. Microb. Cell Fact. 18:188. doi: 10.1186/s12934-019-1239-1
Andreou, A., Giastas, P., Christoforides, E., and Eliopoulos, E. E. (2018). Structural and evolutionary insights within the polysaccharide deacetylase gene family of Bacillus anthracis and Bacillus cereus. Genes (Basel). 9:386. doi: 10.3390/genes9080386
Antikainen, J., Kupannen, V., Lähteenmäki, K., and Korhonen, T. K. (2007). pH-dependent association of enolase and glyceraldehyde-3-phosphate dehydrogenase of Lactobacillus crispatus with the cell wall and lipoteichoic acids. J. Bacteriol. 189, 4539–4543. doi: 10.1128/JB.00378-07
Ayyash, M., Abu-Jdayil, B., Olaimat, A., Esposito, G., Itsaranuwat, P., Osaili, T., et al. (2020). Physicochemical, bioactive and rheological properties of an exopolysaccharide produced by a probiotic Pediococcus pentosaceus M41. Carbohydr. Polym. 229, 115462. doi: 10.1016/j.carbpol.2019.115462
Azad, M. A. K., Sarker, M., Li, T., and Yin, J. (2018). Probiotic species in the modulation of gut microbiota: an overview. Biomed Res. Int. 2018:9478630. doi: 10.1155/2018/9478630
Baig, M. A., and Ayyash, M. (2021). Potential probiotic Pediococcus pentosaceus M41 modulates its proteome differentially for tolerances against heat, cold, acid and bile stresses. Mendeley Data 1. doi: 10.17632/mfms2s8zrx.1
Barré, O., Mourlane, F., and Solioz, M. (2007). Copper induction of lactate oxidase of Lactococcus lactis: a novel metal stress response. J. Bacteriol. 189, 5947–5954. doi: 10.1128/JB.00576-07
Boekhorst, J., Helmer, Q., Kleerebezem, M., and Siezen, R. J. (2006). Comparative analysis of proteins with a mucus-binding domain found exclusively in lactic acid bacteria. Microbiology 152, 273–280. doi: 10.1099/mic.0.28415-0
Bradford, M. M. (1976). A rapid and sensitive method for the quantitation of microgram quantities of protein utilizing the principle of protein-dye binding. Anal. Biochem. 72, 248–254. doi: 10.1016/0003-2697(76)90527-3
Bustos, A. Y., de Valdez, G. F., Raya, R., de Almeida, A. M., Fadda, S., and Taranto, M. P. (2015). Proteomic analysis of the probiotic Lactobacillus reuteri CRL1098 reveals novel tolerance biomarkers to bile acid-induced stress. Food Res. Int. 77, 599–607. doi: 10.1016/j.foodres.2015.10.001
Calhoun, L. N., and Kwon, Y. M. (2011). Structure, function and regulation of the DNA-binding protein Dps and its role in acid and oxidative stress resistance in Escherichia coli: a review. J. Appl. Microbiol. 110, 375–386. doi: 10.1111/j.1365-2672.2010.04890.x
Chao, J. D., Wong, D., and Av-Gay, Y. (2014). Microbial protein-tyrosine kinases. J. Biol. Chem. 289, 9463–9472. doi: 10.1074/jbc.R113.520015
Chen, M. J., Tang, H. Y., and Chiang, M. L. (2017). Effects of heat, cold, acid and bile salt adaptations on the stress tolerance and protein expression of kefir-isolated probiotic Lactobacillus kefiranofaciens M1. Food Microbiol. 66, 20–27. doi: 10.1016/j.fm.2017.03.020
Chioccioli, S., Bogani, P., Del Duca, S., Castronovo, L. M., Vassallo, A., Puglia, A. M., et al. (2020). In vivo evaluation of the interaction between the Escherichia coli IGP synthase subunits using the bacterial two-hybrid system. FEMS Microbiol. Lett. 367, 1–8. doi: 10.1093/femsle/fnaa112
Chong, J., Soufan, O., Li, C., Caraus, I., Li, S., Bourque, G., et al. (2018). MetaboAnalyst 4.0: towards more transparent and integrative metabolomics analysis. Nucleic Acids Res. 46, W486–W494. doi: 10.1093/nar/gky310
Da Silva, A. C. A., Simão, R. C. G., Susin, M. F., Baldini, R. L., Avedissian, M., and Gomes, S. L. (2003). Downregulation of the heat shock response is independent of DnaK and σ32 levels in Caulobacter crescentus. Mol. Microbiol. 49, 541–553. doi: 10.1046/j.1365-2958.2003.03581.x
De Angelis, M., and Gobbetti, M. (2004). Environmental stress responses in Lactobacillus: a review. Proteomics 4, 106–122. doi: 10.1002/pmic.200300497
Di Cagno, R., De Angelis, M., Limitone, A., Fox, P. F., and Gobbetti, M. (2006). Response of Lactobacillus helveticus PR4 to heat stress during propagation in cheese whey with a gradient of decreasing temperatures. Appl. Environ. Microbiol. 72, 4503–4514. doi: 10.1128/AEM.01829-05
Feng, X., He, C., Jiao, L., Liang, X., Zhao, R., and Guo, Y. (2019). Analysis of differential expression proteins reveals the key pathway in response to heat stress in Alicyclobacillus acidoterrestris DSM 3922T. Food Microbiol. 80, 77–84. doi: 10.1016/j.fm.2019.01.003
Ferrando, V., Quiberoni, A., Reinheimer, J., and Suárez, V. (2016). Functional properties of Lactobacillus plantarum strains: a study in vitro of heat stress influence. Food Microbiol. 54, 154–161. doi: 10.1016/j.fm.2015.10.003
Fonseca, F., Cenard, S., and Passot, S. (2015). Freeze-drying of lactic acid bacteria. Methods Mol. Biol. 1257, 477–488. doi: 10.1007/978-1-4939-2193-5_24
Granato, D., Bergonzelli, G. E., Pridmore, R. D., Marvin, L., Rouvet, M., and Corthésy-Theulaz, I. E. (2004). Cell surface-associated elongation factor Tu mediates the attachment of Lactobacillus johnsonii NCC533 (La1) to human intestinal cells and mucins. Infect. Immun. 72, 2160–2169. doi: 10.1128/IAI.72.4.2160-2169.2004
Haddaji, N., Krifi, B., Lagha, R., Khouadja, S., and Bakhrouf, A. (2015). Effect of high temperature on viability of Lactobacillus casei and analysis of secreted and GroEL proteins profiles. Afr. J. Bacteriol. Res. 7, 29–34.
Hamon, E., Horvatovich, P., Izquierdo, E., Bringel, F., Marchioni, E., Aoudé-Werner, D., et al. (2011). Comparative proteomic analysis of Lactobacillus plantarum for the identification of key proteins in bile tolerance. BMC Microbiol. 11:63. doi: 10.1186/1471-2180-11-63
Hernández-Alcántara, A. M., Wacher, C., Llamas, M. G., López, P., and Pérez-Chabela, M. L. (2018). Probiotic properties and stress response of thermotolerant lactic acid bacteria isolated from cooked meat products. LWT 91, 249–257. doi: 10.1016/j.lwt.2017.12.063
Houot, L., Chang, S., Pickering, B. S., Absalon, C., and Watnick, P. I. (2010). The phosphoenolpyruvate phosphotransferase system regulates Vibrio cholerae biofilm formation through multiple independent pathways. J. Bacteriol. 192, 3055–3067. doi: 10.1128/JB.00213-10
Jeong, K. C., Hung, K. F., Baumler, D. J., Byrd, J. J., and Kaspar, C. W. (2008). Acid stress damage of DNA is prevented by Dps binding in Escherichia coli O157:H7. BMC Microbiol. 8:181. doi: 10.1186/1471-2180-8-181
Jiang, S., Cai, L., Lv, L., and Li, L. (2021). Pediococcus pentosaceus, a future additive or probiotic candidate. Microb. Cell Fact. 20, 1–14. doi: 10.1186/s12934-021-01537-y
Kingcha, Y., Tosukhowong, A., Zendo, T., Roytrakul, S., Luxananil, P., Chareonpornsook, K., et al. (2012). Anti-listeria activity of Pediococcus pentosaceus BCC 3772 and application as starter culture for Nham, a traditional fermented pork sausage. Food Control 25, 190–196. doi: 10.1016/j.foodcont.2011.10.005
Koponen, J., Laakso, K., Koskenniemi, K., Kankainen, M., Savijoki, K., Nyman, T. A., et al. (2012). Effect of acid stress on protein expression and phosphorylation in Lactobacillus rhamnosus GG. J. Proteomics 75, 1357–1374. doi: 10.1016/j.jprot.2011.11.009
Koskenniemi, K., Koponen, J., Kankainen, M., Savijoki, K., Tynkkynen, S., De Vos, W. M., et al. (2009). Proteome analysis of Lactobacillus rhamnosus GG using 2-D DIGE and mass spectrometry shows differential protein production in laboratory and industrial-type growth media. J. Proteome Res. 8, 4993–5007. doi: 10.1021/pr9003823
Liu, H. Y., Roos, S., Jonsson, H., Ahl, D., Dicksved, J., Lindberg, J. E., et al. (2015). Effects of Lactobacillus johnsonii and Lactobacillus reuteri on gut barrier function and heat shock proteins in intestinal porcine epithelial cells. Physiol. Rep. 3:e12355. doi: 10.14814/phy2.12355
Lund, P. A. (2009). Multiple chaperonins in bacteria - Why so many: review article. FEMS Microbiol. Rev. 33, 785–800. doi: 10.1111/j.1574-6976.2009.00178.x
Maillot, N. J., Honoré, F. A., Byrne, D., Méjean, V., and Genest, O. (2019). Cold adaptation in the environmental bacterium Shewanella oneidensis is controlled by a J-domain co-chaperone protein network. Commun. Biol. 2:323. doi: 10.1038/s42003-019-0567-3
Malik, I. T., and Brötz-Oesterhelt, H. (2017). Conformational control of the bacterial Clp protease by natural product antibiotics. Nat. Prod. Rep. 34, 815–831. doi: 10.1039/c6np00125d
Mbye, M., Baig, M. A., AbuQamar, S. F., El-Tarabily, K. A., Obaid, R. S., Osaili, T. M., et al. (2020). Updates on understanding of probiotic lactic acid bacteria responses to environmental stresses and highlights on proteomic analyses. Compr. Rev. Food Sci. Food Saf. 19, 1110–1124. doi: 10.1111/1541-4337.12554
McCoy, J. G., Levin, E. J., and Zhou, M. (2015). Structural insight into the PTS sugar transporter EIIC. Biochim. Biophys. Acta Gen. Subj. 1850, 577–585. doi: 10.1016/j.bbagen.2014.03.013
Meneghel, J., Passot, S., Cenard, S., Réfrégiers, M., Jamme, F., and Fonseca, F. (2017). Subcellular membrane fluidity of Lactobacillus delbrueckii subsp. bulgaricus under cold and osmotic stress. Appl. Microbiol. Biotechnol. 101, 6907–6917. doi: 10.1007/s00253-017-8444-9
Merritt, M. E., and Donaldson, J. R. (2009). Effect of bile salts on the DNA and membrane integrity of enteric bacteria. J. Med. Microbiol. 58, 1533–1541. doi: 10.1099/jmm.0.014092-0
Min, M., Bunt, C. R., Mason, S. L., and Hussain, M. A. (2019). Non-dairy probiotic food products: an emerging group of functional foods. Crit. Rev. Food Sci. Nutr. 59, 2626–2641. doi: 10.1080/10408398.2018.1462760
Muruzović, M., Mladenović, K. G., and Čomić, L. R. (2018). In vitro evaluation of resistance to environmental stress by planktonic and biofilm form of lactic acid bacteria isolated from traditionally made cheese from Serbia. Food Biosci. 23, 54–59. doi: 10.1016/j.fbio.2018.03.005
Nagpal, R., Kumar, A., Kumar, M., Behare, P. V., Jain, S., and Yadav, H. (2012). Probiotics, their health benefits and applications for developing healthier foods: a review. FEMS Microbiol. Lett. 334, 1–15. doi: 10.1111/j.1574-6968.2012.02593.x
Naveen, V., and Hsiao, C. D. (2016). NrdR transcription regulation: global proteome analysis and its role in Escherichia coli viability and virulence. PLoS One 11:0157165. doi: 10.1371/journal.pone.0157165
Nishiyama, K., Ochiai, A., Tsubokawa, D., Ishihara, K., Yamamoto, Y., and Mukai, T. (2013). Identification and characterization of sulfated carbohydrate-binding protein from Lactobacillus reuteri. PLoS One 8:83703. doi: 10.1371/journal.pone.0083703
Olivares-Illana, V., Meyer, P., Bechet, E., Gueguen-Chaignon, V., Soulat, D., Lazereg-Riquier, S., et al. (2008). Structural basis for the regulation mechanism of the tyrosine kinase CapB from Staphylococcus aureus. PLoS Biol. 6:1321–1331. doi: 10.1371/journal.pbio.0060143
Pérez Montoro, B., Benomar, N., Caballero Gómez, N., Ennahar, S., Horvatovich, P., Knapp, C. W., et al. (2018). Proteomic analysis of Lactobacillus pentosus for the identification of potential markers involved in acid resistance and their influence on other probiotic features. Food Microbiol. 72, 31–38. doi: 10.1016/j.fm.2017.11.006
Polo, L., Mañes-Lázaro, R., Olmeda, I., Cruz-Pio, L. E., Medina, A., Ferrer, S., et al. (2017). Influence of freezing temperatures prior to freeze-drying on viability of yeasts and lactic acid bacteria isolated from wine. J. Appl. Microbiol. 122, 1603–1614. doi: 10.1111/jam.13465
Ranford, J. C., Coates, A. R. M., and Henderson, B. (2000). Chaperonins are cell-signalling proteins: the unfolding biology of molecular chaperones. Expert Rev. Mol. Med. 2, 1–17. doi: 10.1017/S1462399400002015
Rodionov, D. A., and Gelfand, M. S. (2005). Identification of a bacterial regulatory system for ribonucleotide reductases by phylogenetic profiling. Trends Genet. 21, 385–389. doi: 10.1016/j.tig.2005.05.011
Ruiz, L., Margolles, A., and Sánchez, B. (2013). Bile resistance mechanisms in Lactobacillus and Bifidobacterium. Front. Microbiol. 4:396. doi: 10.3389/fmicb.2013.00396
Santra, M. K., and Panda, D. (2007). Acid-induced loss of functional properties of bacterial cell division protein FtsZ: evidence for an alternative conformation at acidic pH. Proteins Struct. Funct. Bioinformatics 67, 177–188. doi: 10.1002/prot.21178
Sarbeng, E. B., Liu, Q., Tian, X., Yang, J., Li, H., Wong, J. L., et al. (2015). A functional DnaK dimer is essential for the efficient interaction with Hsp40 heat shock protein. . Biol. Chem. 290, 8849–8862. doi: 10.1074/jbc.M114.596288
Šeme, H., Gjuračić, K., Kos, B., Fujs, S., Štempelj, M., Petković, H., et al. (2015). Acid resistance and response to pH-induced stress in two Lactobacillus plantarum strains with probiotic potential. Benef. Microbes 6, 369–379. doi: 10.3920/BM2014.0069
Serrazanetti, D. I., Guerzoni, M. E., Corsetti, A., and Vogel, R. (2009). Metabolic impact and potential exploitation of the stress reactions in Lactobacilli. Food Microbiol. 26, 700–711. doi: 10.1016/j.fm.2009.07.007
Sharma, A., Lee, S., and Park, Y. S. (2020). Molecular typing tools for identifying and characterizing lactic acid bacteria: a review. Food Sci. Biotechnol. 29, 1301–1318. doi: 10.1007/s10068-020-00802-x
Siebold, C., García-Alles, L. F., Erni, B., and Baumann, U. (2003). A mechanism of covalent substrate binding in the x-ray structure of subunit K of the Escherichia coli dihydroxyacetone kinase. Proc. Natl. Acad. Sci. U.S.A. 100, 8188–8192. doi: 10.1073/pnas.0932787100
Singh, S., Sevalkar, R. R., Sarkar, D., and Karthikeyan, S. (2018). Characteristics of the essential pathogenicity factor Rv1828, a MerR family transcription regulator from Mycobacterium tuberculosis. FEBS J. 285, 4424–4444. doi: 10.1111/febs.14676
Song, S., Bae, D. W., Lim, K., Griffiths, M. W., and Oh, S. (2014). Cold stress improves the ability of Lactobacillus plantarum L67 to survive freezing. Int. J. Food Microbiol. 191, 135–143. doi: 10.1016/j.ijfoodmicro.2014.09.017
Wang, C., Cui, Y., and Qu, X. (2018). Mechanisms and improvement of acid resistance in lactic acid bacteria. Arch. Microbiol. 200, 195–201. doi: 10.1007/s00203-017-1446-2
Warner, J. R., and McIntosh, K. B. (2009). How common are extraribosomal functions of ribosomal proteins? Mol. Cell 34, 3–11. doi: 10.1016/j.molcel.2009.03.006
Widjaja, M., Harvey, K. L., Hagemann, L., Berry, I. J., Jarocki, V. M., Raymond, B. B. A., et al. (2017). Elongation factor Tu is a multifunctional and processed moonlighting protein. Sci. Rep. 7:11227. doi: 10.1038/s41598-017-10644-z
Wu, R., Zhang, W., Sun, T., Wu, J., Yue, X., Meng, H., et al. (2011). Proteomic analysis of responses of a new probiotic bacterium Lactobacillus casei Zhang to low acid stress. Int. J. Food Microbiol. 147, 181–187. doi: 10.1016/j.ijfoodmicro.2011.04.003
Yang, H., He, M., and Wu, C. (2021). Cross protection of lactic acid bacteria during environmental stresses: stress responses and underlying mechanisms. LWT 144:111203. doi: 10.1016/j.lwt.2021.111203
Yao, C., Chou, J., Wang, T., Zhao, H., and Zhang, B. (2018). Pantothenic acid, vitamin C, and biotin play important roles in the growth of Lactobacillus helveticus. Front. Microbiol. 9:1194. doi: 10.3389/fmicb.2018.01194
Keywords: environmental stress, proteomics, nano-LC-MS/MS, bacterial proteins, bile stress, acid stress
Citation: Baig MA, Turner MS, Liu S-Q, Al-Nabulsi AA, Shah NP and Ayyash MM (2021) Potential Probiotic Pediococcus pentosaceus M41 Modulates Its Proteome Differentially for Tolerances Against Heat, Cold, Acid, and Bile Stresses. Front. Microbiol. 12:731410. doi: 10.3389/fmicb.2021.731410
Received: 27 June 2021; Accepted: 13 September 2021;
Published: 13 October 2021.
Edited by:
Jyoti Prakash Tamang, Sikkim University, IndiaReviewed by:
Xiaoqun Zeng, Ningbo University, ChinaJoana Barbosa, Universidade Católica Portuguesa, Portugal
Copyright © 2021 Baig, Turner, Liu, Al-Nabulsi, Shah and Ayyash. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Mutamed M. Ayyash, bXV0YW1lZC5heXlhc2hAdWFldS5hYy5hZQ==