Skip to main content

ORIGINAL RESEARCH article

Front. Microbiol., 20 November 2023
Sec. Infectious Agents and Disease
This article is part of the Research Topic Salmonella spp.- Transmission, Pathogenesis, Host-pathogen interaction, Prevention and Treatment View all 19 articles

Transcriptome and proteome profile of jejunum in chickens challenged with Salmonella Typhimurium revealed the effects of dietary bilberry anthocyanin on immune function

  • 1State Key Laboratory of Livestock and Poultry Breeding, Key Laboratory of Animal Nutrition and Feed Science in South China, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Ministry of Agriculture and Rural Affairs, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, Guangdong, China
  • 2Department of Animal Production College of Food and Agriculture Sciences, King Saud University, Riyadh, Saudi Arabia

Introduction: The present study investigated the effects of bilberry anthocyanin (BA) on immune function when alleviating Salmonella Typhimurium (S. Typhimurium) infection in chickens.

Methods: A total of 180 newly hatched yellow-feathered male chicks were assigned to three groups (CON, SI, and SI + BA). Birds in CON and SI were fed a basal diet, and those in SI + BA were supplemented with 100 mg/kg BA for 18 days. Birds in SI and SI + BA received 0.5 ml suspension of S. Typhimurium (2 × 109 CFU/ml) by oral gavage at 14 and 16 days of age, and those in CON received equal volumes of sterile PBS.

Results: At day 18, (1) dietary BA alleviated weight loss of chickens caused by S. Typhimurium infection (P<0.01). (2) Supplementation with BA reduced the relative weight of the bursa of Fabricius (P < 0.01) and jejunal villus height (P < 0.05) and increased the number of goblet cells (P < 0.01) and the expression of MUC2 (P < 0.05) in jejunal mucosa, compared with birds in SI. (3) Supplementation with BA decreased (P < 0.05) the concentration of immunoglobulins and cytokines in plasma (IgA, IL-1β, IL-8, and IFN-β) and jejunal mucosa (IgG, IgM, sIgA, IL-1β, IL-6, IL-8, TNF-α, IFN-β, and IFN-γ) of S. Typhimurium-infected chickens. (4) BA regulated a variety of biological processes, especially the defense response to bacteria and humoral immune response, and suppressed cytokine–cytokine receptor interaction and intestinal immune network for IgA production pathways by downregulating 6 immune-related proteins.

Conclusion: In summary, the impaired growth performance and disruption of jejunal morphology caused by S. Typhimurium were alleviated by dietary BA by affecting the expression of immune-related genes and proteins, and signaling pathways are related to immune response associated with immune cytokine receptors and production in jejunum.

1 Introduction

Intensive animal production is increasingly constrained by bacterial diseases such as Salmonella, Escherichia coli, and Pasteurella, among which Salmonella is particularly prominent in poultry (Foster et al., 2021). In production settings, poultry is infected with Salmonella through ingestion of contaminated feed and water as well as by vertical transmission (Karabasanavar et al., 2020). The immune system of chicks is not fully developed, so they are more susceptible to Salmonella infection. Infected chicks suffer from weakness, loss of appetite, diarrhea, poor growth, and even death, causing serious economic losses (Mshelbwala et al., 2019; Abudabos et al., 2020). Salmonella colonizes and adheres to the intestinal mucosal epithelium after invading the digestive tract, then damages the intestinal barrier function, unbalances the composition of intestinal microbes, and induces intestinal inflammation. During infection, Salmonella causes damage to immune organs, resulting in congestion, bleeding, and inflammatory cell infiltration (Chen et al., 2020; Cheng et al., 2020).

Overuse of antibiotics to obviate Salmonella invasive infection leads to the emergence of drug-resistant bacteria and is harmful to the environment and health of animals and humans (Manyi-Loh et al., 2018). Nutrition strategies such as dietary supplementation with plant extracts have been introduced into poultry production as alternative substitutes to antibiotics to alleviate Salmonella infection (Wu et al., 2018; Purwanti et al., 2019).

Anthocyanins are flavonoid substances obtained from plants such as flowers, fruits, and tubers, which are characterized by excellent antioxidant, anti-inflammatory, and antibacterial activities (Peng et al., 2020; Moreira et al., 2021). Studies showed that anthocyanins alleviated intestinal inflammatory diseases through various mechanisms. Anthocyanins increased the expression of peroxisome proliferator-activated receptor γ (PPARγ) and inhibited the activation of the downstream NF-κB/MAPK signaling pathway, thereby alleviating colonic inflammation on dextran sulfate sodium-induced inflammatory bowel disease (IBD) in mice (Gao et al., 2021). By inhibiting endoplasmic reticulum stress response, anthocyanins inhibited the activation of NOD-like receptor family protein 3 (NLRP3) and the release of IL-1β and IL-18 in lipopolysaccharide (LPS) and adenosine triphosphate treated BV2 microglia cells (Molagoda et al., 2021). In addition, anthocyanins increased the number of epithelial cells and inhibited the infiltration of inflammatory cells in small intestinal mucosa and submucosa, thus alleviating small intestinal epithelial damage in contaminant-induced rats (Chen et al., 2019). Flavonoid substances reduced the adhesion of E. coli and Salmonella to IPEC-J2 cells, as well as oxidative stress, inflammation, and barrier damage to intestinal epithelial cells (Kovács et al., 2022). These together indicated the potential value of anthocyanins in the alleviation of intestinal inflammation caused by Salmonella infection.

Therefore, the objective of this study was to investigate the effects of dietary supplementation with bilberry anthocyanin (BA) on the intestinal morphology and intestinal inflammatory response of chickens challenged with Salmonella Typhimurium (S. Typhimurium). In addition, jejunal immune function was examined using genomic and proteomic analyses. The study adds to an understanding of the pathogenic mechanism of S. Typhimurium and the further development of nutritional strategies against Salmonella infection.

2 Materials and method

2.1 Experimental design and diets

Bilberry anthocyanin (purity >36%) from Tianjin Jianfeng Natural Product R&D Co., Ltd. (Tianjin, China) was used. S. Typhimurium (China Center of Industrial Culture Collection 21484, isolated from the pooled heart and liver tissue of 4-week-old chickens), was provided by Professor Weifen Li from Zhejiang University.

A total of 180 Lingnan yellow-feathered male chickens (1 day old, 28.00 ± 0.02 g) were randomly assigned to three treatment groups with six cages per treatment (10 birds per cage). As shown in Figure 1, the controls (CON) and birds infected with S. Typhimurium (SI) were fed the basal diet for 18 days. The remaining birds (SI + BA) were supplemented with dietary BA at 100 mg/kg. The diets were formulated referring to Chinese Nutrient Requirements of Yellow broilers (Ministry of Agriculture of the People's Republic of China (PRC), 2020), and the composition and nutrient level of the basal corn-soybean diet are shown in Supplementary Table S1. The birds received 0.5 ml sterile PBS (CON) or S. Typhimurium suspension (SI and SI + BA) by oral ingestion with a gavage needle gently at 14 and 16 days of age.

FIGURE 1
www.frontiersin.org

Figure 1. Study design for the whole experiment. CON, control group; SI, S. Typhimurium infection group; SI + BA, S. Typhimurium infection and dietary BA supplementation group; BA, bilberry anthocyanin.

The experimental protocol was approved by the Animal Care Committee of the Institute of Animal Science, Guangdong Academy of Agriculture Science, Guangzhou, P. R. China, with the approval number GAASISA-2021-037. Birds were housed and fed in disease-free cages (100 cm × 50 cm × 50 cm) and had unlimited access to feed and water. During days 1–3, the indoor temperature was maintained at ~34°C along with 24-h artificial light; then, the temperature was gradually reduced by 3°C each week to a final temperature of 26°C, and the illumination was reduced by 2 h each day to 16 h. The body weight (BW) of birds was recorded at 14 and 18 days of age.

2.2 Preparation of S. Typhimurium suspension

Salmonella Typhimurium was thawed, streaked on Salmonella Shigella agar medium, and placed in a constant temperature incubator at 37°C for 24 h. A single colony was picked and expanded to the exponential phase in Luria–Bertani liquid medium in a shaking incubator (37°C, 180 r/min) for 8 h. The S. Typhimurium was washed twice with sterile PBS, quantified by OD600, and adjusted to 2 × 109 CFU/ml for oral gavage.

2.3 Sample collection and calculation of the relative weight of immune organs

On day 18 of the trial, 12 birds (two close to the average BW from each replicate) from each treatment were electrically stunned (head only) at 150 V for 5 s (DMJ, Ningguang Machinery Co., Ltd., Nanjing, China) and exsanguinated. Blood (5 ml) was collected from the wing vein into anticoagulant (heparin) vacuum tubes and centrifuged at 3,000 × g for 10 min to obtain plasma. Jejunal segments (~1 cm long) were quickly fixed in 4% paraformaldehyde. The middle part of the jejunum was opened lengthwise and washed in PBS; then, the mucosa was collected by gentle scraping. Mucosa and intact jejunal wall were frozen in liquid nitrogen and stored at −80°C. The whole wall was used for transcriptome and proteome analyses, and mucosa was used for determining the concentration of cytokines. The spleen, thymus, and bursa of Fabricius were cleaned of connective tissue and weighed. The relative weights of immune organs were expressed based on BW.

2.4 Biochemical variables in plasma and jejunal mucosa

Frozen samples of jejunal mucosa were homogenized with ice-cold physiologic saline (1:10, w/v) and centrifuged at 3,000 × g for 10 min to obtain clarified homogenates. The concentrations of secretory immunoglobulin A (sIgA), IgG, IgM, interleukin (IL)-1β, IL-6, IL-8, tumor necrosis factor-α (TNF-α), interferon (IFN)-β, and IFN-γ in plasma and jejunal mucosa were determined by appropriate ELISA kits (Jiangsu Meimian Industrial Co., Ltd., Jiangsu, China).

2.5 Morphology of jejunum

After fixation in 4% paraformaldehyde for 48 h, jejunal segments were trimmed, dehydrated, embedded in paraffin, and sectioned at 5 μm. After mounting and dewaxing, sections were stained with hematoxylin–eosin (H&E) for analysis of morphology and periodic acid–Schiff (PAS) for the observation of goblet cells. The villus height (VH) of five intact intestinal villi in each section and the adjacent crypt depth (CD) were measured, and the number of goblet cells on the villus was counted by scanning browsing software (CaseViewer2.4, 3DHISTECH, Budapest, Hungary) and image analysis software (Image-Pro Plus 6.0). The average of VH and CD and the ratio of villus height to crypt depth (VH/CD) were calculated. In addition, the number of goblet cells on villi was expressed per unit length of the villus.

2.6 Quantitative real-time PCR

Total RNA from jejunal samples was extracted using TRIzol® reagent (Invitrogen, Carlsbad, CA). The concentration and purity of the RNA were assessed spectrophotometrically. The RNA integrity number (RIN) was assessed (Agilent 2100 Bioanalyzer, Agilent Technologies, Palo Alto, CA). The RNA was reverse-transcribed with RNAiso Plus and PrimeScriptTMII 1st Strand cDNA Synthesis Kits (6210A, Takara, Tokyo, JP). The real-time PCR was performed using SYBR Premix Ex Taq II (RR820A, Takara) on the CFX96 RT-PCR Detection System (Bio-Rad, Hercules, CA). The primers used are shown in Supplementary Table S2. The abundance of target transcripts was expressed relative to the housekeeping gene (β-actin) by the 2−ΔΔCt method and further normalized, relative to data from the CON animals.

2.7 Transcriptome analysis

The samples were processed as recommended and then analyzed by Majorbio Bio-pharm Technology Co., Ltd (Shanghai, China) Company, and Majorbio Cloud was used for transcriptome and proteomic analyses (Ren et al., 2022).

The transcriptome library was prepared using 1 μg of total RNA without removing ribosomal RNA. mRNA was isolated from total RNA by A-T base pairing with polyA at the 3′ end of eukaryotic mRNA using magnetic beads with oligo (dT). The extracted mRNA was randomly fragmented by fragmentation buffer, and fragments of ~300 bp were isolated by magnetic bead screening. Then, mRNA was used as the template for reverse transcription into double-stranded DNA. The End Repair Mix was added to patch the end of the double-strand and “A” base to the 3′ end for joining the Y-shaped joint, respectively. After amplification and quantification of PCR, the sequencing was carried out via Illumina NovaSeq6000 sequencer platforms (San Diego, CA). Finally, high-quality sequencing data were selected from the raw sequencing data using fastp (https://github.com/OpenGene/fastp) with default parameters, and the gene expression levels were quantified.

2.8 Proteome analysis

Total protein was extracted from the jejunal samples by urea lysis buffer with protease inhibitor, and the concentration of protein was quantified using the Pierce BCA kit (Thermo Scientific Pierce, Rockford, IL). Protein was digested according to the standard procedure, and the resulting peptide mixture was labeled using the 10-plex TMT reagent (90111, Thermo Fisher, Waltham, MA). After desalting with a C18 solid-phase extraction, peptides were used for Nano Liquid Chromatography (EASY-nLC™ 1200, Thermo Scientific)–Mass Spectrometry/Mass Spectrometry (LC-MS/MS) analysis, as previously described (Luo et al., 2019).

2.9 Statistical analysis

Shapiro–Wilk test was used to assess the normality of data, and Levene's test was used to assess whether the assumption of homogeneity of variance was fulfilled. The data of growth performance, the relative weight of immune organs, jejunal morphological structure, and concentration of cytokines were analyzed by one-way analysis of variance (ANOVA) followed by Duncan's multiple range tests to compare the individual means in SPSS v20.0 for Windows (SPSS, Chicago, IL). The results are presented as the mean ± SEM. Differences between means were considered to be statistically significant when a P-value of < 0.05. For body weight and other variables, values are means of six replicate cages; for transcriptome and proteome analysis, values are the results of three randomly selected samples from each group.

According to the transcripts per million (TPM) reads method, the expression level of each gene was calculated. RSEM (http://deweylab.biostat.wisc.edu/rsem) was used to quantify gene abundance. Differentially expressed genes (DEGs) were identified with |log2 fold change (FC)| ≥1 and a P-value of ≤ 0.05. The proteomics RAW data files were analyzed using Proteome Discoverer v2.2 (Thermo Scientific). The false discovery rate (FDR) of peptide identification was set as FDR ≤ 0.01. The thresholds of FC (≥1.2 or ≤ 0.83) and P-value ≤ 0.05 were used to identify differentially expressed proteins (DEPs). In addition, functional-enrichment analyses including Gene Ontology (GO, http://www.geneontology.org) and Kyoto Encyclopedia of Genes and Genomes (KEGG, http://www.genome.jp/kegg) pathways were performed to identify which DEG and DEP were significantly enriched in GO terms and metabolic pathways at a P-value of ≤ 0.05.

3 Results

3.1 Growth performance and relative weights of immune organs

As shown in Figure 2A, no significant difference in the total animal BW of chickens at day 14 was observed among the three treatment groups (P > 0.05). By contrast, BW at day 18 was significantly reduced in infected birds (SI) compared with the CON (P < 0.01), and this suppression of growth was completely relieved in birds given BA (P < 0.01).

FIGURE 2
www.frontiersin.org

Figure 2. Effect of supplementation with bilberry anthocyanin on the body weight and relative weight of immune organs in chickens challenged with S. Typhimurium. (A) Body weight. The relative weight of (B) spleen, (C) thymus, and (D) bursa of Fabricius. CON, control group; SI, S. Typhimurium infection group; SI + BA, S. Typhimurium infection and dietary BA supplementation group. The data are means ± SEM, n = 6 (**P < 0.01).

For the relative weight of immune organs, S. Typhimurium infection significantly increased (P < 0.01) that of the spleen (Figure 2B) and decreased (P < 0.01) that of the bursa of Fabricius (Figure 2D) compared with the CON, and these alterations were significantly offset by BA supplementation (P < 0.01). There was no significant (P > 0.05) difference in relative thymic weight (Figure 2C).

3.2 Morphology of jejunum

Representative images of H&E- and PAS-stained jejunum are shown in Figures 3A, B. Compared with the CON, jejunal VH and VH/CD of birds were decreased (P < 0.05) when chickens were challenged with S. Typhimurium (Figures 3C, D). Compared with the SI, BA supplementation increased (P < 0.01) the VH and VH/CD of birds. No significant (P > 0.05) difference in CD existed among the three treatment groups (Figure 3E). In addition, no significant (P > 0.05) difference in the number of jejunal goblet cells was noted between birds in the CON and the SI, but that variable was increased (P < 0.01) in the SI + BA compared with both SI and CON (Figure 3F). BA supplementation (SI + BA) increased (P < 0.01) MUC2 transcripts compared with those in SI (Figure 3G).

FIGURE 3
www.frontiersin.org

Figure 3. Effect of bilberry anthocyanin on jejunal morphology of chickens challenged with S. Typhimurium. Representative images of (A) H&E-stained and (B) PAS-stained jejunal sections (scale bar at 100 μm). (C) Villus height, (D) crypt depth, and (E) villus height/crypt depth in the jejunum of chickens. (F) The number of goblet cells and (G) the mRNA expression of MUC2 in the jejunum of chickens. CON, control group; SI, S. Typhimurium infection group; SI + BA, S. Typhimurium infection and dietary BA supplementation group; MUC2, mucin 2. The data are means ± SEM, n = 6 (*P < 0.05, **P < 0.01).

3.3 mRNA expression and the concentration of cytokines in plasma and jejunal mucosa

As shown in Figures 4A, B, compared with CON, plasma concentrations of IFN-β IL-8 (P < 0.01), IgG, IgA, IL-1β, TNF-α, and IFN-γ (P < 0.05) increased following Salmonella infection (SI). Compared with the SI, BA supplementation (BA + SI) significantly decreased plasma concentrations of IgA (P < 0.05), IL-β (P < 0.01), IL-8 (P < 0.05), IFN-β (P < 0.05), and IFN-γ (P < 0.01), without affecting (P > 0.05) concentrations of IgG, IgM, IL-6, and TNF-α. In addition, S. Typhimurium infection increased (P < 0.01) jejunal mucosal concentrations of TNF-α, and the concentration of IgG (P < 0.01), IgM (P < 0.05), sIgA (P < 0.01), IL-1β (P < 0.01), IL-6 (P < 0.01), IL-8 (P < 0.01), TNF-α (P < 0.01), IFN-β (P < 0.05), and IFN-γ (P < 0.01) in the jejunal mucosa (Figures 4C, D) of Salmonella-infected chickens was significantly decreased by BA supplementation.

FIGURE 4
www.frontiersin.org

Figure 4. Effect of bilberry anthocyanin on plasma and jejunal mucosal concentrations of cytokines in plasma and cytokine gene expression in jejunal mucosa of chickens challenged with S. Typhimurium. (A) Plasma immunoglobulins, (B) plasma inflammatory cytokines, (C) jejunal mucosal immunoglobulins, and (D) jejunal mucosal inflammatory cytokines. (E) Inflammatory cytokine transcripts in jejunal mucosa: CON, controls; SI, chickens infected with S. Typhimurium; SI + BA, chickens supplemented with dietary BA and infected with S. Typhimurium; IgG, immunoglobulin G; IgM, immunoglobulin M; IgA, immunoglobulin A; IL-1β, interleukin-1β; IL-6, interleukin-6; IL-8, interleukin-8; TNF-α, tumor necrosis factor-α; IFN-β, interferon-β; IFN-γ, interferon-γ. The data are means ± SEM, n = 6 (*P < 0.05, **P < 0.01).

Jejunal mucosal transcripts of pro-inflammatory cytokines (IL-1β, IL-6, TNF-α, and IFN-γ) are shown in Figure 4E. Compared with controls, S. Typhimurium infection stimulated the expression of IL-6 (P < 0.01), and BA supplementation significantly reduced the expression of IFN-γ (P < 0.01) and reduced (P < 0.05) the expression of IL-6 in Salmonella-infected chickens.

3.4 Identification of immune-relevant mRNA modules

As shown in Figure 5A, a total of 13,660 genes were identified and 12,565 genes were shared among the treatments. Principal component analysis (PCA) of the samples was clustered, based on gene expression levels (Figure 5B). Three samples in each treatment group were closely correlated with each other. Furthermore, samples in CON and SI + BA were separated from those in SI, respectively. In addition, the volcano maps (Figures 5C, D) presented a clear visual of the relationship between the FDR and FC for all genes. Of these, 344 genes were differentially regulated (193 up and 151 down) in infected chickens compared with CON, and 550 genes were differentially regulated (175 up and 375 down) in BA-supplemented chickens (SI + BA) compared with those only infected (SI).

FIGURE 5
www.frontiersin.org

Figure 5. Effect of bilberry anthocyanin on the jejunal global gene expression pattern of chicken challenged with S. Typhimurium. (A) Venn diagram of the number of genes expressed. (B) Principal component analysis (PCA) of each sample on the whole genome. Volcano map of differentially expressed genes about (C) CON vs. SI and (D) SI vs. SI + BA. CON, controls; SI, chickens infected with S. Typhimurium; SI + BA, chickens supplemented with dietary BA and infected with S. Typhimurium; PC, principal component; FC, fold change; nosig, no significant change.

As shown in Figure 6A, BA supplementation significantly suppressed the upregulation of nine DEG, viz. MHCY8, MCHY9, MHCY11, COCH, CCR10, TIFA, LOC776018, LOC112531088, and LOC121106918, related to immune regulation triggered by S. Typhimurium infection. GO enrichment analysis (Figure 6B) and KEGG pathway enrichment analysis (Figure 6C) were performed for these DEG. GO term at level 2 showed that biological processes such as immune response (GO:0006955), defense response to other organisms (GO:0098542), immune system process (GO:0002376), defense response to a bacterium (GO:0042742), and humoral immune response (GO:0006959) were significantly enriched. The results of the KEGG pathway enrichment analysis indicated that the top five KEGG pathways associated with the nine immune-related DEG in samples included autoimmune thyroid disease (map05320), allograft rejection (map05330), viral myocarditis (map05416), Epstein–Barr virus infection (map00830), and graft-versus-host disease (map05332).

FIGURE 6
www.frontiersin.org

Figure 6. Effect of bilberry anthocyanin on the immune-related genes in the jejunum of chickens challenged with S. Typhimurium. (A) Differential expression of immune-related genes in jejunum. (B) Gene Ontology (GO) and (C) Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis of immune-related DEG. CON, controls; SI, chickens infected with S. Typhimurium; SI + BA, chickens supplemented with dietary BA and infected with S. Typhimurium. The data in A are means ± SEM, n = 3 (*P < 0.05).

3.5 Identification of immune-relevant protein modules

In the present study, a total of 7,292 protein groups were identified (Figure 7A) in the jejunum. Based on protein expression levels, PCA (Figure 7B) was performed on samples from the three treatments. The SI showed an obvious separation from the CON and SI + BA. Compared with CON, 147 proteins were differentially expressed (105 were increased and 42 decreased) in S. Typhimurium-infected chickens (Figure 7C). In addition, 137 proteins differed in chickens of SI + BA compared with SI with 19 increased and 118 decreased (Figure 7D). The volcano maps presented a clear visual of the relationship between the FDR and FC for all proteins.

FIGURE 7
www.frontiersin.org

Figure 7. Effect of bilberry anthocyanin on the jejunal global protein expression pattern of chickens challenged with S. Typhimurium. (A) Histogram of protein information statistics. (B) Principal component analysis (PCA) of each sample. Volcano map of differentially expressed proteins about (C) SI vs. CON and (D) SI + BA vs. SI. CON, controls; SI, chickens infected with S. Typhimurium; SI + BA, chickens supplemented with dietary BA and infected with S. Typhimurium; PC, principal component; FC, fold change; nosig, no significant change.

As shown in Figure 8A, the number of immune-related DEP (CON and SI, SI + BA and SI) was counted. Six immune-related proteins (Table 1), common to all chickens, were upregulated in response to S. Typhimurium infection (Figure 8B); these included orosomucoid 1 (ovoglycoprotein) precursor [fold change (FC) = 3.03], complement component C6 isoform X1 (FC = 1.93), complement component C8 beta chain precursor (FC = 1.78), chromogranin-A (FC = 1.25), tyrosine-protein kinase BTK isoform X1 (FC = 1.23), and HLA class II histocompatibility antigen gamma chain (FC = 1.21), and, moreover, these changes in infected birds were reversed by dietary supplementation with BA. To better understand the function of these 6 DEP, GO enrichment analysis (Figure 8C) showed that immune-related DEP associated with biological processes, such as immune response (GO:0006955), immune system process (GO:0002376), regulation of immune system process (GO:0002682), immune effector process (GO:0002252), defense response (GO:0006952), positive regulation of immune response (GO:0050778), and complement activation (GO:0006956), was upregulated in the SI compared with CON. Cellular components, such as membrane attack complex (GO:0005579), pore complex (GO:0046930), and plasma membrane protein complex (GO:0098797), were upregulated as well. KEGG enrichment analysis information and enriched protein symbol ID were performed in Table 2. The results in KEGG enrichment analysis indicated that phagosome (gga04145), cell adhesion molecules (gga04514), mucin-type O-glycan biosynthesis (gga00512), PPAR signaling pathway (gga03320), and ECM–receptor interaction (gga04512) were significantly (P < 0.05) enriched in 147 DEP between SI and CON, and intestinal immune network for IgA production (gga004672) had a tendency (P = 0.05) to enrich (Figure 9A). In addition, lysosome (gga04142), glycosaminoglycan degradation (gga00531), cytokine–cytokine receptor interaction (gga04060), various types of N-glycan biosynthesis (gga00513), porphyrin and chlorophyll metabolism (gga00860), and intestinal immune network for IgA production (gga004672) were significantly (P < 0.05) enriched in 137 DEP between SI and SI + BA (Figure 9B).

FIGURE 8
www.frontiersin.org

Figure 8. Effect of bilberry anthocyanin on the immune-related proteins in the jejunum of chickens challenged with S. Typhimurium. In all parts, CON indicates controls; SI are chickens infected with S. Typhimurium; SI + BA are chickens supplemented with BA and infected with S. Typhimurium; data in B are means ± SEM, n = 3 (*P < 0.05). (A) Venn diagram of the number of immune-related proteins expressed and those that are differentially expressed. (B) Differential expression of immune-related proteins. (C) Gene Ontology (GO) enrichment analysis of immune-related DEG. Each box represents a GO term (level 2), and the line indicates the relationship between the two GO terms; the closer it is to red, the more significant it is.

TABLE 1
www.frontiersin.org

Table 1. Immune-related DEP information in the jejunum of chickens challenged with S. Typhimurium.

TABLE 2
www.frontiersin.org

Table 2. Kyoto Encyclopedia of Genes and Genomes (KEGG) information in the jejunum of chickens challenged with S. Typhimurium.

FIGURE 9
www.frontiersin.org

Figure 9. Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis of differentially expressed proteins (DEP) in chickens challenged with S. Typhimurium. KEGG enrichment analysis of DEP in (A) SI vs. CON and (B) SI + BA vs. SI. CON, controls; SI, chickens infected with S. Typhimurium; SI + BA, chickens supplemented with BA and infected with S. Typhimurium.

4 Discussion

4.1 Effect of BA supplementation on growth performance and the relative weight of immune organs in chickens challenged with S. Typhimurium

After invading chickens, Salmonella transfers from the gut lumen mainly to the spleen and causes intestinal inflammation and systemic infection, resulting in reduced weight gain of chicken (Zhang et al., 2020). Salmonella infection also suppresses the development of immune organs, resulting in atrophy and damage of the thymus and bursa of Fabricius (Huang et al., 2016; Ansari et al., 2018). In the present study, S. Typhimurium infection significantly reduced the final BW of chickens, similar to previous studies (Wang et al., 2021; Huang et al., 2022). In addition, S. Typhimurium infection decreased the relative weight of the bursa of Fabricius and increased that of the spleen. This splenic response was consistent with the report of Wu et al. (2018) and might be related to the transformation and colonization of Salmonella into the spleen.

Plants and their extracts such as anthocyanin (Amer et al., 2022), and silymarin (Shanmugam et al., 2022) have been used for the promotion of growth performance and immune status in chickens. Anthocyanins improved growth performance and development of immune organs in mice, including increasing BW and relative weights of thymus and spleen (Yang et al., 2021). Research on DSS-induced colitis in mice showed that dietary anthocyanins restored the BW and feed quantity (Peng et al., 2019). Dietary BA supplementation in S. Typhimurium-infected chickens, here, alleviated weight loss and splenomegaly and, similar to Wang et al. (2021), promoted the development of the bursa of Fabricius. These results indicated that BA increased resistance to external pathogens by regulating the state of the immune organs.

4.2 Effect of BA supplementation on jejunal morphology and the expression of mucin in chickens challenged with S. Typhimurium

The intestinal physical barrier and immune functional barrier play an important role in preventing the invasion of pathogens, toxins, and other harmful substances and the diffusion of pro-inflammatory cytokines into the circulatory system (Cornick et al., 2019; Tian et al., 2021). The intestinal tract of chicks lacks an innate immune system; thus, Salmonella causes intestinal villus breakage and structural deterioration in chicks more easily and induces intestinal inflammation by damaging intestinal mucosal tolerance after colonization (Zhang et al., 2022). In the present study, Salmonella infection decreased VH in the jejunum but BA maintained the integrity and VH of the jejunal villi. Similarly, anthocyanins had an ameliorative effect on intestinal barrier damage from increased intestinal VH with high-fat diet (HFD)-induced colitis in mice (Wang H. et al., 2020) and LPS-induced intestinal inflammation in chickens (Csernus et al., 2020).

Salmonella infection reduced the number of goblet cells in the jejunum of chicks by activating the Notch signaling pathway (Xie et al., 2021). Loss of goblet cells regenerates the mucosal layer of intestinal tissue, decreases the secretion of MUC2, and increases intestinal permeability (Ibrahim et al., 2020; He et al., 2021). Mucins, as the first line of defense of intestinal immunity, help to prevent the invasion of pathogens and toxins (Murai et al., 2018; He et al., 2021). In the present study, the number of goblet cells in the jejunum tended to decrease after S. Typhimurium infection, while BA supplementation significantly increased the number of goblet cells and upregulated jejunal expression of the MUC2 gene. Anthocyanins had previously shown to increase the number of goblet cells in the ileum and colon of HFD-induced mice (Lee et al., 2018; Wang H. et al., 2020) and increased colonic MUC2 expression in mice (Tian et al., 2019; Wang H. et al., 2020). These are consistent with BA here ameliorating the negative effects of Salmonella infection on the number of goblet cells and expression of the mucin gene.

4.3 Effect of BA supplementation on jejunal inflammatory cytokines in chickens challenged with S. Typhimurium

Immunoglobulins and inflammatory cytokines are key molecules in mediating host cell reactions to Salmonella infection. IgG, IgM, and IgA are the most common immunoglobulins that are activated during Salmonella invasion and released to participate in the elimination of infection (Meijerink et al., 2021). Cytokines (IL-1β, IL-6, IL-8, TNF-α, IFN-β, IFN-γ, etc.), mainly derived from mononuclear phagocytes and other antigen-presenting cells, play important roles in defending against pathogen infection and in promoting infiltration of inflammatory cells in tissues. S. Typhimurium infection always results in a strong inflammatory response, accompanied by the secretion of pro-inflammatory cytokines, causing intestinal damage and metabolic abnormalities. Salmonella infection in chickens increases the serum concentrations of IgG and IgA (Dar et al., 2019; Song et al., 2020) and IL-1β, IL-6, and TNF-α (Wang G. et al., 2020). Salmonella infection increased the expression of IL-1β, IL-6, and TNF-α in the jejunal and ileal mucosa of broilers (Hu et al., 2015; Wu et al., 2018). In the current study, the concentrations of plasma IL-8, TNF-α, IFN-β, IFN-γ, and jejunal TNF-α and IgG were increased in chickens challenged with S. Typhimurium. Furthermore, the jejunal expression of IL-6 increased, similar to the finding of Song et al. (2020).

Anthocyanins show powerful anti-inflammatory activity and immune regulation function. Wu et al. (2017) found that anthocyanins reduced the concentration of inflammatory cytokines (IFN-γ, L-1β, IL-2, IL-4, IL-6, and IL-10) in the serum of chickens. Furthermore, the anti-inflammatory effect of anthocyanins was also demonstrated by inhibiting the levels of IL-1β, IL-6, TNF-α, and IFN-γ in silica-induced lung tissue injury of mice (Zhao J. et al., 2020), reducing mRNA expression of IL-1β, IL-6, and IL-8 in LPS-induced inflammation in hepatic stellate cell (Lee et al., 2017) and downregulating splenic IL-1β mRNA expression in chickens (Csernus et al., 2020). Our previous research found that BA supplementation reduced the levels of plasma IgG and IgM in 63-day-old chickens (Wang et al., 2021). This reduction also occurred here, at day 18, where BA reduced plasma IgA and jejunal IgG, IgM, and sIgA in chicks challenged with S. Typhimurium. In addition, BA supplementation decreased the content of pro-inflammatory cytokines, such as IL-1β, IL-6, IL-8, TNF-α, IFN-β, and IFN-γ in jejunum and IL-1β, IL-8, and IFN-β in plasma. These results together indicated that BA mainly alleviated the intestinal stress response to S. Typhimurium infection, reduced the intestinal pro-inflammatory cytokines, and improved the intestinal environment, thereby alleviating jejunal inflammatory damage, otherwise caused by S. Typhimurium infection.

4.4 Effect of BA supplementation on the jejunal transcriptome of chickens challenged with S. Typhimurium

In this study, the expression of MCHY8, MCHY9, MCHY11, TIFA, and CCR10 genes was upregulated by S. Typhimurium infection. In addition to classical major histocompatibility complex (MHC), MHCY is the second region of polymorphic MHC-like genes associated with bacterial intestinal infection, immune response, and disease incidence (Zhang J. et al., 2021; Goto et al., 2022), the expression of which has a positive correlation with antibody production (Zhang J. B. et al., 2021). In the present study, dietary BA supplementation reduced the expression of MHCY, which might be the main reason for suppressing the response to immune challenges and regulating the ability of an individual chicken to respond to S. Typhimurium infection.

Activation and oligomerization of TRAF-interacting protein with a forkhead-associated domain (TIFA) were induced by LPS and metabolites produced by Gram-negative bacteria (Gaudet et al., 2017); then, pro-inflammatory cytokines and chemokines were activated via the ALPK1/TIFA signaling axis (Milivojevic et al., 2017; Nasser et al., 2022). In the present study, increased expression of TIFA in the jejunum was associated with higher plasma and jejunal contents of TNF-α caused by S. Typhimurium infection, similar to the increased phosphorylation and oligomerization of TIFA by TNF-α stimulation (Nakamura et al., 2020). In addition, the increase in plasma IL-8 in the current research was consistent with TIFA-activation promoting IL-8 release (Bauer et al., 2020). As a key regulator of mucosal immune homeostasis, CCR10 is mainly expressed by intestinal IgA+ plasmablasts and plasma cells (Zhao L. M. et al., 2020; Davila et al., 2022), directing the migration of IgA+ plasma cells to intestinal epithelium (Seong et al., 2017). Increased CCR expression was related to the increased IgA, found here in infected chickens. In Salmonella-infected mice, the expression of CCR10 was increased in the inflamed gut and neutrophils (Perez-Lopez et al., 2021). Thus, in the present study, the suppression of TIFA and CCR10 expression with BA supplementation of S. Typhimurium-challenged chickens was probably associated with the decreased concentration of immunoglobulins and inflammatory cytokines.

From the GO analysis, nine immune-related DEGs were enriched in the defense response and immune response and increased by Salmonella infection. Previous examination of immune markers during the progression of S. Typhimurium infection showed that the intestinal defense response was related to the control of inflammation (Bescucci et al., 2020). Research in Salmonella-infected chicken showed that humoral immunity, as an effective immune response against Salmonella infection, provided effective protection to the host (Wang et al., 2022). In this study, dietary BA supplementation decreased the expression of the above nine immune-related DEGs and the corresponding signaling pathways. Anthocyanin regulated the innate immune system and reduced bacterial systemic dissemination in mice challenged with Klebsiella pneumoniae (Dong et al., 2021) and was used as a nutraceutical strategy to modulate stress and immune response in vertebrates (Khan et al., 2023).

Taking these results together, dietary BA supplementation reduced the invasion of S. Typhimurium by regulating the immune response and alleviating intestinal inflammatory damage by reducing the production of cytokines.

4.5 Effect of BA supplementation on the jejunal proteome of chicken challenged with S. Typhimurium

Complement proteins are the main components of the innate immune system, enhancing the ability of phagocytic cells to disrupt and clear Salmonella pathogens. The activation of complement enables the accumulation of membrane attack complexes on the pathogen cell membrane, ultimately leading to the loss of membrane integrity and the death of the pathogen. The complement components C6 and C8 were involved in the process of lysing the cell membrane of pathogens (Meng et al., 2022). The activity of the HLA class II histocompatibility antigen gamma chain was increased in the current study, which was consistent with CD74 being increased in epithelial cells undergoing an inflammatory response (Balasubramanian, 2022). As a chaperone for the correct folding of MHC class II, HLA class II histocompatibility antigen is involved in regulating the antigen presentation pathway of B cells in the immune response (Noer et al., 2021). In addition, the tyrosine-protein kinase BTK gene, which plays a key role in the regulation of B-cell receptor signaling, was identified in the S. Typhimurium-infected model of mice (Zhang et al., 2018). CgA modulates intestinal barrier permeability and contains unique peptide domains for anti-inflammatory effects (Muntjewerff et al., 2021), and bioactive peptides in the hydrolysates of CgA also have immunomodulatory effects (Muntjewerff et al., 2018). In the present study, two complement proteins (C6 isoform X1 and C8 beta chain precursor), HLA class II histocompatibility antigen gamma chain, and tyrosine-protein kinase BTK isoform X1 and chromogranin-A (CgA) were increased in jejunal mucosa of infected chickens. The secretion of immune-related proteins induced by S. Typhimurium infection would cause an adverse response that overactivates the intestinal immune status. These DEPs were associated with the intestinal immune network for IgA production and cytokine–cytokine receptor interaction signaling pathways, consistent with transcriptional findings in the cecal tonsil of chickens challenged with S. Typhimurium (Khan and Chousalkar, 2020). The enrichment of the immune-related signaling pathway was involved in the clearance of S. Typhimurium in chickens. For example, the cytokine–cytokine receptor interaction signaling pathway was confirmed to be related to the secretion of pro-inflammatory cytokines induced by S. Typhimurium infection (Elsharkawy et al., 2022). In addition, the decrease of cytokine responses reduced intestinal inflammation and preserved barrier integrity by Salmonella-induced stress of Caco-2 cells (Lépine et al., 2018).

A previous study (Moreira et al., 2021) showed that anthocyanins alleviated LPS-induced stress in mice by suppressing the expression and release of inflammatory cytokines. Consistent with the current study, the expression of the above proteins and the intestinal immune network for the IgA production signaling pathway were downregulated by dietary BA. Secretory IgA is a major immunoglobulin on the mucosal surface against Salmonella colonization and invasion (Richards et al., 2021), which protects the intestinal mucosa from infection by binding pathogens and toxins, enhancing the bactericidal activity of monocytes and activating complement production (Adhikari et al., 2019). According to our findings, dietary BA alleviated the immune stimulatory response of S. Typhimurium in the jejunum, thus suppressing intestinal inflammatory damage.

5 Conclusion

Dietary supplementation with BA alleviated intestinal inflammatory damage in chickens caused by S. Typhimurium infection, as evidenced by the improvement of body weight and the decreased content of inflammatory cytokines in plasma and jejunal mucosal. Furthermore, BA addition decreased the jejunal expression of immune-related genes and proteins, associated with the defense response to bacteria and the humoral immune response, pathways of cytokine–cytokine receptor interaction, and the intestinal immune network for IgA production. These ensured the healthy immune status and avoided intestinal damage, otherwise caused by an excessive inflammatory response in chickens challenged with S. Typhimurium. The current findings provide a new perspective and insight into poultry production in that BA might be used to alleviate Salmonella infection.

Data availability statement

The data presented in the study are deposited in the NCBI repository, accession number PRJNA1032740.

Ethics statement

The animal study was approved by Institutional Animal Care and Use Committee, Guangdong Academy of Agricultural Sciences in China (Number: GAASISA-2019-009). The study was conducted in accordance with the local legislation and institutional requirements.

Author contributions

SZ: Conceptualization, Supervision, Writing—original draft, Writing—review & editing. QW: Investigation, Methodology, Writing—review & editing. JY: Investigation, Methodology, Writing—review & editing. QF: Data curation, Formal analysis, Writing—review & editing. XL: Data curation, Formal analysis, Writing—review & editing. ZG: Resources, Writing—review & editing. MA: Resources, Writing—review & editing. YW: Conceptualization, Methodology, Resources, Supervision, Writing—review & editing. SJ: Data curation, Investigation, Resources, Supervision, Visualization, Writing—review & editing.

Funding

The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was financially supported by the Natural Science Foundation from Guangdong Province (2021A1515010830), China Agriculture Research System of MOF and MARA (CARS-41), the National Key R&D Project (2021YFD1300404), the Key Realm R&D Program of Guangdong Province (2020B0202090004), the National Natural Science Foundation of China (31802104), the Science and Technology Program of Guangdong Academy of Agricultural Sciences (202106TD and R2019PY-QF008), Introduction of Talents Program from Guangdong Academy of Agricultural Sciences (R2021YJ-YB3012), and Guiding Agreement of Young Scholar from Guangdong Academy of Agricultural Sciences (R2021QD-024), P. R. China. The acknowledgment was extended to the Researchers Supporting Project (RSPD2023R731), King Saud University (Riyadh, Saudi Arabia).

Acknowledgments

W. Bruce Currie (Emeritus Professor, Cornell University) made suggestions for the presentation. The authors thank all workers of the study for their participation.

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.

Supplementary material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fmicb.2023.1266977/full#supplementary-material

References

Abudabos, A. M., Aljumaah, M. R., Alkhulaifi, M. M., Alabdullatif, A., Suliman, G. M., Sulaiman, A. R. A., et al. (2020). Comparative effects of Bacillus subtilis and Bacillus licheniformis on live performance, blood metabolites and intestinal features in broiler inoculated with Salmonella infection during the finisher phase. Microb. Pathogenesis 139, 103870. doi: 10.1016/j.micpath.2019.103870

PubMed Abstract | CrossRef Full Text | Google Scholar

Adhikari, P., Lee, C. H., Cosby, D. E., Cox, N. A., and Kim, W. K. (2019). Effect of probiotics on fecal excretion, colonization in internal organs and immune gene expression in the ileum of laying hens challenged with Salmonella enteritidis. Poultry Sci. 98, 1235–1242. doi: 10.3382/ps/pey443

PubMed Abstract | CrossRef Full Text | Google Scholar

Amer, S. A., Al-Khalaifah, H. S., Gouda, A., Osman, A., Goda, N. I., Mohammed, H. A., et al. (2022). Potential effects of anthocyanin-rich roselle (Hibiscus sabdariffa L.) extract on the growth, intestinal histomorphology, blood biochemical parameters, and the immune status of broiler chickens. Antioxidants 11, 544. doi: 10.3390/antiox11030544

PubMed Abstract | CrossRef Full Text | Google Scholar

Ansari, A. R., Arshad, M., Masood, S., Huang, H. B., Zhao, X., Li, N. Y., et al. (2018). Salmonella infection may alter the expression of toll like receptor 4 and immune related cells in chicken bursa of Fabricius. Microb. Pathogenesis 121, 59–64. doi: 10.1016/j.micpath.2018.05.019

PubMed Abstract | CrossRef Full Text | Google Scholar

Balasubramanian, I. (2022). Paneth Cell-Microbiota Crosstalk Orchestrates Intestinal Homeostasis [Doctoral dissertation]. Newark, NJ: Rutgers University-Graduate School-Newark.

Google Scholar

Bauer, M., Nascakova, Z., Mihai, A. I., Cheng, P. F., Levesque, M. P., Lampart, S., et al. (2020). The ALPK1/TIFA/NF-κB axis links a bacterial carcinogen to R-loop-induced replication stress. Nat. Commun. 11, 5117. doi: 10.1038/s41467-020-18857-z

PubMed Abstract | CrossRef Full Text | Google Scholar

Bescucci, D. M., Moote, P. E., Ortega, P. R., Uwiera, R. R. E., and Inglis, G. D. (2020). Salmonella enterica serovar Typhimurium temporally modulates the enteric microbiota and host responses to overcome colonization resistance in swine. Appl. Environ. Microb. 86, e01569–20. doi: 10.1128/AEM.01569-20

PubMed Abstract | CrossRef Full Text | Google Scholar

Chen, C. C., Li, J. Y., Zhang, H. X., Xie, Y. H., Xiong, L. X., Liu, H., et al. (2020). Effects of a probiotic on the growth performance, intestinal flora, and immune function of chicks infected with Salmonella pullorum. Poultry Sci. 99, 5316–5323. doi: 10.1016/j.psj.2020.07.017

PubMed Abstract | CrossRef Full Text | Google Scholar

Chen, G. W., Wang, G., Zhu, C. J., Jiang, X. W., Sun, J. X., Tian, L. M., et al. (2019). Effects of cyanidin-3-O-glucoside on 3-chloro-1,2-propanediol induced intestinal microbiota dysbiosis in rats. Food Chem. Toxicol. 133, 110767. doi: 10.1016/j.fct.2019.110767

PubMed Abstract | CrossRef Full Text | Google Scholar

Cheng, Y. L., Zhang, S. H., Lu, Q., Zhang, W. T., Wen, G. Y., Luo, Q. P., et al. (2020). Evaluation of young chickens challenged with aerosolized Salmonella Pullorum. Avian Pathol. 49, 507–514. doi: 10.1080/03079457.2020.1783433

PubMed Abstract | CrossRef Full Text | Google Scholar

Cornick, S., Kumar, M., Moreau, F., Gaisano, H., and Chadee, K. (2019). VAMP8-mediated MUC2 mucin exocytosis from colonic goblet cells maintains innate intestinal homeostasis. Nat. Commun. 10, 4306. doi: 10.1038/s41467-019-11811-8

PubMed Abstract | CrossRef Full Text | Google Scholar

Csernus, B., Biró, S., Babinszky, L., Komlósi, I., Jávor, A., Stündl, L., et al. (2020). Effect of carotenoids, oligosaccharides and anthocyanins on growth performance, immunological parameters and intestinal morphology in broiler chickens challenged with Escherichia coli lipopolysaccharide. Animals 10, 347. doi: 10.3390/ani10020347

PubMed Abstract | CrossRef Full Text | Google Scholar

Dar, M. A., Urwat, U., Ahmad, S. M., Ahmad, R., Kashoo, Z. A., Dar, T. A., et al. (2019). Gene expression and antibody response in chicken against Salmonella Typhimurium challenge. Poultry Sci. 98, 2008–2013. doi: 10.3382/ps/pey560

PubMed Abstract | CrossRef Full Text | Google Scholar

Davila, M. L., Xu, M., Huang, C. Y., Gaddes, E. R., Winter, L., Cantorna, M. T., et al. (2022). CCL27 is a crucial regulator of immune homeostasis of the skin and mucosal tissues. iScience 25, 104426. doi: 10.1016/j.isci.2022.104426

PubMed Abstract | CrossRef Full Text | Google Scholar

Dong, G. K., Xu, N. N., Wang, M., Zhao, Y. Y., Jiang, F., Bu, H. M., et al. (2021). Anthocyanin extract from purple sweet potato exacerbate mitophagy to ameliorate pyroptosis in Klebsiella pneumoniae infection. Int. J. Mol. Sci. 22, 11422. doi: 10.3390/ijms222111422

PubMed Abstract | CrossRef Full Text | Google Scholar

Elsharkawy, M. S., Wang, H. L., Ding, J. Q., Madkour, M., Wang, Q., Zhang, Q., et al. (2022). Transcriptomic analysis of the spleen of different chicken breeds revealed the differential resistance of Salmonella Typhimurium. Genes 13, 811. doi: 10.3390/genes13050811

PubMed Abstract | CrossRef Full Text | Google Scholar

Foster, N., Kyriazakis, I., and Barrow, P. (Eds). (2021). Advancements and Technologies in Pig and Poultry Bacterial Disease Control. Cambridge, MA: Academic Press.

Google Scholar

Gao, J., Yu, W. C., Zhang, C. J., Liu, H. W., Fan, J. G., Wei, J., et al. (2021). The protective effect and mechanism of Aornia melanocarpa Elliot anthocyanins on IBD model mice. Food Biosci. 41, 2212–4292. doi: 10.1016/j.fbio.2021.101075

CrossRef Full Text | Google Scholar

Gaudet, R. G., Guo, C. X., Molinaro, R., Kottwitz, H., Rohde, J. R., Dangeard, A. S., et al. (2017). Innate recognition of intracellular bacterial growth is driven by the TIFA-dependent cytosolic surveillance pathway. Cell Rep. 19, 1418–1430. doi: 10.1016/j.celrep.2017.04.063

PubMed Abstract | CrossRef Full Text | Google Scholar

Goto, R. M., Warden, C. D., Shiina, T., Hosomichi, K., Zhang, J., Kang, T. H., et al. (2022). The Gallus gallus RJF reference genome reveals an MHCY haplotype organized in gene blocks that contain 107 loci including 45 specialized, polymorphic MHC class I loci, 41 C-type lectin-like loci, and other loci amid hundreds of transposable elements. G3 11, jkac218. doi: 10.1093/g3journal/jkac218

CrossRef Full Text | Google Scholar

He, Y., Ayansola, H., Hou, Q. H., Liao, C. Y., Lei, J. Q., Lai, Y. J., et al. (2021). Genistein inhibits colonic goblet cell loss and colorectal inflammation induced by Salmonella Typhimurium infection. Mol. Nutr. Food Res. 65, 2100209. doi: 10.1002/mnfr.202100209

PubMed Abstract | CrossRef Full Text | Google Scholar

Hu, J. L., Yu, H., Kulkarni, R. R., Sharif, S., Cui, S. W., Xie, M. Y., et al. (2015). Modulation of cytokine gene expression by selected Lactobacillus isolates in the ileum, caecal tonsils and spleen of Salmonella-challenged broilers. Avian Pathol. 44, 463–469. doi: 10.1080/03079457.2015.1086725

PubMed Abstract | CrossRef Full Text | Google Scholar

Huang, H. B., Liu, A., Wu, H., Ansari, A. R., Wang, J. X., Huang, X. Y., et al. (2016). Transcriptome analysis indicated that Salmonella lipopolysaccharide-induced thymocyte death and thymic atrophy were related to TLR4-FOS/JUN pathway in chicks. BMC Genomics 17, 1–11. doi: 10.1186/s12864-016-2674-6

PubMed Abstract | CrossRef Full Text | Google Scholar

Huang, J. Q., Liang, L., Cui, K. T., Li, P. Y., Hao, G. J., Sun, S. H., et al. (2022). Salmonella phage CKT1 significantly relieves the body weight loss of chicks by normalizing the abnormal intestinal microbiome caused by hypervirulent Salmonella Pullorum. Poultry Sci. 101, 101668. doi: 10.1016/j.psj.2021.101668

PubMed Abstract | CrossRef Full Text | Google Scholar

Ibrahim, D., Sewid, A. H., Arisha, A. H., Abd El-Fattah, A. H., Abdelaziz, A. M., Al-Jabr, O., et al. (2020). Influence of glycyrrhiza glabra extract on growth, gene expression of gut integrity, and campylobacter jejuni colonization in broiler chickens. Front. Vet. Sci. 7, 612063. doi: 10.3389/fvets.2020.612063

PubMed Abstract | CrossRef Full Text | Google Scholar

Karabasanavar, S. N., Madhavaprasad, B. C., Gopalakrishna, A. S., Hiremath, J., Shivanagowda Patil, G., and Barbuddhe, S. B. (2020). Prevalence of Salmonella serotypes S. Enteritidis and S. Typhimurium in poultry and poultry products. J. Food Safety 40, e12852. doi: 10.1111/jfs.12852

CrossRef Full Text | Google Scholar

Khan, M., Mortuza, A., Blumenthal, E., and Mustafa, A. (2023). Role of elderberry (Sambucus nigra) on the modulation of stress and immune response of Nile tilapia, Oreochromis niloticus. J. Appl. Aquacult. 35, 765–787. doi: 10.1080/10454438.2022.2026269

CrossRef Full Text | Google Scholar

Khan, S., and Chousalkar, K. K. (2020). Transcriptome profiling analysis of caeca in chicks challenged with Salmonella Typhimurium reveals differential expression of genes involved in host mucosal immune response. Appl. Microbiol. Biotechnol. 104, 9327–9342. doi: 10.1007/s00253-020-10887-3

PubMed Abstract | CrossRef Full Text | Google Scholar

Kovács, D., Palkovicsné Pézsa, N., Jerzsele, Á., Süth, M., and Farkas, O. (2022). Protective effects of grape seed oligomeric proanthocyanidins in IPEC-J2–Escherichia coli/Salmonella Typhimurium Co-Culture. Antibiotics 11, 110. doi: 10.3390/antibiotics11010110

PubMed Abstract | CrossRef Full Text | Google Scholar

Lee, J. W., Kim, Y. I., Kim, Y., Choi, M., Min, S., Joo, Y. H>, et al. (2017). Grape seed proanthocyanidin inhibits inflammatory responses in hepatic stellate cells by modulating the MAPK, Akt and NF-κB signaling pathways. Int. J. Mol. Med. 40, 226–234. doi: 10.3892/ijmm.2017.2997

PubMed Abstract | CrossRef Full Text | Google Scholar

Lee, S., Keirsey, K. I., Kirkland, R., Grunewald, Z. I., Fischer, J. G., La, D. e., et al. (2018). Blueberry supplementation influences the gut microbiota, inflammation, and insulin resistance in high-fat-diet–fed rats. J. Nutr. 148, 209–219. doi: 10.1093/jn/nxx027

PubMed Abstract | CrossRef Full Text | Google Scholar

Lépine, A. F. P., de Wit, N., Oosterink, E., Wichers, H., Mes, J., and de Vos, P. (2018). Lactobacillus acidophilus attenuates Salmonella-induced stress of epithelial cells by modulating tight-junction genes and cytokine responses. Front. Microbiol. 9, 1439. doi: 10.3389/fmicb.2018.01439

PubMed Abstract | CrossRef Full Text | Google Scholar

Luo, G., Zhao, L. M., Xu, X. J., Qin, Y. X., Huang, L. X., Su, Y. Q., et al. (2019). Integrated dual RNA-seq and dual iTRAQ of infected tissue reveals the functions of a diguanylate cyclase gene of Pseudomonas plecoglossicida in host-pathogen interactions with Epinephelus coioides. Fish Shellfish Immun. 95, 481–490. doi: 10.1016/j.fsi.2019.11.008

PubMed Abstract | CrossRef Full Text | Google Scholar

Manyi-Loh, C., Mamphweli, S., Meyer, E., and Okoh, A. (2018). Antibiotic use in agriculture and its consequential resistance in environmental sources: potential public health implications. Molecules 23, 795. doi: 10.3390/molecules23040795

PubMed Abstract | CrossRef Full Text | Google Scholar

Meijerink, N., van den Biggelaar, R. H. G. A., van Haarlem, D. A., Stegeman, J. A., Rutten, V. P. M. G., and Jansen, C. A. (2021). Contribution of innate and adaptive immune cells to the elimination of Salmonella enterica serotype Enteritidis infection in young broiler chickens. Cold Spring Harb. Lab. 29, 428771. doi: 10.1101/2021.01.29.428771

CrossRef Full Text | Google Scholar

Meng, Y. Q., Chen, D., Qiu, N., Mine, Y., Keast, R., Meng, S. C., et al. (2022). Comparative N-glycoproteomic analysis of Tibetan and lowland chicken fertilized eggs: implications on proteins biofunction and species evolution. J. Food Biochem. 46, e14006. doi: 10.1111/jfbc.14006

PubMed Abstract | CrossRef Full Text | Google Scholar

Milivojevic, M., Dangeard, A. S., Kasper, C. A., Tschon, T., Emmenlauer, M., Pique, C., et al. (2017). ALPK1 controls TIFA/TRAF6-dependent innate immunity against heptose-1,7-bisphosphate of gram-negative bacteria. Plos Pathog. 13, e1006224. doi: 10.1371/journal.ppat.1006224

PubMed Abstract | CrossRef Full Text | Google Scholar

Ministry of Agriculture of the People's Republic of China (PRC) (2020). Nutrient Requirements of Yellow Chicken. Beijing: China Agricultural Press.

Google Scholar

Molagoda, I. M. N., Lee, K. T., Choi, Y. H., Jayasingha, J. A. C. C., and Kim, G. Y. (2021). Anthocyanins from Hibiscus syriacus L. inhibit NLRP3 inflammasome in BV2 microglia cells by alleviating NF-κB- and ER stress-induced Ca2+ accumulation and mitochondrial ROS production. Oxid. Med. Cell Longev. 4, 1246491. doi: 10.1155/2021/1246491

PubMed Abstract | CrossRef Full Text | Google Scholar

Moreira, V., Stanquevis, R., Amaral, E. P., Lajolo, F. M., and Hassimotto, N. M. A. (2021). Anthocyanins from purple maize (Zea mays L.) downregulate lipopolysaccharide-induced peritonitis in mice by modulating the MyD88 signaling pathway. PharmaNutrition 16, 100265. doi: 10.1016/j.phanu.2021.100265

CrossRef Full Text | Google Scholar

Mshelbwala, F. M., Ibrahim, N. D. G., Saidu, S. N., Kadiri, A. K. F., and Kwanashie, C. N. (2019). Comparison of the clinical signs, pathological and immuohistochemical findings in visceral organs of chickens experimentally infected with Salmonella Zega through three routes. Acta Trop. 200, 105123. doi: 10.1016/j.actatropica.2019.105123

PubMed Abstract | CrossRef Full Text | Google Scholar

Muntjewerff, E. M., Dunkel, G., Nicolasen, M. J. T., Mahata, S. K., and van den Bogaart, G. (2018). Catestatin as a target for treatment of inflammatory diseases. Front. Immunol. 9, 2199. doi: 10.3389/fimmu.2018.02199

PubMed Abstract | CrossRef Full Text | Google Scholar

Muntjewerff, E. M., Tang, K., Lutter, L., Christoffersson, G., Nicolasen, M. J. T., Gao, H., et al. (2021). Chromogranin A regulates gut permeability via the antagonistic actions of its proteolytic peptides. Acta Physiol. 232, e13655. doi: 10.1111/apha.13655

PubMed Abstract | CrossRef Full Text | Google Scholar

Murai, A., Kitahara, K., Terada, H., Ueno, A., Ohmori, Y., Kobayashi, M., et al. (2018). Ingestion of paddy rice increases intestinal mucin secretion and goblet cell number and prevents dextran sodium sulfate-induced intestinal barrier defect in chickens. Poultry Sci. 97, 3577–3586. doi: 10.3382/ps/pey202

PubMed Abstract | CrossRef Full Text | Google Scholar

Nakamura, T., Hashikawa, C., Okabe, K., Yokote, Y., Chirifu, M., Toma-Fukai, S., et al. (2020). Structural analysis of tifA: insight into tifA-dependent signal transduction in innate immunity. Sci. Rep. 10, 5152. doi: 10.1038/s41598-020-61972-6

PubMed Abstract | CrossRef Full Text | Google Scholar

Nasser, A., Mosadegh, M., Azimi, T., and Shariati, A. (2022). Molecular mechanisms of Shigella effector proteins: a common pathogen among diarrheic pediatric population. Mol. Cell. Pediatr. 9, 1–21. doi: 10.1186/s40348-022-00145-z

PubMed Abstract | CrossRef Full Text | Google Scholar

Noer, J. B., Talman, M. L. M., and Moreira, J. M. A. (2021). HLA class II histocompatibility antigen γ chain (CD74) expression is associated with immune cell infiltration and favorable outcome in breast cancer. Cancers 13, 6179. doi: 10.3390/cancers13246179

PubMed Abstract | CrossRef Full Text | Google Scholar

Peng, Y. J., Yan, Y. M., Wan, P., Chen, D., Ding, Y., Ran, L. W., et al. (2019). Gut microbiota modulation and anti-inflammatory properties of anthocyanins from the fruits of Lycium ruthenicum Murray in dextran sodium sulfate-induced colitis in mice. Free Radic. Biol. Med. 136, 96–108. doi: 10.1016/j.freeradbiomed.2019.04.005

PubMed Abstract | CrossRef Full Text | Google Scholar

Peng, Y. J., Yan, Y. M., Wan, P., Dong, W., Huang, K. Y., Ran, L. W., et al. (2020). Effects of long-term intake of anthocyanins from Lycium ruthenicum murray on the organism health and gut microbiota in vivo. Food Res. Int. 130, 108952. doi: 10.1016/j.foodres.2019.108952

PubMed Abstract | CrossRef Full Text | Google Scholar

Perez-Lopez, A., Silva, S., Dillon, N., Brandt, S. L., Gerner, R. R., Melchior, K., et al. (2021). CCL28 modulates neutrophil responses during infection with mucosal pathogens. Cold Spring Harb. Lab. 19, 436197. doi: 10.1101/2021.03.19.436197

CrossRef Full Text | Google Scholar

Purwanti, S., Agustina, L., Jamilah Syamsu, J. A., and Putra, R. D. (2019). Histology of the liver and small intestine broiler using phytobiotic in the ration infected Salmonella pullorum. IOP Conf. Ser.: Earth Environ. Sci. 247, 012054. doi: 10.1088/1755-1315/247/1/012054

CrossRef Full Text | Google Scholar

Ren, Y., Yu, G., Shi, C., Liu, L. M., Guo, Q., Han, C., et al. (2022). Majorbio Cloud: A one-stop, comprehensive bioinformatic platform for multiomics analyses. IMeta 1, e12. doi: 10.1002/imt2.12

CrossRef Full Text | Google Scholar

Richards, A. F., Baranova, D. E., Pizzuto, M. S., Jaconi, S., Willsey, G. G., Torres-Velez, F. J., et al. (2021). Recombinant human secretory iga induces Salmonella typhimurium agglutination and limits bacterial invasion into gut-associated lymphoid tissues. ACS Infect. Dis. 7, 1221–1235. doi: 10.1021/acsinfecdis.0c00842

PubMed Abstract | CrossRef Full Text | Google Scholar

Seong, Y., Lazarus, N. H., Sutherland, L., Habtezion, A., Abramson, T., He, X. S., et al. (2017). Trafficking receptor signatures define blood plasmablasts responding to tissue-specific immune challenge. JCI Insight 2, e90233. doi: 10.1172/jci.insight.90233

PubMed Abstract | CrossRef Full Text | Google Scholar

Shanmugam, S., Park, J. H., Cho, S., and Kim, I. H. (2022). Silymarin seed extract supplementation enhances the growth performance, meat quality, and nutrients digestibility, and reduces gas emission in broilers. Anim. Biosci. 35, 1215. doi: 10.5713/ab.21.0539

PubMed Abstract | CrossRef Full Text | Google Scholar

Song, J., Li, Q. H., Everaert, N., Liu, R. R., Zheng, M. Q., Zhao, G. P., et al. (2020). Effects of inulin supplementation on intestinal barrier function and immunity in specific pathogen-free chickens with Salmonella infection. J. Anim. Sci. 98, skz396. doi: 10.1093/jas/skz396

PubMed Abstract | CrossRef Full Text | Google Scholar

Tian, B. M., Zhao, J. H., An, W., Zhang, J. W., Cao, X., Mi, J. L., et al. (2019). Lycium ruthenicum diet alters the gut microbiota and partially enhances gut barrier function in male C57BL/6 mice. J. Funct. Foods 52, 516–528. doi: 10.1016/j.jff.2018.11.034

CrossRef Full Text | Google Scholar

Tian, B. M., Zhao, J. H., Zhang, M., Chen, Z. F., Ma, Q. Y., Liu, H. C., et al. (2021). Lycium ruthenicum anthocyanins attenuate high-fat diet-induced colonic barrier dysfunction and inflammation in mice by modulating the gut microbiota. Mol. Nutr. Food Res. 65, 2000745. doi: 10.1002/mnfr.202000745

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, G., Song, Q. L., Huang, S., Wang, Y. M., Cai, S., Yu, H. T., et al. (2020). Effect of antimicrobial peptide microcin J25 on growth performance, immune regulation, and intestinal microbiota in broiler chickens challenged with Escherichia coli and Salmonella. Animals 10, 345. doi: 10.3390/ani10020345

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, H., Liu, D., Ji, Y. L., Liu, Y. J., Xu, L., Guo, Y. T., et al. (2020). Dietary supplementation of black rice anthocyanin extract regulates cholesterol metabolism and improves gut microbiota dysbiosis in C57BL/6J mice fed a high-fat and cholesterol diet. Mol. Nutr. Food Res. 64, 1900876. doi: 10.1002/mnfr.201900876

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, X. W., Kang, X. L., Pan, M. X., Wang, M., Zhang, J. Y., Song, H. Q., et al. (2022). Evaluation of the protective immune response induced by an rfbG-deficient Salmonella enterica serovar enteritidis strain as a live attenuated DIVA (differentiation of infected and vaccinated animals) vaccine in chickens. Microbiol. Spectr. 15, 01574–22. doi: 10.1128/spectrum.01574-22

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, Y. M., Li, J. Y., Xie, Y. H., Zhang, H. X., Jin, J. H., Xiong, L. X., et al. (2021). Effects of a probiotic-fermented herbal blend on the growth performance, intestinal flora and immune function of chicks infected with Salmonella pullorum. Poultry Sci. 100, 101196. doi: 10.1016/j.psj.2021.101196

PubMed Abstract | CrossRef Full Text | Google Scholar

Wu, Q. J., Wang, Y. Q., and Qi, Y. X. (2017). Influence of procyanidin supplementation on the immune responses of broilers challenged with lipopolysaccharide. Anim. Sci. J. 88, 983–990. doi: 10.1111/asj.12729

PubMed Abstract | CrossRef Full Text | Google Scholar

Wu, Q. J., Zheng, X. C., Wang, T., and Zhang, T. Y. (2018). Effects of oridonin on immune cells, Th1/Th2 balance and the expression of BLys in the spleens of broiler chickens challenged with Salmonella pullorum. Res. Vet. Sci. 119, 262–267. doi: 10.1016/j.rvsc.2018.07.008

PubMed Abstract | CrossRef Full Text | Google Scholar

Xie, S., Zhang, H., Matjeke, R. S., Zhao, J. Y., and Yu, Q. H. (2021). Bacillus coagulans protect against Salmonella enteritidis-induced intestinal mucosal damage in young chickens by inducing the differentiation of goblet cells. Poultry Sci. 101, 101639. doi: 10.1016/j.psj.2021.101639

PubMed Abstract | CrossRef Full Text | Google Scholar

Yang, S., Wang, C., Li, X. Y., Wu, C. E., Liu, C., Xue, Z. H., et al. (2021). Investigation on the biological activity of anthocyanins and polyphenols in blueberry. J. Food Sci. 86, 614–627. doi: 10.1111/1750-3841.15598

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhang, H. Y., Pan, S. Q., Zhang, K. Y., Michiels, J., Zeng, Q. F., Ding, X. M., et al. (2020). Impact of dietary manganese on intestinal barrier and inflammatory response in broilers challenged with Salmonella typhimurium. Microorganisms 8, 757. doi: 10.3390/microorganisms8050757

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhang, J., Goto, R. M., Psifidi, A., Stevens, M. P., Taylor, R. L., Miller, M. M., et al. (2021). Research note: MHCY haplotype impacts Campylobacter jejuni colonization in a backcross [(Line 6(1) x Line N) x Line N] population. Poultry Sci. 101, 101654. doi: 10.1016/j.psj.2021.101654

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhang, J., Malo, D., Mott, R., Panthier, J. J., Montagutelli, X., Jaubert, J., et al. (2018). Identification of new loci involved in the host susceptibility to Salmonella Typhimurium in collaborative cross mice. BMC Genomics 19, 303. doi: 10.1186/s12864-018-4667-0

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhang, J. B., Goto, R. M., Honaker, C. F., Siegel, P. B., Taylor, R. L., Parmentier, H. K., et al. (2021). Association of MHCY genotypes in lines of chickens divergently selected for high or low antibody response to sheep red blood cells. Poultry Sci. 101, 101621. doi: 10.1016/j.psj.2021.101621

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhang, X. S., Song, M. Z., Lv, P. H., Hao, G. J., and Sun, S. H. (2022). Effects of Clostridium butyricum on intestinal environment and gut microbiome under Salmonella infection. Poultry Sci. 101, 102077. doi: 10.1016/j.psj.2022.102077

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhao, J., Ma, J. X., Zhang, Q., Tian, J. L., Wang, Y. H., Meng, X. J., et al. (2020). Cyanidin-3-glucoside attenuates silica-induced pulmonary inflammatory responses by modulating T cell immune responses and STAT1/STAT3 signaling. J. Funct. Foods 68, 103911. doi: 10.1016/j.jff.2020.103911

CrossRef Full Text | Google Scholar

Zhao, L. M., Hu, S. M., Davila, M. L., Yang, J., Lin, Y. D., Albanese, J. M., et al. (2020). Coordinated co-migration of CCR10+ antibody-producing B cells with helper T cells for colonic homeostatic regulation. Mucosal Immunol. 14, 420–430. doi: 10.1038/s41385-020-0333-3

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: bilberry anthocyanin, Salmonella Typhimurium, immune status, transcriptome, proteome, yellow-feathered chicks

Citation: Zhang S, Wang Q, Ye J, Fan Q, Lin X, Gou Z, Azzam MM, Wang Y and Jiang S (2023) Transcriptome and proteome profile of jejunum in chickens challenged with Salmonella Typhimurium revealed the effects of dietary bilberry anthocyanin on immune function. Front. Microbiol. 14:1266977. doi: 10.3389/fmicb.2023.1266977

Received: 26 July 2023; Accepted: 13 October 2023;
Published: 20 November 2023.

Edited by:

George Grant, University of Aberdeen, United Kingdom

Reviewed by:

Samara Paula Mattiello, University of Tennessee Southern, United States
Marco Larrea-Álvarez, Espiritu Santo University, Ecuador

Copyright © 2023 Zhang, Wang, Ye, Fan, Lin, Gou, Azzam, Wang and Jiang. 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: Yibing Wang, wangyibing77@163.com; Shouqun Jiang, jiangshouqun@gdaas.cn

Disclaimer: 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.