ORIGINAL RESEARCH article

Front. Immunol., 21 April 2021

Sec. Comparative Immunology

Volume 12 - 2021 | https://doi.org/10.3389/fimmu.2021.639489

Transcriptional Profiles of Genes Related to Stress and Immune Response in Rainbow Trout (Oncorhynchus mykiss) Symptomatically or Asymptomatically Infected With Vibrio anguillarum

  • 1. Key Laboratory of Mariculture (Ocean University of China), Ministry of Education (KLMME), Ocean University of China, Qingdao, China

  • 2. Department of Anatomy, Physiology, and Pharmacology, Auburn University College of Veterinary Medicine, Auburn, AL, United States

Article metrics

View details

15

Citations

4,4k

Views

1,8k

Downloads

Abstract

Rainbow trout (Oncorhynchus mykiss) is one of the most common aquaculture fish species worldwide. Vibriosis disease outbreaks cause significant setbacks to aquaculture. The stress and immune responses are bidirectionally modulated in response to the health challenges. Therefore, an investigation into the regulatory mechanisms of the stress and immune responses in trout is invaluable for identifying potential vibriosis treatments. We investigated the transcriptional profiles of genes associated with stress and trout immune functions after Vibrio anguillarum infection. We compared the control trout (CT, 0.9% saline injection), asymptomatic trout (AT, surviving trout with minor or no symptoms after bacteria injection), and symptomatic trout (ST, moribund trout with severe symptoms after bacteria injection). Our results showed activated immunomodulatory genes in the cytokine network and downregulated glucocorticoid and mineralocorticoid receptors in both AT and ST, indicating activation of the proinflammatory cytokine cascade as a common response in AT and ST. Moreover, the AT specifically activated the complement- and TNF-associated immune defenses in response to V. anguillarum infection. However, the complement and coagulation cascades, as well as steroid hormone homeostasis in ST, were disturbed by V. anguillarum. Our studies provide new insights toward understanding regulatory mechanisms in stress and immune functions in response to diseases.

Highlights

  • Asymptomatic and symptomatic trout mounted different immune responses

  • V. anguillarum infection activated the proinflammatory cytokine cascade

  • The complement- and TNF-related immune defenses were specifically activated in asymptomatic trout

  • Diverse functions were identified among three novel c3-1 subtypes

Graphical Abstract

Introduction

Teleosts have to cope with various challenges, including the diversity of the potential environmental stimuli and pathogen load (1, 2). Although teleosts respond differently to stressors and the immune responses also remain species-specific, environmental and aquaculture insults can trigger defensive reactions of fish, including the activation of the stress response (3, 4). Based on energy balance, the stress response results in energy redistribution with the ultimate purpose to restore homeostasis, thus saving the energy that is not necessary to survive and enabling fishes to prepare for “fight” or “flight” (57). For example, a slightly activated stress response could enhance immune competence (fight), while a prolonged stress response suppresses immune function (flight) (8).

Cortisol and its receptors [glucocorticoid receptor (GR) and mineralocorticoid receptor (MR) (9)] play an important role in regulating crosstalk between the stress response and immune networks. Activation of the GR (or MR) may serve as an early danger alarm and enable the immune system to prepare for the fight against health challenges (10, 11). Moreover, GR (or MR) activation modulates the leukocyte-regulated immune responses and negotiates the initiation and efficacy of immune functions (1). Inflammation serves as the first step of immunomodulation in response to infection or irritation (12). Proinflammatory cytokines, such as interleukin 1 (IL-1) and tumor necrosis factor α (TNFα) (5), act as an important defense mechanism against pathogens. The stress response typically regulates the immune response by suppressing the synthesis and release of proinflammatory cytokines in both mammals and teleosts (1315).

In the mid-1980s, a series of papers published in Science showed that proinflammatory cytokines act as stress-response regulators [reviewed in (16)]. Another previous study showed that cytokines regulate stress responses in mammals by decreasing GR expression, blocking GR translocation, and disrupting GR-DNA binding in the nucleus (17). In response to pathogen infection, the homeostatic interaction between the stress response and cytokine-induced inflammation in teleosts is more complicated, showing no negative or positive correlation among various teleosts. For example, the stress response (mimicked by cortisol) does not affect cytokine gene expression in rainbow trout (Oncorhynchus mykiss); however, the stress response did reduce the stimulated gene expression of all cytokines in gilthead sea bream (Sparus aurata) (11). In the European sea bass (Dicentrarchus labrax), genes associated with glucocorticoid synthesis and inflammatory responses are simultaneously upregulated after Vibrio anguillarum infection (5). These studies indicate that the interplay between stress and immune responses is differentially regulated in various teleost species.

In addition to the cytokines, the complement cascade is also involved in immunomodulation in response to pathogen invasion. The complement system, which was identified a century ago, is the most ancient and essential immune system component [reviewed in (1820)]. The complement system is the first immune response against invading pathogens and orchestrates the subsequent immunological and inflammatory processes associated with detection, destruction, and elimination of the microbial intruders [Reviewed in (1820)]. The mammalian complement repertoire includes ~35 plasma (hydrophilic)- and membrane (hydrophobic)-bound complement proteins (21). Although the mammalian complement system can be activated by the classical, lectin, or alternative pathways, all three pathways share the common step of activating the component C3 (18). The physiological functions and signaling cascades of the complement system are mostly conserved between mammals and teleosts (22, 23). An activated complement system will release complement protein fragments that typically kill the microbial intruders and orchestrate immunological and inflammatory homeostasis (22). Early studies in rainbow trout showed that the complement system accounts for resistance to furunculosis or vibriosis (24, 25). These two highly contagious diseases cause excessive trout mortality, which leads to significant aquacultural economic loss.

Infectious diseases are constant threats to aquaculture and larviculture, causing significant financial losses due to high infectivity and mortality (11). V. anguillarum, the causative agent of vibriosis, is a gram-negative bacteria that causes severe, frequently deadly hemorrhagic septicemia in teleosts (26, 27). The previous studies showed that fish exhibit higher individual variations in response to pathogen infection (2830). Genetic factors that favor the survival of asymptomatic individuals could be used as targets for selecting disease-resistant fish, thus reducing economic loss from infectious disease (31). Although accumulating studies have been focused on generating disease (or stress)-resistant fish strains, the mechanisms remain largely unknown (31, 32). Investigation of the target genes and pathways associated with disease-resistant could potentially provide molecular markers for genetic breeding.

Rainbow trout (Oncorhynchus mykiss) is one of the most common aquaculture fish species worldwide (Food and Agriculture Organization of the United Nations); however, the trout industry is severely affected by vibriosis (27). In this study, the RNA-Seq datasets were retrieved from our previous studies (33, 34), and we analyzed a total of 27 RNA-Seq libraries. Briefly, we investigated control trout (0.9% saline-injection), asymptomatic trout (AT; surviving trout with minor or no symptoms after V. anguillarum injection), and symptomatic trout (ST; moribund trout with severe symptoms after V. anguillarum injection). The brain, kidney, and spleen were collected for RNA-Seq. Previous studies in trout revealed important genes involved in regulating stress responses and immune functions (3540); therefore, we targeted these candidate genes (Figure 1). Our studies showed that complement- and TNF-associated immune defenses were specifically activated in AT. Our studies provide new insights into the stress-immune network in response to pathogen infection in trout and provide potential molecular markers for genetic breeding of disease-resistant trout populations.

Figure 1

Materials and Methods

Ethics Statement

Experiments in this study were conducted in accordance with Guidelines of Animal Research and Ethics Committees of Ocean University of China (Permit Number: 20141201), U.K. Animals (Scientific Procedures) Act, 1986 and associated guidelines, EU Directive 2010/63/EU for animal experiments, and use of laboratory animals (NIH Publications No. 8023, revised 1978) National Institutes of Health Guide for the Care and Use of Laboratory Animals (NIH publication no. 8023, revised 1978). No endangered or protected animal species were used. The effects of sex were not considered because trout juveniles are sexually immature.

Animals

Rainbow trout juveniles were obtained from Linqu Salmon and Trout Aquatic Breeding LLC (Weifang, Shandong, China). These juveniles were from the same full-sibling family batch and spawned on the same day with synchronized development. Trout were acclimatized for 14 days in indoor cuboidal tanks equipped with a water pump, chiller system, sand filter, and biofilter at the Experimental Fish Facility in Key Laboratory of Mariculture, Ocean University of China. According to the Standards of Linxia Salmon and National Trout Elite Breeding and Protection Farm (Linxia, Gansu, China, Approved by Department of Agriculture, China, 2009), trout were cultured at ~16°C and ~7 mg/L of dissolved oxygen. Trout were fed a commercial pellet twice a day at 7% of total body weight.

V. anguillarum

The V. anguillarum strain was obtained from the Laboratory of Pathology and Immunology of Aquatic Animals, Ocean University of China (41, 42). The bacteria were grown overnight at 28°C in 2216E medium. The bacterial suspension was then centrifuged and resuspended with 0.01 M phosphate-buffered saline (PBS, pH = 7.2). V. anguillarum suspension density was adjusted to serial dilutions for preliminary testing: 109, 108, or 107 colony forming units (CFU)/ml (33).

Experimental Design

This manuscript used the same RNA-Seq samples previously described in two papers evaluating the growth hormone and insulin-like growth factor axes, as well as the caspase gene family in rainbow trout (33, 34). Previous studies showed 107 to 109 CFU/ml of V. anguillarum could cause vibriosis in rainbow trout and other teleosts (5, 4143). Our published paper further showed that V. anguillarum of 107 CFU/ml at 20°C exhibited mild to moderate symptoms of vibriosis disease with a relatively lower mortality (33). Therefore, trout were challenged by 107 CFU/ml of V. anguillarum at 20°C. In the control group, 90 trout were randomly distributed into three tanks, with 30 trout in each tank. The control trout (CT) were intraperitoneally injected with 200 μl physiological saline (saline-challenged, 0.9% NaCl). In the challenged group, 90 trout were equally and randomly distributed into three tanks. Trout of the challenged group were challenged by intraperitoneal injection of 200 μl V. anguillarum (107 CFU/ml). In challenged groups, the first three erratically swimming moribund trout showing severe symptoms, such as hemorrhage in fins, in tank #1 were pooled as sample #1 of the symptomatic trout (ST). After 120 h post-challenge, the three surviving trout with minor or no symptoms were pooled as sample #1 of the asymptomatic trout (AT) (Figure 1). Likewise, sample #2 of ST and AT, as well as sample #3 of ST and AT, were collected from tank #2 and tank #3, respectively (Figure 1). Trout were anesthetized by MS-222 (35–45 mg/L [ppm]) before sampling. Biological samples of organs and tissues (brain, spleen, kidney, liver, and gill) were isolated and stored at −80°C for further analysis.

RNA-Seq Analysis

A total of 27 libraries [3 tissues (brain, kidney, spleen) × 3 replicated samples (each sample contained three pooled individuals × 3 treatment groups] was constructed via the TruSeq™ RNA Sample Prep Kit (Illumina, CA, USA). This study used the same RNA-Seq data with our previously published paper (33, 34), but we focused on different functional genes and used various analyses. The sequence reads are available from the NCBI sequence read archive (SRA) with the accession number of PRJNA667799.

Novel Gene(s) Identification

The amino acid sequences of trout novel C3-1 proteins, and zebrafish (Danio rerio), southern catfish (Silurus meridionalis), rat (Rattus norvegicus), and human (Homo sapiens) C3 proteins were used for the phylogenetic analysis and sequence alignment. Phylogenetic analyses were plotted using the Neighbor-joining (N-J) method via MEGA 7, with 1000 bootstrap replications for phylogeny. The SWISS-MODEL between trout and mammalian C3 proteins was generated using the SWISS-MODEL (https://swissmodel.expasy.oAT/) (44, 45). The mammalian C3 with an intact thioester at 3Å resolution [PDB ID: 2B39 (46)] was used as the template. Comparison of the domains between trout and mammalian C3 and the cartoon, stick, and sphere structures of the proteins were generated with the PyMOL software package (47, 48).

Statistical Analysis

Based on published papers on biomedical and fishery studies (4951), the peak intensity tables of selected genes were uploaded to the websites of MetaboAnalyst and NetworkAnalyst (ATtps://www.xialab.ca/tools.xATml) for data processing and analyses (52). The uploaded data (count normalized by DESeq2 package in the R software (53)) were performed by sum normalization, thus obtaining the belt data (Poisson) distribution for further statistical analysis (Figure S1). In the multivariate analysis module of MetaboAnalyst, the normalized data were then subject to principal component analysis (PCA) and partial least squares discriminant analysis (PLSDA) for pattern discovery (Figure S1). Genes of each pairwise comparison (ST/CT, AT/CT, or AT/ST) were selected to create a heatmap (Based on log10(normalized count+1)) and correlation analysis (with Pearson’s correlation) (51).

Results

Differentially Expressed Genes Between ST and CT

The heatmap displayed the transcriptional profile of genes associated with the stress response, cytokines and cellular functions, and the complement system between ST and CT (Figures 2A–C). The overall transcriptional profiles of target genes in ST and CT in response to V. anguillarum infection were summarized by PCA (Figure 2D). Red dots show the vector containing overall gene expression in CT, and green dots showed the vector containing overall gene expression in ST. Separated PCA vectors were present, indicating that the V. anguillarum infection resulted in different profiles of genes associated with the stress response, cytokines and cellular functions, and the complement system between ST and CT (Figure 2D). The loading plot of PCA shows the genes exerting stronger influences on PCA analysis (Figure 2E, points far away from the zero point, Table S1).

Figure 2

The volcano plots showed that, compared to CT, the ST showed significantly downregulated kidney mrα, mrβ, c7-2, and cd93, and spleen grα, grβ, c7-2, and c1qa, and brain c7-2 and c3-4 (Figures 2F, G). Compared to CT, the kidney il11, mbl-h2, and c3-1b1, and spleen il1β1, il1β2, il8, tnfα2, c3-1a, c3-1b1, and c3-3 were significantly upregulated in ST (Figures 2F, G). The genes showed in volcano plots were labeled in the loading plot (Figure 2E).

The correlation analysis of all target genes is depicted using a heatmap (Figure 2H and Figure S2). The Pearson correlation coefficients showed that the kidney mrα or mrβ exhibited strong negative relationships with the cytokines of il1β3, il4, il8, and tnfα3 (Figures 2H–J). The spleen grβ showed negative relationships with il1β1, il1β2, il8, and tnfα2 (Figures 2H, K).

Differentially Expressed Genes Between AT and CT

The transcriptional profiles of genes involved in the stress response, cytokines, cellular functions, and the complement system between AT and CT were shown by heatmap (Figures 3A–C). Separated PCA plots indicate that genes related to cytokines, the stress response, cellular functions, and the complement system were differently expressed in AT and CT (Figure 3D). The loading plot showed the genes significantly involved in the separated PCA plots (Figure 3E, points far away from the zero point, Table S2).

Figure 3

The volcano plots showed that, compared to CT, the AT showed downregulated kidney c7-2, cd93, and spleen mrα, mrβ, grβ, hsd11β2, c7-2, c6, and c8g, and brain c7-2 (Figures 3F, G). The AT exhibited significantly upregulated kidney il1β2, il11, c4, and mbl-h2, and spleen il1β1, il1β2, il1β3, il6, tnfα3, cfb, cfp1, c3-1b2, c3-3, and bcf2-b (Figures 3F, G). These genes were highlighted in the loading plot (Figure 3E).

Heatmap showing the Pearson correlation coefficients of genes (Figure 3H and Figure S3). Pearson correlation coefficients showed that the spleen mrα or mrβ exhibited strong negative relationships with the cytokines of il1β1, il1β2, il1β3 and tnfα3 (Figures 3H–J). The spleen grβ exhibited negative Pearson correlation coefficients with il1β3, and tnfα3 (Figures 3H, L), while the kidney grα showed negative relationships with il1β1, il1β3, tnfα1 and tnfα3 (Figures 3H, K).

Differentially Expressed Genes Between ST and AT

We compared the overall gene expression between ST and AT by heatmap (Figures 4A–C). In PCA plots, vectors showing gene expression in ST were separated from those showing gene expression in AT, demonstrating differential gene expression between ST and AT in response to V. anguillarum infection (Figure 4D). The loading plot showed key genes resulting in discrimination and stronger influences on PCA vectors (Figure 4E, points far away from the zero point, Table S3).

Figure 4

Volcano plots showed the expression of genes (kidney hsd11β2, sod3, mrα, and mrβ, and spleen c1qa, and brain pomcβ, cat, c3-4, and c7-2) in ST were significantly lower than those of AT (Figures 4F, G). Compared to AT, ST showed upregulated gene expression of spleen c7-1 and c3-1b1 and brain c8g (Figures 4F, G). The Pearson correlation coefficients of target genes are indicated by a heatmap (Figure 4H and Figure S4). The kidney grα and grβ showed strong negative relationships with the cytokines of il10b and il4, respectively (Figures 4H, I, K).

Identification of Novel c3 Gene Subtypes

We identified three novel c3 gene subtypes in RNA-Seq data. Based on the alignment of the amino acid sequences, these three C3 proteins showed the conserved functional domains, including the ANATO domain, thioester domain, and C3-convertase cleavage site (Figure 5A and the whole sequences alignment are shown in Figure S7). Based on mammalian C3 (PDB ID: 2B39), the SWISS-MODEL illustrated conserved motifs between trout and mammalian C3 with blue cartoons (Figure 5B and Figures S7, S8, S9A, S9B, S9C). Red and green boxes mark the ANATO and thioester domains, respectively (Figures 5B, C). The comparison of the thioester (green) and ANATO (red) domains between trout and mammalian C3 are shown in cartoons (Figure 5C and Figures S9B, S9C). The conserved amino acid sequences of GCGEQ in thioester domain were labeled (Figure 5C, top figure). The locations were adjacent, and the identities were identical for both GCGEQ sequences of mammalian and trout C3 (Figure 5C, top figure; Figure S9C). Likewise, the ANATO domains of both mammalian and trout C3 are similarly organized, and their amino acid sequences were highly identical (Figure 5C, bottom figure; Figure S9B). The gene expression levels of three c3 were shown (Figures S9D–F). Compared to CT, the ST showed significantly upregulated c3-1a and c3-1b1 expression in the kidney and spleen (Figures S9D, E).

Figure 5

Functional Enrichment Analysis of DEGs

Compared to CT, the AT showed upregulated Ko04610 (complement and coagulation cascades) in the kidney and spleen (Figure 5D). In contrast, the ST showed a downregulated Ko04610 pathway in the brain, kidney, and spleen (Figure 5D). No significant changes in the Ko04610 pathway were observed in the kidney and spleen between AT and ST. The overlapping genes in the Ko04610 pathway are shown in Venn diagrams (Figures S9G, S9H), and their expression levels among CT, AT, or ST were shown by heatmap (Figures S9I–S9L).

We showed grα and grβ were shared in the list of DEGs between groups of CT and ST or CT and AT. In the gene ontologies (GO) terms involved in grα and grβ, 8 GO terms were shared between the comparisons of CT and ST or CT and AT (Figure 6A, details in Table 2). Three GO terms were specifically enriched in the comparison of CT and ST (Figure 6B, details in Table 2), and five GO terms were specifically enriched in the comparison of CT and AT (Figure 6B, details in Table 2). Likewise, tnfα subtypes were shared in the DEGs list between CT and ST or CT and AT. Five GO terms associated with tnfα were both identified between the comparisons of CT and ST or CT and AT (Figure 6C, details in Table 2). Three GO terms were specifically enriched in the comparison of CT and ST (Figure 6D, Details in Table 2), and 14 GO terms were specifically enriched in the comparison of CT and AT (Figure 6D, details in Table 2).

Figure 6

Genes of mrα and mrβ were identified in the list of DEGs between the comparison of ST and AT. Based on the KEGG database, four pathways that are associated with functions of steroid hormones were enriched (Figure 7A), including ko04960 (aldosterone-regulated sodium reabsorption, Figure 7B), ko04978 (mineral absorption), ko00140 (steroid hormone biosynthesis, Figure 7C) and ko04913 (ovarian steroidogenesis, Figure 7D).

Figure 7

Discussion

Several studies have already focused on reactions of stress- and immune-related functions to V. anguillarum infection in teleosts, showing the teleosts exhibit species-specific modulations (1, 5, 11). Therefore, we evaluated stress response and immune network changes in trout after V. anguillarum infection. Previous studies evaluated the immunomodulation of European sea bass and flounder (Paralichthys olivaceus) with V. anguillarum concentration of 107 CFU/ml (5, 54). Consistently, our preliminary trial showed trout challenged by 107 CFU/ml of V. anguillarum exerted mild to moderate symptoms compared to trout infected by 108 or 109 CFU/ml of V. anguillarum (33). In brief, trout challenged by 107 CFU/ml of V. anguillarum began to die within 24 h after challenge and the mortality is around 20% within 120 h after challenge (33). Moreover, the RNA-seq and qPCR data consistently showed the ST and AT exerted different expressions of genes in caspase family (34). For example, ST showed higher up-regulated casp8, which is involved in apoptosis regulation, pathogen detection and immunomodulation (34). In this study, based on multivariate analysis of PCA, significant differences in the transcriptional profiles of stress and immune-related genes were observed in trout between the pairwise comparisons of CT, AT, and ST (Figures 2D4D and Figure S1). The analysis of gene expression and pathway enrichment showed that the proinflammatory cytokine cascade response, which is potentially caused by M1 macrophage polarization, is activated in both AT and ST (Figures 6 and 8). However, the complement system showed phenotype-specific responses between AT and ST (Figures 6 and 8).

Figure 8

Complement System

The C3 serves as a major acute-phase protein (55). The expression of c3 gene subtypes is significantly upregulated in response to bacterial or LPS stimulation in multiple teleosts, including the dojo loach (Misturnus anguillicaudatus), rainbow trout, southern catfish (Silurus meridionalis), and grass carp (Ctenopharyngodon idella) (5659). Consistently, our study found that the trout c3 gene subtypes showed upregulation in responses to V. anguillarum infection. Salmonidae species, such as trout and salmon, experienced four rounds of genome duplication. Consequently, the genetic expansions are characterized by duplicated functional gene copies (paralogs) in Salmonidae fishes (60, 61). Previous studies identified multiple trout c3 subtypes (c3-1, c3-3, and c3-4) with functional diversity (62, 63). Our study identified three novel subtypes within c3-1 (c3-1a, c3-1b1, and c3-1b2) (Figure 5 and Figures S7–S9). These genes exhibited conserved sequence identity but specific expression patterns in responses to V. anguillarum infection (Figure 5 and Figures S7–S9), indicating that these genes can encode bioactive proteins with diversity in functions.

The complement system served as a major governor of inflammatory responses (64). The homeostasis of inflammatory reactions plays a vital role in modulating health balance. Either inefficient or overactive activation of the complement system could disturb the homeostasis, which is detrimental for health balance (64, 65). Compared to CT, the kidney and spleen of ST exhibited downregulated complement cascades (Ko04610). Previous studies in mice indicated that the inefficient activation of complement cascades might be associated with increased susceptibility to infectious diseases (64, 66). Therefore, the ST showed severe symptoms in response to V. anguillarum infection. The complement and coagulation cascades belong to a complex inflammation regulatory network (67, 68). In most of the pathophysiological processes, both the complement and coagulation cascades are activated simultaneously (69). Consistent with the downregulated complement cascades, key genes in coagulation cascades were downregulated in the kidney and spleen of ST, including vwf subtypes (von Willebrand factor), α2m (α-2-macroglobulin), and f13a (Coagulation factor XIII A chain). The ST also showed downregulated platelet activation (ko04611, Figure S10). The downregulated coagulation cascades and platelet activation probably caused severe hemorrhages in the fins, kidneys, and other visceral masses in ST, all of which were lethal to the trout. Studies in biomedical and fishery sciences showed healthy individuals could efficiently regulate the complement system, thus not only preventing the complement(s) exhaustion but also enabling the complement(s) to restore (21, 70). However, the moribund trout might fail to efficiently regulate the complement system. The complement exhaustion further reduced the defense to pathogen infection and eventually caused the worse outcomes (death) (71, 72).

The complement system can activate the innate immune system and thus play an essential role in linking the innate and adaptive systems in mammals and teleosts (18, 35, 55, 73). The AT showed upregulated complement and coagulation cascades, enabling the AT to fight the inflammatory pathogenesis and prevents life-threatening bleeding (69). Consistently, AT had higher fga and fgb expression (fga and fgb: fibrinogen α/β chain, which has a significant function in hemostasis, Figure S10). Based on these pieces of evidence, we propose that the different responses of complement and coagulation cascades might link to varying phenotypes of trout in response to V. anguillarum infection. A recent study showed that complement cascades serve as a bridge between immunomodulation in trout in response to bacterial infection (74), consistent with what we found in our study.

Cytokine Networks

The cytokine networks govern the normal development and physiology in animals, and dysregulations of cytokine networks are involved in pathophysiological alternations (75). In humans, the IL1 serves as the most potent endogenous pyrogens in organisms affected by infectious diseases (76, 77). Likewise, IL1 plays an apical role in initiating inflammatory responses in teleosts (78), and V. anguillarum infection results in significantly upregulated il1β in teleosts, including Atlantic cod (Gadus morhua), sea bream, and European sea bass (7982). Our study showed that ST and AT exhibited significantly upregulated il1β subtypes (Figures 2 and 3, Table 1). ST and AT also showed upregulated tnfα subtypes (Figures 2 and 3, Table 1), which was consistent with a previous study showing that the functions of IL1 and TNF largely overlap in teleosts (83). Indeed, the IL1 and TNF work synergistically, and the TNF usually acts as the first cytokine to follow an IL1 surge in an inflammatory response (83). Like IL1β, IL11 could regulate a series of important immunomodulatory effects by affecting proliferation and differentiation of hematopoietic progenitors, thus serving as a multifunctional modulator (84, 85). Studies showed kidney il11 was significantly upregulated in response to bacterial pathogens in golden pompano (Trachinotus ovatus) (86), which is in line with our results (Figures 2 and 3, Table 1).

Table 1

GeneFull NameFunction DescriptionGene IDExpression patterns between the pairwise comparisons
ST vs. CTAT vs. CTST vs. AT
pomcβ (B)pro-opiomelanocortin βstimulate the adrenal glands to release cortisol.The stress responseNM_001124719.1down
mrα (K)mineralocorticoid receptor αmineralocorticoids/glucocorticoid receptorNM_001124730.1downdown
mrβ (K)mineralocorticoid receptor βmineralocorticoids/glucocorticoid receptorNM_001124740.1downdown
mrα (S)mineralocorticoid receptor αmineralocorticoids/glucocorticoid receptorNM_001124730.1down
mrβ (S)mineralocorticoid receptor βmineralocorticoids/glucocorticoid receptorNM_001124740.1down
grα (S)glucocorticoid receptor αregulate inflammation, cellular proliferation, and differentiationNM_001124730.1down
grβ (S)glucocorticoid receptor βregulate inflammation, cellular proliferation, and differentiationNM_001124482.1downdown
hsd11β2 (S)corticosteroid 11β dehydrogenase isozyme 2catalyzes the conversion of cortisol to the inactive metabolite cortisoneNM_001124218.1down
hsd11β2 (K)corticosteroid 11β dehydrogenase isozyme 2catalyzes the conversion of cortisol to the inactive metabolite cortisoneNM_001124218.1down
il1β1 (S)interleukin 1β1endogenous pyrogenCytokinesNM_001124347.2upup
il1β2 (S)interleukin 1β2endogenous pyrogenXM_021622166.1upup
il1β2 (K)interleukin 1β2endogenous pyrogenXM_021622166.1up
il1β3 (S)interleukin 1β3endogenous pyrogenXM_021590496.1/AJ557021.2up
tnfα2 (S)tumor necrosis factor α2potent pyrogen by stimulation of interleukin-1NM_001124374.1up
tnfα3 (S)tumor necrosis factor α3potent pyrogen by stimulation of interleukin-1XM_021559781.1up
il6 (S)interleukin 6stimulate lymphocyte and monocyte differentiationNM_001124657.1up
il8 (S)interleukin 8response to an inflammatory stimulusNM_001124362.1up
il11 (K)interleukin 11stimulate proliferation of hematopoietic stem cells and megakaryocyte progenitor cellsNM_001124382.1/AJ535687upup
sod3 (K)extracellular superoxide dismutase (Cu-Zn)convert superoxide radicals into hydrogen peroxide and oxygenXM_021619043.1down
cat (B)catalaseprotect cells from the toxic effects of hydrogen peroxideXM_021564294.1down
c3-1a (S)Complement C3-1Aactivation of the complement systemComplementsXM_021561545.2up
c3-1b1 (K)Complement C3-1B1activation of the complement systemXM_021561577.2upup
c3-1b1 (S)Complement C3-1B1activation of the complement systemXM_021561577.2upup
c3-1b2 (S)Complement C3-1B2activation of the complement systemXM_021595453.2up
c3-3 (S)Complement C3-3activation of the complement systemXM_021568201.2upup
c3-4 (B)Complement C3-4activation of the complement systemXM_021557344.2downdown
c4 (K) or c4bComplement C4classical complement pathwayNM_001124385.1upup
c6 (S)Complement C6play a key role in the innate and adaptive immune responseNM_001124621.1down
c7-1 (S)
or c7b
Complement C7-1play a key role in the innate and adaptive immune responseNM_001124618.1upup
c7-2 (S)
or c7a
Complement C7-2play a key role in the innate and adaptive immune responseNM_001124407.1downdown
c7-2 (K)
or c7a
Complement C7-2play a key role in the innate and adaptive immune responseNM_001124407.1downdown
c7-2 (B)
or c7a
Complement C7-2play a key role in the innate and adaptive immune responseNM_001124407.1downdowndown
c8g (S)Complement component C8 gamma chainregulate complement bindingNP_001117880.1down
c8g (B)Complement component C8 gamma chainregulate complement bindingNP_001117880.1up
cfb (S)Complement factor Balternate pathway of the complement systemXM_036933232.1up
bfc2b (S)Complement factor B/C2-BNM_001124201up
cfp1 (S)Properdina positive regulator of the alternate pathway of complementXM_021566443.2up
c1qa (S)Complement C1q subcomponent subunit Athe first component of the serum complement systemXM_036968033.1downdown
cd93 (K)Complement component C1q receptorenhancement of phagocytosis in monocytes and macrophagesXM_021574853.2downdown
mbl-h2 (K)Mannan-binding lectin H2calcium-dependent lectin involved in innate immune defenseNM_001160480.1upup

Gene list of Figures 24.

In addition to upregulated cytokine genes (il1β subtypes, tnfα subtypes, and il11), ST and AT showed specifically upregulated il8 and il6, respectively (Figures 2 and 3). IL6 and IL8 are two important proinflammatory cytokines that play an important role in regulating local or systemic inflammation (87). Studies showed both IL1α and IL1β subtypes could initiate the signal transduction and trigger the expression of IL6 and IL8 (12, 88). Consistently, this study revealed strong positive relationships between the expression of il6/il8 and il1β subtypes (Figures 2 and 3, Figures S2, S3, S6). For example, the il1β3 and il6 were both upregulated in AT rather than ST (Figures 3). During evolution, the IL1α is evolving faster than IL1β, thus resulting in decreased sequence and functional homology between trout and mammalian IL1α orthologs (89, 90). Our further studies will investigate whether the evolutionally conserved IL1β exhibits subtype-specific IL6/IL8 expression regulation.

Compared to trout in ST, trout in AT exhibited more upregulated GO terms associated with immune defenses and the resulting intracellular signaling (Figure 6 and Table 2), including GO:0051607, defense response to virus; GO:0035631, CD40 receptor complex; GO:0002768, immune response-regulating cell surface receptor signaling pathway; GO:2000353, positive regulation of endothelial cell apoptotic process; GO:0043123, positive regulation of I-κB kinase/NF-κB signaling; GO:0051092, positive regulation of NF-κB transcription factor activity; and GO:0042531, positive regulation of tyrosine phosphorylation of STAT protein. Despite limited studies on TNF-regulated intercellular and intracellular signaling transduction in teleosts, the in vivo studies on humans and rodents provide a potential model that could describe the immune mechanisms specifically activated in AT. Relevant to the GO terms of GO:2000353, GO:0043123, GO:0051092, and GO:0042531, previous biomedical studies showed TNFα activates the intracellular NF-κB signaling, while the cytoplasmic STAT serves as a negative regulator of TNFα-triggered NF-κB activation (91). The activation of NF-κB signaling and NF-κB transcriptional factors maintains an evolutionarily conserved and important role in initiating and coordinating the innate and adaptive immune responses (92). The phosphorylated STAT dimer will translate and localize to the nucleus, where it cannot interact with the TNFα-receptor complex. STAT localization to the nucleus allows a more robust TNFα-triggered NF-κB activation (91), enabling the trout to activate the immune defenses in response to V. anguillarum infection (Figure 6E).

Table 2

GO TermFunction DescriptionUp- or Downregulation
The enriched GO terms that are shared in comparisons of ST vs. CT and AT vs. CT
GO:0004883glucocorticoid receptor activityMolecular function, The stress responseDown
GO:0038050glucocorticoid-activated sequence-specific DNA bindingMolecular function, The stress responseDown
GO:0031963cortisol receptor activityMolecular function, The stress responseDown
GO:1990794basolateral part of the cellCellular componentDown
GO:0005496steroid-bindingMolecular function, The stress responseDown
GO:0045944positive regulation of transcription by RNA polymerase IIBiological process, TranscriptionDown
GO:0051414response to cortisolBiological process, The stress responseDown
GO:0098531direct ligand regulated sequence-specific DNA bindingMolecular function, TranscriptionDown
GO:0042832defense response to protozoanBiological process, ImmunomodulationUp
GO:0032735positive regulation of interleukin-12 productionBiological process, ImmunomodulationUp
GO:0043491protein kinase B signalingBiological process, ImmunomodulationUp
GO:0030890positive regulation of B cell proliferationBiological process, ImmunomodulationUp
The enriched GO terms that are specifically identified in ST vs. CT
GO:0046688response to copper ionBiological processDown
GO:0071383cellular response to steroid hormone stimulusBiological process, The stress responseDown
GO:0010628positive regulation of gene expressionBiological process, The stress responseDown
GO:0006955immune responseBiological process, ImmunomodulationUp
GO:0031625ubiquitin-protein ligase bindingMolecular function, ImmunomodulationUp
GO:0005164tumor necrosis factor receptor bindingMolecular function, ImmunomodulationUp
The enriched GO terms that are specifically identified in AT vs. CT
GO:0005737cytoplasmCellular componentDown
GO:0001046core promoter sequence-specific DNA bindingMolecular function, TranscriptionDown
GO:0003700DNA-binding transcription factor activityMolecular function, TranscriptionDown
GO:1990239steroid hormone bindingMolecular function, The stress responseDown
GO:0006325chromatin organizationBiological process, TranscriptionDown
GO:0051607defense response to virusesBiological process, ImmunomodulationUp
GO:0090037positive regulation of protein kinase C signalingBiological process, SignalingUp
GO:0048304positive regulation of isotype switching to IgG isotypesBiological process, ImmunomodulationUp
GO:0035631CD40 receptor complexCellular component, ImmunomodulationUp
GO:0002768immune response-regulating cell surface receptor signaling pathwayBiological process, ImmunomodulationUp
GO:2000353positive regulation of endothelial cell apoptotic processBiological process, ImmunomodulationUp
GO:0051023regulation of immunoglobulin secretionBiological process, ImmunomodulationUp
GO:0051092positive regulation of NF-κB transcription factor activityBiological process, ImmunomodulationUp
GO:0043123positive regulation of I-κB kinase/NF-κB signalingBiological process, ImmunomodulationUp
GO:0043536positive regulation of blood vessel endothelial cell migrationBiological processUp
GO:0042531positive regulation of tyrosine phosphorylation of STAT proteinBiological process, ImmunomodulationUp
GO:0042113B cell activationBiological process, ImmunomodulationUp
GO:0009897external side of plasma membraneCellular componentUp
GO:0043547positive regulation of GTPase activityBiological processUp

The enriched GO term lists.

Glucocorticoid Receptor and Mineralocorticoid Receptor

In addition to the GR, the teleost MR also serves as a receptor for stress perception. Our results showed the asymptomatic trout showed upregulated kidney mrα and mrβ expression. Consistently, previous studies showed MR and/or GR are expressed in immune tissues and regulate the immunomodulation (9395). Moreover, increased stress hormone levels are observed in trout and zebrafish treated with the V. anguillarum vaccine (1, 96). Indeed, bidirectional communication exists between stress and immune responses, and low levels of stress (eustress) may result in enhanced immune competence (97). The slightly upregulated mrα and mrβ could act as an alarm and stimulate the immune system to fight against V. anguillarum infection, consistent with previous studies (10, 11).

Studies on humans, rodents, and other mammals showed that cytokines could affect the genes associated with the stress response through cytokine-specific mechanisms. For example, IL1 and IL6 exhibit positive effects, while the TNFα exhibits the opponent manners (16, 98, 99). These cytokines have also been reported to dysregulate and/or block the functions of GR subtypes (17). In teleosts, the immune responses regulated by the interactions between the genes in the stress response and cytokine networks are not homogeneous. Previous studies showed it is greatly affected by specific characteristics of challenges (environmental stressors or disease pathogens), target tissues (in vitro or in vivo; peripheral tissues or mucosal surfaces), and the adaptive life story of each species (bream, bass, or trout) (1, 5, 13, 100). In this study, the results showed that downregulated mr and gr subtypes exhibited strong negative relationships with cytokine genes of il1β and tnfα subtypes in AT and ST (Figures 2 and 3), which were partially consistent with the results in mammalian studies. Previous studies in sea bream showed that the stress response can suppress the gene expression of cytokines (13). These results indicated that the stress response and cytokine networks are intimately and bidirectionally linked, enabling teleosts to cope with challengers from environmental stimuli and/or pathogen invasion (8, 10, 83, 97).

After V. anguillarum infection, ST and AT both exhibited significantly downregulated GO terms associated with functions of grα and grβ (GO:0004883, glucocorticoid receptor activity; GO:0031963, cortisol receptor activity; GO:0005496, steroid binding), and significantly upregulated GO terms that are involved in tnfα-regulated immune responses (GO:0042832, defense response to protozoan; GO:0030890, positive regulation of B cell proliferation) (Figure 6 and Table 2). The upregulated il1β, il6, il8, and tnfα genes are markers of M1 macrophage polarization, which activates the proinflammatory cytokine cascade against the pathogen invasion (101). The M1 macrophage-triggered proinflammatory cytokine cascade is suppressed by glucocorticoids and GR in basal conditions, but is activated by downregulated glucocorticoids and GR in an active infection (102). In this study, both ST and AT exhibited downregulated GO terms associated with cortisol and cortisol receptor functions and upregulated M1 macrophage polarization markers. These results suggest that activation of the proinflammatory cytokine cascade by M1 macrophage polarization is a general response for trout to fight pathogen invasion.

Compared to trout of AT, four KEGG pathways involved in steroid hormone biosynthesis and functions were downregulated in ST (Figure 7). Steroid hormones, which include corticosteroids and sex steroids, play an important role in regulating homeostasis via modulating metabolism, immunomodulation, salt balance, water balance, and reproduction. The KEGG analysis revealed that the genes associated with the biosynthesis of corticosteroids and sex steroids (ko04913 and ko00140) were significantly downregulated, suggesting that V. anguillarum infection severely dysregulated the homeostasis of the steroid hormone network in trout of ST (Figure 7E). The dyshomeostasis of steroid hormone might disturb the bidirectional link between stress and immune responses. Thus, steroid hormone receptors (such as kidney mr subtypes) might fail to transduce the “alarm” of pathogen infection to immune systems in symptomatic trout. Based on previous studies, the well-orchestrated stress response can be divided into three phases: alarm, resistance, and exhaustion (103105). Downregulated steroid hormone biosynthesis might indicate that the ST was in an exhaustion phase, which is consistent with the human study showing death may be associated with an exhausted adrenal cortex (106108).

Previously published chapters in the book of Fish Physiology (Biology of Stress in Fish, Volume 35) showed that, with the perception of health challenges, the induction of neuroendocrine cascades serves as the primary responses. The secondary response to stressors includes the physiological adjustments of hydromineral balance and immune function (3, 7, 109). Hydromineral dysfunction is a typical stress response because the altered adrenaline, which is induced by stressors, can change the gill blood flow and gill permeability and dysregulate the cardiovascular and respiratory functions (7, 109, 110). Consistently, our studies showed significantly downregulated KEGG pathways associated with aldosterone-regulated salt and water balance (ko04960 and ko04978) (Figure 7E), indicating that ST trout show hydromineral dyshomeostasis. Previous studies in Chinook salmon (Oncorhynchus tshawytscha) showed the hydromineral balance is changed during euthanasia (111), which is consistent with our KEGG results. Based on this data, we propose positive feedback between severe infection and imminent death: (1) infection and its resulting stress response disturb the hydromineral homeostasis, thus resulting in a moribund condition. (2) The moribund condition further exacerbated the dyshomeostasis of hydromineral functions, leading to death.

Conclusions

Based on pairwise comparisons of CT, AT, and ST, we found the CT, AT, and ST show distinct transcriptional profiles of genes in stress and immune networks (Figure 8). The AT exhibited the eustress response, and eustress can stimulate the immune system to fight against bacterial infection. The ST exhibited a strong stress response, and the distress resulted in a secondary stress response, thus exacerbating immune dysfunctions and hydromineral dyshomeostasis. Regarding the immunomodulation, analysis of gene expression and pathway enrichments showed activation of the proinflammatory cytokine is a general response of AT and ST in responses to V. anguillarum infection. Additionally, the specifically upregulated complement and coagulation cascades and TNF-associated immune defenses probably enable the AT to fight the inflammatory pathogenesis and the resulting bleeding.

Funding

Research in the authors’ laboratories is supported by grants from blue granary science and technology innovation (2019YFD0901000) and major technology innovation & application projects in Shandong province-breeding of the excellent trout species for open-sea farming (SD2019YY006).

Statements

Data availability statement

The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.

Ethics statement

Experiments in this study were conducted in accordance with Guidelines of Animal Research and Ethics Committees of Ocean University of China (Permit Number: 20141201), U.K. Animals (Scientific Procedures) Act, 1986 and associated guidelines, EU Directive 2010/63/EU for animal experiments, and use of laboratory animals (NIH Publications No. 8023, revised 1978) National Institutes of Health Guide for the Care and Use of Laboratory Animals (NIH publication no. 8023, revised 1978). No endangered or protected animal species were used. The effects of sex were not considered because trout juveniles are sexually immature.

Author contributions

Conceptualization: H-SW, J-FL, M-ZZ, and Z-SH. Project administration: Y-RX, CZ, and H-KZ. Supervision: H-SW, J-FL, and Z-SH. Methodology: Y-RX, CZ, H-KZ, X-DY, and M-QL. Writing—original draft: H-SW, Z-SH, and JD. Writing—review and editing: H-SW, Z-SH, and JD. All authors contributed to the article and approved the submitted version.

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.

Supplementary material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fimmu.2021.639489/full#supplementary-material

Abbreviations

CT, control trout; AT, asymptomatic trout; ST, symptomatic trout; DEGs, differential expression genes; GO, gene ontology; GR, glucocorticoid receptor; GH-IGF, growth hormone-insulin-like growth factor; KEGG, Kyoto Encyclopedia of Genes and Genomes; MR, mineralocorticoid receptor; PCA, principal component analysis; V. anguillarum, Vibrio anguillarum.

References

  • 1

    KhansariARBalaschJCVallejos-VidalEParraDReyes-LópezFETortL. Comparative immune-and stress-related transcript response induced by air exposure and Vibrio anguillarum bacterin in rainbow trout (Oncorhynchus mykiss) and gilthead seabream (Sparus aurata) mucosal surfaces. Front Immunol (2018) 9:856. doi: 10.3389/fimmu.2018.00856

  • 2

    YuYWangQHuangZLDingLXuZ. Immunoglobulins, Mucosal Immunity and Vaccination in Teleost Fish. Front Immunol (2020) 11:2597. doi: 10.3389/fimmu.2020.567941

  • 3

    BartonB,A. Stress in fishes: a diversity of responses with particular reference to changes in circulating corticosteroids. Integr. Comp Biol (2002) 42:517–25. doi: 10.1093/icb/42.3.517

  • 4

    HolmHSantiNKjøglumSPerisicNSkugorSEvensenØ. Difference in skin immune responses to infection with salmon louse (Lepeophtheirus salmonis) in Atlantic salmon (Salmo salar L.) of families selected for resistance and susceptibility. Fish Shellfish. Immunol (2015) 42:384–94. doi: 10.1016/j.fsi.2014.10.038

  • 5

    Reyes-LópezFEAertsJVallejos-VidalEAmpeBDierckensKTortLet al. Modulation of innate immune-related genes and glucocorticoid synthesis in gnotobiotic full-sibling European sea bass (Dicentrarchus labrax) larvae challenged with Vibrio anguillarum. Front Immunol (2018) 9:914. doi: 10.3389/fimmu.2018.00914

  • 6

    WingfieldJCKitayskyAS. Endocrine responses to unpredictable environmental events: stress or anti-stress hormones? Integr Comp Biol (2002) 42:600–9. doi: 10.1093/icb/42.3.600

  • 7

    SchreckCBTortL. The concept of stress in fish. In: SchreckCBTortLFarrellAPBrauneCJ, editors. Fish PhysiologyVol. 35. Cambridge: Academic Press-Elsevier (2016). p. 134.

  • 8

    YadaTTortL. Stress and disease resistance: immune system and immunoendocrine interactions. In: SchreckCBTortLFarrellAPBrauneCJ, editors. Fish PhysiologyVol. 35. Cambridge: Academic Press-Elsevier (2016). p. 365403.

  • 9

    ColombeLFostierABuryNPakdelFGuiguenY. A mineralocorticoid-like receptor in the rainbow trout, Oncorhynchus mykiss: cloning and characterization of its steroid binding domain. Steroids (2000) 65:319–28. doi: 10.1016/S0039-128X(00)00090-8

  • 10

    TortL. Stress and immune modulation in fish. Dev Comp Immunol (2011) 35:1366–75. doi: 10.1016/j.dci.2011.07.002

  • 11

    KhansariARParraDReyes-LópezFETortL. Modulatory in vitro effect of stress hormones on the cytokine response of rainbow trout and gilthead sea bream head kidney stimulated with Vibrio anguillarum bacterin. Fish Shellfish Immunol (2017) 70:736–49. doi: 10.1016/j.fsi.2017.09.009

  • 12

    OrjaloAVBhaumikDGenglerBKScottGKCampisiJ. Cell surface-bound IL-1α is an upstream regulator of the senescence-associated IL-6/IL-8 cytokine network. Proc Natl Acad Sci USA (2009) 106:17031–6. doi: 10.1073/pnas.0905299106

  • 13

    KhansariARParraDReyes-LópezFETortL. Cytokine modulation by stress hormones and antagonist specific hormonal inhibition in rainbow trout (Oncorhynchus mykiss) and gilthead sea bream (Sparus aurata) head kidney primary cell culture. Gen Comp Endocrinol (2017) 250:122–35. doi: 10.1016/j.ygcen.2017.06.005

  • 14

    PhilipAMKimSDVijayanMM. Cortisol modulates the expression of cytokines and suppressors of cytokine signaling (SOCS) in rainbow trout hepatocytes. Dev Comp Immunol (2012) 38:360–7. doi: 10.1016/j.dci.2012.07.005

  • 15

    KimMHYangJYUpadhayaSDLeeHJYunCHHaJK. The stress of weaning influences serum levels of acute-phase proteins, iron-binding proteins, inflammatory cytokines, cortisol, and leukocyte subsets in Holstein calves. J Vet Sci (2011) 12:151–7. doi: 10.4142/jvs.2011.12.2.151

  • 16

    SilvermanMNPearceBDBironCAMillerAH. Immune modulation of the hypothalamic-pituitary-adrenal (HPA) axis during viral infection. Viral Immunol (2005) 18:4178. doi: 10.1089/vim.2005.18.41

  • 17

    PaceTWWMillerAH. Cytokines and glucocorticoid receptor signaling: relevance to major depression. Ann Rev NY Acad Sci (2009) 1179:86. doi: 10.1111/j.1749-6632.2009.04984.x

  • 18

    CarrollMC. The complement system in regulation of adaptive immunity. Nat Immunol (2004) 5:981–6. doi: 10.1038/ni1113

  • 19

    RicklinDHajishengallisGYangKLambrisJD. Complement: a key system for immune surveillance and homeostasis. Nat Immunol (2010) 11:785–97. doi: 10.1038/ni.1923

  • 20

    KolevMLe FriecGKemperC. Complement—tapping into new sites and effector systems. Nat Rev Immunol (2014) 14:811–20. doi: 10.1038/nri3761

  • 21

    CarrollMVSimRB. Complement in health and disease. Advanced Drug Delivery Rev (2011) 63:965–75. doi: 10.1016/j.addr.2011.06.005

  • 22

    HollandMCHLambrisJD. The complement system in teleosts. Fish Shellfish Immunol (2002) 12:399420. doi: 10.1006/fsim.2001.0408

  • 23

    ZhangSCCuiPF. Complement system in zebrafish. Dev Comp Immunol (2014) 46:310. doi: 10.1016/j.dci.2014.01.010

  • 24

    HarrellLWEtlingerHMHodginsHO. Humoral factors important in resistance of salmonid fish to bacterial disease. II. Anti-Vibrio anguillarum activity in mucus and observations on complement. Aquaculture (1976) 7:363–70. doi: 10.1016/0044-8486(76)90133-2

  • 25

    HollebecqMGFaivreBBourmaudCMichelC. Spontaneous bactericidal and complement activities in serum of rainbow trout (Oncorhynchus mykiss) genetically selected for resistance or susceptibility to furunculosis. Fish Shellfish Immunol (1995) 5:407–26. doi: 10.1006/fsim.1995.0040

  • 26

    NakaHCrosaJH. Genetic determinants of virulence in the marine fish pathogen Vibrio anguillarum. Fish Pathol (2011) 46:110. doi: 10.3147/jsfp.46.1

  • 27

    FransIMichielsCWBossierPWillemsKALievensBRediersH. Vibrio anguillarum as a fish pathogen: virulence factors, diagnosis and prevention. J Fish Dis (2011) 34:643–61. doi: 10.1111/j.1365-2761.2011.01279.x

  • 28

    WohlfarthGMoavRHulataGBeilesA. Genetic variation in seine escapability of the common carp. Aquaculture (1975) 5:375–87. doi: 10.1016/0044-8486(75)90057-5

  • 29

    Tadmor-LeviRAsoulinEGnHDavidL. Studying the genetics of resistance to CyHV-3 disease using introgression from feral to cultured common carp strains. Front Genet (2017) 8:24. doi: 10.3389/fgene.2017.00024

  • 30

    GerwickLCorley-SmithGBayneCJ. Gene transcript changes in individual rainbow trout livers following an inflammatory stimulus. Fish Shellfish Immunol (2007) 22:157–71. doi: 10.1016/j.fsi.2006.04.003

  • 31

    Tadmor-LeviRDoron-FaigenboimAMarcos-HadadEPetitJLHulataGForlenzaMet al. Different transcriptional response between susceptible and resistant common carp (Cyprinus carpio) fish hints on the mechanism of CyHV-3 disease resistance. BMC Genomics (2019) 20:117. doi: 10.1186/s12864-019-6391-9

  • 32

    GeGLongYShiLRenJYanJLiCet al. Transcriptomic profiling revealed key signaling pathways for cold tolerance and acclimation of two carp species. BMC Genomics (2020) 21:115. doi: 10.1186/s12864-020-06946-8

  • 33

    HouZSXinYRZengCZhaoHKYuanTLiJFet al. GHRH-SST-GH-IGF Axis Regulates Crosstalk between Growth and Immunity in Rainbow Trout (Oncorhynchus mykiss) Infected with Vibrio anguillarum. Fish Shellfish Immunol (2020) 106:887–97. doi: 10.1016/j.fsi.2020.08.037

  • 34

    ZengCHouZSZhaoHKXinYRLiuMQYangXDet al. Identification and characterization of caspases genes in rainbow trout (Oncorhynchus mykiss) and their expression profiles after Aeromonas salmonicida and Vibrio anguillarum infection. Dev Comp Immunol (2021) 118:103987. doi: 10.1016/j.dci.2020.103987

  • 35

    KöbisJMReblAKühnCKorytářTKöllnerBGoldammerT. Comprehensive and comparative transcription analyses of the complement pathway in rainbow trout. Fish Shellfish Immunol (2015) 42:98107. doi: 10.1016/j.fsi.2014.10.032

  • 36

    RoyJLarroquetLSurgetALanuqueASandresFTerrierFet al. Impact on cerebral function in rainbow trout fed with plant based omega-3 long chain polyunsaturated fatty acids enriched with DHA and EPA. Fish Shellfish Immunol (2020) 103:409–20. doi: 10.1016/j.fsi.2020.05.044

  • 37

    SandhuNMcGeerJCVijayanMM. Exposure to environmental levels of waterborne cadmium impacts corticosteroidogenic and metabolic capacities, and compromises secondary stressor performance in rainbow trout. Aquat Toxicol (2014) 146:20–7. doi: 10.1016/j.aquatox.2013.10.010

  • 38

    KiilerichPServiliAPeronSValotaireCGoardonLLeguenIet al. Regulation of the corticosteroid signalling system in rainbow trout HPI axis during confinement stress. Gen Comp Endocrinol (2018) 258:184–93. doi: 10.1016/j.ygcen.2017.08.013

  • 39

    KiilerichPGeffroyBValotaireCPrunetP. Endogenous regulation of 11-deoxycorticosterone (DOC) and corticosteroid receptors (CRs) during rainbow trout early development and the effects of corticosteroids on hatching. Gen Comp Endocrinol (2018) 265:2230. doi: 10.1016/j.ygcen.2018.05.031

  • 40

    RosengrenMThörnqvistPOWinbergSSundellK. The brain-gut axis of fish: rainbow trout with low and high cortisol response show innate differences in intestinal integrity and brain gene expression. Gen Comp Endocrinol (2018) 257:235–45. doi: 10.1016/j.ygcen.2017.09.020

  • 41

    TangXZhouLZhanW. Isolation and characterization of pathogenic Listonella anguillarum of diseased half-smooth tongue sole (Cynoglossus semilaevis Günther). J Ocean Univ China (2008) 7:343–51. doi: 10.1007/s11802-008-0343-3

  • 42

    XingJXuHWangYTangXShengXZhanW. Protective efficacy of six immunogenic recombinant proteins of Vibrio anguillarum and evaluation them as vaccine candidate for flounder (Paralichthys olivaceus). Microb Pathog (2017) 107:155–63. doi: 10.1016/j.micpath.2017.03.027

  • 43

    BuchCSighJNielsenJLarsenJLGramL. Production of acylated homoserine lactones by different serotypes of Vibrio anguillarum both in culture and during infection of rainbow trout. Syst Appl Microbiol (2003) 26:338–49. doi: 10.1078/072320203322497365

  • 44

    WaterhouseABertoniMBienertSStuderGTaurielloGGumiennyRet al. SWISS-MODEL: homology modelling of protein structures and complexes. Nucleic Acids Res (2018) 46:W296–303. doi: 10.1093/nar/gky427

  • 45

    StuderGRempferCWaterhouseAMGumiennyRHaasJSchwedeT. QMEANDisCo—distance constraints applied on model quality estimation. Bioinformatics (2020) 36:1765–71. doi: 10.1093/bioinformatics/btz828

  • 46

    FredslundFJennerLHustedLBNyborgJAndersenGRSottrup-JensenL. The structure of bovine complement component 3 reveals the basis for thioester function. J Mol Biol (2006) 361:115–27. doi: 10.1016/j.jmb.2006.06.009

  • 47

    DeLanoWL. Pymol: An open-source molecular graphics tool. CCP4 Newsletter on protein crystallography (2002) 40:8292.

  • 48

    YuanSChanHCSFilipekSVogelH. PyMOL and Inkscape bridge the data and the data visualization. Structure (2016) 24:2041–2. doi: 10.1016/j.str.2016.11.012

  • 49

    MoutonAJMaYGonzalezOJRDasekeMJFlynnERFreemanTCet al. Fibroblast polarization over the myocardial infarction time continuum shifts roles from inflammation to angiogenesis. Basic Res Cardiol (2019) 114:6. doi: 10.1007/s00395-019-0715-4

  • 50

    ZhaoHSoufanOXiaJTangRLiLLiD. Transcriptome and physiological analysis reveal alterations in muscle metabolisms and immune responses of grass carp (Ctenopharyngodon idellus) cultured at different stocking densities. Aquaculture (2019) 503:186–97. doi: 10.1016/j.aquaculture.2019.01.003

  • 51

    PangZChongJLiSXiaJ. MetaboAnalystR 3.0: Toward an Optimized Workflow for Global Metabolomics. Metabolites (2020) 10:186. doi: 10.3390/metabo10050186

  • 52

    ChongJWishartDSXiaJ. Using metaboanalyst 4.0 for comprehensive and integrative metabolomics data analysis. Curr Protoc Bioinf (2019) 68:e86. doi: 10.1002/cpbi.86

  • 53

    LoveMIHuberWAndersS. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol (2014) 15:550. doi: 10.1186/s13059-014-0550-8

  • 54

    XingJXuHTangXShengX. Zhan W. A DNA vaccine encoding the VAA gene of Vibrio anguillarum induces a protective immune response in flounder. Front Immunol (2019) 10:499. doi: 10.3389/fimmu.2019.00499

  • 55

    NakaoMTsujikuraMIchikiSVoTKSomamotoT. The complement system in teleost fish: progress of post-homolog-hunting researches. Dev Comp Immunol (2011) 35:1296–308. doi: 10.1016/j.dci.2011.03.003

  • 56

    MengXShenYWangSXuXDangYLZhangMet al. Complement component 3 (C3): an important role in grass carp (Ctenopharyngodon idella) experimentally exposed to Aeromonas hydrophila. Fish Shellfish Immunol (2019) 88:189–97. doi: 10.1016/j.fsi.2019.02.061

  • 57

    XuYYuYZhangXHuangZLiHDongSet al. Molecular characterization and expression analysis of complement component 3 in dojo loach (Misgurnus anguillicaudatus). Fish Shellfish Immunol (2018) 72:484–93. doi: 10.1016/j.fsi.2017.11.022

  • 58

    LøvollMFischerUMathisenGSBøgwaldJOtotakeMDalmoRA. The C3 subtypes are differentially regulated after immunostimulation in rainbow trout, but head kidney macrophages do not contribute to C3 transcription. Vet Immunol Immunopathol (2007) 117:284–95. doi: 10.1016/j.vetimm.2007.03.005

  • 59

    FuY-WZhuC-KZhangQ-Z. Molecular characterization and expression analysis of complement component C3 in southern catfish (Silurus meridionalis) and a whole mount in situ hybridization study on its ontogeny. Fish Shellfish Immunol (2019) 84:865–75. doi: 10.1016/j.fsi.2018.10.083

  • 60

    BerthelotCBrunetFChalopinDJuanchichABernardMPNoëlBet al. The rainbow trout genome provides novel insights into evolution after whole-genome duplication in vertebrates. Nat Commun (2014) 5:110. doi: 10.1038/ncomms4657

  • 61

    MacqueenDJGarcia de la serranaDJohnstonIA. Evolution of ancient functions in the vertebrate insulin-like growth factor system uncovered by study of duplicated salmonid fish genomes. Mol Biol Evol (2013) 30:1060–76. doi: 10.1093/molbev/mst017

  • 62

    ZarkadisIKSarriasMRSfyroeraGSunyerJOLambrisJD. Cloning and structure of three rainbow trout C3 molecules: a plausible explanation for their functional diversity. Dev Comp Immunol (2001) 25:1124. doi: 10.1016/S0145-305X(00)00039-2

  • 63

    SunyerJOZarkadisIKSahuALambrisJD. Multiple forms of complement C3 in trout that differ in binding to complement activators. Proc Natl Acad Sci USA (1996) 93:8546–51. doi: 10.1073/pnas.93.16.8546

  • 64

    WasiakSGilhamDTsujikawaLMHallidayCCalosingCJahagirdarRet al. Downregulation of the complement cascade in vitro, in mice and in patients with cardiovascular disease by the BET protein inhibitor apabetalone (RVX-208). J Cardiovasc Transl Res (2017) 10:337–47. doi: 10.1007/s12265-017-9755-z

  • 65

    MerleNSNoeRHalbwachs-MecarelliLFremeaux-BacchiVRoumeninaLT. Complement system part II: role in immunity. Front Immunol (2015) 6:257. doi: 10.3389/fimmu.2015.00257

  • 66

    HertleEStehouwerCDAVan GreevenbroekMMJ. The complement system in human cardiometabolic disease. Mol Immunol (2014) 61:135–48. doi: 10.1016/j.molimm.2014.06.031

  • 67

    AmaraUFlierlMARittirschDKlosAChenHAckerBet al. Molecular intercommunication between the complement and coagulation systems. J Immunol (2010) 185:5628–36. doi: 10.4049/jimmunol.0903678

  • 68

    RittirschDFlierlMAWardPA. Harmful molecular mechanisms in sepsis. Nat Rev Immunol (2008) 8:776–87. doi: 10.1038/nri2402

  • 69

    MarkiewskiMMNilssonBEkdahlKNMollnesTELambrisJD. Complement and coagulation: strangers or partners in crime? Trends Immunol (2007) 28:184–92. doi: 10.1016/j.it.2007.02.006

  • 70

    SakaiDK. Repertoire of complement in immunological defense mechanisms of fish. Annu Rev Fish Dis (1992) 2:223–47. doi: 10.1016/0959-8030(92)90065-6

  • 71

    YuanYRenJMCaoSZhangWLiJ. Exogenous C3 protein enhances the adaptive immune response to polymicrobial sepsis through down-regulation of regulatory T cells. Int Immunopharmacol (2012) 12:271–7. doi: 10.1016/j.intimp.2011.11.022

  • 72

    RenJMZhaoYYuanYHanGLiWHuangQet al. Complement depletion deteriorates clinical outcomes of severe abdominal sepsis: a conspirator of infection and coagulopathy in crime? PloS One (2012) 7:e47095. doi: 10.1371/journal.pone.0047095

  • 73

    SunyerJOBoshraHLorenzoGParraDFreedmanBIBoschN. Evolution of complement as an effector system in innate and adaptive immunity. Immunol Res (2003) 27:549–64. doi: 10.1385/IR:27:2-3:549

  • 74

    JiLSunGLiXLiuY. Comparative transcriptome analysis reveals the mechanism of β-glucan in protecting rainbow trout (Oncorhynchus mykiss) from Aeromonas salmonicida infection. Fish Shellfish Immunol (2020) 98:8799. doi: 10.1016/j.fsi.2019.12.022

  • 75

    BecherBSpathSGovermanJ. Cytokine networks in neuroinflammation. Nat Rev Immunol (2017) 17:4959. doi: 10.1038/nri.2016.123

  • 76

    DinarelloCA. Interleukin-1β, Interleukin-18, and the Interleukin-1β Converting Enzyme a. Ann Rev NY Acad Sci (1998) 856:111. doi: 10.1111/j.1749-6632.1998.tb08307.x

  • 77

    ButtiniMBoddekeH. Peripheral lipopolysaccharide stimulation induces interleukin-1β messenger RNA in rat brain microglial cells. Neuroscience (1995) 65:523–30. doi: 10.1016/0306-4522(94)00525-A

  • 78

    DinarelloCA. Immunological and inflammatory functions of the interleukin-1 family. Annu Rev Immunol (2009) 27:519–50. doi: 10.1146/annurev.immunol.021908.132612

  • 79

    CaipangCM,AHynesNPuangkaewJBrinchmannM,FKironV. Intraperitoneal vaccination of Atlantic cod, Gadus morhua with heat-killed Listonella anguillarum enhances serum antibacterial activity and expression of immune response genes. Fish Shellfish Immunol (2008) 24:314–22. doi: 10.1016/j.fsi.2007.11.018

  • 80

    López-CastejónGSepulcreMPRocaFJCastellanaBPlanasJVMeseguerJet al. The type II interleukin-1 receptor (IL-1RII) of the bony fish gilthead seabream Sparus aurata is strongly induced after infection and tightly regulated at transcriptional and post-transcriptional levels. Mol Immunol (2007) 44:2772–80. doi: 10.1016/j.molimm.2006.10.027

  • 81

    MeloniMCandussoSGaleottiMVolpattiD. Preliminary study on expression of antimicrobial peptides in European sea bass (Dicentrarchus labrax) following in vivo infection with Vibrio anguillarum. A time course experiment. Fish Shellfish Immunol (2015) 43:8290. doi: 10.1016/j.fsi.2014.12.016

  • 82

    SeppolaMLarsenANSteiroKRobertsenBJensenI. Characterisation and expression analysis of the interleukin genes, IL-1β, IL-8 and IL-10, in Atlantic cod (Gadus morhua L.). Mol Immunol (2008) 45:887–97. doi: 10.1016/j.molimm.2007.08.003

  • 83

    EngelsmaMYHuisingMOvan MuiswinkelWBFlikGKwangJSavelkoulHFJet al. Neuroendocrine–immune interactions in fish: a role for interleukin-1. Vet Immunol Immunopathol (2002) 87:467–79. doi: 10.1016/S0165-2427(02)00077-6

  • 84

    DuXXWilliamsDA. Interleukin-11: a multifunctional growth factor derived from the hematopoietic microenvironment. Blood (1994) 83:2023–30. doi: 10.1182/blood.V83.8.2023.2023

  • 85

    HuisingMOKruiswijkCPvan SchijndelJESavelkoulHFJFlikGVerburg-van KemenadeBML. Multiple and highly divergent IL-11 genes in teleost fish. Immunogenetics (2005) 57:432–43. doi: 10.1007/s00251-005-0012-2

  • 86

    WuYZhouYCaoZSunYChenYXiangYet al. Comparative analysis of the expression patterns of IL-1β, IL-11, and IL-34 in golden pompano (Trachinotus ovatus) following different pathogens challenge. Fish Shellfish Immunol (2019) 93:863–70. doi: 10.1016/j.fsi.2019.08.018

  • 87

    SharmaASatyamASharmaJB. Leptin, IL-10 and inflammatory markers (TNF-α, IL-6 and IL-8) in pre-eclamptic, normotensive pregnant and healthy non-pregnant women. Am J Reprod Immunol (2007) 58:2130. doi: 10.1111/j.1600-0897.2007.00486.x

  • 88

    ApteRNDotanSElkabetsMWhiteMRReichECarmiYet al. The involvement of IL-1 in tumorigenesis, tumor invasiveness, metastasis and tumor-host interactions. Cancer Metastasis Rev (2006) 25:387408. doi: 10.1007/s10555-006-9004-4

  • 89

    ZouJCunninghamCSecombesCJ. The rainbow trout Oncorhynchus mykiss interleukin-1β gene has a different organization to mammals and undergoes incomplete splicing. Eur J Biochem (1999) 259:901–8. doi: 10.1046/j.1432-1327.1999.00121.x

  • 90

    HughesAL. Evolution of the interleukin-1 gene family in mammals. J Mol Evol (1994) 39:612. doi: 10.1007/BF00178244

  • 91

    WesemannDRBenvenisteEN. STAT-1α and IFN-γ as modulators of TNF-α signaling in macrophages: regulation and functional implications of the TNF receptor 1: STAT-1α complex. J Immunol (2003) 171:5313–9. doi: 10.4049/jimmunol.171.10.5313

  • 92

    GhoshSKarinM. Missing pieces in the NF-κB puzzle. Cell (2002) 109:S81–96. doi: 10.1016/S0092-8674(02)00703-1

  • 93

    Verburg-Van KemenadeBMLStolteEHMetzJRChadzinskaM. Neuroendocrine–immune interactions in teleost fish. Fish Physiol (2009) 28:313–64. doi: 10.1016/S1546-5098(09)28007-1

  • 94

    YadaTHyodoSSchreckCB. Effects of seawater acclimation on mRNA levels of corticosteroid receptor genes in osmoregulatory and immune systems in trout. Gen Comp Endocrinol (2008) 156:622–7. doi: 10.1016/j.ygcen.2008.02.009

  • 95

    MauleAGSchreckCB. Stress and cortisol treatment changed affinity and number of glucocorticoid receptors in leukocytes and gill of coho salmon. Gen Comp Endocrinol (1991) 84:8393. doi: 10.1016/0016-6480(91)90067-G

  • 96

    KhansariARBalaschJCVallejos-VidalETelesMFierro-CastroCTortLet al. Comparative study of stress and immune-related transcript outcomes triggered by Vibrio anguillarum bacterin and air exposure stress in liver and spleen of gilthead seabream (Sparus aurata), zebrafish (Danio rerio) and rainbow trout (Oncorhynchus mykiss). Fish Shellfish Immunol (2019) 86:436–48. doi: 10.1016/j.fsi.2018.11.063

  • 97

    WeytsFAACohenNFlikGVerburg-van KemenadeBML. Interactions between the immune system and the hypothalamo-pituitary-interrenal axis in fish. Fish Shellfish Immunol (1999) 9:120. doi: 10.1006/fsim.1998.0170

  • 98

    BarneyMCallGBMcIlmoilCJHuseinOFAdamsABallsAGet al. Stimulation by interleukin-6 and inhibition by tumor necrosis factor of cortisol release from bovine adrenal zona fasciculata cells through their receptors. Endocrine (2000) 13:369–77. doi: 10.1385/ENDO:13:3:369

  • 99

    AndreisPGNeriGBelloniASMazzocchiGKasprzakANussdorferGG. Interleukin-1β enhances corticosterone secretion by acting directly on the rat adrenal gland. Endocrinology (1991) 129:53–7. doi: 10.1210/endo-129-1-53

  • 100

    LiuXKhansariARTortL. Fish pituitary show an active immune response after in vitro stimulation with vibrio bacterin. Gen Comp Endocrinol (2019) 275:6572. doi: 10.1016/j.ygcen.2019.02.011

  • 101

    Shapouri-MoghaddamAMohammadianSVaziniHTaghadosiMEsmaeiliSAMardaniFet al. Macrophage plasticity, polarization, and function in health and disease. J Cell Physiol (2018) 233:6425–40. doi: 10.1002/jcp.26429

  • 102

    JurbergADCotta-de-AlmeidaVTemerozoJRSavinoWBou-HabibDCRiedererI. Neuroendocrine control of macrophage development and function. Front Immunol (2018) 9:1440. doi: 10.3389/fimmu.2018.01440

  • 103

    VermesIBeishuizenA. The hypothalamic-pituitary-adrenal response to critical illness. Best Pract Res Clin Endocrinol Metab (2001) 15:495511. doi: 10.1053/beem.2001.0166

  • 104

    McEwenBS. Protective and damaging effects of stress mediators. N Engl J Med (1998) 338:171–9. doi: 10.1056/NEJM199801153380307

  • 105

    PerdrizetGA. Hans Selye and beyond: responses to stress. Cell Stress chaperones (1997) 2:214. doi: 10.1379/1466-1268(1997)002<0214:HSABRT>2.3.CO;2

  • 106

    ZwemerRL. A study of adrenal cortex morphology. Am J Pathol (1936) 12:107. doi: 10.1097/00005053-193607000-00010

  • 107

    SayersG. The adrenal cortex and homeostasis. Physiol Rev (1950) 30:241320. doi: 10.1152/physrev.1950.30.3.241

  • 108

    SandbergAAEik-NesKMigeonCJSamuelsLT. Metabolism of adrenal steroids in dying patients. J Clin Endocrinol (1956) 16:1001–16. doi: 10.1210/jcem-16-8-1001

  • 109

    RodnickKJPlanasJV. The stress and stress mitigation effects of exercise: cardiovascular, metabolic, and skeletal muscle adjustments. In: SchreckCBTortLFarrellAPBrauneCJ, editors. Fish PhysiologyVol. 35. Cambridge: Academic Press-Elsevier (2016). p. 251–94.

  • 110

    TakeiYHwangPP. Homeostatic responses to osmotic stress. Fish Physiol (2016) Vol 35:207–49. doi: 10.1016/B978-0-12-802728-8.00006-0

  • 111

    StewartHANoakesDLGCogliatiKMPetersonJTIversenMHSchreckCB. Salinity effects on plasma ion levels, cortisol, and osmolality in Chinook salmon following lethal sampling. Comp Biochem Physiol A Mol Integr Physiol (2016) 192:3843. doi: 10.1016/j.cbpa.2015.11.011

Summary

Keywords

rainbow trout, vibriosis, stress responses, immune functions, RNA-Seq

Citation

Hou Z-S, Xin Y-R, Yang X-D, Zeng C, Zhao H-K, Liu M-Q, Zhang M-Z, Daniel JG, Li J-F and Wen H-S (2021) Transcriptional Profiles of Genes Related to Stress and Immune Response in Rainbow Trout (Oncorhynchus mykiss) Symptomatically or Asymptomatically Infected With Vibrio anguillarum. Front. Immunol. 12:639489. doi: 10.3389/fimmu.2021.639489

Received

09 December 2020

Accepted

11 March 2021

Published

21 April 2021

Volume

12 - 2021

Edited by

Carolina Tafalla, Instituto Nacional de Investigación y Tecnología Agroalimentaria (INIA), Spain

Reviewed by

Kim Dawn Thompson, Moredun Research Institute, United Kingdom; Patricia Diaz-Rosales, Centro de Investigación en Sanidad Animal (CISA), Spain

Updates

Copyright

*Correspondence: Hai-Shen Wen, ; Ji-Fang Li,

†These authors have contributed equally to this work and share first authorship

This article was submitted to Comparative Immunology, a section of the journal Frontiers in Immunology

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.

Outline

Figures

Cite article

Copy to clipboard


Export citation file


Share article

Article metrics