Abstract
In many fish species, the immune system is significantly constrained by water temperature. In spite of its critical importance in protecting the host against pathogens, little is known about the influence of embryonic incubation temperature on the innate immunity of fish larvae. Zebrafish (Danio rerio) embryos were incubated at 24, 28 or 32 °C until first feeding. Larvae originating from each of these three temperature regimes were further distributed into three challenge temperatures and exposed to lipopolysaccharide (LPS) in a full factorial design (3 incubation × 3 challenge temperatures). At 24 h post LPS challenge, mortality of larvae incubated at 24 °C was 1.2 to 2.6-fold higher than those kept at 28 or 32 °C, regardless of the challenge temperature. LPS challenge at 24 °C stimulated similar immune-related processes but at different levels in larvae incubated at 24 or 32 °C, concomitantly with the down-regulation of some chemokine and lysozyme transcripts in the former group. Larvae incubated at 24 °C and LPS-challenged at 32 °C exhibited a limited immune response with up-regulation of hypoxia and oxidative stress processes. Annexin A2a, S100 calcium binding protein A10b and lymphocyte antigen-6, epidermis were identified as promising candidates for LPS recognition and signal transduction.
Similar content being viewed by others
Introduction
In teleosts, the innate immune system is extremely important for host defence. The integumental physical barrier, which consists of skin, gill, gut and associated mucus are effective in preventing pathogens from adhering to the surface of fish1,2. Moreover, the mucus contains various antimicrobial substances, such as mucins, lysozymes, proteases, apolipoproteins, natural antibodies, and matrix metallopeptidase. Also, a variety of antimicrobial peptides are present, including cathelicidins, piscidins, defensins, hepcidins, and pardaxins, which not only function in pathogen cell lysis but also have roles in phagocytic chemotaxis, mast cell degranulation, and phagocytosis3. In most cases, the above surface barriers and associated factors are sufficient to defend the host against pathogens. If this first line of defence is breached, pathogens will encounter additional humoral immune mediators. Some mucosal antimicrobial components, such as lysozymes, proteases, complement components, also have functions in fish blood. For instance, lectins not only opsonise pathogens and prevent them from adhering to mucosal surfaces, but also activate the complement system in blood4. The complement system is crucial in targeting and lysing pathogens. For instance, complement component 3b (C3b) opsonises pathogens and presents them to phagocytic leukocytes, while C5b, C6, C7, C8, and C9 are able to form the membrane attack complex and lyse pathogens5. In addition to humoral regulators, cellular components also have key roles in the host defence. Once triggered by pathogens, leukocytes proliferate rapidly within a short time and are led by chemoattractants to infected sites. Cytokines, including interleukins (ILs), tumour necrosis factors (TNFs), chemokines, and interferons (IFNs), are also released by phagocytes; these are essential for regulation of pro- and anti-inflammatory responses6.
Pathogen-associated molecular patterns (PAMPs) are recognized by pattern recognition receptors (PRRs) on the surface of leukocytes and other cells involved in the innate immune response. Toll-like receptors (TLRs) are one of the most important PRR families conserved among vertebrates. In vertebrates, they are phylogenetically grouped into six major families and each TLR family recognizes distinct PAMP ligand types7. To date, 17 TLRs have been identified in teleosts, and some paralogues have been subjected to extensive duplications8. Following signal transduction, the nuclear factor-κB (NF-κB) is activated and released from its inhibitor protein IκB through phosphorylation and then transferred into the nucleus where it binds to DNA to activate the transcription of pro-inflammatory cytokine genes, such as tnfα, il1β, il6, and ifnγ9.
Teleosts lack some immune organs that are important in mammalian host defence. For instance, the bone marrow, which is the main immune organ of mammals for production of haematopoietic stem cells is absent in teleosts; its function is replaced by the pronephros and thymus10. Also, teleosts lack lymph nodes and germinal centres, which results in poor antibody affinity maturation and a limited immunoglobulin (Ig) repertoire10. Compared to the innate immune system, the adaptive immune system in fish takes longer to become fully functional10,11. For instance, in zebrafish (Danio rerio) the thymus is morphologically mature at 3 weeks post-fertilization (wpf), T cells are detectable at 4–6 wpf, and secreted Igs are measurable at 4 wpf12. The adaptive immune system also requires additional time to respond. For example, in Japanese eel (Anguilla japonica) at least two weeks are needed for the antibody production13. Therefore, teleosts rely heavily on the innate immune system, particularly during their early ontogeny.
As most fish are ectotherms, their body temperature changes following ambient thermal fluctuations. This is extremely challenging for the innate immune system during early stages of ontogeny in spite of their high developmental plasticity14. It has been demonstrated that the early thermal environment has a profound influence on various phenotypes in adults, such as muscle growth15, swimming performance16, reproduction17, thermal tolerance18, and sex determination19. However, little is known about the influence of environmental temperature on the developmental plasticity of the innate immune system. A few studies have focused on how temperature affects the post-larval stages of fish, but have not examined embryogenesis20,21. The only exception is a recent study in sea bream (Sparus aurata, L.) reporting the persistent thermal effect of embryonic development on the plasticity of the hypothalamus-pituitary-interrenal axis and immune function in adult fish22.
In this study, we investigated the thermal plasticity of innate immunity in zebrafish during early development. Lipopolysaccharide (LPS) is an endotoxin from Gram-negative bacteria with well characterized immunostimulatory and inflammatory properties in fish23. We used LPS to mimic a bacterial challenge and the mRNA transcriptome was analysed to evaluate the global innate immune response at early larval stages.
Results
Lipopolysaccharide challenge
Mortality rates in control groups ranged from 0 to 3% (Supplementary Table S1). In LPS treatment groups, mortality rates of larvae originating from the 24 °C incubation temperature were significantly higher than those from 28 °C and 32 °C incubation temperature groups, regardless of the subsequent challenge temperatures applied (Fig. 1). For instance, at the challenge temperature of 24 °C, the mortality rate of larvae from the incubation temperature of 24 °C was 53.5%, compared to 24.4% and 20.5% in larvae from the incubation temperatures of 28 °C and 32 °C, respectively. No significant difference in mortality was observed between 32 °C and 28 °C incubation groups regardless of subsequent challenge temperatures. For larvae originating from the same incubation temperature, challenge temperatures of 24 °C and 32 °C resulted in the lowest and highest mortality rates, respectively (Fig. 1). In particular, after incubation at 24 °C, the mortality rates of larvae were 53.5% and 85.9% at the challenge temperature of 24 °C and 32 °C, respectively.
RNA sequencing and mapping
Over 376 million raw reads were obtained by RNA-seq, of which 84.1% had a quality score Q ≥ 30 (Table 1). After adapter and quality trimming, 361,234,698 clean reads were retained. Finally, 267,108,269 reads were successfully mapped to zebrafish transcriptome and genome, and 248,189,243 (92.9%) of them were uniquely mapped, including 122,554,742 read pairs (Supplementary Table S2).
Differentially expressed genes
A total of 605 differentially expressed genes (DEGs) (adjusted p-value < 0.05, fold change ≥ 1.5) were found in LPS-challenged larvae compared to their respective controls (Fig. 2, Supplementary Table S3). These included i) 294 DEGs (144 up-/150 down-regulated) in larvae incubated and challenged with LPS at 24 °C; ii) 33 DEGs (20 up-/13 down-regulated) in larvae incubated at 32 °C and challenged with LPS at 24 °C; and iii) 278 DEGs (190 up-/88 down-regulated) in larvae incubated at 24 °C and challenged with LPS at 32 °C. The comparison between LPS challenge temperatures revealed 207 DEGs (89 up-/118 down-regulated) specific to larvae challenged with LPS at 24 °C, 191 DEGs (135 up-/56 down-regulated) only in larvae challenged with LPS at 32 °C, and 87 DEGs (55 up-/32 down-regulated) shared by both groups (Fig. 2a). At the challenge temperature of 24 °C, there were 263 unique DEGs (124 up-/139 down-regulated) in larvae from the incubation temperature of 24 °C, 2 unique down-regulated DEGs in larvae incubated at 32 °C, and 31 common DEGs (20 up-/11 down-regulated) in both incubation temperature groups (Fig. 2b). A comparison between incubation and challenge temperatures identified 143 DEGs (51 up-/92 down-regulated) exclusively in control larvae incubated at 32 °C and challenged at 24 °C compared to larvae kept at constant 24 °C. A total of 1052 DEGs (462 up-/590 down-regulated) were only found in control larvae incubated at 24 °C and challenged with 32 °C compared to larvae maintained at 24 °C throughout experiment (Fig. 2c; Supplementary Table S6, S7).
The principal component analysis (PCA) indicated that the first principal component (PC1) explained 57% of the total variance, while PC2 explained 15% of the total variance (Fig. 3). Moreover, a higher variance of DEGs between LPS-treated larvae and control in each temperature group was observed in PC2. Hierarchical clustering and heat maps displayed different gene expression patterns in each temperature group (Fig. 4). In larvae incubated and challenged with LPS at 24 °C, two clusters were generated, and both contained some key immune-related genes (Fig. 4a). In larvae incubated at 24 °C and challenged with LPS at 32 °C, three clusters were determined, and most immune-related genes were classified into cluster III (Fig. 4b). In larvae incubated at 32 °C and challenged with LPS at 24 °C, two clusters were identified, with the transcript levels of several key immune-related genes being up-regulated in cluster II (Fig. 4c).
Immune processes regulated in response to LPS
In larvae incubated and challenged with LPS at 24 °C, a number of immune processes were enriched by up-regulated DEGs, including “response to bacterium”, “myeloid leukocyte activation”, “leukocyte chemotaxis”, “defence response”, and “response to wounding” (Fig. 5a, Table 3). In contrast, the two immune processes “response to xenobiotic stimulus” and “defence response” were enriched within the down-regulated DEGs (Fig. 5b, Table 3). In larvae incubated at 32 °C and exposed to LPS at 24 °C, similar immune processes as above were enriched at even higher values by up-regulated DEGs, including two additional processes, “regeneration”, and “positive regulation of immune effector process” (Fig. 5a). No immune process was enriched by down-regulated DEGs. In larvae incubated at 24 °C and exposed to LPS at 32 °C, only three immune-related processes were stimulated compared to control, namely “response to bacterium”, “response to external biotic stimulus”, and “regeneration” (Fig. 5a, Table 3). In the same larvae group, two oxygen deficiency processes, “response to hypoxia” and “response to oxygen levels”, were enriched (Fig. 5a, Table 3). The full Gene Ontology (GO) processes are listed in Supplementary Table S4.
KEGG pathway enrichment following LPS challenge
In larvae incubated and exposed to LPS at 24 °C, pathways such as “Salmonella infection”, “adipocytokine signalling”, “TLR signalling”, “cytokine-cytokine receptor interaction”, and “apoptosis” were enriched by up-regulated DEGs (Fig. 6a), while “arachidonic acid metabolism” and “fructose and mannose metabolism” were enriched by down-regulated DEGs (Fig. 6b). In larvae incubated at 24 °C and challenged with LPS at 32 °C, pathways including “steroid biosynthesis”, “metabolism of xenobiotics by cytochrome P450”, “fatty acid elongation”, “protein processing in endoplasmic reticulum”, and “phagosome” were enriched by up-regulated DEGs (Fig. 6a), while “ECM-receptor interaction”, and “arachidonic acid metabolism” were enriched by down-regulated DEGs (Fig. 6b). No pathways were enriched by DEGs in larvae incubated at 32 °C and challenged with LPS at 24 °C. The full Kyoto encyclopaedia of genes and genomes (KEGG) pathways are listed in Supplementary Table S5.
Representative immune genes involved in response to LPS
Expression of several immune-related genes was significantly regulated in LPS-treated larvae compared to control in each temperature group. In larvae incubated and challenged with LPS at 24 °C, several immune-related transcripts were up-regulated with fold-changes between 1.6 and 5.3, including cytokine il1β and its receptors cxcl8a, cxcl8b, tumour necrosis factor receptor superfamily, member 11b (tnfrsf11b), interleukin 13 receptor, alpha 1 (il13rα1), and interleukin 6 signal transducer (il6st), pro-inflammatory mediator genes nuclear factor of kappa light polypeptide gene enhancer in B-cells inhibitor, alpha a (nfκbiαa), suppressor of cytokine signaling 3b (socs3b), suppression of tumorigenicity 14 (colon carcinoma) a (st14a), fosl1a, and jun B proto-oncogene a (junba), and chemokines chemokine (C-C motif) ligand 34a, duplicate 4 (ccl34a.4) and cxcl18b (Table 2). Some key immune transcripts were down-regulated between 1.7 and 2.3 fold, including the antibacterial transcripts lysozyme (lyz), macrophage expressed 1, tandem duplicate 2 (mpeg1.2), cathepsin H (ctsh), cathepsin S, ortholog 2, tandem duplicate 2 (ctss2.2), and apolipoprotein A-IV b, tandem duplicate 1 (apoa4b.1), pro-inflammatory transcripts E74-like factor 3 (elf3), leukotriene A4 hydrolase (lta4h), and caspase b, like (caspbl), chemokine transcripts ccl20a.3 and ccl20b (Table 2). In larvae incubated at 32 °C and challenged with LPS at 24 °C, transcript levels of some immune-related genes were up-regulated, including il1β (2.1-fold), cxcl8b.1 (2.3-fold), and CCAAT/enhancer binding protein (C/EBP), beta (cebpβ) (1.8-fold) (Table 2). In larvae incubated at 24 °C and challenged with LPS at 32 °C, immune transcripts such as immunoresponsive gene 1, like (irg1l), TIMP metallopeptidase inhibitor 2b (timp2b), leukocyte cell-derived chemotaxin 2 like (lect2l), tnfrsf11b, interferon regulatory factor 6 (irf6), and junba were up-regulated between 2.1- and 6.3-fold. The expression of some heat shock protein (HSP) genes such as heat shock 60 protein 1 (hspd1), hspa5, hsp90b1, and antioxidant genes such as glutathione peroxidase 1b (gpx1b), glutathione S-transferase omega 2 (gsto2), microsomal glutathione S-transferase 3b (mgst3b) was enhanced 1.6–2.5 fold (Table 2). In addition, transcripts such as matrix metallopeptidase 9 (mmp9), mmp13a, ptgs2b, fosl1a, heparin-binding EGF-like growth factor a (hbegfa), insulin-like growth factor binding protein 1a (igfbp1a), lye, and anxa2a were up-regulated, whereas mucin 5.1, oligomeric mucus/gel-forming (muc5.1), and muc5.2 were down-regulated in all three temperature groups (Fig. 4, Table 2).
Discussion
Thermal developmental plasticity of innate immunity
Animals display thermal plasticity during their embryonic development, which tends to improve their performance at that particular temperature compared to that of animals exposed to other thermal conditions16,18. In the present study, we have shown that the survival of LPS-challenged larvae was affected by their embryonic incubation temperature. At this ontogeny stage, the adaptive immune system of zebrafish has not yet become competent, and they rely only on innate immunity for protection against pathogens12. The higher mortality rate of larvae originating from 24 °C embryonic incubation temperature, compared to that of larvae originating from 28 °C or 32 °C incubation temperatures, regardless of subsequent challenge temperatures, suggests that the innate immune response was negatively affected by the low incubation temperature (24 °C). In contrast, incubation at a high temperature (32 °C) had a negligible effect on the subsequent ability of first-feeding larvae to cope with LPS challenge. Low temperatures have been demonstrated to negatively influence the innate immune parameters, such as lysozyme activity20, respiratory burst activity21, opsonisation capacity21, blood leucocyte profiles24 and complement activity21 in adult fish. However, this cannot be generalised to all teleosts, since enhanced innate immune parameters, including blood leucocyte percentages20, phagocytic kidney macrophage proportion24, and complement activity24 have been observed in fish kept in low temperatures. This could be due to different properties of innate immune parameters or distinct sensitivities of different fish species to their environmental temperature, as described in Atlantic halibut strains20. It should be stressed that the above studies of thermal acclimation in fish were carried out at months or years post fertilization, when both the innate and adaptive immune systems were fully developed and functional. Therefore, they could not fully reflect the developmental plasticity of innate immunity during early ontogeny. Our study, focusing on the early life of zebrafish, found a negative effect of a low incubation temperature (24 °C) on the innate immune response of larvae to LPS challenge compared to 28 °C or 32 °C.
Effect of incubation temperature on the innate immune response to LPS
In larvae incubated and exposed to LPS at 24 °C, compared to their control in the same temperature group, the pro-inflammatory response was stimulated, as suggested by the up-regulation of expression of some pro-inflammatory genes (il1β, cxcl8a, ptgs2b, cebpβ, fosl1a) and processes (“response to bacterium”, “myeloid leukocyte activation”, “leukocyte chemotaxis”, “defence response”, “response to wounding”). The up-regulation of the inflammatory negative mediator transcripts nfkbiαa25 and socs3b26, and the down-regulation of the pro-IL-1β processing transcript caspbl27, implies that the anti-inflammatory response could also be elicited. The anti-inflammatory response is a protective mechanism to quench excessive inflammatory signals, and to avoid pathophysiological consequences, such as sepsis28. Moreover, the down-regulation of antimicrobial transcripts (lyz, mpeg1.2, apoa4b.1, ctsh, ctss2.2) and immune-related processes (“response to xenobiotic stimulus”, “defence response”) indicates a decreased effectiveness of the innate immune response to LPS. Cationic lysozymes bind to negatively charged LPS at a stoichiometry lysozyme:LPS molar ratio of 1:3, resulting in the LPS structure transition from non-lamellar cube to the multilamella with reduced endotoxicity29. A significant drop of 2.3-fold in lyz expression can thereby weaken this neutralization effect. Apolipoproteins, a main group of high-density lipoproteins, neutralize LPS activity either by opsonizing its endotoxic lipid A domain or via blocking LPS-binding protein30. A drop (1.7-fold) in transcript levels of apoa4b.1 suggests a decrease in the host capacity to neutralise endotoxic LPS. In addition, CXCL8a, CXCL8b.2, CXCL18b, and CCL34a.1 have been reported to have higher expression levels in susceptible channel catfish (Ictalurus punctatus) than in resistant fish when challenged with Edwardsiella ictaluri31,32. The up-regulation of cxcl8a, cxcl8b.1, cxcl18b, ccl34a.4 with a fold-change between 1.7 and 2.2 may have contributed to an increased sensitivity of the larvae to LPS challenge. Both up- and down-regulated immune transcripts and processes in larvae incubated and exposed to LPS at 24 °C resulted in an intermediate mortality rate of 53.5% compared to other temperature groups (Fig. 7a).
In larvae incubated at 32 °C and exposed to LPS at 24 °C, pro-inflammatory transcripts (il1β, cxcl8b.1, ptgs2b, cebpβ, fosl1a) and processes (“response to bacterium”, “myeloid leukocyte activation”, “leukocyte chemotaxis”, “defense response”, “response to wounding”) were up-regulated in comparison to the respective controls. The regulation trends of these immune transcripts and processes were similar to those in larvae incubated and challenged with LPS at 24 °C (Table 2, Fig. 5a), and displayed even higher enrichment values of GO processes than the latter group, implying a much stronger innate immune response to LPS. This could contribute to improve the resistance of larvae to LPS in this temperature group (incubation 32 °C × challenge 24 °C) compared to their counterparts (incubation 24 °C × challenge 24 °C). Similarly, enhanced innate immune competence was observed in fish reared at high temperatures, as manifested in serum lysozyme activity20, complement activity21, respiratory burst21, neutrophil proportion33, and IFNγ signalling pathway34.
The change from an incubation temperature of 32 °C to the challenge temperature of 24 °C over 7 hours might have had some influence on biological processes. In common carp (Cyprinus carpio) that experienced cold exposure from 30 °C to either 23 °C, 17 °C or 10 °C over 1, 2, or 3 days, respectively, the expression profile of approximately 3,400 unique genes was affected35. To evaluate the potential effect of temperature decrease, a comparison was performed between control larvae (without LPS treatment) that experienced a temperature decrease from 32 °C to 24 °C and those kept at a constant 24 °C (Supplementary Table S6). We observed the up-regulation of transcripts of one cold-induced gene cold inducible RNA binding protein b (cirbpb) (1.6-fold) and one temperature responsive process (“response to temperature stimulus”). In particular, the nuclear receptor nuclear receptor subfamily 1, group d, member 1 (nr1d1) transcripts, which code for proteins involved in both circadian and thermogenic pathways through mediation of brown adipose tissue in response to cold exposure36, were up-regulated 3.5-fold. It has been demonstrated that the modulation of physiological metabolism occurs to mitigate the effect of temperature decrease37. As expected, some HSP transcripts (hspb associated protein 1 (hspbap1) and hsp70l) were down-regulated, as well as the antioxidant gene transcripts cytochrome P450, family 24, subfamily A, polypeptide 1 (cyp24a1) and gpx1a. Nonetheless, none of these processes or transcripts were significantly regulated when the LPS treatment was taken into account, indicating that the potential effect from temperature decrease on LPS-stimulated immune response was minimal. Moreover, 10 out of 33 DEGs and all (15 out of 15) GO processes were directly or indirectly related to immunity in larvae incubated at 32 °C and challenged with LPS at 24 °C, suggesting that a more effective immune response may be elicited in larvae from the 32 °C incubation temperature group compared to their counterparts incubated during embryonic development at 24 °C. These results explain the lowest mortality rate (20.5 ± 4.7%) of larvae incubated at 32 °C and challenged with LPS at 24 °C among all the temperature groups (Fig. 7c).
Effect of challenge temperature on the innate immune response to LPS
In larvae incubated at 24 °C and exposed to LPS at 32 °C, only three immune-related processes (“response to external biotic stimulus”, “response to bacterium”, “regeneration”) were enriched, compared to their respective controls (Fig. 5a), and none of the key cytokine genes (tnfα, il1β, il6) was expressed at higher levels, suggesting a limited activation of the innate immune response by LPS. Nevertheless, the abundance of transcripts of some genes with important roles in inflammatory response was changed. For instance, irg1l transcript levels were up-regulated 6.3-fold. Its homolog gene, Irg1, is inducible by LPS in mouse macrophages, and encodes cis-aconitate decarboxylase to catalyse the production of the antimicrobial itaconate38. IRG1 is also involved in suppressing LPS-mediated sepsis and pro-inflammatory cytokine production in mouse39. The up-regulation of timp2b (4.4-fold) could either activate the pro-inflammatory NF-κB pathway in human melanoma cells, protecting cells from apoptosis40, or exert the anti-inflammatory function by inhibiting NF-κB activity in murine microglial cells, to suppress the production of nitric oxide, TNFα, IL1β, and reactive oxygen species (ROS)41. Transcript levels of the cytokine gene, high mobility group box 1b (hmgb1b), which is involved in pro-inflammatory response42, necrotic cell death43, and sepsis44, were down-regulated 1.5-fold. lect2l was up-regulated 2.7-fold; LECT2 has a neutrophil chemotactic activity specifically in the liver45. The protein encoded by hspd1 (1.7-fold up-regulation) plays a critical role in regeneration and wound healing of both hair cells and caudal fins of zebrafish larvae46. The oxidative stress and antioxidant response of larvae were affected as well, with the induction of hypoxia processes (“response to hypoxia”, “response to oxygen levels”), hypoxia inducible (myoglobin (mb), igfbp1a) and antioxidant genes (gpx1b, gsto2, mgst3b). In fact, the regulation of ROS and antioxidant activities by LPS has been demonstrated in zebrafish embryos47,48. Taken together, the limited inflammatory response and the induced hypoxia and oxidative stress could contribute jointly to the high mortality rate (85.9 ± 2.3%) of larvae incubated at 24 °C and challenged with LPS at 32 °C (Fig. 7b).
An increase in water temperature could lead to hypoxic conditions, which further promote the production of ROS, causing oxidative stress and affecting physiological activities. In control zebrafish larvae experiencing a temperature increase from 24 °C to 32 °C, transcripts of oxidative stress responsive serine-rich 1 (oser1) and reactive oxygen species modulator 1 (romo1) were up-regulated 1.5-fold. On the other hand, transcripts of several antioxidant genes, including gpx1a, glutathione S-transferase, alpha tandem duplicate 1 (gsta.1), gsto2, glutathione S-transferase pi 1 (gstp1), gstp2, peroxiredoxin 6 (prdx6), and NADPH oxidase organizer 1a (noxo1a) were down-regulated 1.5–2.4 fold, as compared to larvae kept at constant 24 °C. We also noticed the up-regulation of HSP transcripts, such as serpin peptidase inhibitor, clade H, member 1b (serpinh1b), hsp90aa1.1, hsp90aa1.2, crystallin, alpha A (cryaa), DnaJ heat shock protein family member A4 (dnaja4), heat shock cognate 70 (hsc70), and the down-regulation of antifreeze protein type IV (afp4), and cold inducible RNA binding protein a (cirbpa) (Supplementary Table S7); this suggested that both hypoxia and antioxidant activities were elicited. A study in adult Atlantic salmon demonstrated that high temperature and oxygen deficiency affected quite similar genes and pathways related to heat shock and antioxidant responses49. Another report in two-banded seabream (Diplodus vulgaris), white seabream (Diplodus sargus), European seabass (Dicentrarchus labrax) and thinlip grey mullet (Liza ramada) showed that protective mechanisms, including the production of HSPs, and the antioxidant activity of glutathione S-transferase, catalase, and lipid peroxidation, can be enhanced to alleviate the effects from temperature increase and associated oxidative stress50. In our study, there were no significant differences in mortality rates of control larvae when the temperature changed from 24 °C to 32 °C, suggesting a limited effect of the temperature increase per se. Nevertheless, we cannot exclude a possible interaction between challenge temperature and LPS treatment.
Lipopolysaccharide signalling in zebrafish
It has been demonstrated that the regulation of immune signalling pathways in response to LPS is well conserved between teleosts and mammals51 but alternative receptors other than TLR4 for LPS signal transduction can exist in teleosts. Some other fish-specific TLRs, such as TLR21 and TLR22, have been proposed as LPS receptor candidates52. However, no TLR genes showed significantly different expression in the present study. Some non-TLR receptors are also known to be involved in LPS signal transduction, such as beta-2 integrins53, scavenger receptor54, and C-type lectin55. GO analyses and InterPro annotation identified some up-regulated transcripts with potentially similar functions in zebrafish larvae exposed to LPS. CD44 molecule a (cd44a) codes for a protein with a C-type lectin-like domain and the genes transmembrane protease, serine 4a (tmprss4a) and tmprss13b encode scavenger receptors. The products of proteoglycan 4b (prg4b) and integrin, alpha V (itgav) genes display scavenger receptor and integrin activities, respectively. Further experimental evidence is needed to support their potential roles in sensing LPS.
Heat shock proteins have been implicated in LPS signal transduction. Human HSP60 contains a specific region for LPS binding56, while murine HSP60 was able to bind to its specific receptor on the macrophage surface independent of TLR4, but its subsequent cytokine response was dependent on TLR457. Another study in Chinese hamster (Cricetulus griseus) ovary cells revealed that HSP70 and HSP90 were involved in sensing LPS signal from CD14 and transferring to the downstream receptors58. Our data showed the up-regulation of hspd1 and hsp90b1 in larvae incubated at 24 °C and challenged with LPS at 32 °C, suggesting their possible roles in LPS signalling. Moreover, the expression of anxa2a and its receptor gene s100a10b was up-regulated in all three temperature groups. Annexin has multiple functions, including modulation of reactive oxygen species59 and regulation of the inflammatory response triggered by TLR460. Its new function as a TLR2 ligand was recently reported in mouse61. It is also noteworthy that the transcripts of lye were up-regulated between 2.4- and 3.6-fold in all three temperature groups. Lye is constitutively expressed in immune and epithelial cells62, with pleiotropic functions in extracellular signal transduction, phagocyte activation, and inflammatory response63. The direct interaction between LPS and these genes should be investigated to ascertain their involvement in LPS recognition and signalling cascade in fish.
Conclusions
In summary, we demonstrated that both embryonic incubation and challenge temperatures affected the innate immune response to LPS in zebrafish larvae (Fig. 7). The lowest incubation temperature (24 °C) resulted in a higher mortality rate of larvae compared to the other two incubation temperatures (28 °C and 32 °C). Transcriptome analyses revealed the underlying molecular basis of this plasticity. The up-regulation of innate immune processes in response to LPS challenge was restricted in larvae originating from the lowest embryonic incubation temperature. The highest challenge temperature not only limited the immune response but also stimulated additional hypoxia and oxidative stress processes. Three genes (anxa2a, s100a10b, and lye), whose transcripts were up-regulated in larvae from all the temperature groups are promising receptor candidates in LPS signal transduction. These results substantially increase our understanding of the thermal plasticity of the innate immunity in zebrafish during their early development and have broader implications for fisheries and aquaculture in the context of global climate change.
Materials and Methods
Ethics statement
All animal procedures were conducted in compliance with the guidelines provided by the Norwegian Animal Research Authority (FOTS ID 8387) and approved by the Nord University (Norway) ethics committee.
Fish husbandry
Zebrafish (AB strain) were maintained in a recirculating system (Aquatic Habitats, USA) under standard husbandry conditions, including a stable temperature of 28 ± 0.5 °C and photoperiod of 12 h light: 12 h dark. Adult fish were fed SDS Small Granular diet (Special Diets Services, SDS, UK) for maintenance, and SDS 400 for conditioning prior to spawning.
Experimental design
The experimental design is illustrated in Fig. 8. Eggs were collected in the morning two hours after first light. Approximately 3,000–4,000 eggs (2- to 64-cell stage) obtained from 10 males and 20 females were pooled and then divided into three groups with an approximately equal number in each group. The temperatures of three groups were adjusted to 24 °C, 28 °C, and 32 °C, respectively, at a rate of 0.6–0.8 °C/h. Eggs were incubated in sterile E3 medium containing 0.1 mg/L methylene blue (Sigma-Aldrich, USA) until the first-feeding stage. This standard ontogeny stage is defined as the point when the swim bladder is inflated, the mouth is protruding and larvae start to actively seek food64. One-third of the medium was changed daily and larvae were not fed throughout the experiment. When 75% reached the first-feeding stage (129 ± 1 hpf at 24 °C, 74 ± 1 at 28 °C, 54 ± 1 at 32 °C; Supplementary Table S1, Supplementary Fig. S1c), larvae from each incubation temperature group were further divided into the three challenge temperature groups (24 °C, 28 °C, 32 °C), and the temperature adjustments were performed as above. As shown in Supplementary Fig. S2, there were no significant differences in body length with incubation temperature (4.1 ± 0.2 mm at 24 °C, 4.0 ± 0.1 mm at 28 °C, and 4.1 ± 0.2 mm at 32 °C; mean ± s.d., n = 10). A full factorial design of three incubation temperatures and three challenge temperatures yielded nine temperature combinations. A total of 18 beakers (nine for LPS challenge and nine for control) were used. After 18 h, some larvae from each incubation × challenge temperature group were immersed in distilled water containing 10 µg/L LPS from Pseudomonas aeruginosa 10 (Sigma-Aldrich, USA). LPS was prepared as a stock solution at 10 mg/L in standard phosphate-buffered saline (Sigma-Aldrich, USA). The remaining individuals (controls) were immersed in distilled water containing the same dose of phosphate-buffered saline (200 µL). Larvae were kept in open 500 mL beakers immersed in fish tanks at 24 °C, 28 °C or 32 °C (challenge temperature) at a density of 149 ± 32 larva per 200 mL (n = 54, Supplementary Table S1). At the start (0 h) and 24 h post LPS challenge, mortality rates of LPS-treated and control larvae were determined in triplicate. Significant differences were evaluated by two-way analysis of variance (ANOVA) and LSD post hoc test with SPSS Statistics (v21.0.0.0, IBM). The ANOVA assumptions of normality and equal variance of the data were verified by Kolmogorov-Smirnov test and by Levene’s test, respectively. Statistical significance was determined at p-value < 0.05. Mortality rates were presented as mean ± standard deviation (s.d.). The experiment was repeated three times using randomly selected broodstock fish from the same laboratory population.
At 24 h post LPS challenge, three LPS challenge replicates and three control replicates from each of the three incubation × challenge temperature groups (incubation 24 °C × challenge 24 °C, incubation 24 °C × challenge 32 °C, incubation 32 °C × challenge 24 °C) were chosen for further transcriptomic analyses. All three incubation × challenge temperature groups showed significantly different mortality rates following LPS challenge (Fig. 1). Larvae were euthanized with 300 mg/L tricaine methanesulfonate (MS-222; Sigma-Aldrich, USA), snap-frozen in liquid nitrogen and stored at −80 °C until use. To obtain sufficient total RNA for transcriptome sequencing, each replicate was a pool of five larvae.
Total RNA isolation, library preparation and mRNA sequencing
Samples were homogenized at 6,500 rpm for 2 × 20 s in a Precellys 24 homogenizer (Bertin Instruments, France). Total RNA was extracted from whole larvae following the QIAzol protocol (Qiagen, Germany). RNA concentration, purity and quality were determined using the NanoDrop 1000 (Thermo Scientific, USA) and the TapeStation 2200 (Agilent Technologies, USA).
TruSeq libraries were prepared from total RNA according to the manufacturer’s protocol (Illumina, USA). After purification with oligo-dT beads, mRNAs were washed and fragmented into an average length of 508–541 base pairs. The first strand of complementary DNA was synthesized with random hexamer primers (Illumina, USA), while the second strand was synthesized by Second Strand Master Mix (Illumina, USA). All 18 libraries were barcoded and normalized with the KAPA library quantification kit (Kapa Biosystems, USA). The pooled libraries were then denatured according to the NextSeq System Denature and Dilute Libraries Guide (Illumina, USA) and loaded at 11 pM on a NextSeq 500 reagent cartridge (Illumina, USA) for 150 cycle, paired-end sequencing at the Nord University genomics platform (Norway).
Bioinformatics analyses
Raw RNA-seq data were converted to FASTQ format with bcl2fastq2 (v2.17, Illumina), followed by quality control using FastQC (https://www.bioinformatics.babraham.ac.uk/projects/fastqc/), and adapter removal using cutadapt (http://cutadapt.readthedocs.io/en/stable/guide.html) with the parameters: -q 30,25 --quality-base = 33 --trim-n -m 20. Clean reads were mapped to the zebrafish transcriptome (GRCz10.86.chr.gtf) and genome (GRCz10.dna.toplevel.fa) from Ensembl (http://www.ensembl.org) using TopHat265 with parameters: -r 100 --mate-std-dev 100. Mapped reads were counted against the reference transcriptome (GRCz10.86.chr.gtf) by HTSeq-count (http://htseq.readthedocs.io/en/release_0.9.1/), and further used for differential expression analyses by DESeq266 to compare LPS-treated versus control groups. DEGs were determined by DESeq2 with an adjusted p-value < 0.05 (Benjamin-Hochberg method). DEGs with a |fold change| ≥ 1.5 were subjected to Gene Ontology (GO) biological process and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses by clusterProfiler67. Graphical representation was achieved using ggplot2 and pheatmap R packages.
References
Ellis, A. E. Innate host defense mechanisms of fish against viruses and bacteria. Dev. Comp. Immunol. 25, 827–839, https://doi.org/10.1016/S0145-305x(01)00038-6 (2001).
Micallef, G. et al. Exploring the transcriptome of Atlantic salmon (Salmo salar) skin, a major defense organ. Mar. Biotechnol. 14, 559–569, https://doi.org/10.1007/s10126-012-9447-2 (2012).
Smith, V. J. & Fernandes, J. M. O. Non-specific antimicrobial proteins of the innate system. Fish Defences 1, 241–275 (2009).
Fujita, T. Evolution of the lectin-complement pathway and its role in innate immunity. Nat. Rev. Immunol. 2, 346–353, https://doi.org/10.1038/nri800 (2002).
Boshra, H., Li, J. & Sunyer, J. O. Recent advances on the complement system of teleost fish. Fish Shellfish Immunol. 20, 239–262, https://doi.org/10.1016/j.fsi.2005.04.004 (2006).
O’Shea, J. J. & Murray, P. J. Cytokine signaling modules in inflammatory responses. Immunity 28, 477–487, https://doi.org/10.1016/j.immuni.2008.03.002 (2008).
Roach, J. C. et al. The evolution of vertebrate Toll-like receptors. Proc. Natl. Acad. Sci. USA 102, 9577–9582, https://doi.org/10.1073/pnas.0502272102 (2005).
Sundaram, A. Y., Kiron, V., Dopazo, J. & Fernandes, J. M.O. Diversification of the expanded teleost-specific Toll-like receptor family in Atlantic cod, Gadus morhua. BMC Evol. Biol. 12, 256, https://doi.org/10.1186/1471-2148-12-256 (2012).
Thaiss, C. A., Levy, M., Itav, S. & Elinav, E. Integration of innate immune signaling. Trends Immunol. 37, 84–101, https://doi.org/10.1016/j.it.2015.12.003 (2016).
Sunyer, J. O. Fishing for mammalian paradigms in the teleost immune system. Nat. Immunol. 14, 320–326, https://doi.org/10.1038/ni.2549 (2013).
Uribe, C., Folch, H., Enriquez, R. & Moran, G. Innate and adaptive immunity in teleost fish: a review. Vet Med-Czech 56, 486–503 (2011).
Trede, N. S., Langenau, D. M., Traver, D., Look, A. T. & Zon, L. I. The use of zebrafish to understand immunity. Immunity 20, 367–379, https://doi.org/10.1016/S1074-7613(04)00084-6 (2004).
Hung, H. W., Lo, C. F., Tseng, C. C. & Kou, G. H. Antibody production in Japanese eels, Anguilla japonica Temminck & Schlegel. J. Fish Dis. 20, 195–200, https://doi.org/10.1046/j.1365-2761.1997.00290.x (1997).
Beaman, J. E., White, C. R. & Seebacher, F. Evolution of plasticity: mechanistic link between development and reversible acclimation. Trends Ecol. Evol. 31, 237–249, https://doi.org/10.1016/j.tree.2016.01.004 (2016).
Campos, C. et al. Incubation temperature induces changes in muscle cellularity and gene expression in Senegalese sole (Solea senegalensis). Gene 516, 209–217, https://doi.org/10.1016/j.gene.2012.12.074 (2013).
Scott, G. R. & Johnston, I. A. Temperature during embryonic development has persistent effects on thermal acclimation capacity in zebrafish. Proc. Natl. Acad. Sci. USA 109, 14247–14252, https://doi.org/10.1073/pnas.1205012109 (2012).
Donelson, J. M., McCormick, M. I., Booth, D. J. & Munday, P. L. Reproductive acclimation to increased water temperature in a tropical reef fish. Plos One 9, e97223, https://doi.org/10.1371/journal.pone.0097223 (2014).
Schaefer, J. & Ryan, A. Developmental plasticity in the thermal tolerance of zebrafish Danio rerio. J. Fish Biol. 69, 722–734, https://doi.org/10.1111/j.1095-8649.2006.01145.x (2006).
Villamizar, N., Ribas, L., Piferrer, F., Vera, L. M. & Sanchez-Vazquez, F. J. Impact of daily thermocycles on hatching rhythms, larval performance and sex differentiation of zebrafish. Plos One 7, e52153, https://doi.org/10.1371/journal.pone.0052153 (2012).
Langston, A. L. et al. The effect of temperature on non-specific defence parameters of three strains of juvenile Atlantic halibut (Hippoglossus hippoglossus L.). Fish Shellfish Immunol. 12, 61–76, https://doi.org/10.1006/fsim.2001.0354 (2002).
Nikoskelainen, S., Bylund, G. & Lilius, E. M. Effect of environmental temperature on rainbow trout (Oncorhynchus mykiss) innate immunity. Dev. Comp. Immunol. 28, 581–592, https://doi.org/10.1016/j.dci.2003.10.003 (2004).
Mateus, A. P. et al. Thermal imprinting modifies adult stress and innate immune responsiveness in the teleost sea bream. J. Endocrinol. 233, 381–394, https://doi.org/10.1530/JOE-16-0610 (2017).
Swain, P., Nayak, S. K., Nanda, P. K. & Dash, S. Biological effects of bacterial lipopolysaccharide (endotoxin) in fish: A review. Fish Shellfish Immunol. 25, 191–201, https://doi.org/10.1016/j.fsi.2008.04.009 (2008).
Alcorn, S. W., Murray, A. L. & Pascho, R. J. Effects of rearing temperature on immune functions in sockeye salmon (Oncorhynchus nerka). Fish Shellfish Immunol. 12, 303–334, https://doi.org/10.1006/fsim.2001.0373 (2002).
Correa, R. G. et al. Zebrafish IκB kinase 1 negatively regulates NF-κB activity. Curr. Biol. 15, 1291–1295, https://doi.org/10.1016/j.cub.2005.06.023 (2005).
Alexander, W. S. Suppressors of cytokine signalling (SOCS) in the immune system. Nat. Rev. Immunol. 2, 410–416, https://doi.org/10.1038/nri818 (2002).
Vojtech, L. N., Scharping, N., Woodson, J. C. & Hansen, J. D. Roles of inflammatory caspases during processing of zebrafish interleukin-1β in Francisella noatunensis infection. Infect. Immun. 80, 2878–2885, https://doi.org/10.1128/IAI.00543-12 (2012).
Medzhitov, R. & Horng, T. Transcriptional control of the inflammatory response. Nat. Rev. Immunol. 9, 692–703, https://doi.org/10.1038/nri2634 (2009).
Brandenburg, K., Koch, M. H. J. & Seydel, U. Biophysical characterisation of lysozyme binding to LPS Re and lipid A. Eur. J. Biochem. 258, 686–695, https://doi.org/10.1046/j.1432-1327.1998.2580686.x (1998).
Beck, W. H. J. et al. Apolipoprotein A-I binding to anionic vesicles and lipopolysaccharides: role for lysine residues in antimicrobial properties. BBA-Biomembranes 1828, 1503–1510, https://doi.org/10.1016/j.bbamem.2013.02.009 (2013).
Fu, Q. et al. The chemokinome superfamily in channel catfish: I. CXC subfamily and their involvement in disease defense and hypoxia responses. Fish Shellfish Immunol. 60, 380–390, https://doi.org/10.1016/j.fsi.2016.12.004 (2017).
Fu, Q. et al. The chemokinome superfamily: II. The 64 CC chemokines in channel catfish and their involvement in disease and hypoxia responses. Dev. Comp. Immunol. 73, 97–108, https://doi.org/10.1016/j.dci.2017.03.012 (2017).
Pettersen, E. F., Bjorlow, I., Hagland, T. J. & Wergeland, H. I. Effect of seawater temperature on leucocyte populations in Atlantic salmon post-smolts. Vet. Immunol. Immunopathol. 106, 65–76, https://doi.org/10.1016/j.vetimm.2005.01.001 (2005).
Kaneshige, N., Jirapongpairoj, W., Hirono, I. & Kondo, H. Temperature-dependent regulation of gene expression in Japanese flounder Paralichthys olivaceus kidney after Edwardsiella tarda formalin-killed cells. Fish Shellfish Immunol. 59, 298–304, https://doi.org/10.1016/j.fsi.2016.10.048 (2016).
Gracey, A. Y. et al. Coping with cold: An integrative, multitissue analysis of the transcriptome of a poikilothermic vertebrate. Proc. Natl. Acad. Sci. USA 101, 16970–16975, https://doi.org/10.1073/pnas.0403627101 (2004).
Gerhart-Hines, Z. et al. The nuclear receptor Rev-erbα controls circadian thermogenic plasticity. Nature 503, 410–413, https://doi.org/10.1038/nature12642 (2013).
Seebacher, F. Responses to temperature variation: integration of thermoregulation and metabolism in vertebrates. J. Exp. Biol. 212, 2885–2891, https://doi.org/10.1242/jeb.024430 (2009).
Michelucci, A. et al. Immune-responsive gene 1 protein links metabolism to immunity by catalyzing itaconic acid production. Proc. Natl. Acad. Sci. USA 110, 7820–7825, https://doi.org/10.1073/pnas.1218599110 (2013).
Uddin, M. J. et al. IRG1 induced by heme oxygenase-1/carbon monoxide inhibits LPS-mediated sepsis and pro-inflammatory cytokine production. Cell. Mol. Immunol. 13, 170–179, https://doi.org/10.1038/cmi.2015.02 (2016).
Sun, J. & Stetler-Stevenson, W. G. Overexpression of tissue inhibitors of metalloproteinase 2 up-regulates NF-κB activity in melanoma cells. J. Mol. Signal. 4, 4, https://doi.org/10.1186/1750-2187-4-4 (2009).
Lee, E. J. & Kim, H. S. The anti-inflammatory role of tissue inhibitor of metalloproteinase-2 in lipopolysaccharide-stimulated microglia. J. Neuroinflammation 11, 116, https://doi.org/10.1186/1742-2094-11-116 (2014).
Lotze, M. T. & Tracey, K. J. High-mobility group box 1 protein (HMGB1): nuclear weapon in the immune arsenal. Nat. Rev. Immunol. 5, 331–342, https://doi.org/10.1038/nri1594 (2005).
Raucci, A., Palumbo, R. & Bianchi, M. E. HMGB1: A signal of necrosis. Autoimmunity 40, 285–289, https://doi.org/10.1080/08916930701356978 (2007).
Huang, W. C., Tang, Y. Q. & Li, L. HMGB1, a potent proinflammatory cytokine in sepsis. Cytokine 51, 119–126, https://doi.org/10.1016/j.cyto.2010.02.021 (2010).
Yamagoe, S., Mizuno, S. & Suzuki, K. Molecular cloning of human and bovine LECT2 having a neutrophil chemotactic activity and its specific expression in the liver. BBA-Gene Struct. Expr. 1396, 105–113, https://doi.org/10.1016/S0167-4781(97)00181-4 (1998).
Pei, W. et al. Extracellular HSP60 triggers tissue regeneration and wound healing by regulating inflammation and cell proliferation. NPJ Regen. Med. 1, 16013, https://doi.org/10.1038/npjregenmed.2016.13 (2016).
Tang, H. et al. Micrometam C protects against oxidative stress in inflammation models in zebrafish and RAW264.7 macrophages. Mar. Drugs 13, 5593–5605, https://doi.org/10.3390/md13095593 (2015).
Jaja-Chimedza, A., Gantar, M., Mayer, G. D., Gibbs, P. D. L. & Berry, J. P. Effects of cyanobacterial lipopolysaccharides from microcystis on glutathione-based detoxification pathways in the zebrafish (Danio rerio) embryo. Toxins 4, 390–404, https://doi.org/10.3390/toxins4060390 (2012).
Olsvik, P. A., Vikesa, V., Lie, K. K. & Hevroy, E. M. Transcriptional responses to temperature and low oxygen stress in Atlantic salmon studied with next-generation sequencing technology. BMC Genomics 14, 817, https://doi.org/10.1186/1471-2164-14-817 (2013).
Madeira, D., Narciso, L., Cabral, H. N., Vinagre, C. & Diniz, M. S. Influence of temperature in thermal and oxidative stress responses in estuarine fish. Comp. Biochem. Physiol. Part A Mol. Integr. Physiol. 166, 237–243, https://doi.org/10.1016/j.cbpa.2013.06.008 (2013).
Forn-Cuni, G., Varela, M., Pereiro, P., Novoa, B. & Figueras, A. Conserved gene regulation during acute inflammation between zebrafish and mammals. Sci. Rep. 7, 41905, https://doi.org/10.1038/srep41905 (2017).
Sundaram, A. Y., Consuegra, S., Kiron, V. & Fernandes, J. M. Positive selection pressure within teleost Toll-like receptors tlr21 and tlr22 subfamilies and their response to temperature stress and microbial components in zebrafish. Mol. Biol. Rep. 39, 8965–8975, https://doi.org/10.1007/s11033-012-1765-y (2012).
Iliev, D. B., Roach, J. C., Mackenzie, S., Planas, J. V. & Goetz, F. W. Endotoxin recognition: in fish or not in fish? FEBS Lett. 579, 6519–6528, https://doi.org/10.1016/j.febslet.2005.10.061 (2005).
Meng, Z., Zhang, X. Y., Guo, J., Xiang, L. X. & Shao, J. Z. Scavenger receptor in fish is a lipopolysaccharide recognition molecule involved in negative regulation of NF-κB activation by competing with TNF receptor-associated factor 2 recruitment into the TNF-α signaling pathway. J. Immunol. 189, 4024–4039, https://doi.org/10.4049/jimmunol.1201244 (2012).
Zoccola, E., Kellie, S. & Barnes, A. C. Immune transcriptome reveals the mincle C-type lectin receptor acts as a partial replacement for TLR4 in lipopolysaccharide-mediated inflammatory response in barramundi (Lates calcarifer). Mol. Immunol. 83, 33–45, https://doi.org/10.1016/j.molimm.2017.01.010 (2017).
Habich, C. et al. Heat shock protein 60: specific binding of lipopolysaccharide. J. Immunol. 174, 1298–1305, https://doi.org/10.4049/jimmunol.174.3.1298 (2005).
Habich, C., Baumgart, K., Kolb, H. & Burkart, V. The receptor for heat shock protein 60 on macrophages is saturable, specific, and distinct from receptors for other heat shock proteins. J. Immunol. 168, 569–576, https://doi.org/10.4049/jimmunol.168.2.569 (2002).
Triantafilou, K. et al. Fluorescence recovery after photobleaching reveals that LPS rapidly transfers from CD14 to hsp70 and hsp90 on the cell membrane. J. Cell. Sci. 114, 2535–2545 (2001).
He, S. et al. Annexin A2 Modulates ROS and Impacts Inflammatory Response via IL-17 Signaling in Polymicrobial Sepsis Mice. Plos Pathog. 12, e1005743, https://doi.org/10.1371/journal.ppat.1005743 (2016).
Zhang, S. et al. Annexin A2 binds to endosomes and negatively regulates TLR4-triggered inflammatory responses via the TRAM-TRIF pathway. Sci. Rep. 5, 15859, https://doi.org/10.1038/srep15859 (2015).
Andersen, B. M. et al. Monomeric annexin A2 is an oxygen-regulated toll-like receptor 2 ligand and adjuvant. J. Immunother. Cancer 4, 11, https://doi.org/10.1186/s40425-016-0112-6 (2016).
Ji, D. R., Liu, P., Wang, F., Zhang, S. C. & Li, H. Y. Identification and expression of a novel member of Ly-6 superfamily in zebrafish Danio rerio. Dev. Genes. Evol. 222, 119–124, https://doi.org/10.1007/s00427-012-0393-9 (2012).
Loughner, C. L. et al. Organization, evolution and functions of the human and mouse Ly6/uPAR family genes. Hum. Genomics 10, 10, https://doi.org/10.1186/s40246-016-0074-2 (2016).
Kimmel, C. B., Ballard, W. W., Kimmel, S. R., Ullmann, B. & Schilling, T. F. Stages of embryonic development of the zebrafish. Dev. Dyn. 203, 253–310, https://doi.org/10.1002/aja.1002030302 (1995).
Kim, D. et al. TopHat2: accurate alignment of transcriptomes in the presence of insertions, deletions and gene fusions. Genome Biol. 14, R36, https://doi.org/10.1186/gb-2013-14-4-r36 (2013).
Love, M. I., Huber, W. & Anders, S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. 15, 550, https://doi.org/10.1186/s13059-014-0550-8 (2014).
Yu, G., Wang, L. G., Han, Y. & He, Q. Y. clusterProfiler: an R package for comparing biological themes among gene clusters. OMICS 16, 284–287, https://doi.org/10.1089/omi.2011.0118 (2012).
Acknowledgements
We thank Tor Erik Jørgensen (Nord University) for maintaining the Linux platform and Teshome Tilahun Bizuayehu (Nord University) for giving precious advice. This project was funded by the Research Council of Norway (Ref. 213825), with additional support from Nord University (Norway).
Author information
Authors and Affiliations
Contributions
J.M.O.F., I.B. and Q.Z. designed the experiment. Q.Z. performed the experiments and data analyses, and drafted the manuscript. M.K. and Q.Z. conducted the RNA sequencing. J.M.O.F. and I.B. revised the manuscript.
Corresponding author
Ethics declarations
Competing Interests
The authors declare no competing interests.
Additional information
Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Electronic supplementary material
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Zhang, Q., Kopp, M., Babiak, I. et al. Low incubation temperature during early development negatively affects survival and related innate immune processes in zebrafish larvae exposed to lipopolysaccharide. Sci Rep 8, 4142 (2018). https://doi.org/10.1038/s41598-018-22288-8
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-018-22288-8
This article is cited by
-
A smart microfluidic-based fish farm for zebrafish screening
Microfluidics and Nanofluidics (2021)
Comments
By submitting a comment you agree to abide by our Terms and Community Guidelines. If you find something abusive or that does not comply with our terms or guidelines please flag it as inappropriate.