| Literature DB >> 29515182 |
Qirui Zhang1, Martina Kopp1, Igor Babiak1, Jorge M O Fernandes2.
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.Entities:
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Year: 2018 PMID: 29515182 PMCID: PMC5841277 DOI: 10.1038/s41598-018-22288-8
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Mortality of larvae after LPS challenge. Mortality rates are represented as mean ± s.d. of triplicates. Significance was analysed using two-way ANOVA. Asterisks indicate the significant (p-value < 0.05) difference within the same incubation temperature group, while letters (“a”) and (“b”) indicate significant (p-value < 0.05) differences within the same LPS challenge temperature.
Summary of library read statistics. In total, 18 libraries, including three LPS treatment replicates and three control replicates from each of three temperature groups (Incubation 24 °C × Challenge 24 °C, Incubation 24 °C × Challenge 32 °C, Incubation 32 °C × Challenge 24 °C), were paired-end sequenced on a NextSeq 500 (Illumina).
| Minimum | Maximum | Total | |
|---|---|---|---|
| Raw reads | 11,339,354 | 48,009,280 | 376,254,382 |
| Trimmed reads | 10,897,668 | 46,119,584 | 361,234,698 |
| ≥Q30 reads | 9,344,199 | 39,781,550 | 311,105,664 |
| Mapped reads | 8,183,262 | 34,199,926 | 267,108,269 |
Figure 2Venn diagram of differentially expressed genes. Comparison of DEGs (LPS-treated versus control) between larvae originating from the same incubation temperature of 24 °C but challenged with LPS at 24 °C or 32 °C (a), and between larvae originating from the 24 °C and 32 °C incubation temperatures, and challenged with LPS at the same temperature of 24 °C (b). DEGs with incubation and challenge temperatures in control larvae are also shown (c). Upward and downward arrows indicate up- and down-regulation, respectively.
Figure 3Principle component analyses of differentially expressed genes. PCA was performed on DEGs (LPS-treated versus control, adjusted p-value < 0.05, |fold change| ≥ 1.5) from all temperature groups. The first (PC1) and second principal components (PC2) are shown on horizontal and vertical axis, respectively.
Figure 4Hierarchical clustering and heat map of differentially expressed genes. Display based on DEGs (LPS-treated versus control, adjusted p-value < 0.05, |fold change| ≥ 1.5) for Incubation 24 °C × LPS Challenge 24 °C (a), Incubation 24 °C × LPS Challenge 32 °C (b) and Incubation 32 °C × LPS Challenge 24 °C (c). Log2 transformed gene fold change is indicated by the colour scale. Hierarchical clustering groups are shown on the vertical axis. Representative genes in each temperature group are indicated.
Figure 5Representative GO processes of genes differentially regulated with LPS challenge. Up- (a) and down-regulated (b) GO processes in the different Incubation × LPS Challenge temperature groups are shown as dots, with size representing enrichment values (GeneRatio/BgRatio) and colour density reflecting their adjusted p-value. Significance was set at adjusted p-value < 0.05 (Benjamin-Hochberg method).
Representative Gene Ontology processes regulated by LPS exposure. GO processes were enriched from DEGs by the clusterProfiler package (adjusted p-value < 0.05, Benjamin-Hochberg method). Enrichment values are defined as the ratio between GeneRatio and BgRatio. GeneRatio is the ratio of the number of genes that are annotated to a particular biological process over the size of the list of genes of interest. BgRatio is the ratio of the number of genes annotated to the biological term in the background distribution over the total number of genes in the background distribution.
| Process | Gene-Ratio | BgRatio | Enrich-ment | Padj | Genes |
|---|---|---|---|---|---|
| Incubation 24 °C × Challenge 24 °C Up-regulated | |||||
| response to bacterium | 7/84 | 119/14763 | 10.3 | <0.001 | |
| response to external biotic stimulus | 8/84 | 186/14763 | 7.6 | <0.001 | |
| positive regulation of response to external stimulus | 3/84 | 21/14763 | 25.1 | <0.001 | |
| myeloid leukocyte activation | 3/84 | 24/14763 | 22.0 | <0.001 | |
| leukocyte chemotaxis | 5/84 | 49/14763 | 16.9 | <0.001 | |
| defense response | 7/84 | 281/14763 | 4.4 | 0.001 | |
| response to wounding | 9/84 | 200/14763 | 7.9 | <0.001 | |
| Incubation 24 °C × Challenge 24 °C Down-regulated | |||||
| response to xenobiotic stimulus | 4/91 | 49/14763 | 13.2 | <0.001 | |
| defense response | 7/91 | 281/14763 | 4.0 | 0.001 | |
| Incubation 32 °C × Challenge 24 °C Up-regulated | |||||
| response to bacterium | 3/14 | 119/14763 | 26.6 | <0.001 | |
| myeloid leukocyte activation | 2/14 | 107/14763 | 87.9 | <0.001 | |
| leukocyte chemotaxis | 3/14 | 52/14763 | 60.8 | 0.001 | |
| defense response | 4/14 | 281/14763 | 15.0 | <0.001 | |
| response to wounding | 3/14 | 200/14763 | 15.8 | 0.001 | |
| regeneration | 2/14 | 137/14763 | 15.4 | 0.007 | |
| Incubation 24 °C × Challenge 32 °C Up-regulated | |||||
| response to bacterium | 5/129 | 119/14763 | 4.8 | 0.001 | |
| response to external biotic stimulus | 7/129 | 186/14763 | 4.3 | 0.004 | |
| regeneration | 7/129 | 137/14763 | 5.9 | <0.001 | |
| response to hypoxia | 4/129 | 45/14763 | 10.2 | 0.001 | |
| response to oxygen levels | 4/129 | 46/14763 | 10.0 | 0.001 | |
Figure 6Selected KEGG pathways. KEGG pathways of up- (a) and down-regulated (b) DEGs were generated independently. Size is proportional to the enrichment value (GeneRatio/BgRatio), whereas colour density represents the adjusted p-value. Significance was set at adjusted p-value < 0.05 (Benjamin-Hochberg method).
Representative genes between LPS-treated and control groups. List of selected DEGs with a fold change greater than 1.5, determined by DESeq2 (adjusted p-value < 0.05, Benjamin-Hochberg method).
| Gene Name | Description | Fold Change | Padj |
|---|---|---|---|
| Incubation 24 °C × Challenge 24 °C | |||
|
| matrix metallopeptidase 13a | 8.5 | <0.001 |
|
| interleukin 1, beta | 5.3 | <0.001 |
|
| FOS-like antigen 1a | 3.6 | <0.001 |
|
| lymphocyte antigen-6, epidermis | 3.4 | <0.001 |
|
| annexin A2a | 2.9 | <0.001 |
|
| chemokine (C-X-C motif) ligand 8a | 2.2 | <0.001 |
|
| interferon regulatory factor 6 | 2.0 | <0.001 |
| chemokine (C-X-C motif) ligand 8b, duplicate 1 | 2.0 | <0.001 | |
|
| tumor necrosis factor receptor superfamily, member 11b | 1.8 | 0.004 |
|
| interleukin 6 signal transducer | 1.6 | 0.002 |
| mucin 5.2 | −5.5 | <0.001 | |
| mucin 5.1 | −3.6 | <0.001 | |
|
| lysozyme | −2.3 | <0.001 |
| chemokine (C-C motif) ligand 20a, duplicate 3 | −2.1 | <0.001 | |
|
| chemokine (C-C motif) ligand 20b | −1.9 | 0.002 |
|
| caspase b, like | −1.8 | 0.007 |
| cathepsin S, ortholog 2, tandem duplicate 2 | −1.7 | 0.008 | |
| macrophage expressed 1, tandem duplicate 2 | −1.7 | 0.034 | |
| apolipoprotein A-IV b, tandem duplicate 1 | −1.7 | 0.020 | |
|
| leukotriene A4 hydrolase | −1.5 | 0.030 |
| Incubation 32 °C × Challenge 24 °C | |||
|
| matrix metallopeptidase 9 | 5.8 | <0.001 |
|
| matrix metallopeptidase 13a | 4.5 | <0.001 |
|
| prostaglandin-endoperoxide synthase 2b | 3.0 | <0.001 |
|
| FOS-like antigen 1a | 2.5 | <0.001 |
|
| lymphocyte antigen-6, epidermis | 2.4 | <0.001 |
| chemokine (C-X-C motif) ligand 8b, duplicate 1 | 2.3 | <0.001 | |
|
| annexin A2a | 2.2 | <0.001 |
|
| interleukin 1, beta | 2.1 | 0.002 |
|
| S100 calcium binding protein A10b | 1.9 | 0.002 |
|
| CCAAT/enhancer binding protein (C/EBP), beta | 1.8 | 0.050 |
| mucin 5.2 | −3.7 | <0.001 | |
| mucin 5.1,oligomeric mucus/gel-forming | −2.3 | <0.001 | |
| Incubation 24 °C × Challenge 32 °C | |||
|
| immunoresponsive gene 1, like | 6.3 | <0.001 |
|
| matrix metallopeptidase 9 | 4.8 | <0.001 |
|
| TIMP metallopeptidase inhibitor 2b | 4.4 | <0.001 |
|
| insulin-like growth factor binding protein 1a | 3.2 | <0.001 |
|
| leukocyte cell-derived chemotaxin 2 like | 2.7 | 0.001 |
|
| lymphocyte antigen-6, epidermis | 2.6 | <0.001 |
|
| tumor necrosis factor receptor superfamily, member 11b | 2.5 | 0.006 |
|
| microsomal glutathione S-transferase 3b | 2.5 | <0.001 |
|
| glutathione S-transferase omega 2 | 2.3 | <0.001 |
|
| proteoglycan 4b | 2.2 | 0.015 |
|
| interferon regulatory factor 6 | 2.1 | 0.003 |
|
| glutathione peroxidase | 2.1 | 0.029 |
|
| myoglobin | 2.1 | 0.009 |
|
| jun B proto-oncogene a | 2.1 | 0.003 |
|
| integrin, alpha V | 1.9 | 0.010 |
|
| heat shock 60 protein 1 | 1.7 | 0.006 |
|
| heat shock protein 90, beta (grp94), member 1 | 1.6 | 0.020 |
| mucin 5.2 | −3.5 | <0.001 | |
| macrophage expressed 1, tandem duplicate 2 | −2.0 | 0.008 | |
|
| high mobility group box 1b | −1.5 | 0.030 |
Figure 7Diagram summarising the effect of incubation (24 °C, 32 °C) and challenge temperatures (24 °C, 32 °C) on the innate immune response of zebrafish larvae to LPS. Larvae incubated and challenged with LPS at 24 °C showed both up- (red arrow) and down-regulated (blue arrow) immune transcripts and processes following LPS challenge (a); larvae incubated at 24 °C followed by LPS exposure at 32 °C, displayed a weak immune response at the transcriptome level but additional hypoxia and stress transcripts were stimulated (b); an incubation temperature of 32 °C and subsequent LPS challenge at 24 °C elicited a strong immune response in larvae (c). The respective mortality rates are also indicated for each temperature group. The width of the arrows reflects the different numbers of immune- and hypoxia-related GO processes that are affected by LPS challenge in each temperature group. Only incubation temperatures 24 °C and 32 °C are shown, since the 28 °C group was not used for transcriptomic analyses.
Figure 8Experimental design. Zebrafish embryos obtained from spawning wild type fish maintained at 28 °C, were randomly assigned to three groups and incubated at 24 °C, 28 °C, or 32 °C (incubation temperature) throughout embryonic development. At the first-feeding stage, larvae from each incubation temperature group were divided into three new groups, followed by a temperature change to either of 24 °C, 28 °C or 32 °C (LPS challenge temperature) over 7 hours. At 18 h post the first-feeding stage, the LPS challenge was performed in all 9 temperature groups (3 incubation temperatures × 3 challenge temperatures). Mortality was evaluated at 24 h post LPS challenge. Groups exhibiting significantly different mortality rates were chosen for further transcriptomic analyses.