| Literature DB >> 35743792 |
Jake J Wen1, Keyan Mobli1, Geetha L Radhakrishnan2, Ravi S Radhakrishnan1.
Abstract
Immune cascade is one of major factors leading to cardiac dysfunction after burn injury. TLRs are a class of pattern-recognition receptors (PRRs) that initiate the innate immune response by sensing conserved molecular patterns for early immune recognition of a pathogen. The Rat Toll-Like Receptor (TLR) Signaling Pathway RT² Profiler PCR Array profiles the expression of 84 genes central to TLR-mediated signal transduction and innate immunity, and is a validated tool for identifying differentially expressed genes (DEGs). We employed the PCR array to identify burn-induced cardiac TLR-signaling-related DEGs. A total of 38 up-regulated DEGs and 19 down-regulated DEGs were identified. Network analysis determined that all DEGS had 10 clusters, while up-regulated DEGs had 6 clusters and down-regulated DEGs had 5 clusters. Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis showed that DEGs were involved in TLR signaling, the RIG-I-Like receptor signaling pathway, the IL-17 signaling pathway, and the NFkB signaling pathway. Function analysis indicated that DEGs were associated with Toll-like receptor 2 binding, Lipopeptide binding, Toll-like receptor binding, and NAD(P)+ nucleosidase activity. The validation of 18 up-regulated DEGs (≥10-fold change) and 6 down-regulated DEGs (≤5-fold change) demonstrated that the PCR array is a trusted method for identifying DEGs. The analysis of validated DEG-derived protein-protein interaction networks will guide our future investigations. In summary, this study not only identified the TLR-signaling-pathway-related DEGs after burn injury, but also confirmed that the burn-induced cardiac cytokine cascade plays an important role in burn-induced heart dysfunction. The results will provide the novel therapeutic targets to protect the heart after burn injury.Entities:
Keywords: burn injury; cardiac dysfunction; cytokines; inflammatory cascade; microarray
Year: 2022 PMID: 35743792 PMCID: PMC9224557 DOI: 10.3390/jpm12061007
Source DB: PubMed Journal: J Pers Med ISSN: 2075-4426
Oligonucleotides used for validation of the identified burn-induced TLR gene expressions.
| Gene Expressions. | 5′-Forward-3′ | 5′-Reverse-3′ | Amplicon Size (bp) | Accession # |
|---|---|---|---|---|
| Casp8 | AATAAAGACAACCCGAGGAACA | ATGCCACAGCCCATCTTCACACTA | 101 | NM_022277.1 |
| Ccl2 | GTCTCAGCCAGATGCAGTTAAT | CTGCTGGTGATTCTCTTGTAGTT | 105 | NM_031530.1 |
| Cd86 | CCGAGTGAGCTCGTAGTATTT | GGTACTTGGCATTCACGTTATC | 100 | NM_020081.1 |
| Cebpb | CTTGATGCAATCCGGATCAAAC | CCCGCAGGAACATCTTTAAGT | 113 | NM_024125.5 |
| Hmgb1 | TCGGCCTTCTTCTTGTTCTG | GTTGTTCCACATCTCTCCTAGTT | 108 | NM_012963.2 |
| Hspa1a | CGTTTGACACTCTGTTGCTTTC | ACGGCCAGGCAAGATTATAC | 89 | NM_031971.2 |
| Ifna | AGAGAGAGAGAGAGAGAGAGAGA | GTGTGATTCCACATTTGCAGTAG | 110 | XM_001076062.4 |
| IL1b | GAGGCCATAGCCCATGATTTA | CTCCTGCTTGACGATCCTTATC | 105 | NM_017019.2 |
| IL10 | AGTGGAGCAGGTGAAGAATG | GAGTGTCACGTAGGCTTCTATG | 109 | NM_012854.2 |
| IL2 | GCAGGCCACAGAATTGAAAC | CCAGCGTCTTCCAAGTGAA | 108 | NM_053836.1 |
| IL6 | GAAGTTAGAGTCACAGAAGGAGTG | GTTTGCCGAGTAGACCTCATAG | 105 | M26744.1 |
| Kcnh8 | GAAGACAGAGCCAAAGGAAGA | CAGGTGTCCTGAGATGTGATAAA | 96 | NM_145095.2 |
| Lta | GCGTCAGTTACCACAGAACA | GCCTCGGGCTTTCTTCTAAA | 100 | NM_080769.2 |
| Ly98 | CCGAAGCGCAAGGAAATTG | TGTGATGGCCCTTAGGAAATAG | 133 | NM_001024279.1 |
| Map4k4 | CTGGTGGAAGTGGTTGGAAA | CATCCTCGGTGACATCCATAAC | 97 | NM_001106904.1 |
| Nr2c2 | CTGATAGCCACTCCCACATTT | GAACTGTACCATCCTCACGTATC | 118 | NM_017323.2 |
| Ptgs2 | GGCCATGGAGTGGACTTAAA | GTCTTTGACTGTGGGAGGATAC | 132 | NM_017232.3 |
| Ripk2 | CCTTTGCCTCCTGTCTTTCT | CCTCTACCCAACCAGCATATT | 100 | NM_001191865.1 |
| Rnf 138 | TTACCAGCCTCTGTTTCACTAC | TGACTTGGCCTTCTCTACATTAC | 83 | NM_053588.3 |
| Tbk1 | GAAGAAGCTGAAGGAGGAGATG | CAGACTCCCGAAGAAGCTAAAG | 137 | NM_001106786.1 |
| Tlr2 | CCAAGAGGAAGCCCAAGAAA | CATGAGGTTCTCCACCCAATAG | 98 | NM_198769.2 |
| Tlr7 | AACCTTTCCCAGAGCATACAG | AGCCTCTGATGGGACAAATAAA | 110 | NM_001097582.1 |
| Tollip | CCCTCCTCTGATGTTGTATGTG | GGTAAGCAAGACAGGAGGTTAG | 108 | NM_001109668.1 |
| Tradd | CTGGACCTTCTGAAACCTAGATG | CTTAGGTCCCACGATGAGAATG | 106 | NM_001100480.1 |
Figure 1Highly intact RNA: RNA was purified from heart tissues using the Qiagen RNeasy Mini Kit. The purified RNA was analyzed using a Beckman 700 system (ratio of 28 S to 18 S rRNA: ≥1.55), NanoDrop 2000, and Agilent 2100 Bioanalyzer (ratio of 28 S to 18 S rRNA: ≥1.7). A high RNA integrity number (RIN) of 9.6 was obtained, indicating highly intact RNA. (A) sham; (B) 24 hpb; (C) real values from Agilent 2100 Bioanalyzer.
Figure 2(A) Heat maps of real-time RT 2 Profiler PCR Array showing differential expression of 84 TLR-related genes stimulated by burn injury. (B) The ≥1.5-fold changes represent the genes that are up-regulated, and the ≤−1.5-fold changes represent the genes that are down-regulated by burn injury.
Figure 3Expression of TLR-Related Genes in burn injury rats. Sham control or burn injury analyzed through a Rat TLR RT2 Profiler PCR Array (QIAGEN): (A) Heatmap displaying hierarchical clustering of the entire dataset of expressed genes and indicating co-regulated genes across sham control and burn experimental groups: healthy sham control rats—CTRL; burn injury rats—24 hpb. Clustering analysis showed that genes upregulated in burn injury rats belong to apoptosis modulation, IL-1 signaling, TLR signaling, RIG-I-like receptor signaling and IL-17 signaling pathways; (B) The volcano plots identify significant changes in gene expression between groups. The volcano plot displays the statistical significance (p < 0.05) versus fold change on the y and x axes, respectively; (C) Venn diagram and list of TLR-related genes regulated in burn injury rats. The expression levels of genes are presented as fold-regulation values (those greater than 1.5 are indicated, and those less than 1.5 are indicated for burn injury rats compared to those for controls (24 hpb vs. CTRL column). Complete data are provided in Table S1a–e.
Rat TLR RT2 Profiler PCR Array (Qiagen). NCBI access number, abbreviation (symbol) and full name/function (description) of the 84 TLR-related genes analyzed using the PCR array. The column “fold change” indicates the tested gene expression in burn injury group vs. sham control.
| Position | Refseq | Symbol | Description | Fold Change |
|---|---|---|---|---|
| A01 | NM_001007798 | Btk | Bruton agammaglobulinemia tyrosine kinase | 1.05 |
| A02 | NM_022277 | Casp8 | Caspase 8 | 2.12 |
| A03 | NM_031530 | Ccl2 | Chemokine (C-C motif) ligand 2 | 43.61 |
| A04 | NM_021744 | Cd14 | CD14 molecule | 1.23 |
| A05 | NM_001106405 | Cd180 | CD180 molecule | 1.05 |
| A06 | NM_012926 | Cd80 | Cd80 molecule | 1.05 |
| A07 | NM_020081 | Cd86 | CD86 molecule | 1.08 |
| A08 | NM_024125 | Cebpb | CCAAT/enhancer binding protein (C/EBP), beta | 2.03 |
| A09 | NM_001107588 | Chuk | Conserved helix–loop–helix ubiquitous kinase | 1.55 |
| A10 | NM_001005897 | Clec4e | C-type lectin domain family 4, member e | 1.05 |
| A11 | NM_053852 | Csf2 | Colony stimulating factor 2 (granulocyte-macrophage) | 1.05 |
| A12 | NM_017104 | Csf3 | Colony stimulating factor 3 (granulocyte) | 1.05 |
| B01 | NM_139089 | Cxcl10 | Chemokine (C-X-C motif) ligand 10 | 1.51 |
| B02 | NM_019335 | Eif2ak2 | Eukaryotic translation initiation factor 2-alpha kinase 2 | 2.05 |
| B03 | NM_152937 | Fadd | Fas (TNFRSF6)-associated via death domain | 2.00 |
| B04 | NM_022197 | Fos | FBJ osteosarcoma oncogene | 4.18 |
| B05 | NM_012963 | Hmgb1 | High-mobility group box 1 | 54.92 |
| B06 | NM_001098241 | Hras | Harvey rat sarcoma virus oncogene | 2.16 |
| B07 | NM_031971 | Hspa1a | Heat shock 70 kD protein 1A | 2.47 |
| B08 | NM_022229 | Hspd1 | Heat shock protein 1 (chaperonin) | 4.07 |
| B09 | NM_001014786 | Ifna1 | Interferon-alpha 1 | 1.74 |
| B10 | NM_019127 | Ifnb1 | Interferon beta 1, fibroblast | 1.05 |
| B11 | NM_138880 | Ifng | Interferon gamma | 1.05 |
| B12 | NM_053355 | Ikbkb | Inhibitor of kappa light polypeptide gene enhancer in B-cells, kinase beta | 1.42 |
| C01 | NM_012854 | Il10 | Interleukin 10 | 5.49 |
| C02 | NM_053390 | Il12a | Interleukin 12a | 1.03 |
| C03 | NM_017019 | Il1a | Interleukin 1 alpha | 11,883,604.11 |
| C04 | NM_031512 | Il1b | gb Interleukin 1 beta | 1.47 |
| C05 | NM_013123 | Il1r1 | Interleukin 1 receptor, type I | −1.13 |
| C06 | NM_053836 | Il2 | Interleukin 2 | 1.49 |
| C07 | NM_012589 | Il6 | Interleukin 6 | 3.12 |
| C08 | NM_017020 | Il6r | Interleukin 6 receptor | 1.65 |
| C09 | NM_001127555 | Irak1 | Interleukin-1-receptor-associated kinase 1 | 4.64 |
| C10 | NM_001025422 | Irak2 | Interleukin-1-receptor-associated kinase 2 | 1.06 |
| C11 | NM_012591 | Irf1 | Interferon regulatory factor 1 | 3.11 |
| C12 | NM_001006969 | Irf3 | Interferon regulatory factor 3 | 2.66 |
| D01 | NM_021835 | Jun | Jun oncogene | 1.62 |
| D02 | NM_145095 | Kcnh8 | Potassium voltage-gated channel, subfamily H (eag-related), member 8 | 1.09 |
| D03 | NM_080769 | Lta | Lymphotoxin alpha (TNF superfamily, member 1) | 1.08 |
| D04 | NM_001024279 | Ly96 | Lymphocyte antigen 96 | 1.76 |
| D05 | NM_012798 | Mal | Mal, T-cell differentiation protein | 1.81 |
| D06 | NM_001100674 | Map2k3 | Mitogen-activated protein kinase kinase 3 | −1.43 |
| D07 | NM_001030023 | Map2k4 | Mitogen-activated protein kinase kinase 4 | 2.75 |
| D08 | NM_053887 | Map3k1 | Mitogen-activated protein kinase kinase kinase 1 | 1.08 |
| D09 | NM_001107920 | Map3k7 | Mitogen-activated protein kinase kinase kinase 7 | −1.05 |
| D10 | NM_001106904 | Map4k4 | Mitogen-activated protein kinase kinase kinase kinase 4 | −2.04 |
| D11 | NM_053829 | Mapk8 | Mitogen-activated protein kinase 8 | 2.32 |
| D12 | NM_001100673 | Mapk8ip3 | Mitogen-activated protein kinase 8 interacting protein 3 | 1.74 |
| E01 | NM_017322 | Mapk9 | Mitogen-activated protein kinase 9 | 1.71 |
| E02 | NM_198130 | Myd88 | Myeloid differentiation primary response gene 88 | 2.10 |
| E03 | NM_001276711 | Nfkb1 | Nuclear factor of kappa light polypeptide gene enhancer in B-cells 1 | 5.52 |
| E04 | NM_001008349 | Nfkb2 | Nuclear factor of kappa light polypeptide gene enhancer in B-cells 2, p49/p100 | 1.25 |
| E05 | NM_001105720 | Nfkbia | Nuclear factor of kappa light polypeptide gene enhancer in B-cells inhibitor, alpha | 2.12 |
| E06 | NM_030867 | Nfkbib | Nuclear factor of kappa light polypeptide gene enhancer in B-cells inhibitor, beta | 1.54 |
| E07 | NM_212509 | Nfkbil1 | Nuclear factor of kappa light polypeptide gene enhancer in B-cells inhibitor-like 1 | 3.40 |
| E08 | NM_001108133 | Nfrkb | Nuclear factor related to kappaB binding protein | −1.19 |
| E09 | NM_017323 | Nr2c2 | Nuclear receptor subfamily 2, group C, member 2 | 1.00 |
| E10 | NM_001100565 | Peli1 | Pellino 1 | 4.12 |
| E11 | NM_053373 | Pglyrp1 | Peptidoglycan recognition protein 1 | 2.17 |
| E12 | NM_013196 | Ppara | Peroxisome proliferator activated receptor alpha | −1.20 |
| F01 | NM_017232 | Ptgs2 | Prostaglandin-endoperoxide synthase 2 | 1.05 |
| F02 | XM_006221869 | Rel | V-rel avian reticuloendotheliosis viral oncogene homolog | 1.07 |
| F03 | NM_199267 | Rela | V-rel reticuloendotheliosis viral oncogene homolog A (avian) | 1.96 |
| F04 | NM_001191865 | Ripk2 | Receptor-interacting serine-threonine kinase 2 | −1.63 |
| F05 | NM_053588 | Rnf138 | Ring finger protein 138 | −1.53 |
| F06 | NM_001105817 | Sarm1 | Sterile alpha and TIR motif containing 1 | 3.57 |
| F07 | NM_001106786 | Tbk1 | TANK-binding kinase 1 | −2.36 |
| F08 | NM_001108890 | Ticam2 | Toll-like receptor adaptor molecule 2 | 11,993,941.01 |
| F09 | NM_001172120 | Tlr1 | Toll-like receptor 1 | 1.05 |
| F10 | NM_198769 | Tlr2 | Toll-like receptor 2 | 1.87 |
| F11 | NM_198791 | Tlr3 | Toll-like receptor 3 | 1.05 |
| F12 | NM_019178 | Tlr4 | Toll-like receptor 4 | 2.03 |
| G01 | NM_001145828 | Tlr5 | Toll-like receptor 5 | 1.05 |
| G02 | NM_207604 | Tlr6 | Toll-like receptor 6 | 1.48 |
| G03 | NM_001097582 | Tlr7 | Toll-like receptor 7 | 1.96 |
| G04 | NM_198131 | Tlr9 | Toll-like receptor 9 | 1.61 |
| G05 | NM_012675 | Tnf | Tumor necrosis factor (TNF superfamily, member 2) | 1.05 |
| G06 | NM_013091 | Tnfrsf1a | Tumor necrosis factor receptor superfamily, member 1a | −1.15 |
| G07 | NM_001024771 | Tnip2 | TNFAIP3 interacting protein 2 | 2.10 |
| G08 | NM_001109668 | Tollip | Toll interacting protein | −2.29 |
| G09 | NM_001100480 | Tradd | TNFRSF1A-associated via death domain | 2.02 |
| G10 | NM_001107754 | Traf6 | Tnf-receptor-associated factor 6 | −1.09 |
| G11 | NM_053928 | Ube2n | Ubiquitin-conjugating enzyme E2N (UBC13 homolog, yeast) | 6.17 |
| G12 | NM_001110345 | Ube2v1 | Ubiquitin-conjugating enzyme E2 variant 1 | 5.39 |
List of DEGs of TLR-signaling pathways between burn-injury and sham rats.
| Position | Symbol | Description | Fold Regulation (24 hpb vs. Sham) | |
|---|---|---|---|---|
| Toll-like receptor | ||||
| F10 | Tlr2 | Toll-like receptor 2 | 1.87 | |
| F12 | Tlr4 | Toll-like receptor 4 | 2.03 | |
| G03 | Tlr7 | Toll-like receptor 7 | 1.96 | |
| G04 | Tlr9 | Toll-like receptor 9 | 1.61 | |
| Effectors | ||||
| C09 | Irak1 | Interleukin-1 receptor-associated kinase 1 | 4.64 | |
| Interacting proteins and adaptors | ||||
| B07 | Hspa1a | Heat shock 70 kD protein 1A | 2.47 | |
| D12 | Mapk8ip3 | Mitogen-activated protein kinase 8 interacting protein 3 | 1.74 | |
| G08 | Tollip | Toll interacting protein | −2.29 | |
| Apoptosis | ||||
| A02 | Casp8 | Caspase 8 | 2.12 | |
| Ubiquitin-conjugating pathway | ||||
| E10 | Peli1 | Pellino 1 | 4.12 | |
| G11 | Ube2n | Ubiquitin-conjugating enzyme E2N (UBC13 homolog, yeast) | 6.17 | |
| G12 | Ube2v1 | Ubiquitin-conjugating enzyme E2 variant 1 | 5.39 | |
| A03 | Ccl2 | Chemokine (C-C motif) ligand 2 | 43.61 | |
| A08 | Cebpb | CCAAT/enhancer binding protein (C/EBP), beta | 2.03 | |
| A09 | Chuk | Conserved helix–loop–helix ubiquitous kinase | 1.55 | |
| B02 | Eif2ak2 | Eukaryotic translation initiation factor 2-alpha kinase 2 | 2.05 | |
| B04 | Fos | FBJ osteosarcoma oncogene | 4.18 | |
| B05 | Hmgb1 | High-mobility group box 1 | 54.92 | |
| B08 | Hspd1 | Heat shock protein 1 (chaperonin) | 4.07 | |
| Regulation of adaptive immunity | ||||
| C01 | Il10 | Interleukin 10 | 5.49 | |
| E03 | Nfkb1 | Nuclear factor of kappa light polypeptide gene enhancer in B-cells 1 | 5.52 | |
| E06 | Nfkbib | Nuclear factor of kappa light polypeptide gene enhancer in B-cells inhibitor, beta | 1.54 | |
| Downstream pathway of Toll-like receptors NFKB signaling | ||||
| C01 | Il10 | Interleukin 10 | 5.49 | |
| C09 | Irak1 | Interleukin-1-receptor-associated kinase 1 | 4.64 | |
| D10 | Map4k4 | Mitogen-activated protein kinase kinase kinase kinase 4 | −2.04 | |
| E03 | Nfkb1 | Nuclear factor of kappa light polypeptide gene enhancer in B-cells 1 | 5.52 | |
| E06 | Nfkbib | Nuclear factor of kappa light polypeptide gene enhancer in B-cells inhibitor, beta | 1.54 | |
| JNK/p38 signaling | ||||
| D12 | Mapk8ip3 | Mitogen-activated protein kinase 8 interacting protein 3 | 1.74 | |
| JAK/STAT signaling | ||||
| A03 | Ccl2 | Chemokine (C-C motif) ligand 2 | 43.61 | |
| F07 | Tbk1 | TANK-binding kinase 1 | −2.36 | |
| Interferon regulatory factor signaling | ||||
| B01 | Cxcl10 | Chemokine (C-X-C motif) ligand 10 | 1.51 | |
| C11 | Irf1 | Interferon regulatory factor 1 | 3.11 | |
| F07 | Tbk1 | TANK-binding kinase 1 | −2.36 | |
| Cytokine signaling | ||||
| A03 | Ccl2 | Chemokine (C-C motif) ligand 2 | 43.61 | |
| C09 | Irak1 | Interleukin-1-receptor-associated kinase 1 | 4.64 | |
| NFkB/IL6 pathway | ||||
| B09 | Ifna1 | Interferon-alpha 1 | 1.74 | |
| C03 | Il1a | Interleukin 1 alpha | 11,883,604.11 | |
| C07 | Il6 | Interleukin 6 | 3.12 | |
| JUN-MARK signaling | ||||
| D01 | Jun | Jun oncogene | 1.62 | |
| D04 | Ly96 | Lymphocyte antigen 96 | 1.76 | |
| D11 | Mapk8 | Mitogen-activated protein kinase 8 | 2.32 | |
| E01 | Mapk9 | Mitogen-activated protein kinase 9 | 1.71 | |
| Others | ||||
| E11 | Pglyrp1 | Peptidoglycan recognition protein 1 | 2.17 | |
| F04 | Ripk2 | Receptor-interacting serine-threonine kinase 2 | −1.63 | |
| F05 | Rnf138 | Ring finger protein 138 | −1.53 | |
| F06 | Sarm1 | Sterile alpha and TIR motif containing 1 | 3.57 | |
| F08 | Ticam2 | Toll-like receptor adaptor molecule 2 | 11,993,941.01 | |
| G09 | Tradd | TNFRSF1A-associated via death domain | 2.02 |
Figure 4(A–C) Protein–protein interaction network of all identified genes for burn injury using String-DB. Genes were identified using our network approach. Colored nodes indicate first shell interactions. Edges represent protein–protein associations. Blue indicates that the information is from curated databases, and pink indicates that it is experimentally determined; green is the gene neighborhood; dark blue represents gene co-occurrence; yellow represents information gathered from text mining; black represents co-expression; and light blue represents protein homology. Proteins with no interactions are not included in the figure for clarity. (A) all DEGs; (B) up-regulated DEGs; and (C) down-regulated DEGs. (A,B) Functional interaction network based on the STRING database and Gene Ontology classification. Different colors represent different clusters, and the details are described in the text.
Top 10 Enriched GO terms of the DEGs.
| Sub Ontologies | ID | Description | Observed Gene Count | Bachground Gene Count | Strength |
|---|---|---|---|---|---|
| GO-MF | GO:0035663 | Toll-like receptor 2 binding | 2 | 3 | 2.41 |
| GO-MF | GO:0071723 | Lipopeptide binding | 3 | 5 | 2.36 |
| GO-MF | GO:0035325 | Toll-like receptor binding | 4 | 14 | 2.04 |
| GO-MF | GO:0050135 | NAD(P)+ nucleosidase activity | 5 | 18 | 2.03 |
| GO-MF | GO:0061809 | NAD+ nucleotidase, cyclic ADP-ribose generating | 5 | 18 | 2.03 |
| GO-MF | GO:0005132 | Type i interferon receptor binding | 2 | 10 | 1.89 |
| GO-MF | GO:0038187 | Pattern recognition receptor activity | 4 | 21 | 1.87 |
| GO-MF | GO:0005149 | interleukin-1 receptor binding | 3 | 17 | 1.83 |
| GO-MF | GO:0005164 | Tumor necrosis factor receptor binding | 5 | 34 | 1.75 |
| GO-MF | GO:0035370 | UBC13-UEV1A complex | 2 | 4 | 2.29 |
| GO-CC | GO:0033256 | I-kappaB/NF-kappaB complex | 3 | 9 | 2.11 |
| GO-CC | GO:0046696 | Lipopolysaccharide receptor complex | 2 | 8 | 1.98 |
| GO-CC | GO:0045335 | Phagocytic vesicle | 4 | 135 | 1.06 |
| GO-CC | GO:0042025 | Host cell nucleus | 5 | 187 | 1.01 |
| GO-CC | GO:0030139 | Endocytic vesicle | 5 | 218 | 0.95 |
| GO-CC | GO:0045121 | Membrane raft | 10 | 446 | 0.94 |
| GO-CC | GO:0043235 | Receptor complex | 9 | 482 | 0.86 |
| GO-CC | GO:0009897 | External side of plasma membrane | 8 | 512 | 0.78 |
| GO-CC | GO:0098552 | Side of membrane | 9 | 730 | 0.68 |
| GO-CC | GO:0005615 | Extracellular space | 21 | 1776 | 0.66 |
| GO-BP | GO:0002874 | Regulation of chronic inflammatory response to antigenic stimulus | 3 | 3 | 2.59 |
| GO-BP | GO:0060559 | Positive regulation of calcidiol 1-monooxygenase activity | 3 | 3 | 2.59 |
| GO-BP | GO:0002876 | Positive regulation of chronic inflammatory response to antigenic stimulus | 2 | 2 | 2.59 |
| GO-BP | GO:0070340 | Detection of bacterial lipopeptide | 2 | 2 | 2.59 |
| GO-BP | GO:0071727 | Cellular response to triacyl bacterial lipopeptide | 2 | 2 | 2.59 |
| GO-BP | GO:0035711 | T-helper 1 cell activation | 3 | 4 | 2.46 |
| GO-BP | GO:0001781 | Neutrophil apoptotic process | 2 | 3 | 2.41 |
| GO-BP | GO:0060558 | Regulation of calcidiol 1-monooxygenase activity | 4 | 8 | 2.29 |
| GO-BP | GO:0071221 | Cellular response to bacterial lipopeptide | 4 | 8 | 2.29 |
| GO-BP | GO:0071726 | Cellular response to diacyl bacterial lipopeptide | 3 | 6 | 2.29 |
Figure 5(A) Mapping of TLR-signaling pathway in burn injury rats. Each gene in the KEGG TLR-signaling network (KEGG rno04620) is colored according to its expression level in the burn injury group compared with that of the sham group. Genes that were significantly upregulated are colored red, and those that were significantly downregulated are marked blue; (B) Mapping of IL-17 signaling pathway in burn injury rats. Each gene in the KEGG TLR-signaling network (KEGG rno04657) is colored according to its expression level in the burn injury group compared with that of the sham group. Genes that were significantly upregulated are colored red, and those that were significantly downregulated are marked blue; (C) Mapping of RIG-I-Like receptor signaling pathway in burn injury rats. Each gene in the KEGG TLR-signaling network (KEGG rno04622) is colored according to its expression level in the burn injury group compared with that of the sham group. Genes that were significantly upregulated are colored red, and those that were significantly downregulated are marked blue; (D) Mapping of TNF signaling pathway in burn-injury-induced upregulated DEGs in rats. Each gene in the KEGG TNF signaling network (KEGG rno04668) is colored according to its expression level in the burn injury group compared with that of the sham group. Genes that were significantly upregulated are colored red, and those that were significantly downregulated are marked blue; (E) Mapping of NfkB signaling pathway in burn injury rats. Each gene in the KEGG NFkB signaling network (KEGG rno04064) is colored according to its expression level in the burn injury group compared with that of the sham group. Genes that were significantly upregulated are colored red, and those that were significantly downregulated are marked blue. The ubiquitous expression level is indicated in grey. The gene that is shown in the blank was not measured in the experiment.
Figure 6Validation of burn-induced regulated genes using qPCR. Triplicate total RNA samples from rat hearts (either sham healthy or 60% TBSA burn for 24 h) were transcribed to cDNA; then, real-time qPCR was run with our own designed primers (Table 1); (A) burn-injury-induced up-regulated TLR-related DEGs, and (B) burn-injury-induced down-regulated TLR-related DEGs.
Figure 7Burn-injury-induced TLR-related DEP–protein interaction networks. (A) burn-injury-induced up-regulated TLR-related DEP–protein interactions including Casp8 (A.a), Ccl2 (A.b), Cd86 (A.c), Cebpb (A.d), Hmgb1 (A.e), Hspa1a (A.f), Ifna1 (A.g), IL10 (A.h), IL1b (A.i), IL2 (A.j), IL6 (A.k), Kcnh8 (A.l), Lta (A.m), Ly96 (A.n), Ptgs2 (A.o), Tlr2 (A.p), Tlr7 (A.q), and Tradd (A.r) by selecting fold change ≥ 10; (B) burn-injury-induced down-regulated TLR-related DEP–protein interactions including Map4k4 (B.a), Nr2c2 (B.b), Ripk2 (B.c), Rbf138 (B.d), Tbk1 (B.e), and Tollip (B.f) by selecting fold change ≤ 5. The interaction network was created using STRING (Search Tool for the Retrieval of Interacting Genes/Proteins) database version 10.5. A high confidence cutoff of 0.7 or 0.9 was implemented in this work. In the resulting protein association network, proteins are presented as nodes, which are connected by lines whose thickness represents the confidence level (0.7–0.9).