| Literature DB >> 28558071 |
Mohammad Reza Etemadi1, King-Hwa Ling2,3, Shahidee Zainal Abidin2,3, Hui-Yee Chee1, Zamberi Sekawi1.
Abstract
Human rhinovirus (HRV) is the common virus that causes acute respiratory infection (ARI) and is frequently associated with lower respiratory tract infections (LRTIs). We aimed to investigate whether HRV infection induces a specific gene expression pattern in airway epithelial cells. Alveolar epithelial cell monolayers were infected with HRV species B (HRV-B). RNA was extracted from both supernatants and infected monolayer cells at 6, 12, 24 and 48 hours post infection (hpi) and transcriptional profile was analyzed using Affymetrix GeneChip and the results were subsequently validated using quantitative Real-time PCR method. HRV-B infects alveolar epithelial cells which supports implication of the virus with LRTIs. In total 991 genes were found differentially expressed during the course of infection. Of these, 459 genes were up-regulated whereas 532 genes were down-regulated. Differential gene expression at 6 hpi (187 genes up-regulated vs. 156 down-regulated) were significantly represented by gene ontologies related to the chemokines and inflammatory molecules indicating characteristic of viral infection. The 75 up-regulated genes surpassed the down-regulated genes (35) at 12 hpi and their enriched ontologies fell into discrete functional entities such as regulation of apoptosis, anti-apoptosis, and wound healing. At later time points of 24 and 48 hpi, predominated down-regulated genes were enriched for extracellular matrix proteins and airway remodeling events. Our data provides a comprehensive image of host response to HRV infection. The study suggests the underlying molecular regulatory networks genes which might be involved in pathogenicity of the HRV-B and potential targets for further validations and development of effective treatment.Entities:
Mesh:
Year: 2017 PMID: 28558071 PMCID: PMC5448745 DOI: 10.1371/journal.pone.0176947
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Reference position and primer set used for microarray data validation using real-time PCR.
| Functional group | Gene name | Amplicon size | Primers (5'→3') | UPL Probe no |
|---|---|---|---|---|
| chemokine | CXCL8 | 90 | F: | 72 |
| R: | ||||
| CCL20 | 90 | F: | 71 | |
| R: | ||||
| Anti-apoptotic | BCL2A1 | 64 | F: | 75 |
| Transcription factor | FOSL1 | 94 | F: | 69 |
| R: | ||||
| JUN | 62 | F: | 19 | |
| R: | ||||
| EGR1 | 92 | F: | 22 | |
| R: | ||||
| Signal transduction | DUSP6 | 112 | F: | 66 |
| R: | ||||
| GNB4 | 106 | F: | 21 | |
| R: | ||||
| Interferon type I | IFNB1 | 67 | F: | 25 |
| R: | ||||
| IFNB1[ | 83 | F: | ||
| R: | ||||
| Interferon type III | IL29[ | 83 | F: | |
| R: | ||||
| IL28[ | 93 | F: | ||
| R: | ||||
| Housekeeping | GAPDH | 66 | F: | 60 |
| R: | ||||
| HRV72 | IRES | 94 | R: | 60 |
| F: |
Abbreviations: bp: base pairs
Fig 1Infection of A549 cells with HRV72.
Representative microphotographs of A549 cells either mock-infected (upper) or infected with HRV72 (down). HRV72 was inoculated at MOI of 10 onto A549 cells for 1.5 hrs. Then cells were incubated at 34°C and monitored for CPE development up to 48 hpi. The cells were visualized using a phase contrast microscope at 200× magnification.
Fig 2Time-dependent analysis of HRV72 propagation.
(A) Determination of viral RNA level changes in HRV72 infected A549 cells. (B) Determination of viral RNA level changes in supernatant of HRV72 infected A549 cells. QRT-PCR was performed using primers specific for both HRV72 and Psmb2 at indicated time points and sample types. The amount of the HRV72 RNA was normalized to the amount of Psm2 mRNA. The relative abundance was calculated by standard curve method. Values on the y-axis are presented after log2 transformation. The induction of viral RNA relative to mock-infected cells is shown on a log2 scale. Each error bar represents standard deviation of mean viral RNA level from three independent experiments. Fold changes are indicated for each time compared with 1.5 hpi in Fig A and PBS in Fig B. *: a significant increase compared with 1.5 hpi (p<0.05, by post hoc comparison using Tukey test); hpi: hours post infection.
Fig 3Gene expression analysis of the A549 cells infected with HRV.
Total RNA was extracted from both HRV-infected and mock-infected A549 cells and hybridized to GeneChip PrimeView GeneChip Arrays. (A) Hierarchical cluster and heat map analysis of HRV-affected genes. Horizontal clusters shows genes and clusters in the columns represent samples (samples represent by 1 and orange color are virus infected and samples show by 2 and in green represent mock-infected samples). The DEGs in response to HRV infection were filtered here at p-value ≤ 0.05 and with a fold change of two and above (One-Way Between-Subject ANOVA (unpaired)). Genes shown in red were up-regulated, while genes shown in green were down-regulated, in HRV-infected compared to mock-infected cells. (B) Summary of DE genes induced by HRV72. The DE genes were determined at four time points by filtering of the genes at p-value ≤ 0.05 and with a fold change of 1.5. (C) Venn diagram showing overlap of DEGs in HRV-infected cells compared with mock-infected A459 cells with 1.5-fold (p-value ≤ 0.05). (D) Number of overlap genes in different combination of time points are presented in the table.
Selected genes markedly up-regulated by HRV infection at different time points.
| No | Gene symbol | Description | Fold change | |
|---|---|---|---|---|
| Up-regulated genes at 6 hpi | ||||
| 1 | CCL20 | Chemokine (C-C motif) ligand 20 | 5.41 | 0.0010 |
| 2 | FOSL1 | FOS-like antigen 1 | 3.26 | 0.0025 |
| 3 | BCL2A1 | BCL2-related protein A1 | 3.06 | 0.0002 |
| 4 | CXCL8 | Chemokine (C-X-C motif) ligand 8 | 3.04 | 0.0097 |
| 5 | MAFF | V-maf avian musculoaponeurotic fibrosarcoma oncogene homolog F | 2.98 | 0.0027 |
| 6 | CXCL1 | Chemokine (C-X-C motif) ligand 1 | 2.83 | 0.0006 |
| 7 | DUSP6 | Dual specificity phosphatase 6 | 2.8 | 0.0135 |
| 8 | IGFBP1 | Insulin-like growth factor binding protein 1 | 2.58 | 0.0011 |
| 9 | NHS | Nance-Horan syndrome (congenital cataracts and dental anomalies) | 2.53 | 0.0063 |
| 10 | CLDN1 | Claudin 1 | 2.45 | 0.0083 |
| 11 | PDLIM5 | PDZ and LIM domain 5 | 2.3 | 0.0009 |
| 12 | LOC100129518 | Uncharacterized LOC100129518; superoxide dismutase 2, mitochondrial | 2.23 | 0.0014 |
| 13 | NAV3 | Neuron navigator 3 | 2.21 | 0.0006 |
| 14 | CCL2 | chemokine (C-C motif) ligand 2 | 2.2 | 0.0154 |
| 15 | ETS1 | V-ets avian erythroblastosis virus E26 oncogene homolog 1 | 2.1 | 0.0492 |
| 16 | CXCL3 | Chemokine (C-X-C motif) ligand 3 | 2.05 | 0.0150 |
| 17 | KIAA1462 | KIAA1462 | 2.04 | 0.0066 |
| 18 | GNB4 | guanine nucleotide binding protein (G protein), beta polypeptide 4 | 2.02 | 0.0133 |
| Up-regulated genes at 12 hpi | ||||
| 1 | EGR1 | Early growth response 1 | 24.96 | 0.0000 |
| 2 | JUN | Jun proto-oncogene | 3.26 | 0.0000 |
| 3 | TMEM158 | Transmembrane protein 158 (gene/pseudogene) | 3.06 | 0.0000 |
| 4 | FOS | FBJ murine osteosarcoma viral oncogene homolog | 2.9 | 0.0004 |
| 5 | CLMP | CXADR-like membrane protein | 2.53 | 0.0023 |
| 6 | F2RL1 | Coagulation factor II (thrombin) receptor-like 1 | 2.47 | 0.0401 |
| 7 | IGFBP1 | Insulin-like growth factor binding protein 1 | 2.28 | 0.0009 |
| 8 | MARCH4 | Membrane-associated ring finger (C3HC4) 4, E3 ubiquitin protein ligase | 2.23 | 0.0001 |
| 9 | DUSP6 | Dual specificity phosphatase 6 | 2.23 | 0.0002 |
| 10 | LY6K | Lymphocyte antigen 6 complex, locus K | 2.15 | 0.0003 |
| 11 | TFPI2 | Tissue factor pathway inhibitor 2 | 2.09 | 0.0018 |
| 12 | CXCL8 | Chemokine (C-X-C motif) ligand 8 | ||
| Up-regulated genes at 24 hpi | ||||
| 1 | EGR1 | Early growth response 1 | 5.34 | 0.0019 |
| 2 | ZFP91 | ZFP91 zinc finger protein | 3.26 | 0.0000 |
| 3 | SPANXB1 | SPANX family, member B1 | 2.08 | 0.0003 |
| Up-regulated genes at 48 hpi | ||||
| 1 | SPANXB1 | SPANX family, member B1 | 4.26 | 0.0028 |
| 2 | POLA2 | polymerase (DNA directed), alpha 2, accessory subunit | 2.41 | 0.0125 |
| 3 | BAI2 | brain-specific angiogenesis inhibitor 2 | 2.4 | 0.0014 |
| 4 | PGAM5 | phosphoglycerate mutase family member 5 | 2.1 | 0.0466 |
| 5 | JMJD4 | jumonji domain containing 4 | 2.03 | 0.0160 |
DEGs were generated by Transcriptome Analysis Console v2.0.
a p-values obtained from One-Way Between-Subject ANOVA (unpaired)
b The highest fold change was selected for those genes had more than one probe set induced in similar expression pattern.
Selected genes markedly down-regulated by HRV infection at different time points.
| No | Gene symbol | Description | Fold change | p-value |
|---|---|---|---|---|
| Down-regulated genes at 6 hpi | ||||
| 1 | ID4 | inhibitor of DNA binding 4, dominant negative helix-loop-helix protein | -2.02 | 0.012324 |
| 2 | TTYH1 | tweety family member 1 | -2.02 | 0.016162 |
| 3 | PPP1R14D | protein phosphatase 1, regulatory (inhibitor) subunit 14D | -2.06 | 0.003686 |
| 4 | KIAA0100 | KIAA0100 | -2.07 | 0.00537 |
| 5 | WDR62 | WD repeat domain 62 | -2.08 | 0.021351 |
| 6 | DCST1 | DC-STAMP domain containing 1 | -2.08 | 0.038792 |
| 7 | CERS1 | ceramide synthase 1; growth differentiation factor 1 | -2.11 | 0.029393 |
| 9 | PVRIG | poliovirus receptor related immunoglobulin domain containing; stromal antigen 3 | -2.19 | 0.04029 |
| 10 | LRRK2 | leucine-rich repeat kinase 2 | -2.21 | 0.017273 |
| Down-regulated genes at 12 hpi | ||||
| 1 | FGB | Fibrinogen beta chain | -2.2 | 0.002607 |
| 2 | FGG | Fibrinogen gamma chain | -2.4 | 0.000447 |
| Down-regulated genes at 24 hpi | ||||
| 1 | SLC51B | Solute carrier family 51, beta subunit | -2.01 | 0.000156 |
| 2 | GALNT4 | Polypeptide N-acetylgalactosaminyltransferase 4; POC1B-GALNT4 readthrough | -2.03 | 0.028953 |
| 3 | LIPH | Lipase, member H | -2.04 | 0.029327 |
| 4 | TP53I11 | Tumor protein p53 inducible protein 11 | -2.08 | 0.01715 |
| 5 | FGG | Fibrinogen gamma chain | -2.09 | 0.002158 |
| 6 | CFH | Complement factor H | -2.15 | 0.00602 |
| 7 | MCOLN3 | Mucolipin 3 | -2.29 | 0.014979 |
| 8 | FGA | Fibrinogen alpha chain | -2.44 | 0.03468 |
| 9 | FGB | Fibrinogen beta chain | -2.53 | 0.000162 |
| Down-regulated genes at 48 hpi | ||||
| 1 | FGB | fibrinogen beta chain | -2.36 | 0.000151 |
| 2 | DDIT3 | DNA-damage-inducible transcript 3 | -2.39 | 0.001531 |
| 3 | BCAS1 | breast carcinoma amplified sequence 1 | -2.42 | 0.000624 |
| 4 | DDIT3 | DNA-damage-inducible transcript 3 | -2.47 | 0.000572 |
| 5 | KLHL24 | kelch-like family member 24 | -2.47 | 0.005459 |
| 6 | TMEM106B | transmembrane protein 106B | -2.48 | 0.229047 |
| 7 | EIF5 | eukaryotic translation initiation factor 5; small nucleolar RNA, H/ACA box 28 | -2.55 | 0.026405 |
| 8 | TM4SF20 | transmembrane 4 L six family member 20 | -2.56 | 0.000003 |
| 9 | CP | ceruloplasmin (ferroxidase) | -2.66 | 0.000003 |
| 11 | FGA | fibrinogen alpha chai | -2.76 | 0.004108 |
| 12 | RNF144B | ring finger protein 144B | -2.86 | 0.031129 |
DEGs were generated by Transcriptome Analysis Console v2.0.
a p-values obtained from One-Way Between-Subject ANOVA (unpaired)
b The lowest fold change was selected for those genes had more than one probe set induced in similar expression pattern.
cNegative numbers show down-regulation in HRV-infected cells compared with mock-infected cells
Functional classification of DEGs by HRV infection of A549 cells at different time points.
| Functional group term | Enrichment Score | No of genes | % | Genes | |
|---|---|---|---|---|---|
| Functional terms at 6 hpi | |||||
| Chemotaxis | 2.48 | 9 | 7.89 | 0.006004559 | CXCL1, CCL2, IL8, IL16, CXCL5, CCL20, CXCL3, FOSL1, PLAUR |
| Inflammatory response | 2.48 | 5 | 7.81 | 0.00876546 | CXCL1, CCL2, IL8, CCL20, CXCL3 |
| Chemokine signaling pathway | 2.48 | 8 | 7.02 | 0.016583169 | CXCL1, CCL2, IL8, CXCL5, CCL20, CXCL3, PREX1, GNB4 |
| Functional terms at 12 hpi | |||||
| Wound healing | 3.7166 | 13 | 13.3 | 4.40E-07 | DCBLD2, F2RL1, ELK3, PLAUR, IL11, FGG, THBD, FGA, EREG, FGB, HMOX1, IGFBP1, TFPI2 |
| Regulation of apoptosis | 2.937 | 15 | 15.3 | 0.015904881 | CADM1, SOCS2, MCL1, BCL2A1, FOXO1, SART1, CDKN1B, SFRP1, NUPR1, HMOX1, JUN, ALDH1A3, TGM2, TNFRSF19, FOSL1 |
| Anti-apoptosis | 2.937 | 7 | 7.1 | 0.045276625 | SOCS2, SFRP1, MCL1, HMOX1, BCL2A1, TGM2, FOXO1 |
| Vasculature development | 2.416 | 8 | 8.2 | IL8, EREG, HMOX1, JUN, TGM2, FOXO1, ELK3, CYR61 | |
| Hemostasis | 2.14 | 8 | 8.2 | 4.77E-04 | FGG, THBD, FGA, FGB, F2RL1, TFPI2, IL11, PLAUR |
| Complement and coagulation cascades | 2.14 | 6 | 6.1 | 0.009740322 | FGG, THBD, FGA, FGB, CFH, PLAUR |
| Functional terms at 24 hpi | |||||
| Extracellular space | 2.73 | 11 | 18.3 | 0.004 | ZFP91, FGG, FGA, EREG, FGB, CFH, APOH, CD70, FGL1, CP, BMP6 |
| Fibrinogen complex | 2.327 | 4 | 6.7 | 1.81E-04 | FGG, FGA, FGB, FGL1 |
| Functional terms at 48 hpi | |||||
| Extracellular space | 4.57 | 13 | 10.8 | 0.028306053 | TF, FGG, FGA, FGB, PRSS2, VEGFA, CFH, TFPI, APOH, PCSK9, SEMA3C, CP, FGL1 |
| Extracellular matrix | 2.3 | 2 | 10 | 6.89E-04 | FLRT3, COL4A4, TF, VWF, COL4A3, MATN3, LTBP1, CTGF, PRSS2, VEGFA, VCAN, APLP1 |
| Fibrinogen complex | 2.2 | 4 | 3.3 | 6.98E-04 | FGG, FGA, FGB, FGL1 |
| Complement and coagulation cascades | 2.2 | 6 | 5 | 0.01500 | VWF, FGG, FGA, FGB, CFH, TFPI |
a Database for Annotation, Visualization and Integrated Discovery (DAVID) bioinformatics resources
b number of genes involved in each functional group
c percentage of genes in the functional category out of total genes in each time points
d modified Fisher’s exact test (EASE score of ≤ 0.01)
Fig 4Changes in the expression of the candidate genes related to different functional groups at different time points.
A) Fold expression of chemokines. B) Fold expression of apoptosis and anti-apoptosis genes. C) Fold expression of transcription factors. D) Fold expression of signal transduction factors. Fold change was presented as the ratio of gene expression level of HRV-B72-infected versus mock-infected cells.
Fig 5qRT-PCR validation of selected DE genes in HRV72-infected A549 cells.
Eight up-regulated DEGs in microarray analysis from different functional categories and IFN genes (IFNB1, IL29 and IL28) were tested using qRT-PCR for validation. The Log2 values normalized to GAPDH. Fold changes are presented above the line in each time points. P< 0.05 (*) P < 0.01 (**) and P < 0.001 (***); hpi: hours post infection.