| Literature DB >> 21886832 |
Masataka Tsuge1, Yoshifumi Fujimoto, Nobuhiko Hiraga, Yizhou Zhang, Mayu Ohnishi, Tomohiko Kohno, Hiromi Abe, Daiki Miki, Michio Imamura, Shoichi Takahashi, Hidenori Ochi, C Nelson Hayes, Fuyuki Miya, Tatsuhiko Tsunoda, Kazuaki Chayama.
Abstract
BACKGROUND AND AIMS: Recent studies indicate that hepatitis C virus (HCV) can modulate the expression of various genes including those involved in interferon signaling, and up-regulation of interferon-stimulated genes by HCV was reported to be strongly associated with treatment outcome. To expand our understanding of the molecular mechanism underlying treatment resistance, we analyzed the direct effects of interferon and/or HCV infection under immunodeficient conditions using cDNA microarray analysis of human hepatocyte chimeric mice.Entities:
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Year: 2011 PMID: 21886832 PMCID: PMC3160317 DOI: 10.1371/journal.pone.0023856
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Change in HCV titers and human albumin levels in mouse serum.
HCV RNA titers (upper panel) and human albumin levels (lower panel) in chimeric mouse sera after inoculation are shown. The horizontal axis indicates weeks after inoculation. Mouse sera were collected every two weeks after inoculation, and serum HCV RNA and human albumin levels were measured. Results were similar for all mice.
Figure 2Hierarchical clustering analysis of 181 genes associated with HCV infection.
To analyze the influence of HCV infection on human hepatocytes, clustering analysis on gene expression was performed between Group A (without HCV infection; 4 columns on the left side) and Group C (with HCV infection; 3 columns on the right side). 157 genes were up-regulated following HCV infection, including interferon-stimulated genes (ISGs) such as MX1 and genes in the CXCL and IFI families, and 24 genes were down-regulated, including ME1 and HMGCS1.
The top 20 genes up-regulated with HCV infection.
| Probe set | Unigene code | Gene symbol | Fold change | P value |
| 202237_at | Hs.503911 | NNMT | 33.16 | 1.66E-03 |
| 205476_at | Hs.75498 | CCL20 | 30.23 | 1.59E-04 |
| 202859_x_at | Hs.551925 | IL8 | 30.16 | 4.42E-04 |
| 206336_at | Hs.164021 | CXCL6 | 25.52 | 1.86E-03 |
| 217546_at | Hs.647370 | MT1M | 24.69 | 2.46E-04 |
| 212531_at | Hs.204238 | LCN2 | 24.17 | 9.19E-04 |
| 209894_at | Hs.705413 | LEPR | 23.77 | 5.83E-04 |
| 204533_at | Hs.632586 | CXCL10 | 23.61 | 1.47E-05 |
| 213797_at | Hs.17518 | RSAD2 | 20.43 | 7.31E-05 |
| 204439_at | Hs.715563 | IFI44L | 17.92 | 9.73E-04 |
| 213975_s_at | Hs.706744 | LYZ | 15.22 | 1.10E-03 |
| 206643_at | Hs.190783 | HAL | 14.88 | 3.98E-03 |
| 216598_s_at | Hs.303649 | CCL2 | 14.76 | 6.99E-03 |
| 235229_at | Hs.332649 | 13.93 | 6.22E-04 | |
| 205890_s_at | Hs.714406 | GABBR1///UBD | 13.67 | 1.46E-03 |
| 33304_at | Hs.459265 | ISG20 | 13.58 | 5.61E-05 |
| 205569_at | Hs.518448 | LAMP3 | 10.96 | 3.58E-05 |
| 204470_at | Hs.789 | CXCL1 | 10.90 | 9.06E-03 |
| 208607_s_at | Hs.632144 | SAA1///SAA2 | 10.40 | 4.56E-03 |
| 205302_at | Hs.642938 | IGFBP1 | 9.55 | 1.10E-02 |
The top 20 genes down-regulated with HCV infection.
| Probe set | Unigene code | Gene symbol | Fold change | P value |
| 207245_at | Hs.575083 | UGT2B17 | 20.04 | 2.15E-02 |
| 214043_at | Hs.446083 | PTPRD | 6.81 | 2.57E-02 |
| 214416_at | Hs.702961 | 6.36 | 3.51E-02 | |
| 209220_at | Hs.713537 | GPC3 | 5.40 | 4.40E-02 |
| 238029_s_at | Hs.504317 | SLC16A14 | 4.90 | 1.16E-02 |
| 231594_at | 4.59 | 1.87E-02 | ||
| 1556824_at | Hs.702604 | 4.40 | 2.89E-02 | |
| 232707_at | Hs.567637 | ISX | 4.30 | 6.52E-03 |
| 205822_s_at | Hs.397729 | HMGCS1 | 4.23 | 1.95E-04 |
| 204058_at | Hs.21160 | ME1 | 4.06 | 2.15E-02 |
| 1555084_at | 3.95 | 4.10E-02 | ||
| 215076_s_at | Hs.443625 | COL3A1 | 3.92 | 2.99E-02 |
| 209555_s_at | Hs.120949 | CD36 | 3.91 | 4.49E-02 |
| 221729_at | Hs.445827 | COL5A2 | 3.89 | 2.60E-02 |
| 217676_at | Hs.696837 | 3.86 | 8.73E-03 | |
| 233604_at | Hs.280892 | FLJ22763 | 3.82 | 2.44E-02 |
| 1563298_at | Hs.352254 | 3.64 | 1.97E-02 | |
| 224344_at | Hs.497118 | COX6A1 | 3.34 | 1.68E-02 |
| 237031_at | Hs.146276 | 3.22 | 4.62E-04 | |
| 216018_at | Hs.534342 | RNF5 | 3.19 | 3.13E-02 |
The effect of HCV infection on biological functions by category.
| Category | P value | Up-regulated genes in network | Down-regulated genes in network | ||
| Number of genes | Representative genes | Number of genes | Representative genes | ||
| Organismal Injury and Abnormalities | 5.90E-16–3.66E-03 | 27 | CXCL1, CXCL6, CXCL9, CXCL10, IFIT1, IFIT3, MX1, etc. | 1 | SERPINI1 |
| Cancer | 1.81E-13–5.73E-03 | 54 | BIRC3, CXCL9, CXCL10, GBP1, IFIT3, IGFBP1, ISG20, MAP3K8, etc. | 4 | CD36, COL3A1, GPC3, RNF5 |
| Inflammatory Response | 9.31E-13–5.89E-03 | 39 | APOBEC3G, CCL2, CXCL9, CXCL10, IL8, MX1, STAT1, TRIM22, etc | 2 | CD36, COL3A1 |
| Cell-To-Cell Signaling and Interaction | 4.95E-10–4.99E-03 | 30 | CCL2, CD74, CXCL1, CXCL2, CXCL9, ICAM1, IL8, NRG1, STAT1, etc. | 3 | CD36, SERPINI1, GPC3 |
| Hematological System Development and Function | 4.95E-10–5.95E-03 | 36 | CCL2, CCL20, CXCL9, CXCL10, IL8, IL1RN, TNFAIP3, etc | 1 | CD36 |
| Immune Cell Trafficking | 4.95E-10–5.73E-03 | 26 | CCL2, CCL20, CTSS, CXCL6, CXCL9, CXCL10, MDK, NEDD9, etc. | 1 | CD36 |
| Infection Mechanism | 5.03E-10–3.66E-03 | 16 | CCL2, CXCL9, CXCL10, DDX58, IFIT1, IL8, ISG20, MX1, RSAD2, STAT1, etc. | 0 | |
| Infectious Disease | 5.03E-10–5.46E-03 | 26 | APOBEC3G, CXCL9, CXCL10, DDX58, MT1X, STAT1, TNFAIP3, etc | 2 | CD36, HMGCS1 |
| Reproductive System Disease | 6.43E-10–1.37E-03 | 42 | CCL2, CXCL1, CXCL2, IFIT1, IGFBP1, KLF4, MAP3K8, NEDD9, SPP1, etc. | 1 | RNF5 |
| Cellular Movement | 6.64E-10–5.91E-03 | 31 | IGFBP1, IL8, KLF4, MDK, NEDD9, NRG1, RARRES1, SOD2, TNFAIP8, etc | 2 | CD36, RNF5 |
Figure 3The effects of HCV infection on canonical pathways.
To analyze the effects of HCV infection on canonical pathways, pathway analysis was performed using the 181 genes identified to be significantly up- or down-regulated following HCV infection. The IFN signaling pathway was the most significantly affected by HCV infection. Statistical analysis was performed using Fisher's exact test.
Figure 4Hierarchical clustering analysis of 158 genes associated with IFN treatment.
To analyze the effects of IFN in human hepatocytes, clustering analysis was performed between Group A (without IFN treatment; 4 columns on the left side) and Group B (with IFN treatment; 4 columns on the right side). 152 genes were up-regulated, and 6 genes were down-regulated following IFN treatment. Several well-known interferon-stimulated genes (ISGs), including CXCL9, Mx1, ISG20 and OASL, were among the up-regulated genes.
The top 35 genes up-regulated with IFN treatment.
| Probe set | Unigene code | Gene symbol | Fold change | P values |
| 211122_s_at | Hs.632592 | CXCL11 | 482.47 | 1.30E-06 |
| 203915_at | Hs.77367 | CXCL9 | 216.26 | 1.35E-07 |
| 242625_at | Hs.17518 | RSAD2 | 101.24 | 1.26E-05 |
| 202237_at | Hs.503911 | NNMT | 86.80 | 6.52E-06 |
| 217502_at | Hs.437609 | IFIT2 | 75.05 | 1.73E-06 |
| 204533_at | Hs.632586 | CXCL10 | 67.43 | 2.72E-07 |
| 217546_at | Hs.647370 | MT1M | 46.69 | 1.12E-04 |
| 235175_at | Hs.409925 | GBP4 | 44.94 | 1.03E-06 |
| 204205_at | Hs.660143 | APOBEC3G | 43.39 | 5.55E-06 |
| 204747_at | Hs.714337 | IFIT3 | 32.73 | 1.17E-06 |
| 218943_s_at | Hs.190622 | DDX58 | 32.19 | 1.44E-04 |
| 33304_at | Hs.459265 | ISG20 | 31.97 | 3.94E-05 |
| 202269_x_at | Hs.62661 | GBP1 | 31.73 | 5.30E-06 |
| 210797_s_at | Hs.118633 | OASL | 31.59 | 9.21E-06 |
| 200629_at | Hs.497599 | WARS | 29.65 | 2.28E-04 |
| 206332_s_at | Hs.380250 | IFI16 | 26.37 | 3.80E-05 |
| 210302_s_at | Hs.584852 | MAB21L2 | 24.31 | 5.31E-07 |
| 228531_at | Hs.65641 | SAMD9 | 18.65 | 1.45E-05 |
| 223298_s_at | Hs.487933 | NT5C3 | 17.48 | 6.65E-06 |
| 219863_at | Hs.26663 | HERC5 | 17.02 | 2.29E-05 |
| 225710_at | Hs.173030 | GNB4 | 16.98 | 3.30E-05 |
| 219684_at | Hs.43388 | RTP4 | 16.38 | 2.55E-05 |
| 212657_s_at | Hs.81134 | IL1RN | 15.18 | 1.33E-06 |
| 219352_at | Hs.529317 | HERC6 | 14.86 | 1.31E-04 |
| 226702_at | Hs.7155 | CMPK2 | 12.50 | 1.86E-05 |
| 205842_s_at | Hs.656213 | JAK2 | 12.49 | 6.16E-05 |
| 230036_at | Hs.489118 | SAMD9L | 11.98 | 7.84E-05 |
| 214995_s_at | Hs.660143 | APOBEC3F///APOBEC3G | 11.62 | 1.58E-04 |
| 823_at | Hs.531668 | CX3CL1 | 11.15 | 1.07E-04 |
| 203153_at | Hs.20315 | IFIT1 | 10.84 | 5.93E-06 |
| 225076_s_at | Hs.371794 | ZNFX1 | 10.40 | 1.38E-06 |
| 213069_at | Hs.477420 | HEG1 | 10.37 | 3.52E-05 |
| 205483_s_at | Hs.458485 | ISG15 | 10.34 | 1.29E-05 |
| 235276_at | Hs.546467 | EPSTI1 | 10.21 | 2.10E-04 |
| 219209_at | Hs.163173 | IFIH1 | 10.05 | 4.06E-05 |
The top 6 genes down-regulated with IFN treatment.
| Probe set | Unigene code | Gene symbol | Fold change | P value |
| 206211_at | SELE | 5.83 | 6.11E-05 | |
| 224875_at | C5orf24 | 5.46 | 1.11E-04 | |
| 227256_at | Hs.183817 | USP31 | 3.94 | 7.27E-05 |
| 220070_at | Hs.145717 | JMJD5 | 3.87 | 5.04E-05 |
| 1552482_at | Hs.471162 | RAPH1 | 3.31 | 1.73E-04 |
| 226587_at | Hs.592473 | SNRPN | 3.17 | 6.13E-05 |
Figure 5Hierarchical clustering analysis of 152 genes associated with IFN administration with or without HCV infection.
To analyze the effect of HCV infection on IFN response, gene expression ratios between Groups A and B (gene expression changes by IFN without HCV infection) and those between Groups C and D (gene expression changes by IFN with HCV infection) were compared in the 152 IFN-induced genes. 69.7% of the selected genes showed reduced IFN responsiveness following HCV infection.
The top 20 genes in which IFN-induced up-regulation is inhibited following HCV infection.
| Probe Set ID | Gene symbol | Fold change | P value | |
| HCV infection (-) | HCV infection (+) | |||
| 235175_at | GBP4 | 44.94 | 5.50 | 2.93E-07 |
| 231577_s_at | GBP1 | 24.60 | 4.89 | 6.15E-07 |
| 218943_s_at | DDX58 | 32.19 | 5.56 | 1.26E-05 |
| 226702_at | CMPK2 | 12.50 | 2.13 | 2.35E-05 |
| 225973_at | TAP2 | 7.07 | 2.84 | 3.31E-05 |
| 229450_at | IFIT3 | 20.66 | 2.74 | 6.37E-05 |
| 217739_s_at | NAMPT | 5.91 | 1.95 | 6.51E-05 |
| 213797_at | RSAD2 | 69.70 | 4.50 | 7.01E-05 |
| 210797_s_at | OASL | 31.59 | 3.53 | 1.02E-04 |
| 218508_at | DCP1A | 3.56 | 1.65 | 1.36E-04 |
| 228531_at | SAMD9 | 18.65 | 5.87 | 1.45E-04 |
| 204804_at | TRIM21 | 5.37 | 2.69 | 1.47E-04 |
| 219209_at | IFIH1 | 10.05 | 4.69 | 1.67E-04 |
| 219684_at | RTP4 | 16.38 | 2.55 | 1.98E-04 |
| 239186_at | MGC39372 | 7.61 | 2.57 | 2.27E-04 |
| 219211_at | USP18 | 8.72 | 3.74 | 2.40E-04 |
| 225076_s_at | ZNFX1 | 10.40 | 2.91 | 2.91E-04 |
| 204698_at | ISG20 | 31.29 | 3.33 | 3.00E-04 |
| 223192_at | SLC25A28 | 5.05 | 2.20 | 3.25E-04 |
| 228439_at | BATF2 | 4.59 | 1.83 | 3.28E-04 |
The top 5 canonical pathways associated with the 106 genes in which IFN response is suppressed by HCV infection.
| Category | P value | Ratio | Associated genes |
| Interferon Signaling | 4.41E-11 | 7/30 genes | IFIT1, IFIT3, IFNGR1, IRF1, MX1, STAT1, TAP1 |
| Type I Diabetes Mellitus Signaling | 1.08E-04 | 5/119 genes | HLA-E, IFNGR1, IRF1, RIPK1, STAT1 |
| Antigen Presentation Pathway | 5.29E-04 | 3/39 genes | HLA-E, TAP1, TAP2 |
| Primary Immunodeficiency Signaling | 1.64E-03 | 3/63 genes | BLNK, TAP1, TAP2 |
| Activation of IRF by Cytosolic Pattern Recognition Receptors | 2.95E-03 | 3/73 genes | ISG15, RIPK1, STAT1 |
Figure 6Changes in expression of genes in the IFN and JAK-STAT signaling pathways under HCV infection and/or IFN administration.
A) An overview of the IFN signaling pathway consisting of 26 representative genes is shown. Genes illustrated as gray shapes were not included in this study. B) Relative expression levels of genes with/without HCV infection and/or IFN administration were plotted (closed dots: with HCV infection; open dots: without HCV infection) using microarray data. The slopes of the dashed and solid lines represent IFN responsiveness with and without HCV infection, respectively. In 21 of the 22 examined genes in the IFN signaling pathway, signal intensities increased and IFN responsiveness was repressed following HCV infection. Student's t-test was used for statistical analysis. C) An overview of the JAK-STAT signaling pathway consisting of 22 representative gene products is shown. Genes illustrated as gray shapes were not included in this study. D) Relative expression levels of genes with/without HCV infection and/or IFN administration were plotted using microarray data (closed dots: with HCV infection; open dots: without HCV infection). Signal intensities increased following HCV infection in 16 of 22 genes in the JAK-STAT signaling pathway, and IFN response was suppressed in 9 genes. Statistical analysis was performed using Student's t-test.
The 33 genes that remained more than 3-fold up-regulated following IFN treatment in HCV-infected mice.
| ID | Symbol | Location | Type(s) |
| 214995_s_at | APOBEC3F | unknown | enzyme |
| 204205_at | APOBEC3G | Nucleus | enzyme |
| 206011_at | CASP1 | Cytoplasm | peptidase |
| 204533_at | CXCL10 | Extracellular Space | cytokine |
| 210163_at | CXCL11 | Extracellular Space | cytokine |
| 203915_at | CXCL9 | Extracellular Space | cytokine |
| 218943_s_at | DDX58 | Cytoplasm | enzyme |
| 231577_s_at | GBP1 (includes EG:2633) | Cytoplasm | enzyme |
| 235175_at | GBP4 (includes EG:115361) | Cytoplasm | enzyme |
| 225710_at | GNB4 | Plasma Membrane | enzyme |
| 1553646_at | HDX | unknown | other |
| 213069_at | HEG1 | unknown | other |
| 206332_s_at | IFI16 | Nucleus | transcription regulator |
| 219209_at | IFIH1 | Nucleus | enzyme |
| 217502_at | IFIT2 | unknown | other |
| 204747_at | IFIT3 | Cytoplasm | other |
| 205992_s_at | IL15 | Extracellular Space | cytokine |
| 204698_at | ISG20 | Nucleus | enzyme |
| 205841_at | JAK2 | Cytoplasm | kinase |
| 210302_s_at | MAB21L2 | unknown | other |
| 223298_s_at | NT5C3 | Cytoplasm | phosphatase |
| 205660_at | OASL | unknown | enzyme |
| 205801_s_at | RASGRP3 | Cytoplasm | other |
| 242625_at | RSAD2 | unknown | enzyme |
| 228531_at | SAMD9 | unknown | other |
| 230036_at | SAMD9L | unknown | other |
| 219885_at | SLFN12 | Nucleus | enzyme |
| 206271_at | TLR3 | Plasma Membrane | transmembrane receptor |
| 214329_x_at | TNFSF10 | Extracellular Space | cytokine |
| 221371_at | TNFSF18 | Extracellular Space | cytokine |
| 203610_s_at | TRIM38 | unknown | other |
| 219211_at | USP18 | Cytoplasm | peptidase |
| 200629_at | WARS | Cytoplasm | enzyme |