| Literature DB >> 34497613 |
Óscar Brochado-Kith1, Isidoro Martínez1, Juan Berenguer2,3, Juan González-García4,5, Sergio Salgüero1,6, Daniel Sepúlveda-Crespo1, Cristina Díez2,3, Víctor Hontañón4,5, Luis Ibañez-Samaniego3,7,8, Leire Pérez-Latorre2,3, Amanda Fernández-Rodríguez1, María Ángeles Jiménez-Sousa1, Salvador Resino1.
Abstract
Hepatitis C virus (HCV) cure after all-oral direct-acting antiviral (DAA) therapy greatly improves the liver and immune system. We aimed to assess the impact of this HCV clearance on immune system-related markers in plasma and the gene expression profile in human immunodeficiency virus (HIV)/HCV-coinfected patients with advanced cirrhosis. We performed a prospective study on 33 HIV/HCV-coinfected patients at baseline and 36 weeks after the sustained virological response. Gene expression was evaluated by RNA-seq analysis on peripheral blood mononuclear cells (PBMCs) and plasma biomarkers by multiplex immunoassays. We found a decrease in plasma biomarkers (PD1, PDL1, CXCL10, CXCL8, IL12p70, IL10, and TGFβ) and liver disease markers (stiffness measurement (LSM), hepatic venous pressure gradient (HVPG), and transaminases, among others). Furthermore, decreased plasma levels of CXCL8, CXCL10, IL10, and PD1 were associated with reduced LSM values. We also found two upregulated (HAS1 and IRG1) and 15 downregulated (CXCL11, CCL8, CCL7, CCL2, ADARB2, RRAD, MX1, SIGLEC1, IFI44L, IFI44, IFI27, IFI6, IFIT3, IFIT1B, and IFIT1) genes at the end of follow-up, all interferon-stimulated genes (ISGs) grouped into four pathways ("cytokine-cytokine receptor interaction", "viral protein interaction with cytokine and cytokine receptor", "chemokine signaling pathway", and "hepatitis C"). Additionally, the decrease in most of these ISGs was significantly related to reduced LSM and HVPG values. In conclusion, HIV/HCV-coinfected patients with advanced-HCV-related cirrhosis who eradicated HCV following DAA therapy exhibited an improvement in liver disease markers and a significant decrease in plasma biomarkers and gene expression related to antiviral/inflammatory response, particularly in levels of several chemokines and ISGs.Entities:
Keywords: DAA therapy; HIV/HCV coinfection; PBMCs; cirrhosis; gene expression; immune system; plasma biomarkers
Mesh:
Substances:
Year: 2021 PMID: 34497613 PMCID: PMC8419228 DOI: 10.3389/fimmu.2021.723196
Source DB: PubMed Journal: Front Immunol ISSN: 1664-3224 Impact factor: 7.561
Figure 1Study design flowchart. RNA sequencing identified a total of 60,623 genes. Of these, we selected 4,723 genes of the immune system from the InnateDB. A total of 4,719 genes were selected for the differential expression analysis. Next, the FilterByExpr function was applied for each comparison: (A) HIV/HCV-f vs. HIV/HCV-b, 3,079 genes were selected, 17 were SDE genes involved in four biological pathways; (B) HIV/HCV-f vs. HCV-mono-f, 2,847 genes were selected, 17 were SDE genes involved in one biological pathway; (C) HIV/HCV-f vs. HIV-mono, 2,779 genes were selected, 46 were SDE genes involved in four biological pathways. HIV, human immunodeficiency virus; HCV, hepatitis C virus; HIV/HCV-f, HIV/HCV-coinfected patients 36 weeks after the sustained virological response (SVR); HCV-mono-f, HCV-monoinfected patients 36 weeks after SVR; HIV-mono, HIV-monoinfected patients; SDE, significantly differentially expressed; GLM, generalized linear model; GLMM, Generalized linear mixed model.
Summary of patient characteristics at baseline.
| HIV/HCV-coinfected | HCV-mono | HIV-mono | |
|---|---|---|---|
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| 33 | 9 | 26 |
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| 25 (75.8%) | 7 (77.8%) | 16 (61.5%) |
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| 51.5 (48.8; 53.1) | 63.5 (55.8; 71.2) | 51 (46; 53) |
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| |||
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| 15 (45.5%) | 6 (66.7%) | 0 (0%) |
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| 14 (42.4%) | 3 (33.3%) | 1 (3.8%) |
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| |||
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| 27 (81.8%) | 0 (0%) | 0 (0%) |
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| 0 (0%) | 0 (0%) | 0 (0%) |
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| |||
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| 15 (45.5%) | 8 (88.9%) | – |
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| |||
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| 14 (42.4%) | 3 (33%) | – |
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| 9 (27.3%) | 1 (11.1%) | – |
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| 2 (6.1%) | 0 (0%) | – |
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| 7 (21.2%) | 2 (22.2%) | – |
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| 1 (3%) | 3 (33%) | – |
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| |||
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| 5 (15.2%) | – | 16 (61.5%) |
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| 13 (39.4%) | – | 2 (7.7%) |
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| 3 (9.1%) | – | 0 (0%) |
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| 4 (12.1%) | – | 0 (0%) |
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| 8 (24.2%) | – | 8 (30.8%) |
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| |||
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| 13 (39.4%) | – | 10 (38.5%) |
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| 104.7 (70; 150) | – | 204 (99; 343) |
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| 27 (90%) | – | 11 (44%) |
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| 393 (234; 764) | – | 818 (685; 1036) |
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| 19 (57.6%) | – | 0 (0%) |
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| 0 (0%) | – | 0 (0%) |
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| |||
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| |||
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| 22 (68.8%) | 8 (88.9%) | – |
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| 3 (9.4%) | 1 (11.1%) | – |
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| 7 (21.9%) | 0 (0%) | – |
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| 6.3 (5.8; 6.7) | 6 (5.5; 6.2) |
|
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| 24 (72.7%) | 5 (55.6%) | – |
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| 26.7 (19.2; 39.5) | 32.6 (22.3; 64) | – |
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| 14,5 (10; 17) | 17 (10; 20) | – |
Values are expressed as absolute number (percentage) and median (interquartile range).
HCV, hepatitis C virus; HIV, human immunodeficiency virus; IVDU, intravenous drug user; IFNα, interferon-alpha; DAAs, direct-acting antivirals; NRTI, nucleoside analogue HIV reverse transcriptase inhibitor; NNRTI, non-nucleoside analogue HIV reverse transcriptase inhibitor; PI, protease inhibitor; II, integrase inhibitor; AIDS, acquired immune deficiency syndrome; HCV-RNA, HCV plasma viral load; LSM, liver stiffness measures; kPa, kilopascals; HVPG, hepatic venous pressure gradient; mmHg, millimeter of mercury.
Summary of changes in disease markers in HIV-infected patients with advanced HCV-related cirrhosis during follow-up.
| HIV/HCV-b | HIV/HCV-f | |||
|---|---|---|---|---|
|
| ||||
| LSM (kPa) | 26.7 (18.6; 39.6) | 21.1 (14.1; 31.6) |
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| HVPG (mmHg) | 14.5 (10; 17) | 12 (9.5; 14) |
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| Bilirubin (mg/dL) | 1.1 (0.8; 1.4) | 0.7 (0.4; 1.1) |
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| AST (IU/L) | 70 (37.3; 101.3) | 30 (25.8; 43.5) |
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| ALT (IU/L) | 54.5 (30.5; 69.5) | 23 (17.5; 32.5) |
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| GGT (IU/L) | 111.5 (73.5; 153) | 45 (30; 62) |
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| Alkaline phosphatase (IU/L) | 113 (87.3; 152.5) | 84.5 (57.5; 106) |
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| Leukocytes (106/mL) | 4.2 (3.4; 5.1) | 5.1 (3.5; 6.4) |
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| Neutrophils (106/mL) | 2.2 (1.5; 2.7) | 2.6 (2; 3.6) |
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| Hematocrit (%) | 41.6 (38.1; 46.8) | 43.1 (40.4; 46.6) | 0.201 | 0.264 |
| Hemoglobin (g/dL) | 14 (12.8; 15.7) | 14.4 (13.2; 15.5) | 0.308 | 0.335 |
| Platelets (109/L) | 80 (52.5; 104.5) | 91 (67.5; 118) |
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| CD4+ T cells (cells/mm3) | 393 (233.5; 806) | 347 (218; 698) | 0.235 | 0.294 |
| CD8+ T cells (cells/mm3) | 610 (376.5; 916) | 609 (357; 928.5) | 0.940 | 0.979 |
| HIV viral load >50 copies/mL (%) | 0/33 (0%) | 0/33 (0%) | 0.999 | 0.999 |
| PD1 (a.u.) | 118.5 (80.8; 147.5) | 61 (46.5; 81.5) |
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| PDL1 (a.u.) | 29 (21; 43.3) | 22 (17.5; 38.8) |
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| CXCL10 (a.u.) | 1193.5 (771; 1604) | 741.5 (307.8; 994) |
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| CXCL8 (a.u.) | 127 (79.5; 188.8) | 73.5 (47; 99.3) |
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| CCL2 (a.u.) | 470 (272.8; 677) | 455 (267.5; 644.8) | 0.292 | 0.332 |
| IFNγ (a.u.) | 15 (12; 26) | 16 (13; 23) | 0.285 | 0.332 |
| IL12p70 (a.u.) | 12 (10.3; 14.3) | 11 (9; 13) |
|
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| IL2 (a.u.) | 11 (9.3; 12.5) | 10 (8.8; 12.5) | 0.053 | 0.074 |
| IL10 (a.u.) | 37 (28.8; 46.8) | 29 (25.3; 34.5) |
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| TGFβ (a.u.) | 12.2 (8.9; 18.7) | 8.6 (6.7; 14.2) |
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Values are expressed as median (P25th; P75th). Differences were calculated by Wilcoxon signed-rank test for paired samples. P-values, raw p-values; q-values, p-values corrected for multiple testing using the false discovery rate (FDR) with Benjamini and Hochberg procedure. The statistically significant differences are shown in bold.
HCV, hepatitis C virus; HIV, human immunodeficiency virus; HIV/HCV-b, HIV/HCV-coinfected at baseline; HIV/HCV-f, HIV/HCV-coinfected at week 36 after SVR; LSM, liver stiffness measure; kPa, kilopascal; HVPG, hepatic venous pressure gradient; mmHg, millimeter of mercury; AST, aspartate transaminase; ALT, alanine aminotransferase; GGT, gamma-glutamyl transpeptidase; g, gram; mg, milligram; L, liter, dL, deciliter; mL, milliliter; IU, international unit; a.u., arbitrary units of fluorescence; PDL1, programmed death-ligand 1; PD1, programmed death-1; CXCL10, C-X-C Motif Chemokine Ligand 10; CXCL8, C-X-C Motif Chemokine Ligand 8; CCL2, C-C Motif Chemokine Ligand 2; IFNγ, interferon-gamma; IL, interleukin; TGFβ, transforming growth factor-beta.
Figure 2Association between changes in plasma biomarkers and liver disease severity scores (A) [liver stiffness measurement (LSM) and (B) hepatic venous pressure gradient (HVPG)] after successful all-oral direct-acting antiviral treatment in HIV/HCV-coinfected patients with advanced cirrhosis. Data were calculated by GLMM models. Values are expressed as regression coefficient (β) and 95% of confidence interval (95%CI). The statistically significant differences are shown in bold.
Figure 3Volcano plots showing differentially expressed genes between groups: (A) HIV/HCV-f vs. HIV/HCV-b, (B) HIV/HCV-f vs. HCV-mono-f, and (C) HIV/HCV-f vs. HIV-mono. The vertical lines represent the cut-off of FC=2, and the horizontal line indicates the cut-off of FDR=0.05. FDR, false discovery rate for multiple comparisons using Benjamini and Hochberg procedure; FC, fold-change; HIV, human immunodeficiency virus; HCV, hepatitis C virus; HIV/HCV-f, HIV/HCV-coinfected patients 36 weeks after the sustained virological response (SVR); HCV-mono-f, HCV-monoinfected patients 36 weeks after SVR; HIV-mono, HIV-monoinfected patients.
Summary of significant differentially expressed genes (absolute fold-change ≥2; FDR ≤0.05) in peripheral blood mononuclear cells between: A) HIV/HCV-coinfected at week 36 after SVR (HIV/HCV-f) versus HIV/HCV-coinfected at baseline (HIV/HCV-b). B) HIV/HCV-coinfected at week 36 after SVR (HIV/HCV-f) versus HCV-monoinfected at week 36 after SVR (HCV-mono-f); C) HIV/HCV-coinfected at week 36 after SVR (HIV/HCV-f) and HIV-monoinfected (HIV-mono).
| A) HIV/HCV-f versus HIV/HCV-b | B) HIV/HCV-f versus HCV-mono-f | C) HIV/HCV-f versus HIV-mono | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gene symbol | FC | Log2 (FC) | Gene symbol | FC | Log2 (FC) | Gene symbol | FC | Log2 (FC) | ||||||
|
| 2.99 | 1.58 | ≤ 0.001 | ≤ 0.001 |
| 3.46 | 1.79 | ≤ 0.001 | ≤ 0.001 |
| 4.72 | 2.24 | 0.009 | 0.026 |
|
| 2.16 | 1.11 | 0.009 | 0.036 |
| 3.35 | 1.75 | ≤ 0.001 | 0.031 |
| 4.39 | 2.13 | ≤0.001 | ≤0.001 |
|
| 0.48 | -1.07 | ≤0.001 | ≤0.001 |
| 3.06 | 1.61 | ≤0.001 | ≤0.001 |
| 3.79 | 1.92 | 0.002 | 0.007 |
|
| 0.47 | -1.08 | ≤0.001 | ≤0.001 |
| 2.59 | 1.37 | ≤0.001 | 0.003 |
| 3.41 | 1.77 | 0.019 | 0.048 |
|
| 0.47 | -1.09 | ≤0.001 | ≤0.001 |
| 2.41 | 1.27 | ≤0.001 | 0.020 |
| 3.36 | 1.75 | 0.007 | 0.021 |
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| 0.47 | -1.09 | ≤0.001 | ≤0.001 |
| 2.05 | 1.03 | ≤0.001 | 0.019 |
| 2.75 | 1.46 | 0.005 | 0.016 |
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| 0.46 | -1.11 | ≤0.001 | 0.001 |
| 2.02 | 1.02 | ≤0.001 | 0.007 |
| 2.65 | 1.41 | 0.002 | 0.009 |
|
| 0.38 | -1.41 | ≤0.001 | ≤0.001 |
| 2.01 | 1.01 | ≤0.001 | 0.019 |
| 2.64 | 1.40 | ≤0.001 | 0.001 |
|
| 0.37 | -1.45 | ≤0.001 | ≤0.001 |
| 0.47 | -1.10 | ≤0.001 | 0.024 |
| 2.57 | 1.36 | 0.003 | 0.012 |
|
| 0.34 | -1.55 | 0.009 | 0.035 |
| 0.46 | -1.13 | ≤0.001 | 0.026 |
| 2.54 | 1.34 | 0.013 | 0.036 |
|
| 0.34 | -1.57 | ≤0.001 | 0.003 |
| 0.45 | -1.17 | ≤0.001 | 0.015 |
| 2.50 | 1.32 | 0.019 | 0.047 |
|
| 0.33 | -1.62 | 0.001 | 0.004 |
| 0.41 | -1.29 | ≤0.001 | 0.009 |
| 2.40 | 1.27 | ≤0.001 | ≤0.001 |
|
| 0.27 | -1.87 | ≤0.001 | ≤0.001 |
| 0.39 | -1.37 | ≤0.001 | 0.019 |
| 2.39 | 1.26 | ≤0.001 | ≤0.001 |
|
| 0.22 | -2.17 | ≤0.001 | ≤0.001 |
| 0.38 | -1.41 | 0.001 | 0.037 |
| 2.34 | 1.23 | 0.004 | 0.013 |
|
| 0.21 | -2.24 | ≤0.001 | ≤0.001 |
| 0.37 | -1.42 | ≤0.001 | 0.017 |
| 2.33 | 1.22 | 0.016 | 0.042 |
|
| 0.18 | -2.45 | ≤0.001 | ≤0.001 |
| 0.35 | -1.53 | ≤0.001 | ≤0.001 |
| 2.31 | 1.21 | ≤0.001 | ≤0.001 |
|
| 0.09 | -3.42 | ≤0.001 | ≤0.001 |
| 0.28 | -1.86 | ≤0.001 | 0.019 |
| 2.28 | 1.19 | ≤0.001 | ≤0.001 |
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| 2.26 | 1.18 | ≤0.001 | ≤0.001 | ||||||||||
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| 2.18 | 1.12 | ≤0.001 | ≤0.001 | ||||||||||
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| 2.13 | 1.09 | ≤0.001 | ≤0.001 | ||||||||||
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| 2.11 | 1.08 | ≤0.001 | ≤0.001 | ||||||||||
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| 2.08 | 1.06 | ≤0.001 | ≤0.001 | ||||||||||
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| 2.06 | 1.04 | ≤0.001 | 0.001 | ||||||||||
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| 2.03 | 1.02 | ≤0.001 | ≤0.001 | ||||||||||
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| 2.01 | 1.01 | 0.001 | 0.003 | ||||||||||
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| 0.50 | -1.00 | ≤0.001 | ≤0.001 | ||||||||||
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| 0.49 | -1.04 | 0.002 | 0.007 | ||||||||||
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| 0.49 | -1.04 | ≤0.001 | 0.001 | ||||||||||
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| 0.49 | -1.04 | ≤0.001 | ≤0.001 | ||||||||||
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| 0.48 | -1.05 | ≤0.001 | 0.002 | ||||||||||
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| 0.48 | -1.06 | ≤0.001 | 0.001 | ||||||||||
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| 0.48 | -1.07 | ≤0.001 | ≤0.001 | ||||||||||
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| 0.47 | -1.10 | ≤0.001 | ≤0.001 | ||||||||||
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| 0.46 | -1.13 | ≤0.001 | ≤0.001 | ||||||||||
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| 0.45 | -1.14 | ≤0.001 | ≤0.001 | ||||||||||
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| 0.45 | -1.17 | ≤0.001 | ≤0.001 | ||||||||||
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| 0.44 | -1.19 | 0.007 | 0.023 | ||||||||||
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| 0.44 | -1.20 | ≤0.001 | ≤0.001 | ||||||||||
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| 0.43 | -1.20 | 0.007 | 0.022 | ||||||||||
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| 0.41 | -1.27 | 0.006 | 0.019 | ||||||||||
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| 0.36 | -1.46 | 0.001 | 0.005 | ||||||||||
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| 0.35 | -1.51 | ≤0.001 | ≤0.001 | ||||||||||
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| 0.24 | -2.06 | 0.010 | 0.030 | ||||||||||
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| 0.20 | -2.29 | 0.010 | 0.029 | ||||||||||
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| 0.20 | -2.34 | 0.004 | 0.012 | ||||||||||
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| 0.10 | -3.37 | 0.003 | 0.010 | ||||||||||
Values are expressed as fold-change (FC) and its log2. (*), raw p-values; (**), p-values corrected for multiple testing using the false discovery rate (FDR) with Benjamini and Hochberg procedure.
HCV, hepatitis C virus; HIV, human immunodeficiency virus; HIV/HCV-f, HIV/HCV-coinfected at week 36 after SVR; HIV/HCV-b, HIV/HCV-coinfected at baseline; HCV-mono-f, HCV-monoinfected at week 36 after SVR; HIV-mono, HIV-monoinfected patients.
Summary of significant pathways (FDR ≤0.05) in peripheral blood mononuclear cells between: A) HIV/HCV-coinfected at week 36 after SVR (HIV/HCV-f) versus HIV/HCV-coinfected at baseline (HIV/HCV-b). B) HIV/HCV-coinfected at week 36 after SVR (HIV/HCV-f) versus HCV-monoinfected at week 36 after SVR (HCV-mono-f); C) HIV/HCV-coinfected at week 36 after SVR (HIV/HCV-f) and HIV-monoinfected (HIV-mono).
| A) HIV/HCV-f versus HIV/HCV-b | B) HIV/HCV-f versus HCV-mono-f | C) HIV/HCV-f versus HIV-mono | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| KEGG | Hits | Genes | KEGG | Hits | Genes | KEGG | Hits | Genes | |||
| Cytokine-cytokine receptor interaction | 4 | CCL2, CCL7, CCL8, CXCL11 | 0.021 | Primary immunodeficiency | 3 | CD8A, CD8B, TNFRSF13C | 0.009 | Cytokine-cytokine receptor interaction | 9 | CCL20, CXCL3, CXCL8, EDAR, IL1A, PF4, PF4V1, TNFSF15, TNFSF9 | <0.001 |
| Viral protein interaction with cytokine and cytokine receptor | 4 | CCL2, CCL7, CCL8, CXCL11 | 0.001 | Viral protein interaction with cytokine and cytokine receptor | 5 | CCL20, CXCL3, CXCL8, PF4, PF4V1 | 0.002 | ||||
| Chemokine signaling pathway | 4 | CCL2, CCL7, CCL8, CXCL11 | 0.006 | Chemokine signaling pathway | 6 | CCL20, CXCL3, CXCL8, PARD3, PF4, PF4V1 | 0.003 | ||||
| Hepatitis C | 3 | IFIT1, IFIT1B, MX1 | 0.047 | Rheumatoid arthritis | 4 | CCL20, CXCL3, CXCL8, IL1A | 0.017 | ||||
q-values, p values corrected for multiple comparisons using Benjamini and Hochberg procedure. In red, upregulated genes in HIV/HCV-f group; in green, downregulated genes in HIV/HCV-f group.
KEGG, Kyoto Encyclopedia of Genes and Genomes; HIV, human immunodeficiency virus; HCV, hepatitis C virus; HIV/HCV-b, HIV/HCV-coinfected patients at baseline; HIV/HCV-f, HIV/HCV-coinfected patients 36 weeks after SVR; HCV-mono-f, HCV-monoinfected at week 36 after SVR; HIV-mono, HIV-monoinfected patients.
Figure 4Association between changes in significant differentially expressed (SDE) genes and liver disease severity scores (A) [liver stiffness measurement (LSM) and (B) hepatic venous pressure gradient (HVPG)] after successful all-oral direct-acting antiviral treatment in HIV/HCV-coinfected patients with advanced cirrhosis. Data were calculated by GLMM models. Values are expressed as regression coefficient (β) and 95% of confidence interval (95%CI). The statistically significant differences are shown in bold.