| Literature DB >> 28928388 |
Jacqueline Estevez1,2, Vincent L Chen3,4, Ondrej Podlaha5, Biao Li5, An Le1, Philip Vutien1,6, Ellen T Chang7, Yael Rosenberg-Hasson8, Zhaoshi Jiang5, Stefan Pflanz5, Dongliang Ge5, Anuj Gaggar5, Mindie H Nguyen9.
Abstract
Cytokines play an important role in the pathogenesis of cirrhosis and hepatocellular carcinoma (HCC), most cases of which are related to either hepatitis B virus (HBV) or hepatitis C virus (HCV). Prior studies have examined differences in individual cytokine levels in patients with chronic liver disease, but comprehensive cytokine profiling data across different clinical characteristics are lacking. We examined serum cytokine profiles of 411 patients with HCC (n = 102: 32% HBV, 54% HCV, 14% non-viral) and without HCC (n = 309: 39% HBV, 39% HCV, 22% non-viral). Multiplex analysis (Luminex 200 IS) was used to measure serum levels of 51 common cytokines. Random forest machine learning was used to obtain receiver operator characteristic curves and to determine individual cytokine importance using Z scores of mean fluorescence intensity for individual cytokines. Among HCC and non-HCC patients, cytokine profiles differed between HBV and HCV patients (area under curve (AUC) 0.82 for HCC, 0.90 for non-HCC). Cytokine profiles did not distinguish cirrhotic HBV patients with and without HCC (AUC 0.503) or HCV patients with and without HCC (AUC 0.63). In conclusion, patients with HBV or HCV infection, with or without HCC, have distinctly different cytokine profiles, suggesting potential differences in disease pathogenesis and/or disease characteristics.Entities:
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Year: 2017 PMID: 28928388 PMCID: PMC5605527 DOI: 10.1038/s41598-017-11975-7
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Liver disease etiology for patients without hepatocellular carcinoma.
Figure 2Liver disease etiology for patients with hepatocellular carcinoma.
Characteristics of patients without hepatocellular carcinoma (HCC).
| Characteristic | Chronic Hepatitis B without HCC N = 120 | Chronic Hepatitis C without HCC N = 120 |
|
|---|---|---|---|
|
| N = 120 | N = 120 | |
| Male | 76 (63.3%) | 70 (58.3%) | 0.43 |
| Age | 47.3 ± 12.6 | 53.6 ± 10.2 | <0.0001 |
|
| N = 120 | N = 120 | |
| Asian | 107 (89.2%) | 17 (14.2%) | <0.0001 |
| Caucasian | 10 (8.3%) | 71 (59.2%) | <0.0001 |
| Hispanic | 0 (0%) | 24 (20.0%) | <0.0001 |
| African American | 0 (0%) | 3 (2.5%) | 0.08 |
| Other | 3 (2.5%) | 5 (4.2%) | 0.47 |
|
| N = 117 | N = 98–104 | |
| History of Alcohol Use | 5 (4.3%) | 44 (44.9%) | <0.0001 |
| History of Tobacco Use | 29 (24.8%) | 73 (70.2%) | <0.0001 |
|
| N = 120 | N = 120 | |
| Baseline Cirrhosis | 29 (24.2%) | 102 (85.0%) | <0.0001 |
|
| N = 120 | N = 120 | |
| Any Decompensation | 17 (14.2%) | 88 (73.3%) | <0.0001 |
| Ascites | 12 (10.0%) | 63 (52.5%) | <0.0001 |
| Hepatic Encephalopathy | 5 (4.2%) | 62 (51.7%) | <0.0001 |
| Variceal Bleeding | 5 (4.2%) | 15 (12.5%) | 0.02 |
|
| N = 14–15 | N = 69–71 | |
| Average MELD | 9.8 ± 2.8 | 12.2 ± 5.1 | 0.08 |
| Child’s Class A | 12 (85.7%) | 31 (44.9%) | 0.01 |
| Child’s Class B | 1 (7.1%) | 28 (40.6%) | 0.02 |
| Child’s Class C | 1 (7.1%) | 10 (14.5%) | 0.46 |
|
| N = 120 | N = 117 | |
| Any Prior Interferon Therapy | 4 (3.3%) | 48 (41.0%) | <0.0001 |
| Any Prior Nucleos(t)ide Therapy | 69 (57.5%) | 44 (35.9%) | 0.001 |
Comparison of characteristics of patients without HCC with chronic hepatitis B vs. chronic hepatitis C.
Characteristics of patients with hepatocellular carcinoma (HCC).
| Characteristic | Chronic Hepatitis B with HCC N = 33 | Chronic Hepatitis C with HCC N = 55 |
|
|---|---|---|---|
|
| N = 33 | N = 55 | |
| Male | 28 (84.9%) | 45 (81.8%) | 0.71 |
| Age | 59.1 ± 11.2 | 63.1 ± 9.9 | 0.09 |
|
| N = 33 | N = 55 | |
| Asian | 30 (90.9%) | 29 (52.7%) | <0.0001 |
| Caucasian | 3 (9.1%) | 16 (29.1%) | 0.03 |
| Hispanic | 0 (0%) | 8 (14.6%) | 0.02 |
| African American | 0 (0%) | 1 (1.8%) | 0.44 |
| Other | 0 (0%) | 1 (1.8%) | 0.44 |
|
| N = 27–29 | N = 44–48 | |
| History of Alcohol Use | 9 (33.3%) | 16 (36.4%) | 0.80 |
| History of Tobacco Use | 16 (55.2%) | 30 (62.5%) | 0.53 |
|
| N = 33 | N = 55 | |
| Baseline Cirrhosis | 29 (87.9%) | 51 (92.7%) | 0.44 |
|
| N = 33 | N = 55 | |
| Any Decompensation | 28 (84.9%) | 45 (81.8%) | 0.71 |
| Ascites | 24 (72.7%) | 36 (65.5%) | 0.48 |
| Hepatic Encephalopathy | 4 (12.1%) | 20 (36.4%) | 0.01 |
| Variceal Bleeding | 1 (3.0%) | 5 (9.1%) | 0.28 |
|
| N = 18–19 | N = 39–41 | |
| Average MELD | 9.5 ± 3.3 | 10.1 ± 3.5 | 0.57 |
| Child’s Class A | 16 (88.9%) | 25 (64.1%) | 0.05 |
| Child’s Class B | 1 (5.6%) | 13 (33.3%) | 0.02 |
| Child’s Class C | 1 (5.6%) | 1 (2.6%) | 0.57 |
|
| N = 22–33 | N = 38–49 | |
| Unifocal Tumor | 16 (72.7%) | 25 (65.8%) | 0.58 |
| Tumor Size Average | 5.5 ± 4.0 | 4.9 ± 3.8 | 0.56 |
| Vascular Invasion | 3 (9.1%) | 4 (8.2%) | 0.88 |
| Within Milan Criteria | 10 (43.5%) | 21 (55.3%) | 0.37 |
|
| N = 33 | N = 55 | |
| Any Prior Interferon Therapy | 1 (3.0%) | 14 (25.5%) | 0.01 |
| Any Prior Nucleos(t)ide Therapy | 20 (60.6%) | 11 (20.0%) | <0.0001 |
| Prior HCC Treatment | 14 (42.4%) | 16 (29.1%) | 0.20 |
Comparison of characteristics of HCC patients with chronic hepatitis B vs. chronic hepatitis C.
Figure 3Serum cytokine and chemokine profile comparison of patients without hepatocellular carcinoma (non-HCC) with chronic hepatitis B vs. non-HCC patients with chronic hepatitis C. (a) Receiver operating characteristic (ROC) plot with area under the curve (AUC). (b) Levels of top predictive cytokines.
Figure 4Multidimensional scaling plot comparing serum cytokine profiles of non-hepatocellular carcinoma (HCC) patients with chronic hepatitis B (red dots) vs. non-HCC patients with chronic hepatitis C (blue dots).
Figure 5Serum cytokine and chemokine profile comparison of patients with chronic hepatitis B with hepatocellular carcinoma (HCC) vs. chronic hepatitis C with HCC. (a) Receiver operating characteristic (ROC) plot with area under the curve (AUC). (b) Levels of top predictive cytokines.
Figure 6Serum cytokine levels of hepatocellular carcinoma (HCC) patients with chronic hepatitis B, C, or non-viral disease. Three-dimensional principal component analysis (PCA) plot comparing serum cytokine profiles of HCC patients with chronic hepatitis B (red dots) vs. C (green dots) vs. non-viral (blue dots).
Figure 7Serum cytokine and chemokine profile comparison of chronic hepatitis B patients with vs. without hepatocellular carcinoma (HCC). (a) Receiver operating characteristic (ROC) plot with area under the curve (AUC). (b) Levels of top predictive cytokines.
Phases of hepatitis B virus infection.
| Phases of Hepatitis B Virus Infection | Chronic Hepatitis B without HCC N = 120 | Chronic Hepatitis B with HCC N = 33 |
|---|---|---|
| HBeAg-positive Immune Tolerant | 8 (7.0%) | 0 (0%) |
| HBeAg-positive Immune Active | 9 (7.9%) | 2 (8.0%) |
| HBeAg-negative Inactive Carrier | 53 (46.5%) | 9 (36.0%) |
| HBeAg-negative Immune Active | 13 (11.4%) | 19 (76.0%) |
Comparison of the four hepatitis B virus infection phases between chronic hepatitis B patients with hepatocellular carcinoma and without hepatocellular carcinoma.
Figure 8Serum cytokine and chemokine profile comparison of patients with chronic hepatitis C with hepatocellular carcinoma (HCC) vs. without HCC. (a) Receiver operating characteristic (ROC) plot with area under the curve (AUC). (b) Levels of top predictive cytokines.