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1.
JAMA Netw Open ; 4(9): e2123923, 2021 09 01.
Article in English | MEDLINE | ID: mdl-34529067

ABSTRACT

Importance: The most important surrogate for increased risk of adverse clinical outcomes among patients with nonalcoholic fatty liver disease (NAFLD) is the patient's stage of liver fibrosis. There is a significant barrier to risk-stratifying patients in clinical practice owing to the need for liver biopsy. Objective: To determine the performance of the enhanced liver fibrosis (ELF) test as a noninvasive test for assessment of liver fibrosis among patients with NAFLD. Design, Setting, and Participants: This retrospective cross-sectional study was conducted among patients recruited from a large, community-based hospital system's outpatient liver clinic from 2001 to 2020. Patients with NAFLD defined as steatosis greater than 5% without evidence of other liver disease or excessive alcohol use were included. Data were analyzed from August 2020 through February 2021. Intervention: Enhanced liver fibrosis score was calculated. Main Outcomes and Measures: Advanced fibrosis was identified by liver biopsy or transient elastography. Results: Among 829 patients with NAFLD, the mean (SD) age was 53.1 (14.0) years, there were 363 (43.8%) men, 294 patients (35.5%) had type 2 diabetes, and the mean (SD) fibrosis-4 (fib-4) score was 1.34 (0.97). There were 463 patients with liver biopsy, among whom 113 individuals (24.4%) had bridging fibrosis or cirrhosis; among 462 patients with transient elastography data, 79 individuals (17.1%) had liver stiffness results of 9.6 kPa or more (ie, advanced fibrosis). Patients with advanced fibrosis had statistically significantly increased mean (SD) ELF scores compared with patients without advanced fibrosis as determined by biopsy (10.1 [1.3] vs 8.6 [1.0]; P < .001) or transient elastography (10.0 [1.1] vs 9.0 [0.8]; P < .001). Among all patients with NAFLD, the area under the receiver operating characteristic curve (AUROC) for ELF in identifying patients with advanced fibrosis was 0.81 (95% CI, 0.77-0.85) for patients diagnosed by biopsy and 0.79 (95% CI, 0.75-0.82) for those diagnosed by transient elastography. Performance of the ELF score was similar among patients with NAFLD who were aged 65 years or older (AUROC, 0.74; 95% CI, 0.58-0.87) or had type 2 diabetes (AUROC, 0.78; 95% CI, 0.71-0.84). The combination of an ELF score of 7.2 or greater with a fib-4 score of 0.74 or greater was associated with a negative predictive value of 95.1% (95% CI, 91.8%-98.4%) and a sensitivity of 92.5% (95% CI, 87.4%-97.5%), which can reliably rule out advanced fibrosis. An ELF score of 9.8 or greater with a fib-4 score of 2.9 or greater was associated with a positive predictive value of 95.0% (95% CI, 85.5%-100%) and a specificity of 99.7% (95% CI, 99.1%-100%), which can be used to rule in advanced fibrosis. Conclusions and Relevance: These findings suggest that the ELF test performs well in identifying patients with NAFLD who are at increased risk of advanced fibrosis and that this test combined with fib-4 score may be reliably used in clinical practice to assess the presence or absence of advanced fibrosis among patients with NAFLD.


Subject(s)
Liver Cirrhosis/diagnosis , Non-alcoholic Fatty Liver Disease , Cross-Sectional Studies , Elasticity Imaging Techniques , Female , Humans , Liver Cirrhosis/diagnostic imaging , Liver Cirrhosis/pathology , Liver Function Tests , Male , Middle Aged , Predictive Value of Tests , ROC Curve , Retrospective Studies , Sensitivity and Specificity
2.
Clin Transl Gastroenterol ; 12(4): e00340, 2021 04 06.
Article in English | MEDLINE | ID: mdl-33825721

ABSTRACT

INTRODUCTION: We aimed to identify high-risk nonalcoholic fatty liver disease (NAFLD) patients seen at the primary care and endocrinology practices and link them to gastrohepatology care. METHODS: Using the electronic health record, patients who either had the diagnosis of type 2 diabetes or had 2 of 3 other metabolic risk factors met criteria for inclusion in the study. Using noninvasive fibrosis tests (NITs) to identify high risk of fibrosis, patients who met the NIT prespecified criteria were referred to gastrohepatology for clinical assessment and transient elastography. RESULTS: From 7,555 patients initially screened, 1707 (22.6%) met the inclusion criteria, 716 (42%) agreed to enroll, and 184 (25.7%) met the prespecified NIT criteria and eligibility for linkage to GE-HEP where 103 patients (68 ± 9 years of age, 50% men, 56% white) agreed to undergo linkage assessments. Their NIT scores were APRI of 0.38 ± 0.24, FIB-4 of 1.98 ± 0.87, and NAFLD Fibrosis Score of 0.36 ± 1.03; 68 (66%) linked patients had controlled attenuation parameter >248 dB/m, 62 (60%) had liver stiffness <6 kPa, and 8 (8%) had liver stiffness >12 kPa. Liver stiffness for the overall group was 6.7 ± 4.2 kPa, controlled attenuation parameter 282 ± 64 dB/m, and FAST score 0.22 ± 0.22. Linked patients with presumed advanced fibrosis had significantly higher body mass index (36.4 ± 6.6 vs 31.2 ± 6.4 kg/m2, P = 0.025) and higher NIT scores (APRI 0.89 ± 0.52 vs 0.33 ± 0.14, FIB-4 3.21 ± 2.06 vs 1.88 ± 0.60, and NAFLD Fibrosis Score 1.58 ± 1.33 vs 0.25 ± 0.94). DISCUSSION: By applying a simple prespecified multistep algorithm using electronic health record with clinical risk factors and NITs followed by transient elastography, patients with nonalcoholic fatty liver disease seen in PCP and ENDO practices can be easily identified.


Subject(s)
Algorithms , Liver Function Tests/methods , Non-alcoholic Fatty Liver Disease/diagnosis , Aged , Biomarkers/blood , Body Mass Index , Elasticity Imaging Techniques , Electronic Health Records , Endocrinology , Female , Fibrosis , Humans , Male , Middle Aged , Non-alcoholic Fatty Liver Disease/pathology , Primary Health Care , Referral and Consultation , Risk Factors
3.
Clin Gastroenterol Hepatol ; 18(2): 468-476.e11, 2020 02.
Article in English | MEDLINE | ID: mdl-31376493

ABSTRACT

BACKGROUND & AIMS: Patients with hepatitis C virus (HCV) infections who achieve a sustained virologic response (SVR) to treatment have improved patient-reported outcomes (PROs). We compared post-treatment PRO scores between patients with chronic HCV infection who did and did not achieve an SVR to treatment. METHODS: Patients who completed treatment in clinical trials were enrolled in 2 registries, depending on the treatment outcome (NCT01457755, NCT01457768), from 2016 to 2017 in 17 countries in North America, Europe, and the Asia-Pacific region. PRO scores (scale, 0-100) were collected at pretreatment (baseline); the last day of treatment; the post-treatment week 12 follow-up visit (in patients with SVR only); the registry baseline; and on registry weeks 12, 24, 36, 48, and 96 (the non-SVR registry) or every 24 weeks until week 96 (SVR registry), using the Short Form-36 (SF-36) instrument. RESULTS: Our analysis included 4234 patients with an SVR and 242 without an SVR from whom pretreatment PRO data were available (mean age, 54 ± 10 y; 63% male; 65% enrolled in the United States; 17% with cirrhosis; 12% with human immunodeficiency virus co-infection). Upon registry enrollment, patients with an SVR had significant increases in all PRO scores compared with pretreatment baseline levels (all P < .05). Patients without an SVR had mean reductions of 9.2 points or less in PRO scores while followed up on the registry (P < .05 for 4-8 of 8 PRO domains measured by the SF-36). In contrast, patients with an SVR had sustained increases in PRO scores (mean increase, ≤7.0 points) while on the registry. In multivariate analysis, achieving an SVR was associated independently with superior scores in all SF-36 domains at all registry time points (ß, +4.8 to +15.9 points, all P ≤ .01). CONCLUSIONS: In a follow-up analysis of participants in clinical trials, we found that those with an SVR to treatment for HCV infection had significant increases in well-being, based on PRO scores. Patients without an SVR had decreasing PRO scores over the follow-up period.


Subject(s)
Hepatitis C, Chronic , Antiviral Agents/therapeutic use , Female , Hepatitis C, Chronic/drug therapy , Humans , Male , Middle Aged , Patient Reported Outcome Measures , Ribavirin/therapeutic use , Sofosbuvir/therapeutic use , Sustained Virologic Response , Treatment Outcome
4.
J Hepatol ; 71(4): 793-801, 2019 10.
Article in English | MEDLINE | ID: mdl-31279902

ABSTRACT

BACKGROUND & AIMS: Although non-alcoholic fatty liver disease (NAFLD), non-alcoholic steatohepatitis (NASH) and NASH with advanced fibrosis are closely associated with type 2 diabetes mellitus (T2DM), their global prevalence rates have not been well described. Our aim was to estimate the prevalence of NAFLD, NASH, and advanced fibrosis among patients with T2DM, by regions of the world. METHODS: We searched for terms including NAFLD, NASH and T2DM in studies published from January 1989 to September 2018, using PubMed, Ovid MEDLINE®, EMBASE and Web of Science. Strict exclusion criteria were applied. Regional and global mean prevalence weighted by population size in each country were estimated and pooled using random-effects meta-analysis. Potential sources of heterogeneity were investigated using stratified meta-analysis and meta-regression. RESULTS: Among 80 studies from 20 countries that met our inclusion criteria, there were 49,419 individuals with T2DM (mean age 58.5 years, mean body mass index 27.9 kg/m2, and males 52.9%). The global prevalence of NAFLD among patients with T2DM was 55.5% (95% CI 47.3-63.7). Studies from Europe reported the highest prevalence (68.0% [62.1-73.0%]). Among 10 studies that estimated the prevalence of NASH, the global prevalence of NASH among individuals with T2DM was 37.3% (95% CI 24.7-50.0%). Seven studies estimated the prevalence of advanced fibrosis in patients with NAFLD and T2DM to be 17.0% (95% CI 7.2-34.8). Meta-regression models showed that geographic region and mean age (p <0.5) were associated with the prevalence of NAFLD, jointly accounting for 63.9% of the heterogeneity. CONCLUSIONS: This study provides the global prevalence rates for NAFLD, NASH, and advanced fibrosis in patients with T2DM. These data can be used to estimate the clinical and economic burden of NASH in patients with T2DM around the world. LAY SUMMARY: Non-alcoholic fatty liver disease (NAFLD) is now recognized as the most prevalent chronic liver disease worldwide. Type 2 diabetes mellitus (T2DM) is an important risk factor for NAFLD. Additionally, T2DM seems to accelerate the progression of liver disease in NAFLD. Despite the high prevalence and serious clinical implications of NAFLD in patients with T2DM, it is usually overlooked in clinical practice. This meta-analysis provides evidence of the high prevalence of NAFLD and NASH in patients with T2DM. In this context, increasing awareness about the importance of NAFLD in patients with T2DM among all important stakeholders (primary care physicians, specialists, and health policy makers) must be prioritized.


Subject(s)
Diabetes Mellitus, Type 2/epidemiology , Global Health , Non-alcoholic Fatty Liver Disease/epidemiology , Disease Progression , Humans , Non-alcoholic Fatty Liver Disease/physiopathology , Prevalence , Risk Factors
5.
Clin Gastroenterol Hepatol ; 17(4): 748-755.e3, 2019 03.
Article in English | MEDLINE | ID: mdl-29908364

ABSTRACT

BACKGROUND & AIMS: Although hepatitis B and C have been the main drivers of hepatocellular carcinoma (HCC), nonalcoholic steatohepatitis (NASH) has recently become an important cause of HCC. The aim of this study was to assess the causes of HCC among liver transplant (LT) candidates in the United States. METHODS: The Scientific Registry of Transplant Recipients (2002-2016) was used to estimate the trends in prevalence of HCC in LT candidates with the most common types of chronic liver disease: alcoholic liver disease (ALD), chronic hepatitis B (CHB), chronic hepatitis C, and NASH. RESULTS: 158,347 adult LT candidates were included. Of these, 26,121 (16.5%) had HCC; this proportion increased from 6.4% (2002) to 23.0% (2016) (trend P < .0001). Over the study period, CHC remained the most common etiology for HCC (65%). The proportions of HCC accounted for by CHC and ALD remained stable (both trend P > .10), the proportion of CHB decreased 3.1-fold (P < .0001), while the proportion of NASH in HCC increased 7.7-fold (from 2.1% to 16.2%; P < .0001). Furthermore, since 2002, the prevalence of HCC in LT candidates with NASH increased 11.8-fold, while this rate increased 6.0-fold in CHB, 3.4-fold in ALD, and 2.3-fold in CHC (all P < .0001); the increasing trend in NASH was steeper than that for any other etiology (P < .0001 in a trend regression model). The proportion of LT candidates with HCC who ultimately received a transplant or died while waiting did not differ between etiologies (P > .05). CONCLUSIONS: Nonalcoholic steatohepatitis is the most rapidly growing cause of HCC among US patients listed for liver transplantation.


Subject(s)
Carcinoma, Hepatocellular/epidemiology , Carcinoma, Hepatocellular/etiology , Liver Neoplasms/epidemiology , Liver Neoplasms/etiology , Non-alcoholic Fatty Liver Disease/complications , Adolescent , Adult , Aged , Cohort Studies , Female , Hepatitis B, Chronic/complications , Hepatitis C, Chronic/complications , Humans , Liver Cirrhosis, Alcoholic/complications , Male , Middle Aged , Prevalence , United States/epidemiology , Young Adult
6.
Clin Gastroenterol Hepatol ; 17(8): 1625-1633.e1, 2019 07.
Article in English | MEDLINE | ID: mdl-30476585

ABSTRACT

BACKGROUND & AIMS: Non-alcoholic and alcohol-related fatty liver disease are overlapping diseases in which metabolic syndrome and alcohol consumption each contribute to progressive liver disease. We aimed to assess the effects of alcohol consumption and metabolic syndrome on mortality in individuals with fatty liver. METHODS: We searched the National Health and Nutrition and Examination Survey III for adults (20-74 years old) with hepatic steatosis, detected by ultrasound, for whom mortality and follow-up data were available. We collected data from the alcohol use questionnaire (self-reported number of days a participant drank alcohol; the number of drinks [10 g alcohol] per day on a drinking day; the number of days the participant had 5 or more drinks) and calculated the average amount of alcohol consumption in drinks/day for each participant during the year preceding enrollment. Excessive alcohol consumption for men was >3 drinks/day and for women was >1.5 drinks/day. We also collected clinical data, and mortality data were obtained from the National Death Index. Demographic and clinical parameters were compared among consumption groups using the χ2 test for independence or survey regression models. We used Cox proportional hazard models to identify independent predictors of all-cause and cause-specific mortality. RESULTS: The study cohort included 4264 individuals with hepatic steatosis (mean age, 45.9 years; 51% male; 76% white; 46% with metabolic syndrome; 6.2% with excessive alcohol use). There was no significant difference in mean age between individuals with vs without excessive alcohol consumption (P=.65). However, overall mortality was significantly higher among participants with excessive alcohol consumption (32.2%) vs participants with non-excessive alcohol use (22.2%) after mean 20 years of follow up (P=.003), as well as after 5 years of follow up. In multivariate analysis, the presence of metabolic syndrome (adjusted hazard ratio [aHR], 1.43; 95% CI, 1.12-1.83) and excessive alcohol consumption (aHR, 1.79; 95% CI, 1.21-2.66) were independently associated with an increased risk of death in individuals with hepatic steatosis; any lower average amount of alcohol consumption was not associated with mortality (all P>.60). In a subgroup analysis, the association of excessive alcohol use with mortality was significant in individuals with metabolic syndrome (aHR, 2.46; 95% CI, 1.40-4.32) but not without it (P=.74). CONCLUSION: In review of data from the National Health and Nutrition and Examination Survey III, we associated alcohol consumption with increased mortality in participants with fatty liver and metabolic syndrome. These findings indicate an overlap between non-alcoholic and alcohol-related fatty liver disease.


Subject(s)
Alcohol Drinking/adverse effects , Liver Cirrhosis, Alcoholic/etiology , Metabolic Syndrome/complications , Non-alcoholic Fatty Liver Disease/etiology , Adult , Aged , Disease Progression , Female , Follow-Up Studies , Humans , Incidence , Liver Cirrhosis, Alcoholic/epidemiology , Male , Middle Aged , Non-alcoholic Fatty Liver Disease/epidemiology , Prognosis , Retrospective Studies , Risk Factors , Survival Rate/trends , United States/epidemiology , Young Adult
7.
Hepatology ; 68(1): 155-165, 2018 07.
Article in English | MEDLINE | ID: mdl-29152767

ABSTRACT

Primary sclerosing cholangitis (PSC) is a chronic liver disease associated with inflammation and biliary fibrosis that leads to cholangitis, cirrhosis, and impaired quality of life. Our objective was to develop and validate a PSC-specific patient-reported outcome (PRO) instrument. We developed a 42-item PSC PRO instrument that contains two modules (Symptoms and Impact of Symptoms) and conducted an external validation. Reliability and validity were evaluated using clinical data and a battery of other validated instruments. Test-retest reliability was assessed in a subgroup of patients who repeated the PSC PRO after the first administration. One hundred two PSC subjects (44 ± 13 years; 32% male, 74% employed, 39% with cirrhosis, 14% with a history of decompensated cirrhosis, 38% history of depression, and 68% with inflammatory bowel disease [IBD]) completed PSC PRO and other PRO instruments (Short Form 36 V2 [SF-36], Chronic Liver Disease Questionnaire [CLDQ], Primary Biliary Cholangitis - 40 [PBC-40], and five dimensions [5-D Itch]). PSC PRO demonstrated excellent internal consistency (Cronbach alphas, 0.84-0.94) and discriminant validity (41 of 42 items had the highest correlations with their own domains). There were good correlations between PSC PRO domains and relevant domains of SF-36, CLDQ, and PBC-40 (R = 0.69-0.90; all P < 0.0001), but lower (R = 0.31-0.60; P < 0.001) with 5-D Itch. Construct validity showed that PSC PRO can differentiate patients according to the presence and severity of cirrhosis and history of depression (P < 0.05), but not by IBD (P > 0.05). Test-retest reliability was assessed in 53 subjects who repeated PSC PRO within a median (interquartile range) of 37 (27-47) days. There was excellent reliability for most domains with intraclass correlations (0.71-0.88; all P < 0.001). CONCLUSION: PSC PRO is a self-administered disease-specific instrument developed according to U.S. Food and Drug Administration guidelines. This preliminary validation study suggests good psychometric properties. Further validation of the instrument in a larger and more diverse sample of PSC patients is needed. (Hepatology 2018;68:155-165).


Subject(s)
Cholangitis, Sclerosing/therapy , Patient Reported Outcome Measures , Adult , Female , Humans , Male , Middle Aged , Reproducibility of Results
8.
J Transl Med ; 11: 133, 2013 May 31.
Article in English | MEDLINE | ID: mdl-23721173

ABSTRACT

BACKGROUND: Polycystic ovarian syndrome (PCOS) is one of the most common reproductive disorders with strong association with both insulin resistance and non-alcoholic fatty liver disease (NAFLD). To untangle the complex relationship between PCOS and NAFLD, we analyzed serum biomarkers of apoptosis, some adipokines and mRNA profiles in the visceral adipose tissue of obese patients with NAFLD who were also diagnosed with PCOS and compared to a group with NAFLD only. METHODS: We included patients with biopsy-proven NAFLD and PCOS (N = 12) and BMI-matched biopsy-proven NAFLD patients without PCOS (N = 12). Expression levels of individual mRNAs and soluble serum biomarkers were compared by non-parametric Mann-Whitney test. The analysis also included Spearman rank correlation tests and multiple regression analysis. For co-correlated genes, the factor analysis was performed. RESULTS: The total serum levels of apoptotic biomarker M30 were significantly elevated in PCOS patients with liver steatosis as compared to non-PCOS NAFLD controls (P < 0.02), pointing that androgen-dependent proapoptotic PCOS environment that may directly contribute to NAFLD progression in these patients. Similarly, hyperandrogenism may explain the observed PCOS-specific decrease (P < 0.04) in adipose LDLR mRNA expression that may be connected to the proneness of PCOS patients to NAFLD. The levels of mRNA encoding angiogenesis-associated GSK-3B interacting protein ninein were also significantly increased in the adipose tissue of NAFLD patients with PCOS (P < 0.007). Furthermore, the levels of resistin positively correlated with expression levels of LDLR and prothrombin time (PT). CONCLUSION: An androgen-dependent proapoptotic PCOS environment may directly contribute to NAFLD progression in these patients. Hyperandrogenism may explain an observed decrease in adipose LDLR mRNA expression. An inflammation-associated increase in the release of resistin into circulation might contribute to the prothrombotic state observed under conditions associated with insulin resistance, including PCOS. The studies of larger cohorts of NAFLD with and without PCOS patients are needed to further assess these potential interactions.


Subject(s)
Adipose Tissue/metabolism , Fatty Liver/metabolism , Polycystic Ovary Syndrome/metabolism , Adipokines/metabolism , Adult , Androgens/metabolism , Apoptosis , Biomarkers/metabolism , Body Mass Index , Cytoskeletal Proteins/metabolism , Disease Progression , Female , Humans , Insulin Resistance , Keratin-18/metabolism , Middle Aged , Non-alcoholic Fatty Liver Disease , Nuclear Proteins/metabolism , Peptide Fragments/metabolism , RNA, Messenger/metabolism , Receptors, LDL/metabolism , Regression Analysis , Resistin/metabolism
9.
J Gastroenterol Hepatol ; 28(8): 1410-5, 2013 Aug.
Article in English | MEDLINE | ID: mdl-23663110

ABSTRACT

BACKGROUND AND AIM: Recently, microRNAs (miRNA) have been linked to the pathogenesis of non-alcoholic fatty liver disease (NAFLD) and its progression to non-alcoholic steatohepatitis (NASH). First transcribed as pri-miRNA, these molecules are further processed by a complex of endonuclear and cytosolic RNA binding molecules to form mature miRNAs. The aim of this study is to investigate mechanisms of miRNA regulation in the visceral adipose of obese NAFLD patients via measuring expression of miRNA processing enzymes and pri-miRNA. METHODS: Total RNAs were extracted from visceral adipose tissue (VAT) samples collected from patients undergoing bariatric surgery. All patients had biopsy-proven NAFLD (NASH patients [n = 12] and non-NASH NAFLD [n = 12]). For each patient, we profiled mRNA levels for three miRNA processing elements (Drosha, DGCR8, and Dicer1) and seven pri-miRNAs (pri-miR-125b-2, pri-miR-16-2, pri-miR-26a-1, pri-miR-26a-2, pri-miR-7-1, pri-miR-7-2, and pri-miR-7-3). RESULTS: Expression of Dicer1, Drosha and DGCR8 was significantly increased within the NASH cohort along with expression of pri-miR-7-1. The presence of focal necrosis on the liver biopsy correlated significantly with levels of Dicer1 and DGRC8. Both NASH and ballooning degeneration of hepatocytes correlated negatively with the expression levels of hsa-miR-125b. Histologic NASH correlated positively with the expression levels of pri-miR-16-2 and pri-miR-7-1. The presence of the hepatocyte's ballooning degeneration in the liver biopsy correlated positively with pri-miR-26a-1 and pri-miR-7-1. The expression profile of pri-miR-125b-2 also correlated positively with body mass index. CONCLUSIONS: Our findings support the hypothesis that VAT-derived miRNA may contribute to the pathogenesis of NASH in obese patients.


Subject(s)
DEAD-box RNA Helicases/genetics , DEAD-box RNA Helicases/metabolism , Fatty Liver/enzymology , Fatty Liver/genetics , Gene Expression Regulation, Enzymologic/genetics , MicroRNAs/genetics , MicroRNAs/metabolism , Proteins/genetics , Proteins/metabolism , Ribonuclease III/genetics , Ribonuclease III/metabolism , Adult , Body Mass Index , Cohort Studies , Disease Progression , Fatty Liver/pathology , Female , Humans , Intra-Abdominal Fat/enzymology , Intra-Abdominal Fat/metabolism , Liver/pathology , Male , Middle Aged , Necrosis , Non-alcoholic Fatty Liver Disease , Obesity , RNA-Binding Proteins
10.
Mediators Inflamm ; 2013: 684237, 2013.
Article in English | MEDLINE | ID: mdl-23661906

ABSTRACT

Obesity is associated with chronic low-grade inflammation perpetuated by visceral adipose. Other organs, particularly stomach and intestine, may also overproduce proinflammatory molecules. We examined the gene expression patterns in gastric tissue of morbidly obese patients with nonalcoholic fatty liver disease (NAFLD) and compared the changes in gene expression in different histological forms of NAFLD. Stomach tissue samples from 20 morbidly obese NAFLD patients who were undergoing sleeve gastrectomy were profiled using qPCR for 84 genes encoding inflammatory cytokines, chemokines, their receptors, and other components of inflammatory cascades. Interleukin 8 receptor-beta (IL8RB) gene overexpression in gastric tissue was correlated with the presence of hepatic steatosis, hepatic fibrosis, and histologic diagnosis of nonalcoholic steatohepatitis (NASH). Expression levels of soluble interleukin 1 receptor antagonist (IL1RN) were correlated with the presence of NASH and hepatic fibrosis. mRNA levels of interleukin 8 (IL8), chemokine (C-C motif) ligand 4 (CCL4), and its receptor chemokine (C-C motif) receptor type 5 (CCR5) showed a significant increase in patients with advanced hepatic inflammation and were correlated with the severity of the hepatic inflammation. The results of our study suggest that changes in expression patterns for inflammatory molecule encoding genes within gastric tissue may contribute to the pathogenesis of obesity-related NAFLD.


Subject(s)
Fatty Liver/immunology , Fatty Liver/metabolism , Gastric Mucosa/metabolism , Inflammation/metabolism , Stomach/immunology , Adult , Chemokine CCL4/genetics , Chemokines/metabolism , Cytokines/metabolism , Female , Humans , Interleukin 1 Receptor Antagonist Protein/metabolism , Interleukin-8/genetics , Liver/immunology , Liver/metabolism , Liver/pathology , Liver Cirrhosis/immunology , Liver Cirrhosis/metabolism , Male , Middle Aged , Non-alcoholic Fatty Liver Disease , Receptors, CCR5/genetics , Receptors, Interleukin-8B/metabolism
11.
PLoS One ; 8(2): e56009, 2013.
Article in English | MEDLINE | ID: mdl-23405244

ABSTRACT

The discovery of biomarkers is often performed using high-throughput proteomics-based platforms and is limited to the molecules recognized by a given set of purified and validated antigens or antibodies. Knowledge-based, or systems biology, approaches that involve the analysis of integrated data, predominantly molecular pathways and networks may infer quantitative changes in the levels of biomolecules not included by the given assay from the levels of the analytes profiled. In this study we attempted to use a knowledge-based approach to predict biomarkers reflecting the changes in underlying protein phosphorylation events using Nonalcoholic Fatty Liver Disease (NAFLD) as a model. Two soluble biomarkers, CCL-2 and FasL, were inferred in silico as relevant to NAFLD pathogenesis. Predictive performance of these biomarkers was studied using serum samples collected from patients with histologically proven NAFLD. Serum levels of both molecules, in combination with clinical and demographic data, were predictive of hepatic fibrosis in a cohort of NAFLD patients. Our study suggests that (1) NASH-specific disruption of the kinase-driven signaling cascades in visceral adipose tissue lead to detectable changes in the levels of soluble molecules released into the bloodstream, and (2) biomarkers discovered in silico could contribute to predictive models for non-malignant chronic diseases.


Subject(s)
Biomarkers/blood , Chemokine CCL2/blood , Fas Ligand Protein/blood , Fatty Liver/diagnosis , Knowledge Bases , Liver Cirrhosis/diagnosis , Systems Biology , Cohort Studies , Enzyme-Linked Immunosorbent Assay , Fatty Liver/blood , Female , Humans , Liver Cirrhosis/blood , Male , Middle Aged , Non-alcoholic Fatty Liver Disease , Phosphorylation , Proteomics , Signal Transduction
12.
Brain Behav ; 2(5): 525-31, 2012 Sep.
Article in English | MEDLINE | ID: mdl-23139898

ABSTRACT

The standard treatment for CH-C, pegylated interferon-α and ribavirin (PEG-IFN + RBV), is associated with depression. Recent studies have proposed a new role for cytokines in the pathogenesis of depression. We aimed to assess differential gene expression related to depression in CH-C patients treated with PEG-IFN + RBV. We included 67 CH-C patients being treated with PEG-IFN+RBV. Of the entire study cohort, 22% had pre-existing depression, while another 37% developed new depression in course of the treatment. Pretreatment blood samples were collected into PAXgene™ RNA tubes, the RNAs extracted from peripheral blood mononuclear cells (PBMCs) were used for one step RT-PCR to profile 160 mRNAs. Differentially expressed genes were separated into up- and down-regulated genes according to presence or absence of depression at baseline (pre-existing depression) or following the initiation of treatment (treatment-related depression). The mRNA expression profile associated with any depression and with treatment-related depression included four and six genes, respectively. Our data demonstrate a significant down-regulation of TGF-ß1 and the shift of Th1-Th2 cytokine balance in the depression associated with IFN-based treatment of HCV infection. We propose that TGF-ß1 plays an important role in the imbalance of Th1/Th2 in patients with CH-C and depression. With further validation, TGF-ß1 and other components of Th1/Th2 regulation pathway may provide a future marker for CH-C patients predisposed to depression.

13.
J Transl Med ; 10: 25, 2012 Feb 07.
Article in English | MEDLINE | ID: mdl-22313623

ABSTRACT

BACKGROUND: Recent studies of CH-C patients have demonstrated a strong association between IL28B CC genotype and sustained virologic response (SVR) after PEG-IFN/RBV treatment. We aimed to assess whether IL28B alleles rs12979860 genotype influences gene expression in response to PEG-IFN/RBV in CH-C patients. METHODS: Clinical data and gene expression data were available for 56 patients treated with PEG-IFN/RBV. Whole blood was used to determine IL28B genotypes. Differential expression of 153 human genes was assessed for each treatment time point (Days: 0, 1, 7, 28, 56) and was correlated with IL28B genotype (IL28B C/C or non-C/C) over the course of the PEG-IFN/RBV treatment. Genes with statistically significant changes in their expression at each time point were used as an input for pathway analysis using KEGG Pathway Painter (KPP). Pathways were ranked based on number of gene involved separately per each study cohort. RESULTS: The most striking difference between the response patterns of patients with IL28B C/C and T* genotypes during treatment, across all pathways, is a sustained pattern of treatment-induced gene expression in patients carrying IL28B C/C. In the case of IL28B T* genotype, pre-activation of genes, the lack of sustained pattern of gene expression or a combination of both were observed. This observation could potentially provide an explanation for the lower rate of SVR observed in these patients. Additionally, when the lists of IL28B genotype-specific genes which were differentially expressed in patients without SVR were compared at their baseline, IRF2 and SOCS1 genes were down-regulated regardless of patients' IL28B genotype. Furthermore, our data suggest that CH-C patients who do not have the SOCS1 gene silenced have a better chance of achieving SVR. Our observations suggest that the action of SOCS1 is independent of IL28B genotype. CONCLUSIONS: IL28B CC genotype patients with CH-C show a sustained treatment-induced gene expression profile which is not seen in non-CC genotype patients. Silencing of SOCS1 is a negative and independent predictor of SVR. These data may provide some mechanistic explanation for higher rate of SVR in IL28B CC patients who are treated with PEG-IFN/RBV.


Subject(s)
Gene Expression Profiling , Hepatitis C, Chronic/drug therapy , Hepatitis C, Chronic/genetics , Interferon-alpha/therapeutic use , Interleukins/genetics , Polyethylene Glycols/therapeutic use , Ribavirin/therapeutic use , Antiviral Agents/pharmacology , Antiviral Agents/therapeutic use , Cohort Studies , Down-Regulation/drug effects , Down-Regulation/genetics , Female , Genotype , Hepatitis C, Chronic/virology , Humans , Interferon Regulatory Factor-2/genetics , Interferon Regulatory Factor-2/metabolism , Interferon alpha-2 , Interferon-alpha/pharmacology , Interferons , Male , Middle Aged , Polyethylene Glycols/pharmacology , Recombinant Proteins/pharmacology , Recombinant Proteins/therapeutic use , Ribavirin/pharmacology , Signal Transduction/drug effects , Signal Transduction/genetics , Suppressor of Cytokine Signaling 1 Protein , Suppressor of Cytokine Signaling Proteins/genetics , Suppressor of Cytokine Signaling Proteins/metabolism , Time Factors , Up-Regulation/drug effects , Up-Regulation/genetics
14.
J Proteome Res ; 10(2): 774-9, 2011 Feb 04.
Article in English | MEDLINE | ID: mdl-21204552

ABSTRACT

Only half of chronic hepatitis C (CH-C) patients treated with pegylated interferon and ribavirin (PEG-IFN+RBV) achieve sustained virologic response) SVR. In addition to known factors, we postulated that activation of key protein signaling networks in the peripheral blood mononuclear cells (PBMCs) may contribute to SVR due to inherent patient-specific basal immune cell signaling architecture. In this study, we included 92 patients with CH-C. PBMCs were collected while patients were not receiving treatment and used for phosphoprotein-based network profiling. Patients received a full course of PEG-IFN+RBV with overall SVR of 55%. From PBMC, protein lysates were extracted and then used for Reverse Phase Protein Microarray (RPMA) analysis, which quantitatively measured the levels of cytokines and activation levels of 25 key protein signaling molecules involved in immune cell regulation and interferon alpha signaling. Regression models for predicting SVR were generated by stepwise bidirectional selection. Both clinical-laboratory and RPMA parameters were used as predictor variables. Model accuracies were estimated using 10-fold cross-validation. Our results show that by comparing patients who achieved SVR to those who did not, phosphorylation levels of 6 proteins [AKT(T308), JAK1(Y1022/1023), p70 S6 Kinase (S371), PKC zeta/lambda(T410/403), TYK2(Y1054/1055), ZAP-70(Y319)/Syk(Y352)] and overall levels of 6 unmodified proteins [IL2, IL10, IL4, IL5, TNF-alpha, CD5L] were significantly different (P < 0.05). For SVR, the model based on a combination of clinical and proteome parameters was developed, with an AUC = 0.914, sensitivity of 92.16%, and specificity of 85.0%. This model included the following parameters: viral genotype, previous treatment status, BMI, phosphorylated states of STAT2, AKT, LCK, and TYK2 kinases as well as steady state levels of IL4, IL5, and TNF-alpha. In conclusion, SVR could be predicted by a combination of clinical, cytokine, and protein signaling activation profiles. Signaling events elucidated in the study may shed some light into molecular mechanisms of response to anti-HCV treatment.


Subject(s)
Hepatitis C, Chronic/metabolism , Hepatitis C, Chronic/virology , Intercellular Signaling Peptides and Proteins/metabolism , Interferon Type I/therapeutic use , Polyethylene Glycols/therapeutic use , Ribavirin/therapeutic use , Adult , Antiviral Agents/therapeutic use , Area Under Curve , Female , Hepatitis C, Chronic/blood , Hepatitis C, Chronic/drug therapy , Humans , Intercellular Signaling Peptides and Proteins/analysis , Leukocytes, Mononuclear , Male , Middle Aged , Phosphoproteins/analysis , Phosphoproteins/metabolism , Protein Array Analysis , Proteomics/methods , Recombinant Proteins , Regression Analysis , Reproducibility of Results , Sensitivity and Specificity , Signal Transduction , Statistics, Nonparametric
15.
Obes Surg ; 21(4): 431-9, 2011 Apr.
Article in English | MEDLINE | ID: mdl-20532833

ABSTRACT

BACKGROUND: Patients with biopsy-proven NASH and especially those with fibrosis are at risk for progressive liver disease, emphasizing the clinical importance of developing non-invasive biomarkers for NASH and NASH-related fibrosis. AIM: This study examines the performance of a new biomarker panel for NASH and NASH-related fibrosis with a combination of clinical and laboratory variables. METHODS: Enrolled patients had biopsy-proven NAFLD. Clinical data, laboratory data, and serum samples were collected at the time of biopsy. Fasting serum was assayed for adiponectin, resistin, glucose, M30, M65, Tissue inhibitor of metalloproteinases-1 (Timp-1), ProCollagen 3 N-terminal peptide (PIIINP), and hyaluronic acid (HA). Regression models predictive of NASH, NASH-related fibrosis, and NASH-related advanced fibrosis were designed and cross-validated. RESULTS: Of the 79 enrolled NAFLD patients, 40 had biopsy-proven NASH and 39 had non-NASH NAFLD. Clinical and laboratory data were from this cohort were used to develop a NAFLD Diagnostic Panel that includes three models (models for NASH, NASH-related fibrosis, and NASH-related advanced fibrosis). The model for predicting NASH includes diabetes, gender, BMI, triglycerides, M30 (apoptosis), and M65-M30 (necrosis) [AUC: 0.81, 95% CI, 0.70-0.89, 300 p value <9E 301 (-06)]. The NASH-related fibrosis prediction model includes the same predictors [AUC: 0.80, 95% CI 0.68-0.88, 307 p value <0.00014]. Finally, the NASH-related advanced fibrosis model includes type 2 diabetes, serum triglycerides, Timp-1, and AST [AUC: 0.81, 95% CI, 0.70-0.89; p value, 0.000062]. CONCLUSIONS: This NAFLD Diagnostic Panel based on a clinical and laboratory data has good performance characteristics and is easy to use. This biomarker panel could become useful in the management of patients with NAFLD.


Subject(s)
Biomarkers/blood , Liver Cirrhosis/diagnosis , Adipokines/blood , Adult , Biopsy , Blood Glucose/analysis , Fatty Liver/blood , Fatty Liver/complications , Fatty Liver/diagnosis , Female , Humans , Hyaluronic Acid/blood , Keratin-18/blood , Liver/pathology , Liver Cirrhosis/blood , Liver Cirrhosis/etiology , Male , Middle Aged , Models, Biological , Non-alcoholic Fatty Liver Disease , Peptide Fragments/blood , Procollagen/blood , Prognosis , Sensitivity and Specificity , Tissue Inhibitor of Metalloproteinase-1/blood
16.
Scand J Gastroenterol ; 46(4): 479-84, 2011 Apr.
Article in English | MEDLINE | ID: mdl-21114431

ABSTRACT

BACKGROUND: Both non-alcoholic steatohepatitis (NASH) and polycystic ovary syndrome (PCOS) are associated with metabolic syndrome (MS) and insulin resistance (IR). Except for a few case reports, there are no systematic assessments of NASH in PCOS patients. AIM: To determine the prevalence of NASH and independent factors associated with NASH in a cohort of patients with documented PCOS. METHODS: Patients with established diagnosis of PCOS and matched controls (matched for gender, age, and body mass index (BMI)) were included in the study. Causes of other liver diseases were systematically excluded by clinical and laboratory tests. Excessive alcohol use was defined as alcohol consumption of greater than 10 g/day. All liver biopsies were read by a single pathologist blinded to the clinical data. Histologic NASH was defined as steatosis with lobular inflammation and ballooning degeneration of hepatocytes with or without Mallory-Denk bodies or pericellular fibrosis. Univariate and multivariate analyses with logistic regression were performed to compare PCOS to matched controls. RESULTS: Sixty-six patients were included in the study (34 PCOS and 32 matched controls). Of PCOS patients, 73% had a liver biopsy while 78% of the matched controls had a liver biopsy. In comparing PCOS patients to the matched controls, clinical (BMI, waist circumference, type 2 diabetes, MS, or its components, any alcohol consumption in the prior year, ethnic background, age, gender, etc.) and laboratory data (aminotransferases, ferritin, glucose, etc.) were not significantly different (p > 0.05). However, PCOS patients tended to have more histologic NASH on their liver biopsies (44.0% vs. 20.8%, p = 0.08). Independent predictors of histologic NASH in PCOS patients were elevated aspartate aminotransferase (AST), high triglycerides and small amounts of alcohol consumption (p = 0.019, 10-fold cross-validated AUC = 0.80, 95% CI = 0.56-0.94). Although about half of PCOS patients did not report any alcohol consumption, 50% did report rare alcohol use. In fact, PCOS patients with histologic NASH tended to report higher alcohol consumption per week than PCOS without NASH (3.80 ± 6.16 vs. 1.11 ± 1.87 g/week, p = 0.1). Nevertheless, these amounts of alcohol consumption were quite minimal. CONCLUSIONS: Despite similar clinical and laboratory profiles to the matched controls, PCOS patients seem to have more histologic NASH. Although alcohol consumption was rare for both PCOS and controls, even rare alcohol consumption in PCOS patients was independently associated with histologic NASH.


Subject(s)
Fatty Liver/complications , Polycystic Ovary Syndrome/complications , Adult , Alanine Transaminase/blood , Alcohol Drinking , Aspartate Aminotransferases/blood , Body Mass Index , Cholesterol, HDL/blood , Fatty Liver/epidemiology , Fatty Liver/pathology , Female , Humans , Liver/pathology , Metabolic Syndrome/complications , Middle Aged , Multivariate Analysis , Prevalence
17.
BMC Mol Biol ; 11: 39, 2010 May 21.
Article in English | MEDLINE | ID: mdl-20492695

ABSTRACT

BACKGROUND: Given the epidemic proportions of obesity worldwide and the concurrent prevalence of metabolic syndrome, there is an urgent need for better understanding the underlying mechanisms of metabolic syndrome, in particular, the gene expression differences which may participate in obesity, insulin resistance and the associated series of chronic liver conditions. Real-time PCR (qRT-PCR) is the standard method for studying changes in relative gene expression in different tissues and experimental conditions. However, variations in amount of starting material, enzymatic efficiency and presence of inhibitors can lead to quantification errors. Hence the need for accurate data normalization is vital. Among several known strategies for data normalization, the use of reference genes as an internal control is the most common approach. Recent studies have shown that both obesity and presence of insulin resistance influence an expression of commonly used reference genes in omental fat. In this study we validated candidate reference genes suitable for qRT-PCR profiling experiments using visceral adipose samples from obese and lean individuals. RESULTS: Cross-validation of expression stability of eight selected reference genes using three popular algorithms, GeNorm, NormFinder and BestKeeper found ACTB and RPII as most stable reference genes. CONCLUSIONS: We recommend ACTB and RPII as stable reference genes most suitable for gene expression studies of human visceral adipose tissue. The use of these genes as a reference pair may further enhance the robustness of qRT-PCR in this model system.


Subject(s)
Intra-Abdominal Fat/metabolism , Reverse Transcriptase Polymerase Chain Reaction/standards , Actins/genetics , Actins/metabolism , Actins/standards , Algorithms , Glyceraldehyde-3-Phosphate Dehydrogenases/genetics , Glyceraldehyde-3-Phosphate Dehydrogenases/metabolism , Glyceraldehyde-3-Phosphate Dehydrogenases/standards , Humans , Hypoxanthine Phosphoribosyltransferase/genetics , Hypoxanthine Phosphoribosyltransferase/metabolism , Hypoxanthine Phosphoribosyltransferase/standards , Macroglobulins/genetics , Macroglobulins/metabolism , Macroglobulins/standards , Obesity/genetics , RNA Polymerase II/genetics , RNA Polymerase II/metabolism , RNA Polymerase II/standards , RNA, Ribosomal, 18S/genetics , RNA, Ribosomal, 18S/metabolism , RNA, Ribosomal, 18S/standards , Reference Standards , Reverse Transcriptase Polymerase Chain Reaction/methods , Software , Ubiquitin C/genetics , Ubiquitin C/metabolism , Ubiquitin C/standards
18.
J Proteome Res ; 9(6): 3218-24, 2010 Jun 04.
Article in English | MEDLINE | ID: mdl-20441224

ABSTRACT

The progression of nonalcoholic fatty liver disease (NAFLD) has been linked to deregulated exchange of the endocrine signaling between adipose and liver tissue. Proteomic assays for the phosphorylation events that characterize the activated or deactivated state of the kinase-driven signaling cascades in visceral adipose tissue (VAT) could shed light on the pathogenesis of nonalcoholic steatohepatitis (NASH) and related fibrosis. Reverse-phase protein microarrays (RPMA) were used to develop biomarkers for NASH and fibrosis using VAT collected from 167 NAFLD patients (training cohort, N = 117; testing cohort, N = 50). Three types of models were developed for NASH and advanced fibrosis: clinical models, proteomics models, and combination models. NASH was predicted by a model that included measurements of two components of the insulin signaling pathway: AKT kinase and insulin receptor substrate 1 (IRS1). The models for fibrosis were less reliable when predictions were based on phosphoproteomic, clinical, or the combination data. The best performing model relied on levels of the phosphorylation of GSK3 as well as on two subunits of cyclic AMP regulated protein kinase A (PKA). Phosphoproteomics technology could potentially be used to provide pathogenic information about NASH and NASH-related fibrosis. This information can lead to a clinically relevant diagnostic/prognostic biomarker for NASH.


Subject(s)
Fatty Liver/diagnosis , Liver Cirrhosis/diagnosis , Phosphoproteins/chemistry , Adipose Tissue/chemistry , Adipose Tissue/metabolism , Adult , Area Under Curve , Biomarkers/chemistry , Cohort Studies , Fatty Liver/metabolism , Female , Histocytochemistry , Humans , Liver/chemistry , Liver/metabolism , Liver Cirrhosis/metabolism , Male , Middle Aged , Phosphoproteins/metabolism , Predictive Value of Tests , Regression Analysis , Reproducibility of Results , Signal Transduction
19.
Obes Surg ; 20(5): 640-50, 2010 May.
Article in English | MEDLINE | ID: mdl-20119733

ABSTRACT

BACKGROUND/AIM: There is increasing data suggesting that African Americans with NAFLD tend to have less progressive liver disease. The aim of this study is to assess differences in the hepatic gene expression of African-American and Caucasian patients with NAFLD who had undergone bariatric surgery. METHODS: A total of 94 patients (81 NAFLD and 13 weight-matched controls with normal liver biopsy) were included. Of the entire cohort, 73 were Caucasians and 21 were African Americans. All patients were undergoing bariatric surgery. Two liver biopsies were obtained at the time of surgery. One biopsy was snap-frozen for gene expression and the other biopsy was stained for pathologic assessment. Liver biopsy confirmed that 24 patients from our cohort had NASH while 57 had only simple steatosis. Snap-frozen liver biopsy specimens of these patients were then used for the RNA extraction. cDNA probes were hybridized with customized microarray gene chips containing 5,220 relevant genes. Gene expression profiles were compared between groups using significance analysis of microarrays algorithm. RESULTS: In comparison to all Caucasian patients, African-American patients had over-expression of EPB41L1, IGF2, FAH, ACSL4, FUT4, CYP3A (q values < 10(-4)). In comparison to Caucasian NAFLD patients, African-American NAFLD patients showed over-expression of EPB41L1 and ACSL4 genes. Finally, in comparison to Caucasian NASH patients, African-American NASH patients showed over-expression of GSTM 2, GSTM4 and GSTM5 as well as FH and ASCL4 genes. Some genes highlighted by this analysis, particularly cytochrome CYP3A and glutathione transferases GSTM2, 4, 5, were previously implicated in the pathogenesis of NASH. CONCLUSION: African-American patients with biopsy-proven obesity-related NAFLD and NASH have a specific hepatic gene expression pattern that may explain their differences from Caucasian patients with NAFLD in developing progressive liver disease.


Subject(s)
Black or African American/genetics , Fatty Liver/genetics , Obesity, Morbid/complications , White People/genetics , Adult , Biopsy , Blood Chemical Analysis , Fatty Acids/genetics , Fatty Liver/ethnology , Female , Gene Expression , Humans , Male , Obesity, Morbid/surgery , Oligonucleotide Array Sequence Analysis/methods , Oxidative Stress/genetics
20.
Dig Dis Sci ; 55(2): 496-504, 2010 Feb.
Article in English | MEDLINE | ID: mdl-19680808

ABSTRACT

BACKGROUND: Hepatic stellate cells (HSC) are involved in hepatic fibrogenesis. Cell signaling associated with an insult to the liver affects an HSC transdifferentiation to fibrogenic myofibroblast-like cells. AIMS: To investigate the transcriptional expression distinguishing HSC and myofibroblast-like cells between livers with and without cirrhosis. METHODS: Tissue from ten cirrhotic livers (undergoing transplant) and four non-cirrhotic livers from the National Disease Research Interchange underwent cell separation to extract HSC and myofibroblast-like cell populations. Separated cell types as well as LI-90 cells were subjected to microarray analysis. Selected microarray results were verified by quantitative real-time PCR. RESULTS: Differential expression of some genes, such as IL-1beta, IL-1alpha, and IL-6, was associated with both transdifferentiation and disease. Other genes, such as fatty acid 2-hydroxylase only show differential expression in association with disease. Functional analysis supported these findings, indicating some signal transduction pathways (IL-6) are involved in disease and activation, whereas retinoid X receptor signaling in HSC from cirrhotic and non-cirrhotic livers varies in scope and quality. CONCLUSIONS: These findings indicate distinct phenotypes for HSC from cirrhotic and non-cirrhotic livers. Furthermore, coordinated differential expression between genes involved in the same signal transduction pathways provides some insight into the mechanisms that may control the balance between fibrogenesis and fibrolysis.


Subject(s)
DNA/genetics , Gene Expression , Hepatic Stellate Cells/metabolism , Interleukin-1alpha/genetics , Interleukin-1beta/genetics , Interleukin-6/genetics , Liver Cirrhosis/genetics , Disease Progression , Fibroblasts/metabolism , Fibroblasts/pathology , Hepatic Stellate Cells/pathology , Humans , Interleukin-1alpha/biosynthesis , Interleukin-1beta/biosynthesis , Interleukin-6/biosynthesis , Liver Cirrhosis/pathology , Liver Cirrhosis/surgery , Liver Transplantation , Oligonucleotide Array Sequence Analysis , Polymerase Chain Reaction , Signal Transduction/genetics
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