scholarly journals Quantification of Hepatorenal Index for Computer-Aided Fatty Liver Classification with Self-Organizing Map and Fuzzy Stretching from Ultrasonography

2015 ◽  
Vol 2015 ◽  
pp. 1-9 ◽  
Author(s):  
Kwang Baek Kim ◽  
Chang Won Kim
Keyword(s):  
Fatty Liver ◽  
Hepatic Steatosis ◽  
Learning Algorithm ◽  
Fat Content ◽  
Liver Fat ◽  
Self Organizing Map ◽  
Liver Fat Content ◽  
Computer Aided ◽  
Good Set ◽  
Self Organizing

Accurate measures of liver fat content are essential for investigating hepatic steatosis. For a noninvasive inexpensive ultrasonographic analysis, it is necessary to validate the quantitative assessment of liver fat content so that fully automated reliable computer-aided software can assist medical practitioners without any operator subjectivity. In this study, we attempt to quantify the hepatorenal index difference between the liver and the kidney with respect to the multiple severity status of hepatic steatosis. In order to do this, a series of carefully designed image processing techniques, including fuzzy stretching and edge tracking, are applied to extract regions of interest. Then, an unsupervised neural learning algorithm, the self-organizing map, is designed to establish characteristic clusters from the image, and the distribution of the hepatorenal index values with respect to the different levels of the fatty liver status is experimentally verified to estimate the differences in the distribution of the hepatorenal index. Such findings will be useful in building reliable computer-aided diagnostic software if combined with a good set of other characteristic feature sets and powerful machine learning classifiers in the future.

scholarly journals Noninvasive Quantification of Hepatic Steatosis: Relationship Between Obesity Status and Liver Fat Content

2014 ◽  
Vol 6 (1) ◽  
pp. 16-24 ◽  
Author(s):  
S. C. McLeay ◽  
G. A. Morrish ◽  
T. K. Ponnuswamy ◽  
B. Devanand ◽  
M. Ramanathan ◽  
...  
Keyword(s):  
Fatty Liver ◽  
Hepatic Steatosis ◽  
Liver Volume ◽  
Fat Content ◽  
Liver Fat ◽  
Normal Body Mass Index ◽  
Liver Fat Content ◽  
Total Liver Volume ◽  
Total Liver ◽  
Obese Subjects

The aim of this study was to assess and compare fat content within the liver for normal (body mass index (BMI) < 25 kg/m2), overweight (25-30 kg/m2) and obese (≥ 30 kg/m2) subjects using a noninvasive, non-contrast computed tomography (CT) quantification method. Adult subjects aged 18-60 yrs scheduled to undergo CT examination of the abdominal region were recruited for this study, stratified across BMI categories. Liver volume, fat content, and lean liver volume were determined using CT methods. A total of 100 subjects were recruited, including 30 normal weight, 31 overweight, and 39 obese. Total liver volume increased with BMI, with mean values of 1138 ± 277, 1374 ± 331, and 1766 ± 389 cm3 for the normal, overweight, and obese, respectively (P < 0.001), which was due to an increase in both liver fat content and lean liver volume with BMI. Some obese subjects had no or minimal hepatic fat content. The prevalence of mild fatty liver in this study of 100 subjects was overestimated for all BMI categories using a range of qualitative diagnostic measures, with predicted prevalence of fatty liver in obese subjects ranging from 76.9% for liver-to-spleen ratio ≤ 1.1 to 89.7% for liver attenuation index (liver HU - spleen HU) ≤ 40, compared to 66.7% by quantification of fat content. Results show that total liver volume increases with BMI, however, not all obese subjects display fatty infiltration of the liver. CT quantification of liver fat content may be suitable for accurate diagnosis of hepatic steatosis in clinical practice and assessment of donor livers for transplantation.

scholarly journals External validation of the fatty liver index and lipid accumulation product indices, using 1H-magnetic resonance spectroscopy, to identify hepatic steatosis in healthy controls and obese, insulin-resistant individuals

2014 ◽  
Vol 171 (5) ◽  
pp. 561-569 ◽  
Author(s):  
Daniel J Cuthbertson ◽  
Martin O Weickert ◽  
Daniel Lythgoe ◽  
Victoria S Sprung ◽  
Rebecca Dobson ◽  
...  
Keyword(s):  
Magnetic Resonance ◽  
Magnetic Resonance Spectroscopy ◽  
Fatty Liver ◽  
Hepatic Steatosis ◽  
Fat Content ◽  
Liver Fat ◽  
Resonance Spectroscopy ◽  
Lipid Accumulation Product ◽  
Liver Fat Content ◽  
Fatty Liver Index

Background and aimsSimple clinical algorithms including the fatty liver index (FLI) and lipid accumulation product (LAP) have been developed as surrogate markers for non-alcoholic fatty liver disease (NAFLD), constructed using (semi-quantitative) ultrasonography. This study aimed to validate FLI and LAP as measures of hepatic steatosis, as determined quantitatively by proton magnetic resonance spectroscopy (1H-MRS).MethodsData were collected from 168 patients with NAFLD and 168 controls who had undergone clinical, biochemical and anthropometric assessment. Values of FLI and LAP were determined and assessed both as predictors of the presence of hepatic steatosis (liver fat >5.5%) and of actual liver fat content, as measured by 1H-MRS. The discriminative ability of FLI and LAP was estimated using the area under the receiver operator characteristic curve (AUROC). As FLI can also be interpreted as a predictive probability of hepatic steatosis, we assessed how well calibrated it was in our cohort. Linear regression with prediction intervals was used to assess the ability of FLI and LAP to predict liver fat content. Further validation was provided in 54 patients with type 2 diabetes mellitus.ResultsFLI, LAP and alanine transferase discriminated between patients with and without steatosis with an AUROC of 0.79 (IQR=0.74, 0.84), 0.78 (IQR=0.72, 0.83) and 0.83 (IQR=0.79, 0.88) respectively although could not quantitatively predict liver fat. Additionally, the algorithms accurately matched the observed percentages of patients with hepatic steatosis in our cohort.ConclusionsFLI and LAP may be used to identify patients with hepatic steatosis clinically or for research purposes but could not predict liver fat content.

scholarly journals Associations of circulating chemerin and adiponectin concentrations with hepatic steatosis

2019 ◽  
Vol 8 (8) ◽  
pp. 1097-1107 ◽  
Author(s):  
Lena-Maria Levin ◽  
Henry Völzke ◽  
Markus M Lerch ◽  
Jens-Peter Kühn ◽  
Matthias Nauck ◽  
...  
Keyword(s):  
Hepatic Steatosis ◽  
Liver Enzymes ◽  
Experimental Studies ◽  
Population Based ◽  
Fat Content ◽  
Liver Fat ◽  
Liver Fat Content ◽  
Logistic Regression Models ◽  
Magnetic Resonance Imaging Mri ◽  
Underlying Mechanisms

Objective Chemerin and adiponectin are adipokines assumed to be involved in the development of metabolic syndrome-related phenotypes like hepatic steatosis. We aimed to evaluate the associations of circulating chemerin and adiponectin concentrations with liver enzymes, liver fat content, and hepatic steatosis in the general population. Methods Data of 3951 subjects from the population-based Study of Health in Pomerania (SHIP-TREND) were used. Hepatic steatosis was assumed when either a hyperechogenic liver (assessed via ultrasound) or a magnetic resonance imaging (MRI)-quantified liver fat content >5% was present. Adjusted sex-specific quantile and logistic regression models were applied to analyze the associations of chemerin and adiponectin with liver enzymes, liver fat content and hepatic steatosis. Results The observed associations of chemerin and adiponectin with liver enzymes were very divergent depending on sex, fasting status and the specific enzyme. More consistent results were seen in the analyses of these adipokines in relation to MRI-quantified liver fat content. Here, we observed inverse associations to adiponectin in both sexes as well as a positive (men) or U-shaped (women) association to chemerin. Similarly, the MRI-based definition of hepatic steatosis revealed strongly consistent results: in both sexes, high chemerin concentrations were associated with higher odds of hepatic steatosis, whereas high adiponectin concentrations were associated with lower odds. Conclusion Our results suggest a role of these adipokines in the pathogenesis of hepatic steatosis independent of metabolic or inflammatory disorders. However, experimental studies are needed to further clarify the underlying mechanisms and the inter-play between adipokine concentrations and hepatic steatosis.

Liver Expressed Antimicrobial Peptide 2 is Associated with Steatosis in Mice and Humans

2020 ◽  
Author(s):  
Xiaoming Ma ◽  
Xing Xue ◽  
Jingxin Zhang ◽  
Shuang Liang ◽  
Chunfang Xu ◽  
...  
Keyword(s):  
Clinical Study ◽  
Antimicrobial Peptide ◽  
Hepatic Steatosis ◽  
Western Blotting ◽  
Insulin Signaling ◽  
Fat Content ◽  
Liver Fat ◽  
Liver Fat Content ◽  
Acyl Ghrelin ◽  
Circulating Levels

Abstract Background and Aims Liver expressed antimicrobial peptide 2 (LEAP2) is recently identified as a regulator in energy metabolism. This study aims to 1) investigate the role of leap2 in hepatic steatosis in C57BL/6 mice; 2) evaluate the association between circulating LEAP2 levels and liver fat contents in a hospital based case-control study. Methods The rodent experiment: western blotting and qPCR were performed to evaluate leap2 levels, lipid metabolism pathways and insulin signaling. shRNA was used to knockdown leap2. The clinical study: commercial ELISA kits were used to measure circulating LEAP2 levels (validated by western blotting). Liver fat content was estimated using MRI-derived proton density fat fraction and FibroScan-derived controlled attenuation parameter. Results The rodent experiment found the hepatic expression and secreted levels of leap2 were increased in mice with diet-induced steatosis. Leap2 knockdown ameliorated steatosis via lipolytic/lipogenic pathway and improved insulin sensitivity via IRS/AKT signaling. The clinical study reported increased circulating levels of LEAP2 in the subjects with steatosis. Moreover, LEAP2 correlated positively with age, body mass index, waist-to-hip ratio, liver fat content, fasting insulin and HOMA-IR, whereas inversely with acyl-ghrelin. Furthermore, the circulating levels of LEAP2 are dependent on liver fat content, acyl-ghrelin and fasting glucose. Lastly, circulating LEAP2 is an independent predictor of NAFLD. Conclusions The study suggests LEAP2 is associated with hepatic steatosis, which may involve lipolytic/lipogenic pathway and insulin signaling.

Effects and Safety of Sitagliptin in Non-Alcoholic Fatty Liver Disease: A Systematic Review and Meta-Analysis

2020 ◽  
Vol 52 (07) ◽  
pp. 517-526
Author(s):  
Yuhan Zhang ◽  
Tian Cai ◽  
Junyu Zhao ◽  
Congcong Guo ◽  
Jinming Yao ◽  
...  
Keyword(s):  
Clinical Trials ◽  
Liver Disease ◽  
Fatty Liver ◽  
Fatty Liver Disease ◽  
Meta Analysis ◽  
Fat Content ◽  
Liver Fat ◽  
Liver Fat Content ◽  
Alcoholic Fatty Liver ◽  
Alcoholic Fatty Liver Disease

AbstractNon-alcoholic fatty liver disease (NAFLD) is currently the most common cause of chronic liver disease. However, the treatment is limited. The aim of this meta-analysis was to evaluate the effects and safety of sitagliptin, a selective inhibitor of dipeptidyl peptidase-4 (DPP-4I), in treating NAFLD. Studies were sourced from electronic databases including PubMed, CENTRAL (Cochrane Controlled Trials Register), Embase, Medline, Web of Science, Clinical Trials, and CNKI to identify all randomized controlled clinical trials (RCTs) and non-RCTs in adult patients with NAFLD. Key outcomes were changes in serum levels of liver enzymes and improvement in hepatic histology and fat content measured by imaging or liver biopsy. Stata14.0 and RevMan5.3 were used for the meta-analysis. Seven studies with 269 NAFLD patients were included. Compared to the control group, sitagliptin treatment improved serum gamma-glutamyl transpeptidase (GGT) levels in the RCT subgroup (SMD = 0.79, 95% CI: 0.01–1.58). However, there was no significant improvement in serum alanine aminotransferase (ALT) or aspartate aminotransferase (AST) levels following sitagliptin treatment. Four of the included studies performed liver imaging, but sitagliptin treatment did not result in a significant reduction in liver fat content. Only five participants developed sitagliptin-related gastrointestinal discomfort. Our study suggests that sitagliptin effects individuals with NAFLD by improving serum GGT. Although sitagliptin is safe and well tolerated in NAFLD patients, it exerts no beneficial effects on liver transaminase and liver fat content in these patients.

scholarly journals Thyroid function and non-alcoholic fatty liver disease in hyperthyroidism patients

2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Bairong Wang ◽  
Baomin Wang ◽  
Yumei Yang ◽  
Jing Xu ◽  
Mengyang Hong ◽  
...  
Keyword(s):  
Liver Disease ◽  
Fatty Liver ◽  
Thyroid Function ◽  
Fatty Liver Disease ◽  
Color Doppler ◽  
Fat Content ◽  
Liver Fat ◽  
Liver Fat Content ◽  
Alcoholic Fatty Liver ◽  
Alcoholic Fatty Liver Disease

Abstract Background Although thyroid function has been demonstrated to be associated with non-alcoholic fatty liver disease (NAFLD) in different population, the prevalence and features of NAFLD in hyperthyroidism have not been reported. The present study aims to investigate the prevalence of NAFLD and association of thyroid function and NAFLD in hyperthyroidism patients. Methods This cross-sectional study was performed in Zhongshan Hospital, Fudan University, China. A total 117 patients with hyperthyroidism were consecutively recruited from 2014 to 2015. Thyroid function and other clinical features were measured, liver fat content was measured by color Doppler ultrasonically, NAFLD was defined in patients with liver fat content more than 9.15%. Statistical analyses were performed with SPSS software package version 13.0. Results The prevalence of NAFLD was 11.97% in hyperthyroidism. Patient with NAFLD had lower free triiodothyronine (FT3) and free thyroxine (FT4) levels than patients without NAFLD (P < 0.05). After adjusting for age, gender, metabolic parameters and inflammation factors, higher FT3 were associated with lower liver fat content (β = − 0.072, P = 0.009) and decreased odds ratio of NAFLD (OR = 0.267, 95%CI 0.087–0.817, P = 0.021). Conclusions FT3 level was negatively associated with the liver fat content in this population. These results may provide new evidence in the role of thyroid hormone on the regulation of liver fat content and NAFLD.

scholarly journals Gender differences in the efficacy of pioglitazone treatment in nonalcoholic fatty liver disease patients with abnormal glucose metabolism

2020 ◽  
Author(s):  
Liu Wang ◽  
Weiyun Wu ◽  
Xinxia Chang ◽  
Mingfeng Xia ◽  
Jian Gao ◽  
...  
Keyword(s):  
Liver Disease ◽  
Glucose Metabolism ◽  
Fatty Liver ◽  
Nonalcoholic Fatty Liver Disease ◽  
Fatty Liver Disease ◽  
Fat Content ◽  
Liver Fat ◽  
Liver Fat Content ◽  
Nonalcoholic Fatty Liver ◽  
Abnormal Glucose Metabolism

Abstract Background: Pioglitazone is a promising therapeutic method for nonalcoholic fatty liver disease (NAFLD) patients with or without type 2 diabetes. However, there is remarkable variability in treatment response. We analyzed our previous randomized controlled trial to examine the effects of gender and other factors on the efficacy of pioglitazone in treating Chinese nonalcoholic fatty liver disease (NAFLD) patients with abnormal glucose metabolism.Methods: This is a post hoc analysis of a previous randomized, parallel controlled, open-label clinical trial (RCT)* with an original purpose of evaluating the efficacy of berberine and pioglitazone on NAFLD. The total population (n= 185) was randomly divided into three groups: lifestyle intervention (LSI), LSI + pioglitazone (PGZ) 15mg qd, and LSI + berberine (BBR) 0.5g tid, respectively, for 16 weeks. The study used proton magnetic resonance spectroscopy (1H- MRS) to assess liver fat content. Results: As compared with LSI, PGZ + LSI treatment induced further decreased liver fat content in women (-15.24% ± 14.54% vs. -8.76% ± 13.49%, p = 0.025), but less decreased liver fat content in men (-9.95% ± 15.18% vs. -12.64% ± 17.78%, p = 0.046). There was a significant interaction between gender and efficacy of pioglitazone before and after adjustment for age, smoking, drinking, baseline BMI, BMI change, treatment adherence, baseline liver fat content, and glucose metabolism.Conclusion: The study recommends pioglitazone plus lifestyle intervention for Chinese NAFLD female patients with abnormal glucose metabolism.* Trial registration: Role of Pioglitazone and Berberine in Treatment of Non-Alcoholic Fatty Liver Disease, NCT00633282. Registered 3 March 2008, https://register.clinicaltrials.gov.

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