scholarly journals Diagnosis of Significant Liver Fibrosis in Patients With Chronic Hepatitis B By Using a Deep Learning-Based Data Integration Network

Author(s):  
Zhong Liu ◽  
Huiying Wen ◽  
Ziqi Zhu ◽  
Qinyuan Li ◽  
Li Liu ◽  
...  

Abstract Background and aims: Chronic hepatitis B virus (CHB) infection remains a major global health burden and the non-invasive and accurate diagnosis of significant liver fibrosis (≥F2) in CHB patients is clinically very important. This study aimed to assess the potential of the joint use of ultrasound images of liver parenchyma, liver stiffness values, and patients’ clinical parameters in a deep learning model to improve the diagnosis of ≥F2 in CHB patients. Methods Of 527 CHB patients who underwent US examination, liver elastography and biopsy, 284 eligible patients were included. We developed a deep learning-based data integration network (DI-Net) to fuse the information of ultrasound images of liver parenchyma, liver stiffness values and patients’ clinical parameters for diagnosing ≥F2 in CHB patients. The performance of DI-Net was cross-validated in a main cohort (n =155) of the included patients and externally validated in an independent cohort (n = 129), with comparisons against single-source data-based models and other non-invasive methods in terms of the area under the receiver-operating-characteristic curve (AUC). Results DI-Net achieved an AUC of 0.943 (95% confidence interval [CI]: 0.893-0.973) in the cross-validation, and an AUC of 0.901 (95% CI: 0.834-0.945) in the external validation, which were significantly greater than those of the comparative methods (AUC ranges: 0.774-0.877 and 0.741-0.848 for cross- and external validations, respectively, Ps < 0.01). Conclusion The joint use of ultrasound images of liver parenchyma, liver stiffness values, and patients’ clinical parameters in a deep learning model could significantly improve the diagnosis of ≥F2 in CHB patients.

PLoS ONE ◽  
2011 ◽  
Vol 6 (8) ◽  
pp. e23077 ◽  
Author(s):  
Wai-Kay Seto ◽  
Chun-Fan Lee ◽  
Ching-Lung Lai ◽  
Philip P. C. Ip ◽  
Daniel Yee-Tak Fong ◽  
...  

2017 ◽  
Vol 19 (1) ◽  
pp. 7 ◽  
Author(s):  
Tamara Alempijevic ◽  
Simon Zec ◽  
Vladimir Nikolic ◽  
Aleksandar Veljkovic ◽  
Zoran Stojanovic ◽  
...  

Aims: Accurate clinical assessment of liver fibrosis is essential and the aim of our study was to compare and combine hemodynamic Doppler ultrasonography, liver stiffness by transient elastography, and non-invasive serum biomarkers with the degree of fibrosis confirmed by liver biopsy, and thereby to determine the value of combining non-invasive method in the prediction significant liver fibrosis. Material and methods: We included 102 patients with chronic liver disease of various etiology. Each patient was evaluated using Doppler ultrasonography measurements of the velocity and flow pattern at portal trunk, hepatic and splenic artery, serum fibrosis biomarkers, and transient elastography. These parameters were then input into a multilayer perceptron artificial neural network with two hidden layers, and used to create models for predicting significant fibrosis. Results: According to METAVIR score, clinically significant fibrosis (≥F2) was detected in 57.8% of patients. A model based only on Doppler parameters (hepatic artery diameter, hepatic artery systolic and diastolic velocity, splenic artery systolic velocity and splenic artery Resistance Index), predicted significant liver fibrosis with a sensitivity and specificity of75.0% and 60.0%. The addition of unrelated non-invasive tests improved the diagnostic accuracy of Doppler examination. The best model for prediction of significant fibrosis was obtained by combining Doppler parameters, non-invasive markers (APRI, ASPRI, and FIB-4) and transient elastography, with a sensitivity and specificity of 88.9% and 100%. Conclusion: Doppler parameters alone predict the presence of ≥F2 fibrosis with fair accuracy. Better prediction rates are achieved by combining Doppler variables with non-invasive markers and liver stiffness by transient elastography.


Blood ◽  
2010 ◽  
Vol 116 (21) ◽  
pp. 1413-1413
Author(s):  
Maria Elisa Mancuso ◽  
Alessio Aghemo ◽  
Paolo Bucciarelli ◽  
Elena Santagostino ◽  
Mariagrazia Rumi ◽  
...  

Abstract Abstract 1413 Hepatitis virus C (HCV) infection is common in patients with inherited bleeding disorders due to the past use of plasma-derived clotting factor concentrates not treated with virucidal methods. The prognosis of the infection and the outcome of antiviral therapy are related to the stage of liver fibrosis. Since liver biopsy, the gold standard to grade fibrosis, is rarely performed in these patients for cost-benefit reasons, it is important to consider non invasive methods to assess fibrosis such as liver stiffness measurement with transient elastography (TE, Fibroscan®), a technique already validated in non hemophilic patients. We measured TE in 170 patients with inherited bleeding disorders and HCV infection (positive serum HCV-RNA). The main characteristics of these patients are reported in the Table. Steatosis was detected by abdominal ultrasound. Cirrhosis was defined by the presence of irregular liver edge, splenomegaly, dilated portal vein and/or esophageal varices combined either with low platelet count and/or reduced albumin/cholinesterase levels. TE was successfully performed in all but 3 patients, 2 of whom for Body Mass Index (BMI) > 30 kg/m2. Overall, the median value of liver stiffness was 7.2 kPa (interquartile range, IQR: 5.3–11.1) with a median success rate of 100% (IQR: 91–100) and a median IQR value of 1.0 (IQR: 0.7–1.9). HCV genotype or the presence of steatosis did not influence the TE values, whereas higher values were observed in patients with cirrhosis than in those without (median 19.8 kPa, IQR: 14.3–28.1 vs 6.8 kPa, IQR: 5.1–9.1, respectively; p< 0.01). In particular, 18/22 (82%) cirrhotic patients had a liver stiffness value ≥ 12.0 kPa, a cut-off previously identified as associated with severe fibrosis in HCV infected patients. Overall, splenomegaly was present in 51 patients (30%), 16 with cirrhosis and 35 without. In 31/35 (89%) of the latter, TE values were < 12 kPa. Moreover, among patients without cirrhosis, 12 (8%) had TE values ≥ 12 kPa: those patients had ALT and GGT levels significantly higher than patients with TE values < 12 kPa (p<0.05 for both variables). In our cohort TE had a 83% sensitivity, a 95% specificity and a 94% negative predictive value for the detection of severe fibrosis. In the same patients we measured the aspartate aminotransferase-to-platelet ratio index (APRI), a simple non-invasive biochemical marker of liver fibrosis. Median APRI values were significantly higher in patients with cirrhosis than in those without (1.6 vs 0.5, respectively; p<0.01), and a value > 1.5 was observed in 12/22 (55%) patients with cirrhosis. An APRI >1.5 had a 96% specificity and a 93% negative predictive value for the detection of severe fibrosis. Univariate and multivariate linear regression analyses were performed to investigate the relationship between log transformed TE and demographic (age, BMI) or laboratory (ALT, GGT, APRI) variables potentially influencing the TE values. By univariate analysis a linear association was found with age, ALT, GGT, APRI and BMI values (p<0.01 for each). In multivariate analysis APRI, ALT and GGT showed the strongest association with TE, while the statistical significance for BMI and age was marginal. The entire model explained about 50% of the variance of TE (R2= 0.49). Our results confirm that TE is a good tool to assess liver fibrosis also in patients with inherited bleeding disorders and chronic hepatitis C and shows that it can be performed safely in a great proportion of patients with a high success rate. The value of biochemical markers of necroinflammation (such as ALT and GGT) at the time of TE performance may influence the result and should be taken into account in the interpretation of the test. Disclosures: No relevant conflicts of interest to declare.


Viruses ◽  
2021 ◽  
Vol 13 (8) ◽  
pp. 1518
Author(s):  
Maria Pokorska-Śpiewak ◽  
Anna Dobrzeniecka ◽  
Magdalena Marczyńska

One-year outcomes after therapy with ledipasvir/sofosbuvir (LDV/SOF) in children with chronic hepatitis C (CHC) presenting with and without significant liver fibrosis were analyzed. We included patients aged 12–17 years treated with LDV/SOF, presenting with significant fibrosis (F ≥ 2 on the METAVIR scale) in transient elastography (TE) at the baseline and we compared the outcomes with that of patients without fibrosis. Patients were followed every 4 weeks during the treatment, at the end of the therapy, at week 12 posttreatment, and one year after the end of treatment. Liver fibrosis was established using noninvasive methods: TE, aspartate transaminase-to-platelet ratio index (APRI), and Fibrosis-4 index (FIB-4). There were four patients with significant fibrosis at baseline: one with a fibrosis score of F2 on the METAVIR scale, and three with cirrhosis (F4) at baseline. One year after the end of treatment, the hepatitis C viral load was undetectable in three of them. One patient was lost to follow-up after week 4. In two out of the four patients, a significant improvement and regression of liver fibrosis was observed (from stage F4 and F2 to F0-F1 on the METAVIR scale). In one patient, the liver stiffness measurement median increased 12 weeks after the end of the treatment and then decreased, but still correlated with stage F4. An improvement in the APRI was observed in all patients. In four patients without fibrosis, the treatment was effective and no progression of fibrosis was observed. A one-year observation of teenagers with CHC and significant fibrosis treated with LDV/SOF revealed that regression of liver fibrosis is possible, but not certain. Further observations in larger groups of patients are necessary to find predictors of liver fibrosis regression.


2021 ◽  
Vol 14 ◽  
pp. 175628482110106
Author(s):  
Da-Wu Zeng ◽  
Zu-Xiong Huang ◽  
Meng-Xin Lin ◽  
Na-Ling Kang ◽  
Xin Lin ◽  
...  

Background: Hepatitis B e antigen (HBeAg)-positive chronic hepatitis B (CHB) in the immune-tolerant (IT) phase is significantly associated with high risk for hepatocellular carcinoma, suggesting requirement for antiviral therapy, particularly for those with histological liver injury. This study aimed to establish a non-invasive panel to assess significant liver fibrosis in IT chronic hepatitis B. Patients and methods: One hundred and thirteen IT-phase CHB patients were retrospectively recruited and divided into two histopathological groups according to their histological profiles: necroinflammatory score <4 (N <4)/fibrosis score ⩽1 (F0-1), and necroinflammatory score ⩾4 (N ⩾4)/fibrosis score ⩾2 (F2-4). Multivariate analysis was conducted to assess the predictive value of the non-invasive model for significant liver fibrosis. Results: IT-phase CHB patients with N <4/F0-1 had significantly higher HBsAg levels than those with N ⩾4/F2-4. The optimal HBsAg level of log 4.44 IU/mL for significant liver fibrosis (F ⩾2) gave an area under the curve (AUC) of 0.83, sensitivity of 81.1%, specificity of 81.6%, positive predictive value (PPV) of 68.2%, and negative predictive value (NPV) of 89.9%. An IT model with HBsAg and gamma glutamyl transpeptidase (GGT) in combination was established, and it had an AUC of 0.86, sensitivity of 86.5%, specificity of 81.6%, PPV of 69.6, NPV of 92.5, and accuracy of 83.2% to predict F ⩾2 in the IT-phase CHB patients. Notably, the IT model exhibited higher predictive value than the existing aspartate aminotransferase-to-platelet ratio index, Fibrosis-4 score, and GGT to platelet ratio. Conclusion: The established IT model combining HBsAg and GGT has good performance in predicting significant liver fibrosis in IT-phase CHB patients.


2019 ◽  
Vol 17 (3) ◽  
pp. 173-182
Author(s):  
Theodoros Androutsakos ◽  
Maria Schina ◽  
Abraham Pouliakis ◽  
Athanasios Kontos ◽  
Nikolaos Sipsas ◽  
...  

Background: Non-alcoholic Fatty Liver Disease (NAFLD) is common in HIV-infected individuals. Liver biopsy remains the gold-standard procedure for the diagnosis of liver fibrosis, but both Transient Elastography (TE) and Non-invasive Biomarkers (NIBMs) have emerged as alternatives. Objectives: Our study’s aim was to validate commonly used NIBMs for the assessment of liver fibrosis in a cohort of Greek HIV-mono-infected patients. Methods: Inclusion criteria were confirmed HIV-infection and age>18 years and exclusion criteria HBV or HCV seropositivity, liver disease other than NAFLD, alcohol abuse, ascites, transaminases levels>4xULN(upper limit of normal) and Body-Mass index(BMI)>40. Liver stiffness (LS) measurement with TE and thorough laboratory work up and medical history were acquired at study entry. FIB-4, APRI, NFS, BARD, Forns and Lok scores were calculated for each patient. Results: A total of 157 patients were eligible for this study. Significant liver fibrosis, compatible with Metavir score of F3-F4, was found in only 11(7%) patients. These findings were in accordance with those of the NIBMs; the BARD score constituting the only exception, allocating 102(65%) patients as having significant liver fibrosis. In order to obtain a balance between sensitivity and specificity new cut-offs for each NIBM were calculated; FIB-4 score yielded the best results, since by changing the cut-off to 1.49 a sensitivity and specificity balanced for both close to 85% was achieved. Conclusions: Our findings suggest that NIBMs can be used for the evaluation of liver fibrosis in HIV mono-infected patients. New cut-offs for NIBMs should probably be calculated, to help distinguishing patients with significant from those with mild/no fibrosis.


Diagnostics ◽  
2020 ◽  
Vol 10 (5) ◽  
pp. 313
Author(s):  
Rosanna Villani ◽  
Francesco Cavallone ◽  
Antonino Davide Romano ◽  
Francesco Bellanti ◽  
Gaetano Serviddio

In recent years, several non-invasive methods have been developed for staging liver fibrosis in patients with chronic hepatitis C. A 2D-Shear wave elastography (SWE) technique has been recently introduced on the EPIQ 7 US system (ElastQ), but its accuracy has not been validated in patients with chronic hepatitis C virus (HCV) infection. We enrolled 178 HCV patients to assess their liver fibrosis stage with ElastQ software using transient elastography as a reference standard. The best cut-off values to diagnose ≥ F2, ≥ F3, and F4 were 8.15, 10.31, and 12.65 KPa, respectively. Liver stiffness values had a positive correlation with transient elastography (r = 0.57; p < 0.001). The area under the receiver operating characteristics (AUROC) was 0.899 for ≥ F2 (moderate fibrosis), 0.900 for ≥ F3 (severe fibrosis), and 0.899 for cirrhosis. 2D-SWE has excellent accuracy in assessing liver fibrosis in patients with chronic hepatitis C and an excellent correlation with transient elastography.


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