Training of Computational Algorithms to Predict NAFLD Activity Score and Fibrosis Stage from Liver Histopathology Slides

Author(s):  
Hui Qu ◽  
Carlos D. Minacapelli ◽  
Christopher Tait ◽  
Kapil Gupta ◽  
Abhishek Bhurwal ◽  
...  
2017 ◽  
Vol 66 (1) ◽  
pp. S602-S603
Author(s):  
N. Vrang ◽  
K.S. Tølbøl ◽  
M. Illemann ◽  
S.S. Veidal ◽  
L.D. Fensholdt ◽  
...  

2019 ◽  
Vol 48 (2) ◽  
pp. 1-6
Author(s):  
Dulal Chandra Das ◽  
Sheikh Mohammad Noor E Alam ◽  
Ripon Das ◽  
Masuda Mohsena ◽  
Mamun Al Mahtab

Nonalcoholic fatty liver disease (NAFLD) is a metabolic disorder characterized by excessive triglyceride- accumulation in hepatocytes. NAFLD has a multifactorial etiology and a combination of environmental, genetic and metabolic factors play a role in the development of advanced disease. NAFLD consists of a wide spectrum of conditions, ranging from simple steatosis to nonalcoholic steatohepatitis (NASH) which can progress to cirrhosis and hepatocellular carcinoma (HCC). Despite the high prevalence and severity of hepatic illness, NAFLD remains under diagnosed, because of few symptoms, lack of accurate laboratory markers. The accurate diagnosis of NASH remains dependent on specific histological parameters in liver biopsy. Although liver biopsy remains the ‘gold standard’, there are practical limitations, including costs and risks. There is an increasing requirement for simple, less invasive, highly accurate and affordable screening tools. Alanine aminotransferase (ALT) has been proposed as a noninvasive and available marker for assessment of NASH. A hospital based observational study was carried out for a period of two years in the Department of Hepatology, Bangabandhu Sheikh Mujib Medical University, Dhaka, Bangladesh. Data were analyzed by SPSS version 16. Statistical inference were done by estimating distribution, Chi-square test and student’s t-test respectively. Fifty (50) patients were analysed.Twenty five were NASH and twenty five were simple steatosis. ALT in NASH group  were 97.0±51.5IU/L and insimple steatosis group were 55.5±28.6 IU/L. In NASH group 64%  of raised ALT had NASH . In Non-NASH group 16% of raised ALT had no NASH.There was significant difference in the NAFLD activity score for diagnosing NASH between elevated and normal ALT( P  value 0.001). Bangladesh Med J. 2019 May; 48 (2): 1-6


2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Saman Nikeghbalian ◽  
Rasoul Rahimi ◽  
Hamed Nikoupour ◽  
Neda Soleimani ◽  
Sina Vakili ◽  
...  

Abstract Background Nonalcoholic fatty liver disease (NAFLD) is one of the most important liver diseases. High-density lipoprotein (HDL) has anti-atherogenic properties and its reduction can be associated with fatty liver. Serum ferritin levels are usually elevated in patients with NAFLD. This study aimed to evaluate the correlation between HDL subtypes and serum ferritin levels with evidence of NAFLD in liver histology of organ donors. Methods One hundred organ donor patients who were eligible for the study were included in the study and ferritin; HDL2 and HDL3 were measured in blood samples. Donated liver tissue biopsy specimens were evaluated for fatty liver and NAFLD activity score (NAS). In addition, AST and ALT were measured in recipients 24 h after transplant. All data abstracted and analyzed statistically. Results Serum HDL2 levels and HDL2/HDL3 ratio in patients with NAS > 1 were significantly lower (P < 0.05). Serum levels of HDL3 and ferritin were not significantly associated with NAS >1 (P > 0.05). In addition, serum ferritin > 1000 ng/ml in organ donors associated with increased AST and ALT levels 24 h after transplantation in the liver organ recipient. Conclusions Lower HDL2 values and HDL2/HDL3 ratio were associated with increased NAFLD activity score, but HDL3 and ferritin did not show such a relationship. In addition, higher levels of ferritin in organ donors may be associated with increased AST and ALT 24 h after liver transplantation in the organ recipient.


2017 ◽  
Vol 112 ◽  
pp. S570
Author(s):  
Veeravich Jaruvongvanich ◽  
Wasin Ahuja ◽  
Kamonkiat Wirunsawanya ◽  
Patompong Ungprasert

2017 ◽  
Vol 112 ◽  
pp. S565-S566
Author(s):  
Daniel Sedhom ◽  
Hadie Razjouyan ◽  
Kristina Katz ◽  
Abhishek Ravinuthala ◽  
Ravi Ravinuthala ◽  
...  

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