Reply to: "NASH-related and cryptogenic cirrhosis similarities extend beyond cirrhosis": Cryptogenic cirrhosis should not be equated with NASH cirrhosis based on UNOS data mining and Bayesian 'doctrine of chances'

Application of Data Mining Technology in the Screening for Gallbladder Stones: A Cross-Sectional Retrospective Study of Chinese Adults

PURPOSE

The purpose of this study was to use data mining methods to establish a simple and reliable predictive model based on the risk factors related to gallbladder stones (GS) to assist in their diagnosis and reduce medical costs.

MATERIALS AND METHODS

This was a retrospective cross-sectional study. A total of 4215 participants underwent annual health examinations between January 2019 and December 2019 at the Physical Examination Center of Shengjing Hospital Affiliated to China Medical University. After rigorous data screening, the records of 2105 medical examiners were included for the construction of J48, multilayer perceptron (MLP), Bayes Net, and Naïve Bayes algorithms. A ten-fold cross-validation method was used to verify the recognition model and determine the best classification algorithm for GS.

RESULTS

The performance of these models was evaluated using metrics of accuracy, precision, recall, F-measure, and area under the receiver operating characteristic curve. Comparison of the F-measure for each algorithm revealed that the F-measure values for MLP and J48 (0.867 and 0.858, respectively) were not statistically significantly different (p>0.05), although they were significantly higher than the F-measure values for Bayes Net and Naïve Bayes (0.824 and 0.831, respectively; p<0.05).

CONCLUSION

The results of this study showed that MLP and J48 algorithms are effective at screening individuals for the risk of GS. The key attributes of data mining can further promote the prevention of GS through targeted community intervention, improve the outcome of GS, and reduce the burden on the medical system.

Reduced Lysosomal Acid Lipase Activity in Blood and Platelets Is Associated With Nonalcoholic Fatty Liver Disease

To investigate whether blood total lysosomal acid lipase activity (BT-LAL) levels are uniquely associated with the noncirrhotic and cirrhotic stages of nonalcoholic fatty liver disease (NAFLD) and with protection from NAFLD in metabolically/genetically predisposed subjects and a normal liver. To clarify which enzyme-carrying circulating cells are involved in reduced BT-LAL of NAFLD.

The conundrum of cryptogenic cirrhosis: Adverse outcomes without treatment options

BACKGROUND & AIMS

Although patients with cryptogenic cirrhosis have historically been considered as having "burnt-out" non-alcoholic steatohepatitis (NASH), some controversy remains. The aim of this study was to compare outcomes of patients with cryptogenic cirrhosis and NASH-related cirrhosis from a cohort with longitudinal follow-up data.

METHODS

Patients with cryptogenic cirrhosis or NASH cirrhosis were screened for a clinical trial. Patients with <5% hepatic steatosis regardless of other histologic features were considered to have cryptogenic cirrhosis. Clinico-laboratory data and adjudicated liver-related events (e.g. decompensation, qualification for transplantation, death) were available.

RESULTS

A total of 247 patients with cirrhosis (55.3 ± 7.4 years, 37% male) were included; 144 had NASH cirrhosis and 103 had cryptogenic cirrhosis. During a median follow-up of 29 (IQR 21-33) months (max 45 months), 20.6% of patients had liver-related clinical events. Patients with NASH cirrhosis and cryptogenic cirrhosis were of a similar age and gender, as well as having a similar body mass index, PNPLA3 rs738409 genotype, and prevalence of diabetes (p >0.05). However, patients with cryptogenic cirrhosis had higher serum fibrosis markers and greater collagen content and α-smooth muscle actin expression on liver biopsy. Compared to cirrhotic patients with NASH, patients with cryptogenic cirrhosis experienced significantly shorter mean time to liver-related clinical events (12.0 vs. 19.4 months; p = 0.001) with a hazard ratio of 1.76 (95% CI 1.02-3.06).

CONCLUSIONS

Populations with NASH and cryptogenic cirrhosis have similar demographics, but patients with cryptogenic cirrhosis have evidence of more active fibrosis and a higher risk of liver-related clinical events. Thus, we believe these patients belong to the same spectrum of disease, with cryptogenic cirrhosis representing a more advanced stage of fibrosis.

LAY SUMMARY

Significant liver damage and cirrhosis of the liver may develop without a known cause - a liver disease referred to as cryptogenic cirrhosis. In this work we found that, in the presence of metabolic abnormalities, cryptogenic cirrhosis may actually be a part of the non-alcoholic fatty liver disease spectrum. Yet, it appears to be more progressive than typical non-alcoholic fatty liver disease, leading to advanced liver disease at a faster rate.