scholarly journals Nonalcoholic fatty liver disease and early prediction of gestational diabetes using machine learning methods

2021 ◽  
Author(s):  
Seung Mi Lee ◽  
Suhyun Hwangbo ◽  
Errol R. Norwitz ◽  
Ja Nam Koo ◽  
Ig Hwan Oh ◽  
...  
Keyword(s):  
Machine Learning ◽  
Liver Disease ◽  
Gestational Diabetes ◽  
Fatty Liver ◽  
Nonalcoholic Fatty Liver Disease ◽  
Fatty Liver Disease ◽  
Early Prediction ◽  
Learning Methods ◽  
Nonalcoholic Fatty Liver ◽  
Machine Learning Methods

scholarly journals Raman spectroscopic histology using machine learning for nonalcoholic fatty liver disease

FEBS Letters ◽  
2019 ◽  
Vol 593 (18) ◽  
pp. 2535-2544 ◽  
Author(s):  
Khalifa Mohammad Helal ◽  
James Nicholas Taylor ◽  
Harsono Cahyadi ◽  
Akira Okajima ◽  
Koji Tabata ◽  
...  
Keyword(s):  
Machine Learning ◽  
Liver Disease ◽  
Fatty Liver ◽  
Nonalcoholic Fatty Liver Disease ◽  
Fatty Liver Disease ◽  
Nonalcoholic Fatty Liver ◽  
Raman Spectroscopic

scholarly journals High-Throughput, Machine Learning–Based Quantification of Steatosis, Inflammation, Ballooning, and Fibrosis in Biopsies From Patients With Nonalcoholic Fatty Liver Disease

2020 ◽  
Vol 18 (9) ◽  
pp. 2081-2090.e9 ◽  
Author(s):  
Roberta Forlano ◽  
Benjamin H. Mullish ◽  
Nikolaos Giannakeas ◽  
James B. Maurice ◽  
Napat Angkathunyakul ◽  
...  
Keyword(s):  
Machine Learning ◽  
Liver Disease ◽  
Fatty Liver ◽  
Nonalcoholic Fatty Liver Disease ◽  
High Throughput ◽  
Fatty Liver Disease ◽  
Nonalcoholic Fatty Liver

scholarly journals S1177 Multivariable Liver Fibrosis Staging Prediction Using Machine Learning in Nonalcoholic Fatty Liver Disease (AI-LF)

2021 ◽  
Vol 116 (1) ◽  
pp. S548-S548
Author(s):  
Mahesh K. Goenka ◽  
Gajanan Rodge ◽  
Enam Murshed Khan ◽  
Usha Goenka ◽  
Bharath Potla ◽  
...  
Keyword(s):  
Machine Learning ◽  
Liver Disease ◽  
Liver Fibrosis ◽  
Fatty Liver ◽  
Nonalcoholic Fatty Liver Disease ◽  
Fatty Liver Disease ◽  
Nonalcoholic Fatty Liver ◽  
Fibrosis Staging

scholarly journals Nonalcoholic fatty liver disease and the risk of insulin-requiring gestational diabetes

2021 ◽  
Vol 13 (1) ◽  
Author(s):  
Sang Youn You ◽  
Kyungdo Han ◽  
Seung-Hawn Lee ◽  
Mee Kyoung Kim
Keyword(s):  
Diabetes Mellitus ◽  
Liver Disease ◽  
Gestational Diabetes ◽  
Fatty Liver ◽  
Nonalcoholic Fatty Liver Disease ◽  
Fatty Liver Disease ◽  
Health Examination ◽  
Nonalcoholic Fatty Liver ◽  
Increased Risk ◽  
Glutamyl Transferase

Abstract Background Nonalcoholic fatty liver disease (NAFLD) is one of the most common chronic liver diseases; however, there has been little research into its impact on gestational diabetes mellitus (GDM). Methods This study included 308,095 women registered in the Korean National Health Insurance Service database, who delivered between 2011 and 2015 and received a health examination within 52 weeks before pregnancy. Insulin-requiring GDM was defined as no insurance claims for diabetes mellitus and a fasting blood glucose level of < 126 mg/dL before pregnancy, and initiation of insulin treatment during pregnancy. A fatty liver index (FLI) was calculated using body mass index, waist circumference, and blood triglyceride and γ-glutamyl transferase levels. FLI scores < 30 ruled out hepatic steatosis, while FLI scores ≥ 60 indicated NAFLD. Results The prevalence of NAFLD was 0.8% (2355/308,095) and 1984 (0.6%) subjects developed insulin-requiring GDM. FLIs of 30–59 and ≥ 60 were significantly associated with increased risk of insulin-requiring GDM (odds ratio [OR] 3.50; 95% confidence interval [CI] 2.99–4.10; OR 4.19; 95% CI 3.37–5.23), respectively. Further exploration of the association of FLI with GDM across FLI decile categories revealed a steady increase in OR across the categories. The association was more prominent among those without metabolic syndrome. Conclusion NAFLD in women is an independent risk factor for insulin-requiring GDM.

Sign in / Sign up

Export Citation Format

Share Document