An Artificial Neural Network Model Combined with Dietary Retinol Intake from Different Sources to Predict the Risk of Nonalcoholic Fatty Liver Disease / 生物医学与环境科学（英文）

OBJECTIVE@#This study aimed to develop an artificial neural network (ANN) model combined with dietary retinol intake from different sources to predict the risk of non-alcoholic fatty liver disease (NAFLD) in American adults.@*METHODS@#Data from the 2007 to 2014 National Health and Nutrition Examination Survey (NHANES) 2007-2014 were analyzed. Eligible subjects ( n = 6,613) were randomly divided into a training set ( n 1 = 4,609) and a validation set ( n 2 = 2,004) at a ratio of 7:3. The training set was used to identify predictors of NAFLD risk using logistic regression analysis. An ANN was established to predict the NAFLD risk using a training set. Receiver operating characteristic (ROC) curve analysis was performed to evaluate the accuracy of the model using the training and validation sets.@*RESULTS@#Our study found that the odds ratios ( ORs) and 95% confidence intervals ( CIs) of NAFLD for the highest quartile of plant-derived dietary retinol intake (i.e., provitamin A carotenoids, such as β-carotene) ( OR = 0.75, 95% CI: 0.57 to 0.99) were inversely associated with NAFLD risk, compared to the lowest quartile of intake, after adjusting for potential confounders. The areas under the ROC curves were 0.874 and 0.883 for the training and validation sets, respectively. NAFLD occurs when its incidence probability is greater than 0.388.@*CONCLUSION@#The ANN model combined with plant-derived dietary retinol intake showed a significant effect on NAFLD. This could be applied to predict NAFLD risk in the American adult population when government departments formulate future health plans.

Effects of hyperbaric oxygen on intestinal mucosa apoptosis caused by ischemia-reperfusion injury in rats / 世界急诊医学杂志（英文）

BACKGROUND: Hyperbaric oxygen (HBO) is an effective adjuvant therapy for ischemia-reperfusion (I/R) injury of the brain, small intestine and testis in addition to crushing injury. Studies have shown that HBO increases the activity of villi of the ileum 30 minutes after I/R injury. The present study aimed to observe the effect of HBO on apoptosis of epithelial cells in the small intestine during different periods of I/R and to elucidate the potential mechanisms.METHODS: Rats were subjected to 60-minute ischemia by clamping the superior mesenteric artery and 60-minute reperfusion by removal of clamping. The rats were randomly divided into four groups: I/R group, HBO precondition or HBO treatment before ischemia (HBO-P), HBO treatment during ischemia period (HBO-I), and HBO treatment during reperfusion (HBO-R). After 60-minute reperfusion, samples of the small intestine were prepared to measure the level of ATP by using the colorimetric method and immunochemical expression of caspase-3. The levels of TNF-α in intestinal tissue were measured using the enzyme-linked immunosorbent assay method (Elisa).RESULTS: TNF-α levels were significantly lower in the HBO-I group than in the HBO-P (P<0.05), HBO-R and I/R groups; there was no significant difference between the HBO-R and I/R groups (P>0.05). The expression of caspas-3 was significantly lower in the HBO-I group than in the HBO-P group (P<0.05); it was also significantly lower in the HBO-P group than in the I/R and HBO-R groups (P<0.05). ATP level was significantly lower in the HBO-I group than in the HBO-P group (P<0.05), and also it was significantly lower in the HBO-P group than in the I/R and HBO-R groups (P<0.05).CONCLUSIONS: There is an association between HBO, small intestinal I/R injury, and mucosa apoptosis. HBO maintains ATP and aerobic metabolism, inhibites TNF-α production, and thus prevents intestinal mucosa from apoptosis. Best results can be obtained when HBO is administered to patients in the period of ischemia, and no side effects are produced when HBO is given during the period of reperfusion.