Metabolomic Characterization of a Novel Pig Model of Pediatric Non-alcoholic Fatty Liver Disease (P08-131-19)
Bibliographic record
Abstract
Non-alcoholic fatty liver disease (NAFLD) is a leading nutrition-linked liver disease in children. We have recently identified the neonatal Iberian pig as a novel model of pediatric NAFLD. Interestingly, feeding a high fructose-high fat (HFF) diet to neonatal Iberian pigs for 10 weeks did not induce obesity and decreased high and low density lipoproteins in serum, while the liver exhibited many of the histological features of pediatric NAFLD. In this study we utilized a metabolomics approach to characterize the metabolic phenotype of this pig model. Plasma and liver samples collected from Iberian pigs fed control, HFF, control + probiotic and HFF + probiotic diets were analyzed by LC-MS using targeted assays for primary metabolomics, aminomics, and lipidomics. Data was analyzed with multivariate statistics and 2-way ANOVA with t-tests adjusted for false discovery rate. Results from multivariate tests indicated no diet × probiotic interaction or probiotic effect, so only the main effect of diet is shown. A total of 224 and 218 metabolites were identified in the plasma and liver, respectively. In agreement with previous NAFLD models, the HFF diet increased hepatic branched chain amino acids, cholesteryl esters, hydroxyproline, plasma acylcarnitines and primary bile acids, and altered hepatic triacylglycerol-species composition (P < 0.0001). In addition, HFF pigs had increased homocysteine and methionine levels combined with a decrease in pyridoxate in liver (P < 0.0001), suggesting a disruption in the one carbon cycle and its methyl donation capability. HFF decreased hepatic choline and betaine (P < 0.0001), which may indicate a compensatory use of the methyl groups of these compounds. The aforementioned reduction of choline used for the CDP-choline pathway and the potential one carbon cycle impact on SAM availability for the phosphatidylethanolamine N-methyltransferase (PEMT) pathway may explain the observed differential changes in hepatic phosphatidylcholines (P < 0.0001), which are required for the production of very low density lipoproteins (VLDL). Unique features of this model such as reduced plasma lipoproteins and lack of weight gain in the presence of hepatic steatosis may be related to an altered one carbon cycle impacting phosphatidylcholine production. ARI, AcornSeekers.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".