Add like
Add dislike
Add to saved papers

Plasma metabolite profiling identifies non-diabetic CP patients with metabolic alterations progressing to prediabetes prior to HbA1c.

INTRODUCTION: Diabetes (T3cDM) secondary to chronic pancreatitis (CP) arises due to endocrine dysfunction and metabolic dysregulations. Currently, diagnostic tests are not available to identify patients who may progress from normoglycemia to hyperglycemia in CP. We conducted plasma metabolomic profiling to diagnose glycemic alterations early in the course of disease.

METHODS: Liquid chromatography-tandem mass spectrometry was employed to generate untargeted, targeted plasma metabolomic profiles in CP patients, controls (n=445) following TRIPOD guidelines. Patients were stratified based on glucose tolerance tests following ADA guidelines. Multivariate analysis was performed using PLS-DA to assess discriminatory ability of metabolites among stratified groups. COMBIROC, logistic regression were employed to derive biomarker signatures. AI-ML tool(Rapidminer) was employed to verify these preliminary results.

RESULTS: Ceramide, lysophosphatidylethanolamine, phosphatidylcholine, lysophosphatidic acid, phosphatidylethanolamine, carnitine and lysophosphatidylcholine discriminated T3cDM CP patients from healthy controls with AUC 93%(95%CI 0.81-0.98, p<0.0001), integration with pancreatic morphology improved AUC to 100%(95%CI 0.93-1.00, p<0.0001). Lysophosphatidic acid, phosphatidylinositol and ceramide discriminated non-diabetic CP with glycemic alterations (pre-diabetic CP);AUC 66% (95% CI 0.55-0.76, p=0.1),integration enhanced AUC to 74%,(95% CI 0.55-0.88,p=0.86). T3cDM was distinguished from pre-diabetic by lysophosphatidic acid, phosphatidylinositol and sphinganine(AUC 70%; 95%CI 0.54-0.83,p=0.08), integration improved AUC to 83% (95%CI 0.68-0.93,p=0.05). CombiROC cutoff identified 75% and 78% prediabetes in validation 1 and 2 cohorts. Random forest algorithm assessed performance of integrated panel demonstrating AUC of 72% in predicting glycemic alterations.

DISCUSSION: We report for the first time that a panel of metabolites integrated with pancreatic morphology detects glycemia progression prior to HbA1c in CP patients.

Full text links

We have located links that may give you full text access.
Can't access the paper?
Try logging in through your university/institutional subscription. For a smoother one-click institutional access experience, please use our mobile app.

Related Resources

For the best experience, use the Read mobile app

Mobile app image

Get seemless 1-tap access through your institution/university

For the best experience, use the Read mobile app

All material on this website is protected by copyright, Copyright © 1994-2024 by WebMD LLC.
This website also contains material copyrighted by 3rd parties.

By using this service, you agree to our terms of use and privacy policy.

Your Privacy Choices Toggle icon

You can now claim free CME credits for this literature searchClaim now

Get seemless 1-tap access through your institution/university

For the best experience, use the Read mobile app