PMID- 29527789 OWN - NLM STAT- MEDLINE DCOM- 20190124 LR - 20221207 IS - 1463-1326 (Electronic) IS - 1462-8902 (Linking) VI - 20 IP - 7 DP - 2018 Jul TI - Use of a metabolomic approach to non-invasively diagnose non-alcoholic fatty liver disease in patients with type 2 diabetes mellitus. PG - 1702-1709 LID - 10.1111/dom.13285 [doi] AB - AIMS: To assess the utility of existing metabolomics scores to classify liver disease in patients with type 2 diabetes mellitus (T2DM). MATERIALS AND METHODS: A total of 220 patients with T2DM were recruited. Patients underwent routine laboratory tests, liver proton magnetic resonance spectroscopy ((1) H-MRS), a 75-g oral glucose tolerance test, and liver biopsy if (1) H-MRS findings indicated non-alcoholic fatty liver disease. A serum sample was blindly provided to OWL Metabolomics on which to run the OWLiver Care and OWLiver tests. RESULTS: When compared with liver biopsy, the OWLiver Care and OWLiver tests had a suboptimal performance in patients with T2DM (areas under the receiver-operating characteristic [AUROC] curve both <0.70). Given the discordance of these results in this heterogeneous, multiethnic cohort compared with those of a previous report in predominantly white patients without diabetes, we examined the influence of age, ethnicity and other variables on test performance. A specific subset of patients was selected to mirror the characteristics of the population used for the development of this model (ie, white patients without T2DM). Among white patients with good glycaemic control (glycated haemoglobin <53mmol/mol [or <7%]) and without cirrhosis, the AUROC curve was significantly improved (0.79 [CI 95%: 0.68-0.90]). Among white patients with lower insulin resistance (homeostatic model assessment of insulin resistance <3) and without cirrhosis, the AUROC was even higher: 0.87 (CI 95%: 0.76-0.97). CONCLUSIONS: There is a great need to develop non-invasive approaches to diagnose non-alcoholic steatohepatitis in patients with T2DM; models originally developed for patients without diabetes cannot be directly applied to patients with T2DM. CI - (c) 2018 John Wiley & Sons Ltd. FAU - Bril, Fernando AU - Bril F AD - Division of Endocrinology, Diabetes and Metabolism, University of Florida, Gainesville, Florida. AD - Division of Endocrinology, Diabetes, and Metabolism, Malcom Randall Veterans Administration Medical Center, Gainesville, Florida. FAU - Millan, Laura AU - Millan L AD - OWL Metabolomics, Derio, Spain. FAU - Kalavalapalli, Srilaxmi AU - Kalavalapalli S AD - Division of Endocrinology, Diabetes and Metabolism, University of Florida, Gainesville, Florida. FAU - McPhaul, Michael J AU - McPhaul MJ AD - Quest Diagnostics Nichols Institute, San Juan Capristano, California. FAU - Caulfield, Michael P AU - Caulfield MP AD - Quest Diagnostics Nichols Institute, San Juan Capristano, California. FAU - Martinez-Arranz, Ibon AU - Martinez-Arranz I AD - OWL Metabolomics, Derio, Spain. FAU - Alonso, Cristina AU - Alonso C AD - OWL Metabolomics, Derio, Spain. FAU - Ortiz Betes, Pablo AU - Ortiz Betes P AD - OWL Metabolomics, Derio, Spain. FAU - Mato, Jose M AU - Mato JM AD - CIC bioGUNE, CIBERehd, Derio, Spain. FAU - Cusi, Kenneth AU - Cusi K AUID- ORCID: 0000-0002-8629-418X AD - Division of Endocrinology, Diabetes and Metabolism, University of Florida, Gainesville, Florida. AD - Division of Endocrinology, Diabetes, and Metabolism, Malcom Randall Veterans Administration Medical Center, Gainesville, Florida. LA - eng PT - Journal Article PT - Research Support, Non-U.S. Gov't DEP - 20180414 PL - England TA - Diabetes Obes Metab JT - Diabetes, obesity & metabolism JID - 100883645 RN - 0 (Glycated Hemoglobin A) RN - 0 (Triglycerides) RN - 0 (hemoglobin A1c protein, human) SB - IM MH - Aged MH - Area Under Curve MH - Biopsy MH - Case-Control Studies MH - Cohort Studies MH - Cross-Sectional Studies MH - Diabetes Mellitus, Type 2/complications/*metabolism MH - Female MH - Glucose Tolerance Test MH - Glycated Hemoglobin/metabolism MH - Humans MH - Insulin Resistance MH - Liver/*diagnostic imaging/pathology MH - Male MH - Metabolomics MH - Middle Aged MH - Non-alcoholic Fatty Liver Disease/complications/*diagnosis/metabolism/pathology MH - Proton Magnetic Resonance Spectroscopy MH - ROC Curve MH - Triglycerides/metabolism OTO - NOTNLM OT - NAFLD OT - diabetes OT - fatty liver OT - hepatic steatosis OT - obesity OT - steatohepatitis EDAT- 2018/03/13 06:00 MHDA- 2019/01/25 06:00 CRDT- 2018/03/13 06:00 PHST- 2018/01/10 00:00 [received] PHST- 2018/03/06 00:00 [revised] PHST- 2018/03/07 00:00 [accepted] PHST- 2018/03/13 06:00 [pubmed] PHST- 2019/01/25 06:00 [medline] PHST- 2018/03/13 06:00 [entrez] AID - 10.1111/dom.13285 [doi] PST - ppublish SO - Diabetes Obes Metab. 2018 Jul;20(7):1702-1709. doi: 10.1111/dom.13285. Epub 2018 Apr 14.