Cargando…
NMR-Based Metabolomic Approach Tracks Potential Serum Biomarkers of Disease Progression in Patients with Type 2 Diabetes Mellitus
Type 2 diabetes mellitus (T2DM) is a metabolic disorder characterized by chronic hyperglycemia associated with alterations in carbohydrate, lipid, and protein metabolism. The prognosis of T2DM patients is highly dependent on the development of complications, and therefore the identification of bioma...
Autores principales: | , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6571571/ https://www.ncbi.nlm.nih.gov/pubmed/31117294 http://dx.doi.org/10.3390/jcm8050720 |
_version_ | 1783427439641231360 |
---|---|
author | Del Coco, Laura Vergara, Daniele De Matteis, Serena Mensà, Emanuela Sabbatinelli, Jacopo Prattichizzo, Francesco Bonfigli, Anna Rita Storci, Gianluca Bravaccini, Sara Pirini, Francesca Ragusa, Andrea Casadei-Gardini, Andrea Bonafè, Massimiliano Maffia, Michele Fanizzi, Francesco Paolo Olivieri, Fabiola Giudetti, Anna Maria |
author_facet | Del Coco, Laura Vergara, Daniele De Matteis, Serena Mensà, Emanuela Sabbatinelli, Jacopo Prattichizzo, Francesco Bonfigli, Anna Rita Storci, Gianluca Bravaccini, Sara Pirini, Francesca Ragusa, Andrea Casadei-Gardini, Andrea Bonafè, Massimiliano Maffia, Michele Fanizzi, Francesco Paolo Olivieri, Fabiola Giudetti, Anna Maria |
author_sort | Del Coco, Laura |
collection | PubMed |
description | Type 2 diabetes mellitus (T2DM) is a metabolic disorder characterized by chronic hyperglycemia associated with alterations in carbohydrate, lipid, and protein metabolism. The prognosis of T2DM patients is highly dependent on the development of complications, and therefore the identification of biomarkers of T2DM progression, with minimally invasive techniques, is a huge need. In the present study, we applied a (1)H-Nuclear Magnetic Resonance ((1)H-NMR)-based metabolomic approach coupled with multivariate data analysis to identify serum metabolite profiles associated with T2DM development and progression. To perform this, we compared the serum metabolome of non-diabetic subjects, treatment-naïve non-complicated T2DM patients, and T2DM patients with complications in insulin monotherapy. Our analysis revealed a significant reduction of alanine, glutamine, glutamate, leucine, lysine, methionine, tyrosine, and phenylalanine in T2DM patients with respect to non-diabetic subjects. Moreover, isoleucine, leucine, lysine, tyrosine, and valine levels distinguished complicated patients from patients without complications. Overall, the metabolic pathway analysis suggested that branched-chain amino acid (BCAA) metabolism is significantly compromised in T2DM patients with complications, while perturbation in the metabolism of gluconeogenic amino acids other than BCAAs characterizes both early and advanced T2DM stages. In conclusion, we identified a metabolic serum signature associated with T2DM stages. These data could be integrated with clinical characteristics to build a composite T2DM/complications risk score to be validated in a prospective cohort. |
format | Online Article Text |
id | pubmed-6571571 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-65715712019-06-18 NMR-Based Metabolomic Approach Tracks Potential Serum Biomarkers of Disease Progression in Patients with Type 2 Diabetes Mellitus Del Coco, Laura Vergara, Daniele De Matteis, Serena Mensà, Emanuela Sabbatinelli, Jacopo Prattichizzo, Francesco Bonfigli, Anna Rita Storci, Gianluca Bravaccini, Sara Pirini, Francesca Ragusa, Andrea Casadei-Gardini, Andrea Bonafè, Massimiliano Maffia, Michele Fanizzi, Francesco Paolo Olivieri, Fabiola Giudetti, Anna Maria J Clin Med Article Type 2 diabetes mellitus (T2DM) is a metabolic disorder characterized by chronic hyperglycemia associated with alterations in carbohydrate, lipid, and protein metabolism. The prognosis of T2DM patients is highly dependent on the development of complications, and therefore the identification of biomarkers of T2DM progression, with minimally invasive techniques, is a huge need. In the present study, we applied a (1)H-Nuclear Magnetic Resonance ((1)H-NMR)-based metabolomic approach coupled with multivariate data analysis to identify serum metabolite profiles associated with T2DM development and progression. To perform this, we compared the serum metabolome of non-diabetic subjects, treatment-naïve non-complicated T2DM patients, and T2DM patients with complications in insulin monotherapy. Our analysis revealed a significant reduction of alanine, glutamine, glutamate, leucine, lysine, methionine, tyrosine, and phenylalanine in T2DM patients with respect to non-diabetic subjects. Moreover, isoleucine, leucine, lysine, tyrosine, and valine levels distinguished complicated patients from patients without complications. Overall, the metabolic pathway analysis suggested that branched-chain amino acid (BCAA) metabolism is significantly compromised in T2DM patients with complications, while perturbation in the metabolism of gluconeogenic amino acids other than BCAAs characterizes both early and advanced T2DM stages. In conclusion, we identified a metabolic serum signature associated with T2DM stages. These data could be integrated with clinical characteristics to build a composite T2DM/complications risk score to be validated in a prospective cohort. MDPI 2019-05-21 /pmc/articles/PMC6571571/ /pubmed/31117294 http://dx.doi.org/10.3390/jcm8050720 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Del Coco, Laura Vergara, Daniele De Matteis, Serena Mensà, Emanuela Sabbatinelli, Jacopo Prattichizzo, Francesco Bonfigli, Anna Rita Storci, Gianluca Bravaccini, Sara Pirini, Francesca Ragusa, Andrea Casadei-Gardini, Andrea Bonafè, Massimiliano Maffia, Michele Fanizzi, Francesco Paolo Olivieri, Fabiola Giudetti, Anna Maria NMR-Based Metabolomic Approach Tracks Potential Serum Biomarkers of Disease Progression in Patients with Type 2 Diabetes Mellitus |
title | NMR-Based Metabolomic Approach Tracks Potential Serum Biomarkers of Disease Progression in Patients with Type 2 Diabetes Mellitus |
title_full | NMR-Based Metabolomic Approach Tracks Potential Serum Biomarkers of Disease Progression in Patients with Type 2 Diabetes Mellitus |
title_fullStr | NMR-Based Metabolomic Approach Tracks Potential Serum Biomarkers of Disease Progression in Patients with Type 2 Diabetes Mellitus |
title_full_unstemmed | NMR-Based Metabolomic Approach Tracks Potential Serum Biomarkers of Disease Progression in Patients with Type 2 Diabetes Mellitus |
title_short | NMR-Based Metabolomic Approach Tracks Potential Serum Biomarkers of Disease Progression in Patients with Type 2 Diabetes Mellitus |
title_sort | nmr-based metabolomic approach tracks potential serum biomarkers of disease progression in patients with type 2 diabetes mellitus |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6571571/ https://www.ncbi.nlm.nih.gov/pubmed/31117294 http://dx.doi.org/10.3390/jcm8050720 |
work_keys_str_mv | AT delcocolaura nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT vergaradaniele nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT dematteisserena nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT mensaemanuela nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT sabbatinellijacopo nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT prattichizzofrancesco nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT bonfigliannarita nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT storcigianluca nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT bravaccinisara nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT pirinifrancesca nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT ragusaandrea nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT casadeigardiniandrea nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT bonafemassimiliano nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT maffiamichele nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT fanizzifrancescopaolo nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT olivierifabiola nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus AT giudettiannamaria nmrbasedmetabolomicapproachtrackspotentialserumbiomarkersofdiseaseprogressioninpatientswithtype2diabetesmellitus |