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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
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