Bone fragility in Type 2 Diabetes Mellitus. Influence of sex and cardiovascular disease in a pilot study using metabolomics
Nicolás Redecilla-Montoya,
Cristina García-Fontana,
Tomás Clive Barker-Tejeda,
Andrea Macías-Camero,
Francisco Andújar-Vera,
María Fernanda Rey-Stolle,
Luis Martínez-Heredia,
Iván Iglesias-Baena,
Ana Gradillas,
Coral Barbas,
Beatriz García-Fontana,
Manuel Muñoz-Torres,
Alma Villaseñor
Affiliations
Nicolás Redecilla-Montoya
Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain; Departamento de Ciencias Médicas Básicas, Instituto de Medicina Molecular Aplicada (IMMA) Nemesio Díez, Facultad de Medicina, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain
Cristina García-Fontana
Instituto de Investigación Biosanitaria de Granada (Ibs.GRANADA), Hospital Universitario Clínico San Cecilio, Granada, Spain; CIBER on Frailty and Healthy Aging (CIBERFES), Instituto de Salud Carlos III, Madrid, Spain; Endocrinology and Nutrition Unit. Hospital Universitario Clínico San Cecilio de Granada, Granada, Spain
Tomás Clive Barker-Tejeda
Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain; Departamento de Ciencias Médicas Básicas, Instituto de Medicina Molecular Aplicada (IMMA) Nemesio Díez, Facultad de Medicina, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain
Andrea Macías-Camero
Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain; Departamento de Ciencias Médicas Básicas, Instituto de Medicina Molecular Aplicada (IMMA) Nemesio Díez, Facultad de Medicina, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain
Francisco Andújar-Vera
Bioinformatic Unit, Instituto de Investigación Biosanitaria de Granada (ibs.GRANADA), Granada, Spain; Department of Computer Science and Artificial Intelligence, University of Granada, Granada, Spain; Andalusian Research Institute in Data Science and Computational Intelligence (DaSCI Institute), Granada, Spain
María Fernanda Rey-Stolle
Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain
Luis Martínez-Heredia
Instituto de Investigación Biosanitaria de Granada (Ibs.GRANADA), Hospital Universitario Clínico San Cecilio, Granada, Spain; CIBER on Frailty and Healthy Aging (CIBERFES), Instituto de Salud Carlos III, Madrid, Spain
Iván Iglesias-Baena
Research Unit, GenActive Clinic & Research, 18193 Granada, Spain
Ana Gradillas
Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain
Coral Barbas
Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain
Beatriz García-Fontana
Instituto de Investigación Biosanitaria de Granada (Ibs.GRANADA), Hospital Universitario Clínico San Cecilio, Granada, Spain; CIBER on Frailty and Healthy Aging (CIBERFES), Instituto de Salud Carlos III, Madrid, Spain; Endocrinology and Nutrition Unit. Hospital Universitario Clínico San Cecilio de Granada, Granada, Spain; Corresponding authors.
Manuel Muñoz-Torres
Instituto de Investigación Biosanitaria de Granada (Ibs.GRANADA), Hospital Universitario Clínico San Cecilio, Granada, Spain; CIBER on Frailty and Healthy Aging (CIBERFES), Instituto de Salud Carlos III, Madrid, Spain; Endocrinology and Nutrition Unit. Hospital Universitario Clínico San Cecilio de Granada, Granada, Spain; Department of Medicine. University of Granada, Granada, Spain
Alma Villaseñor
Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain; Departamento de Ciencias Médicas Básicas, Instituto de Medicina Molecular Aplicada (IMMA) Nemesio Díez, Facultad de Medicina, Universidad San Pablo-CEU, CEU Universities, Boadilla del Monte, Spain; Corresponding authors.
Type 2 diabetes mellitus (T2DM) is one of the most common worldwide metabolic disorders, characterized by insulin resistance (IR) and defective insulin secretion by pancreatic β-cells which leads to multiple complications such as bone fragility. This complication might be influenced by other factors such as gender and cardiovascular disease (CVD). However, it is unclear why a certain T2DM group develops bone fragility, and what the molecular mechanism is. Metabolomics is a powerful approach to the study of human metabolism, especially in complex diseases such as T2DM. Thus, this study aimed to identify significant metabolites associated with bone fragility in T2DM patients. To achieve this, 81 individuals were enrolled and classified as T2DM patients (D, n=28), T2DM with bone fragility (D-Frag, n=25), or age-matched non-diabetic subjects (ND, n=28) as the control group. Serum samples were collected and analyzed using liquid chromatography and gas chromatography, both coupled to mass spectrometry (LC-MS and GC-MS, respectively). Samples were compared within four different scenarios: 1) the classical comparison of D vs ND to corroborate previous studies; 2) D-Frag vs D to explore the metabolites mainly associated with bone fragility; 3) the same comparison using male data (MD-Frag vs MD) to study as a more homogeneous model of bone fragility as in women, bone fragility could be mainly associated with hormonal stage and pregnancy; and 4) MD-Frag-CVD vs MD-CVD to explore the influence of bone fragility in the male-based model with CVD considering that most of the T2DM patients suffer from CVD. After analysis of these scenarios, our results suggest that acylcarnitines and glycerophospholipids, among other metabolites, are involved in the development of bone fragility in T2DM.