Publication:
Epigenetic Biomarkers of Transition from Metabolically Healthy Obesity to Metabolically Unhealthy Obesity Phenotype: A Prospective Study

dc.contributor.authorGutierrez-Repiso, Carolina
dc.contributor.authorLinares-Pineda, Teresa Maria
dc.contributor.authorGonzalez-Jimenez, Andres
dc.contributor.authorAguilar-Lineros, Francisca
dc.contributor.authorValdes, Sergio
dc.contributor.authorSoriguer, Federico
dc.contributor.authorRojo-Martinez, Gemma
dc.contributor.authorTinahones, Francisco J.
dc.contributor.authorMorcillo, Sonsoles
dc.contributor.authoraffiliation[Gutiérrez-Repiso,C; Linares-Pineda,TM; Aguilar-Lineros,F; Tinahones,FJ; Morcillo,S] Unidad de Gestión Clínica de Endocrinología y Nutrición del Hospital Virgen de la Victoria, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain. [Gutiérrez-Repiso,C; Tinahones,FJ; Morcillo,S] Centro de Investigación Biomédica en Red de Fisiopatología de la Obesidad y la Nutrición (CIBERobn), Instituto de Salud Carlos III, Madrid, Spain. [Gonzalez-Jimenez,A] ECAI Bioinformática Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain. [Valdés,S; Soriguer,F; Rojo-Martínez,G] Departamento de Endocrinología and Nutrición, Hospital Regional Universitario de Málaga, Instituto de Investigación Biomédica de Málaga (IBIMA), Málaga, Spain. [Valdés,S; Soriguer,F; Rojo-Martínez,G] Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Instituto de Salud Carlos III, Madrid, Spain. [Tinahones,FJ] Departamento de Medicina y Dermatología, Universidad de Málaga, Málaga, Spain.
dc.contributor.funderT.M.L.-P. and C.G.-R. were supported by a grant from the Instituto de Salud Carlos III (FI19/00178 and CP20/00066, respectively). F.A.-L. is supported by a grant from “Programa Estatal de Promoción del Talento y su empleabilidad 2018” (PEJ2018-005156-A). S.M. and G.R.-M. are supported by Nicolas Monardes program of the Consejería de Salud de la Junta de Andalucía (C 0050-2017, C-0060-2012, respectively). This work was supported in part by a grant from the Instituto de Salud Carlos III (PI15-01350). This study has been co-funded by FEDER funds (“A way to make Europe”). CIBER Fisiopatología de la Obesidad y Nutrición (CIBEROBN) and CIBER de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM) are ISCIII projects.
dc.date.accessioned2022-10-07T09:05:19Z
dc.date.available2022-10-07T09:05:19Z
dc.date.issued2021-09-27
dc.description.abstractBackground: Identifying those parameters that could potentially predict the deterioration of metabolically healthy phenotype is a matter of debate. In this field, epigenetics, in particular DNA methylation deserves special attention. Results: The aim of the present study was to analyze the long-term evolution of methylation patterns in a subset of metabolically healthy subjects in order to search for epigenetic markers that could predict the progression to an unhealthy state. Twenty-six CpG sites were significantly differentially methylated, both at baseline and 11-year follow-up. These sites were related to 19 genes or pseudogenes; a more in-depth analysis of the methylation sites of these genes showed that CYP2E1 had 50% of the collected CpG sites differently methylated between stable metabolically healthy obesity (MHO) and unstable MHO, followed by HLA-DRB1 (33%), ZBTB45 (16%), HOOK3 (14%), PLCZ1 (14%), SLC1A1 (12%), MUC2 (12%), ZFPM2 (12.5%) and HLA-DQB2 (8%). Pathway analysis of the selected 26 CpG sites showed enrichment in pathways linked to th1 and th2 activation, antigen presentation, allograft rejection signals and metabolic processes. Higher methylation levels in the cg20707527 (ZFPM2) could have a protective effect against the progression to unstable MHO (OR: 0.21, 95%CI (0.067–0.667), p < 0.0001), whilst higher methylation levels in cg11445109 (CYP2E1) would increase the progression to MUO; OR: 2.72, 95%CI (1.094–6.796), p < 0.0014; respectively). Conclusions: DNA methylation status is associated with the stability/worsening of MHO phenotype. Two potential biomarkers of the transition to an unhealthy state were identified and deserve further investigation (cg20707527 and cg11445109). Moreover, the described differences in methylation could alter immune system-related pathways, highlighting these pathways as therapeutic targets to prevent metabolic deterioration in MHO patients.es_ES
dc.description.versionYeses_ES
dc.identifier.citationGutiérrez-Repiso C, Linares-Pineda TM, Gonzalez-Jimenez A, Aguilar-Lineros F, Valdés S, Soriguer F, et al. Epigenetic Biomarkers of Transition from Metabolically Healthy Obesity to Metabolically Unhealthy Obesity Phenotype: A Prospective Study. Int J Mol Sci. 2021 Sep 27;22(19):10417.es_ES
dc.identifier.doi10.3390/ijms221910417es_ES
dc.identifier.essn1422-0067
dc.identifier.pmcPMC8508854
dc.identifier.pmid34638758es_ES
dc.identifier.urihttp://hdl.handle.net/10668/4243
dc.journal.titleInternational Journal of Molecular Sciences
dc.language.isoen
dc.page.number12 p.
dc.provenanceRealizada la curación de contenido 31/03/2025
dc.publisherMDPIes_ES
dc.relation.publisherversionhttps://www.mdpi.com/1422-0067/22/19/10417/htmes_ES
dc.rightsAtribución 4.0 Internacional*
dc.rights.accessRightsopen access
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/*
dc.subjectMetabolically healthy obesityes_ES
dc.subjectEpigenetic biomarkerses_ES
dc.subjectMetabolic syndromees_ES
dc.subjectDNA methylationes_ES
dc.subjectImmune systemes_ES
dc.subject.decsBiomarcadores
dc.subject.decsSíndrome metabólico
dc.subject.decsMetilación de ADN
dc.subject.decsSistema inmunológico
dc.subject.meshMedical Subject Headings::Persons::Persons::Age Groups::Adolescentes_ES
dc.subject.meshMedical Subject Headings::Persons::Persons::Age Groups::Adultes_ES
dc.subject.meshMedical Subject Headings::Persons::Persons::Age Groups::Adult::Agedes_ES
dc.subject.meshMedical Subject Headings::Chemicals and Drugs::Biological Factors::Biological Markers::Biomarkers, Pharmacologicales_ES
dc.subject.meshMedical Subject Headings::Check Tags::Femalees_ES
dc.subject.meshMedical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Epidemiologic Methods::Epidemiologic Study Characteristics as Topic::Epidemiologic Studies::Cohort Studies::Longitudinal Studies::Follow-Up Studieses_ES
dc.subject.meshMedical Subject Headings::Organisms::Eukaryota::Animals::Chordata::Vertebrates::Mammals::Primates::Haplorhini::Catarrhini::Hominidae::Humanses_ES
dc.subject.meshMedical Subject Headings::Check Tags::Malees_ES
dc.subject.meshMedical Subject Headings::Persons::Persons::Age Groups::Adult::Middle Agedes_ES
dc.subject.meshMedical Subject Headings::Phenomena and Processes::Genetic Phenomena::Phenotypees_ES
dc.subject.meshMedical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Epidemiologic Methods::Epidemiologic Study Characteristics as Topic::Epidemiologic Studies::Cohort Studies::Longitudinal Studies::Prospective Studieses_ES
dc.subject.meshMedical Subject Headings::Phenomena and Processes::Chemical Phenomena::Biochemical Phenomena::Molecular Structure::Base Sequence::GC Rich Sequence::CpG Islandses_ES
dc.subject.meshMedical Subject Headings::Phenomena and Processes::Metabolic Phenomena::Metabolism::Alkylation::Methylation::DNA Methylationes_ES
dc.subject.meshMedical Subject Headings::Phenomena and Processes::Genetic Phenomena::Genetic Processes::Gene Expression Regulation::Epigenesis, Genetices_ES
dc.subject.meshMedical Subject Headings::Diseases::Nutritional and Metabolic Diseases::Nutrition Disorders::Overnutrition::Obesityes_ES
dc.subject.meshMedical Subject Headings::Chemicals and Drugs::Enzymes and Coenzymes::Cytochromes::Cytochrome P-450 Enzyme System::Aryl Hydrocarbon Hydroxylases::Cytochrome P-450 CYP2E1es_ES
dc.subject.meshMedical Subject Headings::Chemicals and Drugs::Amino Acids, Peptides, and Proteins::Proteins::Glycoproteins::Membrane Glycoproteins::Histocompatibility Antigens Class II::HLA-D Antigens::HLA-DR Antigens::HLA-DR beta-Chains::HLA-DRB1 Chainses_ES
dc.subject.meshMedical Subject Headings::Phenomena and Processes::Immune System Phenomena::Immune System Processes::Antigen Presentationes_ES
dc.subject.meshMedical Subject Headings::Persons::Persons::Volunteers::Healthy Volunteerses_ES
dc.subject.meshMedical Subject Headings::Phenomena and Processes::Genetic Phenomena::Genetic Structures::Genome::Genome Components::Genes::Pseudogeneses_ES
dc.subject.meshMedical Subject Headings::Anatomy::Hemic and Immune Systems::Immune Systemes_ES
dc.titleEpigenetic Biomarkers of Transition from Metabolically Healthy Obesity to Metabolically Unhealthy Obesity Phenotype: A Prospective Studyes_ES
dc.typeresearch article
dc.type.hasVersionVoR
dspace.entity.typePublication

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