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Circulating metabolites and molecular lipid species are associated with future cardiovascular morbidity and mortality in type 1 diabetes
BACKGROUND: Cardiovascular disease remains the leading cause of mortality in individuals with diabetes and improved understanding of its pathophysiology is needed. We investigated the association of a large panel of metabolites and molecular lipid species with future cardiovascular events in type 1...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9295441/ https://www.ncbi.nlm.nih.gov/pubmed/35850688 http://dx.doi.org/10.1186/s12933-022-01568-8 |
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author | Ferreira-Divino, Luis F. Suvitaival, Tommi Rotbain Curovic, Viktor Tofte, Nete Trošt, Kajetan Mattila, Ismo M. Theilade, Simone Winther, Signe A. Hansen, Tine W. Frimodt-Møller, Marie Legido-Quigley, Cristina Rossing, Peter |
author_facet | Ferreira-Divino, Luis F. Suvitaival, Tommi Rotbain Curovic, Viktor Tofte, Nete Trošt, Kajetan Mattila, Ismo M. Theilade, Simone Winther, Signe A. Hansen, Tine W. Frimodt-Møller, Marie Legido-Quigley, Cristina Rossing, Peter |
author_sort | Ferreira-Divino, Luis F. |
collection | PubMed |
description | BACKGROUND: Cardiovascular disease remains the leading cause of mortality in individuals with diabetes and improved understanding of its pathophysiology is needed. We investigated the association of a large panel of metabolites and molecular lipid species with future cardiovascular events in type 1 diabetes. METHODS: The study included 669 individuals with type 1 diabetes. Non-targeted serum metabolomics and lipidomics analyses were performed using mass spectrometry. Data on cardiovascular events (cardiovascular mortality, coronary artery disease, stroke, and peripheral arterial interventions) were obtained from Danish Health registries and analyzed by Cox hazards models. Metabolites and molecular lipid species were analyzed in univariate models adjusted for false discovery rate (FDR). Metabolites and molecular lipid species fulfilling a p(FDR) < 0.05 were subsequently analyzed in adjusted models including age, sex, hemoglobin A(1c), mean arterial pressure, smoking, body mass index, low-density lipoprotein cholesterol, estimated glomerular filtration rate, urinary albumin excretion rate and previous cardiovascular disease. Analyses of molecular lipid species were further adjusted for triglycerides and statin use. RESULTS: Of the included participants, 55% were male and mean age was 55 ± 13 years. Higher 4-hydroxyphenylacetic acid (HR 1.35, CI [1.01–1.80], p = 0.04) and lower threonine (HR 0.81, CI [0.67–0.98] p = 0.03) were associated with development of cardiovascular events (n = 95). In lipidomics analysis, higher levels of three different species, diacyl-phosphatidylcholines (PC)(36:2) (HR 0.82, CI [0.70–0.98], p = 0.02), alkyl-acyl-phosphatidylcholines (PC-O)(34:2) (HR 0.76, CI [0.59–0.98], p = 0.03) and (PC-O)(34:3) (HR 0.75, CI [0.58–0.97], p = 0.03), correlated with lower risk of cardiovascular events, whereas higher sphingomyelin (SM)(34:1) (HR 1.32, CI [1.04–1.68], p = 0.02), was associated with an increased risk. CONCLUSIONS: Circulating metabolites and molecular lipid species were associated with future cardiovascular events in type 1 diabetes. While the causal effect of these biomolecules on the cardiovascular system remains unknown, our findings support that omics-based technologies, although still in an early phase, may have the potential to unravel new pathways and biomarkers in the field of cardiovascular disease in type 1 diabetes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12933-022-01568-8. |
format | Online Article Text |
id | pubmed-9295441 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-92954412022-07-20 Circulating metabolites and molecular lipid species are associated with future cardiovascular morbidity and mortality in type 1 diabetes Ferreira-Divino, Luis F. Suvitaival, Tommi Rotbain Curovic, Viktor Tofte, Nete Trošt, Kajetan Mattila, Ismo M. Theilade, Simone Winther, Signe A. Hansen, Tine W. Frimodt-Møller, Marie Legido-Quigley, Cristina Rossing, Peter Cardiovasc Diabetol Research BACKGROUND: Cardiovascular disease remains the leading cause of mortality in individuals with diabetes and improved understanding of its pathophysiology is needed. We investigated the association of a large panel of metabolites and molecular lipid species with future cardiovascular events in type 1 diabetes. METHODS: The study included 669 individuals with type 1 diabetes. Non-targeted serum metabolomics and lipidomics analyses were performed using mass spectrometry. Data on cardiovascular events (cardiovascular mortality, coronary artery disease, stroke, and peripheral arterial interventions) were obtained from Danish Health registries and analyzed by Cox hazards models. Metabolites and molecular lipid species were analyzed in univariate models adjusted for false discovery rate (FDR). Metabolites and molecular lipid species fulfilling a p(FDR) < 0.05 were subsequently analyzed in adjusted models including age, sex, hemoglobin A(1c), mean arterial pressure, smoking, body mass index, low-density lipoprotein cholesterol, estimated glomerular filtration rate, urinary albumin excretion rate and previous cardiovascular disease. Analyses of molecular lipid species were further adjusted for triglycerides and statin use. RESULTS: Of the included participants, 55% were male and mean age was 55 ± 13 years. Higher 4-hydroxyphenylacetic acid (HR 1.35, CI [1.01–1.80], p = 0.04) and lower threonine (HR 0.81, CI [0.67–0.98] p = 0.03) were associated with development of cardiovascular events (n = 95). In lipidomics analysis, higher levels of three different species, diacyl-phosphatidylcholines (PC)(36:2) (HR 0.82, CI [0.70–0.98], p = 0.02), alkyl-acyl-phosphatidylcholines (PC-O)(34:2) (HR 0.76, CI [0.59–0.98], p = 0.03) and (PC-O)(34:3) (HR 0.75, CI [0.58–0.97], p = 0.03), correlated with lower risk of cardiovascular events, whereas higher sphingomyelin (SM)(34:1) (HR 1.32, CI [1.04–1.68], p = 0.02), was associated with an increased risk. CONCLUSIONS: Circulating metabolites and molecular lipid species were associated with future cardiovascular events in type 1 diabetes. While the causal effect of these biomolecules on the cardiovascular system remains unknown, our findings support that omics-based technologies, although still in an early phase, may have the potential to unravel new pathways and biomarkers in the field of cardiovascular disease in type 1 diabetes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12933-022-01568-8. BioMed Central 2022-07-18 /pmc/articles/PMC9295441/ /pubmed/35850688 http://dx.doi.org/10.1186/s12933-022-01568-8 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Ferreira-Divino, Luis F. Suvitaival, Tommi Rotbain Curovic, Viktor Tofte, Nete Trošt, Kajetan Mattila, Ismo M. Theilade, Simone Winther, Signe A. Hansen, Tine W. Frimodt-Møller, Marie Legido-Quigley, Cristina Rossing, Peter Circulating metabolites and molecular lipid species are associated with future cardiovascular morbidity and mortality in type 1 diabetes |
title | Circulating metabolites and molecular lipid species are associated with future cardiovascular morbidity and mortality in type 1 diabetes |
title_full | Circulating metabolites and molecular lipid species are associated with future cardiovascular morbidity and mortality in type 1 diabetes |
title_fullStr | Circulating metabolites and molecular lipid species are associated with future cardiovascular morbidity and mortality in type 1 diabetes |
title_full_unstemmed | Circulating metabolites and molecular lipid species are associated with future cardiovascular morbidity and mortality in type 1 diabetes |
title_short | Circulating metabolites and molecular lipid species are associated with future cardiovascular morbidity and mortality in type 1 diabetes |
title_sort | circulating metabolites and molecular lipid species are associated with future cardiovascular morbidity and mortality in type 1 diabetes |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9295441/ https://www.ncbi.nlm.nih.gov/pubmed/35850688 http://dx.doi.org/10.1186/s12933-022-01568-8 |
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