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Diabetes mellitus correlates with increased biological age as indicated by clinical biomarkers
Chronological age (CA) is determined by time of birth, whereas biological age (BA) is based on changes on a cellular level and strongly correlates with morbidity, mortality, and longevity. Type 2 diabetes (T2D) associates with increased morbidity and mortality; thus, we hypothesized that BA would be...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8589453/ https://www.ncbi.nlm.nih.gov/pubmed/34773197 http://dx.doi.org/10.1007/s11357-021-00469-0 |
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author | Bahour, Nadine Cortez, Briana Pan, Hui Shah, Hetal Doria, Alessandro Aguayo-Mazzucato, Cristina |
author_facet | Bahour, Nadine Cortez, Briana Pan, Hui Shah, Hetal Doria, Alessandro Aguayo-Mazzucato, Cristina |
author_sort | Bahour, Nadine |
collection | PubMed |
description | Chronological age (CA) is determined by time of birth, whereas biological age (BA) is based on changes on a cellular level and strongly correlates with morbidity, mortality, and longevity. Type 2 diabetes (T2D) associates with increased morbidity and mortality; thus, we hypothesized that BA would be increased and calculated it from biomarkers collected at routine clinical visits. Deidentified data was obtained from three cohorts of patients (20–80 years old)—T2D, type 1 diabetes (T1D), and prediabetes—and compared to gender- and age-matched non-diabetics. Eight clinical biomarkers that correlated with CA in people without diabetes were used to calculate BA using the Klemera and Doubal method 1 (KDM1) and multiple linear regression (MLR). The phenotypic age (PhAge) formula was used with its predetermined biomarkers. BA of people with T2D was, on average, 12.02 years higher than people without diabetes (p < 0.0001), while BA in T1D was 16.32 years higher (p < 0.0001). Results were corroborated using MLR and PhAge. The biomarkers with the strongest correlation to increased BA in T2D using KDM were A1c (R(2) = 0.23, p < 0.0001) and systolic blood pressure (R(2) = 0.21, p < 0.0001). BMI had a positive correlation to BA in non-diabetes subjects but disappeared in those with diabetes. Mortality data using the ACCORD trial was used to validate our results and showed a significant correlation between higher BA and decreased survival. In conclusion, BA is increased in people with diabetes, irrespective of pathophysiology, and to a lesser extent in prediabetes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11357-021-00469-0. |
format | Online Article Text |
id | pubmed-8589453 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-85894532021-11-15 Diabetes mellitus correlates with increased biological age as indicated by clinical biomarkers Bahour, Nadine Cortez, Briana Pan, Hui Shah, Hetal Doria, Alessandro Aguayo-Mazzucato, Cristina GeroScience Original Article Chronological age (CA) is determined by time of birth, whereas biological age (BA) is based on changes on a cellular level and strongly correlates with morbidity, mortality, and longevity. Type 2 diabetes (T2D) associates with increased morbidity and mortality; thus, we hypothesized that BA would be increased and calculated it from biomarkers collected at routine clinical visits. Deidentified data was obtained from three cohorts of patients (20–80 years old)—T2D, type 1 diabetes (T1D), and prediabetes—and compared to gender- and age-matched non-diabetics. Eight clinical biomarkers that correlated with CA in people without diabetes were used to calculate BA using the Klemera and Doubal method 1 (KDM1) and multiple linear regression (MLR). The phenotypic age (PhAge) formula was used with its predetermined biomarkers. BA of people with T2D was, on average, 12.02 years higher than people without diabetes (p < 0.0001), while BA in T1D was 16.32 years higher (p < 0.0001). Results were corroborated using MLR and PhAge. The biomarkers with the strongest correlation to increased BA in T2D using KDM were A1c (R(2) = 0.23, p < 0.0001) and systolic blood pressure (R(2) = 0.21, p < 0.0001). BMI had a positive correlation to BA in non-diabetes subjects but disappeared in those with diabetes. Mortality data using the ACCORD trial was used to validate our results and showed a significant correlation between higher BA and decreased survival. In conclusion, BA is increased in people with diabetes, irrespective of pathophysiology, and to a lesser extent in prediabetes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11357-021-00469-0. Springer International Publishing 2021-11-12 /pmc/articles/PMC8589453/ /pubmed/34773197 http://dx.doi.org/10.1007/s11357-021-00469-0 Text en © The Author(s) 2021 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/) . |
spellingShingle | Original Article Bahour, Nadine Cortez, Briana Pan, Hui Shah, Hetal Doria, Alessandro Aguayo-Mazzucato, Cristina Diabetes mellitus correlates with increased biological age as indicated by clinical biomarkers |
title | Diabetes mellitus correlates with increased biological age as indicated by clinical biomarkers |
title_full | Diabetes mellitus correlates with increased biological age as indicated by clinical biomarkers |
title_fullStr | Diabetes mellitus correlates with increased biological age as indicated by clinical biomarkers |
title_full_unstemmed | Diabetes mellitus correlates with increased biological age as indicated by clinical biomarkers |
title_short | Diabetes mellitus correlates with increased biological age as indicated by clinical biomarkers |
title_sort | diabetes mellitus correlates with increased biological age as indicated by clinical biomarkers |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8589453/ https://www.ncbi.nlm.nih.gov/pubmed/34773197 http://dx.doi.org/10.1007/s11357-021-00469-0 |
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