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MorbiNet: multimorbidity networks in adult general population. Analysis of type 2 diabetes mellitus comorbidity
Multimorbidity has great impact on health care. We constructed multimorbidity networks in the general population, extracted subnets focused on common chronic conditions and analysed type 2 diabetes mellitus (T2DM) comorbidity network. We used electronic records from 3,135,948 adult people in Catalon...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7016191/ https://www.ncbi.nlm.nih.gov/pubmed/32051506 http://dx.doi.org/10.1038/s41598-020-59336-1 |
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author | Aguado, Alba Moratalla-Navarro, Ferran López-Simarro, Flora Moreno, Victor |
author_facet | Aguado, Alba Moratalla-Navarro, Ferran López-Simarro, Flora Moreno, Victor |
author_sort | Aguado, Alba |
collection | PubMed |
description | Multimorbidity has great impact on health care. We constructed multimorbidity networks in the general population, extracted subnets focused on common chronic conditions and analysed type 2 diabetes mellitus (T2DM) comorbidity network. We used electronic records from 3,135,948 adult people in Catalonia, Spain (539,909 with T2DM), with at least 2 coexistent chronic conditions within the study period (2006–2017). We constructed networks from odds-ratio estimates adjusted by age and sex and considered connections with OR > 1.2 and p-value < 1e-5. Directed networks and trajectories were derived from temporal associations. Interactive networks are freely available in a website with the option to customize characteristics and subnets. The more connected conditions in T2DM undirected network were: complicated hypertension and atherosclerosis/peripheral vascular disease (degree: 32), cholecystitis/cholelithiasis, retinopathy and peripheral neuritis/neuropathy (degree: 31). T2DM has moderate number of connections and centrality but is associated with conditions with high scores in the multimorbidity network (neuropathy, anaemia and digestive diseases), and severe conditions with poor prognosis. The strongest associations from T2DM directed networks were to retinopathy (OR: 23.8), glomerulonephritis/nephrosis (OR: 3.4), peripheral neuritis/neuropathy (OR: 2.7) and pancreas cancer (OR: 2.4). Temporal associations showed the relevance of retinopathy in the progression to complicated hypertension, cerebrovascular disease, ischemic heart disease and organ failure. |
format | Online Article Text |
id | pubmed-7016191 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-70161912020-02-21 MorbiNet: multimorbidity networks in adult general population. Analysis of type 2 diabetes mellitus comorbidity Aguado, Alba Moratalla-Navarro, Ferran López-Simarro, Flora Moreno, Victor Sci Rep Article Multimorbidity has great impact on health care. We constructed multimorbidity networks in the general population, extracted subnets focused on common chronic conditions and analysed type 2 diabetes mellitus (T2DM) comorbidity network. We used electronic records from 3,135,948 adult people in Catalonia, Spain (539,909 with T2DM), with at least 2 coexistent chronic conditions within the study period (2006–2017). We constructed networks from odds-ratio estimates adjusted by age and sex and considered connections with OR > 1.2 and p-value < 1e-5. Directed networks and trajectories were derived from temporal associations. Interactive networks are freely available in a website with the option to customize characteristics and subnets. The more connected conditions in T2DM undirected network were: complicated hypertension and atherosclerosis/peripheral vascular disease (degree: 32), cholecystitis/cholelithiasis, retinopathy and peripheral neuritis/neuropathy (degree: 31). T2DM has moderate number of connections and centrality but is associated with conditions with high scores in the multimorbidity network (neuropathy, anaemia and digestive diseases), and severe conditions with poor prognosis. The strongest associations from T2DM directed networks were to retinopathy (OR: 23.8), glomerulonephritis/nephrosis (OR: 3.4), peripheral neuritis/neuropathy (OR: 2.7) and pancreas cancer (OR: 2.4). Temporal associations showed the relevance of retinopathy in the progression to complicated hypertension, cerebrovascular disease, ischemic heart disease and organ failure. Nature Publishing Group UK 2020-02-12 /pmc/articles/PMC7016191/ /pubmed/32051506 http://dx.doi.org/10.1038/s41598-020-59336-1 Text en © The Author(s) 2020 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Aguado, Alba Moratalla-Navarro, Ferran López-Simarro, Flora Moreno, Victor MorbiNet: multimorbidity networks in adult general population. Analysis of type 2 diabetes mellitus comorbidity |
title | MorbiNet: multimorbidity networks in adult general population. Analysis of type 2 diabetes mellitus comorbidity |
title_full | MorbiNet: multimorbidity networks in adult general population. Analysis of type 2 diabetes mellitus comorbidity |
title_fullStr | MorbiNet: multimorbidity networks in adult general population. Analysis of type 2 diabetes mellitus comorbidity |
title_full_unstemmed | MorbiNet: multimorbidity networks in adult general population. Analysis of type 2 diabetes mellitus comorbidity |
title_short | MorbiNet: multimorbidity networks in adult general population. Analysis of type 2 diabetes mellitus comorbidity |
title_sort | morbinet: multimorbidity networks in adult general population. analysis of type 2 diabetes mellitus comorbidity |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7016191/ https://www.ncbi.nlm.nih.gov/pubmed/32051506 http://dx.doi.org/10.1038/s41598-020-59336-1 |
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