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Joint modeling of longitudinal change of fasting blood sugar and systolic blood pressure with survival time to death among hypertension patients
Hypertension is a universal public health challenge and a leading modifiable risk factor for cardiovascular disease and death. It is also called high blood pressure, described by two measured quantities systolic blood pressure (SBP) 140 mmHg or greater and diastolic blood pressure (DBP) 90 mmHg or g...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9829904/ https://www.ncbi.nlm.nih.gov/pubmed/36624104 http://dx.doi.org/10.1038/s41598-022-27120-y |
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author | Erango, Markos Abiso |
author_facet | Erango, Markos Abiso |
author_sort | Erango, Markos Abiso |
collection | PubMed |
description | Hypertension is a universal public health challenge and a leading modifiable risk factor for cardiovascular disease and death. It is also called high blood pressure, described by two measured quantities systolic blood pressure (SBP) 140 mmHg or greater and diastolic blood pressure (DBP) 90 mmHg or greater. As the result, this study aims to use the joint model application to identify the factors that affect longitudinal changes in fasting blood sugar, SBP, and survival time to death of hypertension patients and their associations admitted to the Arba Minch General Hospital. We considered a total of 354 random samples of hypertension patients who had under follow-up at Arba Minch general hospital from January 2012 to February 2020. Among 2330 hypertension patients under follow-up, 354 were selected with a simple random sampling technique, and data was collected from the patient’s medical cards. After evaluating the longitudinal data with a linear mixed model and the baseline data with Cox proportional models, the joint models of both sub-models were assessed in R software version 4.2. According to the findings, the association between longitudinal changes (FBS, SBP, and time to death in hypertension patients was statistically significant. Ages, place of residence, lifestyle change, stages of hypertension, blood cholesterol level, related diseases, adherence to treatment, family history of hypertension patients, and DBP at baseline were associated factors that affect survival time and longitudinal measurement of FBS and SBP of the patients. The computed association parameters revealed subject-specific values. The subject-specific linear time slope of FBS and SBP was negatively related to the hazard rate of time to death of hypertension patients in Arba Minch general hospital. To reduce the risk of hypertension in patients, health professionals, governmental organizations, and non-governmental organizations must promote the implementation of community-based screening programs for early detection of hypertension. |
format | Online Article Text |
id | pubmed-9829904 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-98299042023-01-11 Joint modeling of longitudinal change of fasting blood sugar and systolic blood pressure with survival time to death among hypertension patients Erango, Markos Abiso Sci Rep Article Hypertension is a universal public health challenge and a leading modifiable risk factor for cardiovascular disease and death. It is also called high blood pressure, described by two measured quantities systolic blood pressure (SBP) 140 mmHg or greater and diastolic blood pressure (DBP) 90 mmHg or greater. As the result, this study aims to use the joint model application to identify the factors that affect longitudinal changes in fasting blood sugar, SBP, and survival time to death of hypertension patients and their associations admitted to the Arba Minch General Hospital. We considered a total of 354 random samples of hypertension patients who had under follow-up at Arba Minch general hospital from January 2012 to February 2020. Among 2330 hypertension patients under follow-up, 354 were selected with a simple random sampling technique, and data was collected from the patient’s medical cards. After evaluating the longitudinal data with a linear mixed model and the baseline data with Cox proportional models, the joint models of both sub-models were assessed in R software version 4.2. According to the findings, the association between longitudinal changes (FBS, SBP, and time to death in hypertension patients was statistically significant. Ages, place of residence, lifestyle change, stages of hypertension, blood cholesterol level, related diseases, adherence to treatment, family history of hypertension patients, and DBP at baseline were associated factors that affect survival time and longitudinal measurement of FBS and SBP of the patients. The computed association parameters revealed subject-specific values. The subject-specific linear time slope of FBS and SBP was negatively related to the hazard rate of time to death of hypertension patients in Arba Minch general hospital. To reduce the risk of hypertension in patients, health professionals, governmental organizations, and non-governmental organizations must promote the implementation of community-based screening programs for early detection of hypertension. Nature Publishing Group UK 2023-01-09 /pmc/articles/PMC9829904/ /pubmed/36624104 http://dx.doi.org/10.1038/s41598-022-27120-y Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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 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 | Article Erango, Markos Abiso Joint modeling of longitudinal change of fasting blood sugar and systolic blood pressure with survival time to death among hypertension patients |
title | Joint modeling of longitudinal change of fasting blood sugar and systolic blood pressure with survival time to death among hypertension patients |
title_full | Joint modeling of longitudinal change of fasting blood sugar and systolic blood pressure with survival time to death among hypertension patients |
title_fullStr | Joint modeling of longitudinal change of fasting blood sugar and systolic blood pressure with survival time to death among hypertension patients |
title_full_unstemmed | Joint modeling of longitudinal change of fasting blood sugar and systolic blood pressure with survival time to death among hypertension patients |
title_short | Joint modeling of longitudinal change of fasting blood sugar and systolic blood pressure with survival time to death among hypertension patients |
title_sort | joint modeling of longitudinal change of fasting blood sugar and systolic blood pressure with survival time to death among hypertension patients |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9829904/ https://www.ncbi.nlm.nih.gov/pubmed/36624104 http://dx.doi.org/10.1038/s41598-022-27120-y |
work_keys_str_mv | AT erangomarkosabiso jointmodelingoflongitudinalchangeoffastingbloodsugarandsystolicbloodpressurewithsurvivaltimetodeathamonghypertensionpatients |