A five-year longitudinal study of the relation between end-stage kidney disease as the outcomes

Abstract Background Patients with end-stage kidney disease (ESKD) are required to undergo consecutive time-based blood and biochemical tests to determine the progression of the disease according to changes in their blood and biochemical data. This study employed a random intercept model to investiga...

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Main Authors: Hsiu-Lan Li, Pei-Hui Tai, Yi-Ting Hwang, Shih-Wei Lin
Format: Article
Language:English
Published: BMC 2020-04-01
Series:BMC Nephrology
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12882-020-01795-9
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spelling doaj-96cd5802a5e740439fbdced8c2fc40022020-11-25T02:29:59ZengBMCBMC Nephrology1471-23692020-04-0121111010.1186/s12882-020-01795-9A five-year longitudinal study of the relation between end-stage kidney disease as the outcomesHsiu-Lan Li0Pei-Hui Tai1Yi-Ting Hwang2Shih-Wei Lin3Graduate Institute of Business and Management, Chang Gung UniversityDepartment of Nursing, En Cku Kong HospitalDepartment of Statistics, National Taipei UniversityDepartment of Information Management, Chang Gung UniversityAbstract Background Patients with end-stage kidney disease (ESKD) are required to undergo consecutive time-based blood and biochemical tests to determine the progression of the disease according to changes in their blood and biochemical data. This study employed a random intercept model to investigate whether time-based blood and biochemical data present any notable clinical meaning that can be used to track disease progression. Methods This study conducted a retrospective analysis on the dialytic data of 148 patients with ESKD, who received hemodialysis between January 2005 and December 2015. The patients were all at least 20 years old, and the data used included patient demographic information and results for at least 60 blood and biochemical tests. A random intercept model was used to analyze the relationships among blood and biochemical test results, explanatory variables of patient comorbidities, and time. Results The age range of patients was between 33 and 98 years, with an average of 66.1 years and those over 65 years old comprising 51.3% (n = 76) of the total. Furthermore, hypertension was found to be the most common comorbidity among patients (87.2%, n = 129), followed by anemia (48.6%, n = 72), diabetes (47.3%, n = 70), dyslipidemia (19.6%, n = 29), and peptic ulcer (19.6%, n = 29). Coronary atherosclerotic heart disease is a comorbidity that can serve as a strong and independent marker for prognosis in patients with ESKD. Serum creatinine level can serve as an alternative indicator because patients with ESKD and comorbid diabetes may exhibit increased creatinine levels. Conclusions The results of a parameter estimation for longitudinal data analysis suggested that comorbidity and time were critical variables influencing blood and biochemical test results. Furthermore, WBC and HBC, HCT, albumin, protein, and creatinine levels were recognized as variables of critical significance. The results obtained in this study indicate that multimorbidity increases the treatment burden on patients, leading to polypharmacy. For this reason, comprehensive care and treatment of ESKD cannot rely solely on data from one single time point; instead, longitudinal analysis and other data that can affect patient prognosis must also be considered.http://link.springer.com/article/10.1186/s12882-020-01795-9End-stage kidney diseaseEnd-stage renal diseaseLongitudinal StudyComorbidity
collection DOAJ
language English
format Article
sources DOAJ
author Hsiu-Lan Li
Pei-Hui Tai
Yi-Ting Hwang
Shih-Wei Lin
spellingShingle Hsiu-Lan Li
Pei-Hui Tai
Yi-Ting Hwang
Shih-Wei Lin
A five-year longitudinal study of the relation between end-stage kidney disease as the outcomes
BMC Nephrology
End-stage kidney disease
End-stage renal disease
Longitudinal Study
Comorbidity
author_facet Hsiu-Lan Li
Pei-Hui Tai
Yi-Ting Hwang
Shih-Wei Lin
author_sort Hsiu-Lan Li
title A five-year longitudinal study of the relation between end-stage kidney disease as the outcomes
title_short A five-year longitudinal study of the relation between end-stage kidney disease as the outcomes
title_full A five-year longitudinal study of the relation between end-stage kidney disease as the outcomes
title_fullStr A five-year longitudinal study of the relation between end-stage kidney disease as the outcomes
title_full_unstemmed A five-year longitudinal study of the relation between end-stage kidney disease as the outcomes
title_sort five-year longitudinal study of the relation between end-stage kidney disease as the outcomes
publisher BMC
series BMC Nephrology
issn 1471-2369
publishDate 2020-04-01
description Abstract Background Patients with end-stage kidney disease (ESKD) are required to undergo consecutive time-based blood and biochemical tests to determine the progression of the disease according to changes in their blood and biochemical data. This study employed a random intercept model to investigate whether time-based blood and biochemical data present any notable clinical meaning that can be used to track disease progression. Methods This study conducted a retrospective analysis on the dialytic data of 148 patients with ESKD, who received hemodialysis between January 2005 and December 2015. The patients were all at least 20 years old, and the data used included patient demographic information and results for at least 60 blood and biochemical tests. A random intercept model was used to analyze the relationships among blood and biochemical test results, explanatory variables of patient comorbidities, and time. Results The age range of patients was between 33 and 98 years, with an average of 66.1 years and those over 65 years old comprising 51.3% (n = 76) of the total. Furthermore, hypertension was found to be the most common comorbidity among patients (87.2%, n = 129), followed by anemia (48.6%, n = 72), diabetes (47.3%, n = 70), dyslipidemia (19.6%, n = 29), and peptic ulcer (19.6%, n = 29). Coronary atherosclerotic heart disease is a comorbidity that can serve as a strong and independent marker for prognosis in patients with ESKD. Serum creatinine level can serve as an alternative indicator because patients with ESKD and comorbid diabetes may exhibit increased creatinine levels. Conclusions The results of a parameter estimation for longitudinal data analysis suggested that comorbidity and time were critical variables influencing blood and biochemical test results. Furthermore, WBC and HBC, HCT, albumin, protein, and creatinine levels were recognized as variables of critical significance. The results obtained in this study indicate that multimorbidity increases the treatment burden on patients, leading to polypharmacy. For this reason, comprehensive care and treatment of ESKD cannot rely solely on data from one single time point; instead, longitudinal analysis and other data that can affect patient prognosis must also be considered.
topic End-stage kidney disease
End-stage renal disease
Longitudinal Study
Comorbidity
url http://link.springer.com/article/10.1186/s12882-020-01795-9
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