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Importance of Simultaneous Evaluation of Multiple Risk Factors for Hemodialysis Patients’ Mortality and Development of a Novel Index: Dialysis Outcomes and Practice Patterns Study

BACKGROUND: For hemodialysis (HD) patients, many risk factors for death are associated with each other intricately. However, they are often considered separately in clinical settings. We evaluated the maintenance HD patients’ risk of death within one year from multiple risk factors simultaneously co...

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Autores principales: Kanda, Eiichiro, Bieber, Brian A., Pisoni, Ronald L., Robinson, Bruce M., Fuller, Douglas S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4451281/
https://www.ncbi.nlm.nih.gov/pubmed/26030526
http://dx.doi.org/10.1371/journal.pone.0128652
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author Kanda, Eiichiro
Bieber, Brian A.
Pisoni, Ronald L.
Robinson, Bruce M.
Fuller, Douglas S.
author_facet Kanda, Eiichiro
Bieber, Brian A.
Pisoni, Ronald L.
Robinson, Bruce M.
Fuller, Douglas S.
author_sort Kanda, Eiichiro
collection PubMed
description BACKGROUND: For hemodialysis (HD) patients, many risk factors for death are associated with each other intricately. However, they are often considered separately in clinical settings. We evaluated the maintenance HD patients’ risk of death within one year from multiple risk factors simultaneously considering their interrelationships using a novel index (survival index, SI) for HD patients in the United States developed using data from the Dialysis Outcomes and Practice Patterns Study (DOPPS). METHODS: We analyzed data from 3899 and 3765 patients to develop and validate SI, respectively. To predict death within one year, candidate models were developed using logistic regression models. The final model was determined by comparing the accuracy among the models for the prediction of deaths. RESULTS: The model included age; body mass index; serum creatinine, albumin, total cholesterol and phosphorus levels; history of cardiovascular diseases; and arteriovenous fistula use. SI showed a higher accuracy in predicting death (c-statistic, 0.739) than geriatric nutritional risk index (0.647) and serum albumin level (0.637). The probability of death predicted on the basis of SI matched the observed number of deaths. Cox proportional hazard models for time-dependent SI showed that patients with low SI had a higher risk of death than patients with high SI [reference, Group 4 (26.1≤SI)]; Group 1 (SI<12.7), adjusted hazard ratio, 7.97 (95% CI, 5.02, 12.65); Group 2 (12.7≤SI<19.0), 3.18 (95% CI, 1.96, 5.16); Group 3 (19.0≤SI<26.1), 2.20 (95% CI, 1.33, 3.66). CONCLUSION: Results of this study suggest that the simultaneous evaluation of multiple risk factors can more accurately assess patients’ prognosis and identify patients at an increased risk of death than single factors.
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spelling pubmed-44512812015-06-09 Importance of Simultaneous Evaluation of Multiple Risk Factors for Hemodialysis Patients’ Mortality and Development of a Novel Index: Dialysis Outcomes and Practice Patterns Study Kanda, Eiichiro Bieber, Brian A. Pisoni, Ronald L. Robinson, Bruce M. Fuller, Douglas S. PLoS One Research Article BACKGROUND: For hemodialysis (HD) patients, many risk factors for death are associated with each other intricately. However, they are often considered separately in clinical settings. We evaluated the maintenance HD patients’ risk of death within one year from multiple risk factors simultaneously considering their interrelationships using a novel index (survival index, SI) for HD patients in the United States developed using data from the Dialysis Outcomes and Practice Patterns Study (DOPPS). METHODS: We analyzed data from 3899 and 3765 patients to develop and validate SI, respectively. To predict death within one year, candidate models were developed using logistic regression models. The final model was determined by comparing the accuracy among the models for the prediction of deaths. RESULTS: The model included age; body mass index; serum creatinine, albumin, total cholesterol and phosphorus levels; history of cardiovascular diseases; and arteriovenous fistula use. SI showed a higher accuracy in predicting death (c-statistic, 0.739) than geriatric nutritional risk index (0.647) and serum albumin level (0.637). The probability of death predicted on the basis of SI matched the observed number of deaths. Cox proportional hazard models for time-dependent SI showed that patients with low SI had a higher risk of death than patients with high SI [reference, Group 4 (26.1≤SI)]; Group 1 (SI<12.7), adjusted hazard ratio, 7.97 (95% CI, 5.02, 12.65); Group 2 (12.7≤SI<19.0), 3.18 (95% CI, 1.96, 5.16); Group 3 (19.0≤SI<26.1), 2.20 (95% CI, 1.33, 3.66). CONCLUSION: Results of this study suggest that the simultaneous evaluation of multiple risk factors can more accurately assess patients’ prognosis and identify patients at an increased risk of death than single factors. Public Library of Science 2015-06-01 /pmc/articles/PMC4451281/ /pubmed/26030526 http://dx.doi.org/10.1371/journal.pone.0128652 Text en © 2015 Kanda et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Kanda, Eiichiro
Bieber, Brian A.
Pisoni, Ronald L.
Robinson, Bruce M.
Fuller, Douglas S.
Importance of Simultaneous Evaluation of Multiple Risk Factors for Hemodialysis Patients’ Mortality and Development of a Novel Index: Dialysis Outcomes and Practice Patterns Study
title Importance of Simultaneous Evaluation of Multiple Risk Factors for Hemodialysis Patients’ Mortality and Development of a Novel Index: Dialysis Outcomes and Practice Patterns Study
title_full Importance of Simultaneous Evaluation of Multiple Risk Factors for Hemodialysis Patients’ Mortality and Development of a Novel Index: Dialysis Outcomes and Practice Patterns Study
title_fullStr Importance of Simultaneous Evaluation of Multiple Risk Factors for Hemodialysis Patients’ Mortality and Development of a Novel Index: Dialysis Outcomes and Practice Patterns Study
title_full_unstemmed Importance of Simultaneous Evaluation of Multiple Risk Factors for Hemodialysis Patients’ Mortality and Development of a Novel Index: Dialysis Outcomes and Practice Patterns Study
title_short Importance of Simultaneous Evaluation of Multiple Risk Factors for Hemodialysis Patients’ Mortality and Development of a Novel Index: Dialysis Outcomes and Practice Patterns Study
title_sort importance of simultaneous evaluation of multiple risk factors for hemodialysis patients’ mortality and development of a novel index: dialysis outcomes and practice patterns study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4451281/
https://www.ncbi.nlm.nih.gov/pubmed/26030526
http://dx.doi.org/10.1371/journal.pone.0128652
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