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Japan Heart Failure Model ― Derivation and Accuracy of Survival Prediction in Japanese Heart Failure Patients ―
Background: Accurate prognosis for heart failure (HF) survival is important for quality of life, treatment decisions, and early evaluation of new therapies and devices. Here, we developed a multivariate risk model for predicting survival in Japanese patients with HF, using parameters that are readil...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Japanese Circulation Society
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7925129/ https://www.ncbi.nlm.nih.gov/pubmed/33693072 http://dx.doi.org/10.1253/circrep.CR-18-0007 |
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author | Miyagawa, Shigeru Pak, Kyongsun Hikoso, Shungo Ohtani, Tomohito Amiya, Eisuke Sakata, Yasushi Ueda, Shinichiro Takeuchi, Masahiro Komuro, Issei Sawa, Yoshiki |
author_facet | Miyagawa, Shigeru Pak, Kyongsun Hikoso, Shungo Ohtani, Tomohito Amiya, Eisuke Sakata, Yasushi Ueda, Shinichiro Takeuchi, Masahiro Komuro, Issei Sawa, Yoshiki |
author_sort | Miyagawa, Shigeru |
collection | PubMed |
description | Background: Accurate prognosis for heart failure (HF) survival is important for quality of life, treatment decisions, and early evaluation of new therapies and devices. Here, we developed a multivariate risk model for predicting survival in Japanese patients with HF, using parameters that are readily observable in a clinical setting. Methods and Results: We analyzed data for 1,214 adults with HF (EF <35%). Of 424 available clinical baseline factors in the derivation dataset, 17 candidate predictors were identified on Cox proportional hazards regression. These predictors were assessed for clinical relevance and tested in candidate models using cross-validated 5-year C-statistics. This process yielded a set of 14 covariates with good accuracy for predicting actual 5-year survival: age; LVEF; albumin; BMI; Hb; sodium; history of renal dysfunction, diabetes, or chronic dialysis; times HF recurred or required readmission to the hospital; use of cardiac drip, thiazide diuretic, or per oral inotropic agent; and loop diuretic dosage. These 14 variables were used to establish the Japan Heart Failure Model (JHFM) for predicting survival in patients with HF. When applied to an independent validation dataset, the results from the JHFM were closer to actual survival than those of the Seattle Heart Failure Model. Conclusions: JHFM predictions for 5-year survival had good accuracy for Japanese patients with HF. The JHFM uses parameters that can be measured at any hospital. |
format | Online Article Text |
id | pubmed-7925129 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | The Japanese Circulation Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-79251292021-03-09 Japan Heart Failure Model ― Derivation and Accuracy of Survival Prediction in Japanese Heart Failure Patients ― Miyagawa, Shigeru Pak, Kyongsun Hikoso, Shungo Ohtani, Tomohito Amiya, Eisuke Sakata, Yasushi Ueda, Shinichiro Takeuchi, Masahiro Komuro, Issei Sawa, Yoshiki Circ Rep Original article Background: Accurate prognosis for heart failure (HF) survival is important for quality of life, treatment decisions, and early evaluation of new therapies and devices. Here, we developed a multivariate risk model for predicting survival in Japanese patients with HF, using parameters that are readily observable in a clinical setting. Methods and Results: We analyzed data for 1,214 adults with HF (EF <35%). Of 424 available clinical baseline factors in the derivation dataset, 17 candidate predictors were identified on Cox proportional hazards regression. These predictors were assessed for clinical relevance and tested in candidate models using cross-validated 5-year C-statistics. This process yielded a set of 14 covariates with good accuracy for predicting actual 5-year survival: age; LVEF; albumin; BMI; Hb; sodium; history of renal dysfunction, diabetes, or chronic dialysis; times HF recurred or required readmission to the hospital; use of cardiac drip, thiazide diuretic, or per oral inotropic agent; and loop diuretic dosage. These 14 variables were used to establish the Japan Heart Failure Model (JHFM) for predicting survival in patients with HF. When applied to an independent validation dataset, the results from the JHFM were closer to actual survival than those of the Seattle Heart Failure Model. Conclusions: JHFM predictions for 5-year survival had good accuracy for Japanese patients with HF. The JHFM uses parameters that can be measured at any hospital. The Japanese Circulation Society 2018-12-12 /pmc/articles/PMC7925129/ /pubmed/33693072 http://dx.doi.org/10.1253/circrep.CR-18-0007 Text en Copyright © 2019, THE JAPANESE CIRCULATION SOCIETY This article is licensed under a Creative Commons [Attribution-NonCommercial-NoDerivatives 4.0 International] license.https://creativecommons.org/licenses/by-nc-nd/4.0/ |
spellingShingle | Original article Miyagawa, Shigeru Pak, Kyongsun Hikoso, Shungo Ohtani, Tomohito Amiya, Eisuke Sakata, Yasushi Ueda, Shinichiro Takeuchi, Masahiro Komuro, Issei Sawa, Yoshiki Japan Heart Failure Model ― Derivation and Accuracy of Survival Prediction in Japanese Heart Failure Patients ― |
title | Japan Heart Failure Model ― Derivation and Accuracy of Survival Prediction in Japanese Heart Failure Patients ― |
title_full | Japan Heart Failure Model ― Derivation and Accuracy of Survival Prediction in Japanese Heart Failure Patients ― |
title_fullStr | Japan Heart Failure Model ― Derivation and Accuracy of Survival Prediction in Japanese Heart Failure Patients ― |
title_full_unstemmed | Japan Heart Failure Model ― Derivation and Accuracy of Survival Prediction in Japanese Heart Failure Patients ― |
title_short | Japan Heart Failure Model ― Derivation and Accuracy of Survival Prediction in Japanese Heart Failure Patients ― |
title_sort | japan heart failure model ― derivation and accuracy of survival prediction in japanese heart failure patients ― |
topic | Original article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7925129/ https://www.ncbi.nlm.nih.gov/pubmed/33693072 http://dx.doi.org/10.1253/circrep.CR-18-0007 |
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