Cargando…
A nomogram based on a patient-reported outcomes measure: predicting the risk of readmission for patients with chronic heart failure
BACKGROUND: Health-related quality of life, as evaluated by a patient-reported outcomes measure (PROM), is an important prognostic marker in patients with chronic heart failure. This study aimed to use PROM to establish an effective readmission nomogram for chronic heart failure. METHODS: Using a PR...
Autores principales: | , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7450976/ https://www.ncbi.nlm.nih.gov/pubmed/32854729 http://dx.doi.org/10.1186/s12955-020-01534-6 |
_version_ | 1783574898065539072 |
---|---|
author | Han, Qiang Ren, Jia Tian, Jing Yang, Hong Zhang, Qing Wang, Ruoya Zhao, Jinghua Han, Linai Li, Chenhao Yan, Jingjing Wang, Ke Zheng, Chu Han, Qinghua Zhang, Yanbo |
author_facet | Han, Qiang Ren, Jia Tian, Jing Yang, Hong Zhang, Qing Wang, Ruoya Zhao, Jinghua Han, Linai Li, Chenhao Yan, Jingjing Wang, Ke Zheng, Chu Han, Qinghua Zhang, Yanbo |
author_sort | Han, Qiang |
collection | PubMed |
description | BACKGROUND: Health-related quality of life, as evaluated by a patient-reported outcomes measure (PROM), is an important prognostic marker in patients with chronic heart failure. This study aimed to use PROM to establish an effective readmission nomogram for chronic heart failure. METHODS: Using a PROM as a measurement tool, we conducted a readmission nomogram for chronic heart failure on a prospective observational study comprising of 454 patients with chronic heart failure hospitalized between May 2017 to January 2020. A Concordance index and calibration curve were used to evaluate the discriminative ability and predictive accuracy of the nomogram. A bootstrap resampling method was used for internal validation of results. RESULTS: The median follow-up period in the study was 372 days. After a final COX regression analysis, the gender, income, health care, appetite-sleep, anxiety, depression, paranoia, support, and independence were identified and included in the nomogram. The nomogram showed moderate discrimination, with a concordance index of 0.737 (95% CI 0.673–0.800). The calibration curves for the probability of readmission for patients with chronic heart failure showed high consistency between the probability, as predicted, and the actual probability. CONCLUSIONS: This model offers a platform to assess the risk of readmission for different populations with CHF and can assist clinicians with personalized treatment recommendations. |
format | Online Article Text |
id | pubmed-7450976 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-74509762020-08-28 A nomogram based on a patient-reported outcomes measure: predicting the risk of readmission for patients with chronic heart failure Han, Qiang Ren, Jia Tian, Jing Yang, Hong Zhang, Qing Wang, Ruoya Zhao, Jinghua Han, Linai Li, Chenhao Yan, Jingjing Wang, Ke Zheng, Chu Han, Qinghua Zhang, Yanbo Health Qual Life Outcomes Research BACKGROUND: Health-related quality of life, as evaluated by a patient-reported outcomes measure (PROM), is an important prognostic marker in patients with chronic heart failure. This study aimed to use PROM to establish an effective readmission nomogram for chronic heart failure. METHODS: Using a PROM as a measurement tool, we conducted a readmission nomogram for chronic heart failure on a prospective observational study comprising of 454 patients with chronic heart failure hospitalized between May 2017 to January 2020. A Concordance index and calibration curve were used to evaluate the discriminative ability and predictive accuracy of the nomogram. A bootstrap resampling method was used for internal validation of results. RESULTS: The median follow-up period in the study was 372 days. After a final COX regression analysis, the gender, income, health care, appetite-sleep, anxiety, depression, paranoia, support, and independence were identified and included in the nomogram. The nomogram showed moderate discrimination, with a concordance index of 0.737 (95% CI 0.673–0.800). The calibration curves for the probability of readmission for patients with chronic heart failure showed high consistency between the probability, as predicted, and the actual probability. CONCLUSIONS: This model offers a platform to assess the risk of readmission for different populations with CHF and can assist clinicians with personalized treatment recommendations. BioMed Central 2020-08-27 /pmc/articles/PMC7450976/ /pubmed/32854729 http://dx.doi.org/10.1186/s12955-020-01534-6 Text en © The Author(s) 2020 Open AccessThis 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/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Han, Qiang Ren, Jia Tian, Jing Yang, Hong Zhang, Qing Wang, Ruoya Zhao, Jinghua Han, Linai Li, Chenhao Yan, Jingjing Wang, Ke Zheng, Chu Han, Qinghua Zhang, Yanbo A nomogram based on a patient-reported outcomes measure: predicting the risk of readmission for patients with chronic heart failure |
title | A nomogram based on a patient-reported outcomes measure: predicting the risk of readmission for patients with chronic heart failure |
title_full | A nomogram based on a patient-reported outcomes measure: predicting the risk of readmission for patients with chronic heart failure |
title_fullStr | A nomogram based on a patient-reported outcomes measure: predicting the risk of readmission for patients with chronic heart failure |
title_full_unstemmed | A nomogram based on a patient-reported outcomes measure: predicting the risk of readmission for patients with chronic heart failure |
title_short | A nomogram based on a patient-reported outcomes measure: predicting the risk of readmission for patients with chronic heart failure |
title_sort | nomogram based on a patient-reported outcomes measure: predicting the risk of readmission for patients with chronic heart failure |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7450976/ https://www.ncbi.nlm.nih.gov/pubmed/32854729 http://dx.doi.org/10.1186/s12955-020-01534-6 |
work_keys_str_mv | AT hanqiang anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT renjia anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT tianjing anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT yanghong anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT zhangqing anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT wangruoya anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT zhaojinghua anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT hanlinai anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT lichenhao anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT yanjingjing anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT wangke anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT zhengchu anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT hanqinghua anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT zhangyanbo anomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT hanqiang nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT renjia nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT tianjing nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT yanghong nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT zhangqing nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT wangruoya nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT zhaojinghua nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT hanlinai nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT lichenhao nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT yanjingjing nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT wangke nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT zhengchu nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT hanqinghua nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure AT zhangyanbo nomogrambasedonapatientreportedoutcomesmeasurepredictingtheriskofreadmissionforpatientswithchronicheartfailure |