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Derivation and validation of a simple, accurate and robust prediction rule for risk of mortality in patients with Clostridium difficile infection
BACKGROUND: Clostridium difficile infection poses a significant healthcare burden. However, the derivation of a simple, evidence based prediction rule to assist patient management has not yet been described. This study aimed to identify such a prediction rule to stratify hospital inpatients accordin...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3733667/ https://www.ncbi.nlm.nih.gov/pubmed/23849267 http://dx.doi.org/10.1186/1471-2334-13-316 |
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author | Butt, Emma Foster, Jane AH Keedwell, Edward Bell, Julia EA Titball, Richard W Bhangu, Aneel Michell, Stephen L Sheridan, Ray |
author_facet | Butt, Emma Foster, Jane AH Keedwell, Edward Bell, Julia EA Titball, Richard W Bhangu, Aneel Michell, Stephen L Sheridan, Ray |
author_sort | Butt, Emma |
collection | PubMed |
description | BACKGROUND: Clostridium difficile infection poses a significant healthcare burden. However, the derivation of a simple, evidence based prediction rule to assist patient management has not yet been described. This study aimed to identify such a prediction rule to stratify hospital inpatients according to risk of all-cause mortality, at initial diagnosis of infection. METHOD: Univariate, multivariate and decision tree procedures were used to deduce a prediction rule from over 186 variables; retrospectively collated from clinical data for 213 patients. The resulting prediction rule was validated on independent data from a cohort of 158 patients described by Bhangu et al. (Colorectal Disease, 12(3):241-246, 2010). RESULTS: Serum albumin levels (g/L) (P = 0.001), respiratory rate (resps /min) (P = 0.002), C-reactive protein (mg/L) (P = 0.034) and white cell count (mcL) (P = 0.049) were predictors of all-cause mortality. Threshold levels of serum albumin ≤ 24.5 g/L, C- reactive protein >228 mg/L, respiratory rate >17 resps/min and white cell count >12 × 10(3) mcL were associated with an increased risk of all-cause mortality. A simple four variable prediction rule was devised based on these threshold levels and when tested on the initial data, yield an area under the curve score of 0.754 (P < 0.001) using receiver operating characteristics. The prediction rule was then evaluated using independent data, and yield an area under the curve score of 0.653 (P = 0.001). CONCLUSIONS: Four easily measurable clinical variables can be used to assess the risk of mortality of patients with Clostridium difficile infection and remains robust with respect to independent data. |
format | Online Article Text |
id | pubmed-3733667 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-37336672013-08-06 Derivation and validation of a simple, accurate and robust prediction rule for risk of mortality in patients with Clostridium difficile infection Butt, Emma Foster, Jane AH Keedwell, Edward Bell, Julia EA Titball, Richard W Bhangu, Aneel Michell, Stephen L Sheridan, Ray BMC Infect Dis Research Article BACKGROUND: Clostridium difficile infection poses a significant healthcare burden. However, the derivation of a simple, evidence based prediction rule to assist patient management has not yet been described. This study aimed to identify such a prediction rule to stratify hospital inpatients according to risk of all-cause mortality, at initial diagnosis of infection. METHOD: Univariate, multivariate and decision tree procedures were used to deduce a prediction rule from over 186 variables; retrospectively collated from clinical data for 213 patients. The resulting prediction rule was validated on independent data from a cohort of 158 patients described by Bhangu et al. (Colorectal Disease, 12(3):241-246, 2010). RESULTS: Serum albumin levels (g/L) (P = 0.001), respiratory rate (resps /min) (P = 0.002), C-reactive protein (mg/L) (P = 0.034) and white cell count (mcL) (P = 0.049) were predictors of all-cause mortality. Threshold levels of serum albumin ≤ 24.5 g/L, C- reactive protein >228 mg/L, respiratory rate >17 resps/min and white cell count >12 × 10(3) mcL were associated with an increased risk of all-cause mortality. A simple four variable prediction rule was devised based on these threshold levels and when tested on the initial data, yield an area under the curve score of 0.754 (P < 0.001) using receiver operating characteristics. The prediction rule was then evaluated using independent data, and yield an area under the curve score of 0.653 (P = 0.001). CONCLUSIONS: Four easily measurable clinical variables can be used to assess the risk of mortality of patients with Clostridium difficile infection and remains robust with respect to independent data. BioMed Central 2013-07-12 /pmc/articles/PMC3733667/ /pubmed/23849267 http://dx.doi.org/10.1186/1471-2334-13-316 Text en Copyright © 2013 Butt et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Butt, Emma Foster, Jane AH Keedwell, Edward Bell, Julia EA Titball, Richard W Bhangu, Aneel Michell, Stephen L Sheridan, Ray Derivation and validation of a simple, accurate and robust prediction rule for risk of mortality in patients with Clostridium difficile infection |
title | Derivation and validation of a simple, accurate and robust prediction rule for risk of mortality in patients with Clostridium difficile infection |
title_full | Derivation and validation of a simple, accurate and robust prediction rule for risk of mortality in patients with Clostridium difficile infection |
title_fullStr | Derivation and validation of a simple, accurate and robust prediction rule for risk of mortality in patients with Clostridium difficile infection |
title_full_unstemmed | Derivation and validation of a simple, accurate and robust prediction rule for risk of mortality in patients with Clostridium difficile infection |
title_short | Derivation and validation of a simple, accurate and robust prediction rule for risk of mortality in patients with Clostridium difficile infection |
title_sort | derivation and validation of a simple, accurate and robust prediction rule for risk of mortality in patients with clostridium difficile infection |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3733667/ https://www.ncbi.nlm.nih.gov/pubmed/23849267 http://dx.doi.org/10.1186/1471-2334-13-316 |
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