TY - JOUR
T1 - The Patient- And Nutrition-Derived Outcome Risk Assessment score (PANDORA)
T2 - Development of a simple predictive risk score for 30-day in-hospital mortality based on demographics, clinical observation, and nutrition
AU - Hiesmayr, Michael
AU - Frantal, Sophie
AU - Schindler, Karin
AU - Themessl-Huber, Michael
AU - Mouhieddine, Mohamed
AU - Schuh, Christian
AU - Pernicka, Elisabeth
AU - Schneider, Stéphane
AU - Singer, Pierre
AU - Ljunqvist, Olle
AU - Pichard, Claude
AU - Laviano, Alessandro
AU - Kosak, Sigrid
AU - Bauer, Peter
N1 - Publisher Copyright:
© 2015 Hiesmayr et al. 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 credited.
PY - 2015/5/22
Y1 - 2015/5/22
N2 - Objective: To develop a simple scoring system to predict 30 day in-hospital mortality of in-patients excluding those from intensive care units based on easily obtainable demographic, disease and nutrition related patient data. Methods: Score development with general estimation equation methodology and model selection by P-value thresholding based on a cross-sectional sample of 52 risk indicators with 123 item classes collected with questionnaires and stored in an multilingual online database. Setting: Worldwide prospective cross-sectional cohort with 30 day in-hospital mortality from the nutritionDay 2006-2009 and an external validation sample from 2012. Results: We included 43894 patients from 2480 units in 32 countries. 1631(3.72%) patients died within 30 days in hospital. The Patient- And Nutrition-Derived Outcome Risk Assessment (PANDORA) score predicts 30-day hospital mortality based on 7 indicators with 31 item classes on a scale from 0 to 75 points. The indicators are age (0 to 17 points), nutrient intake on nutritionDay (0 to 12 points), mobility (0 to 11 points), fluid status (0 to 10 points), BMI (0 to 9 points), cancer (9 points) and main patient group (0 to 7 points). An appropriate model fit has been achieved. The area under the receiver operating characteristic curve for mortality prediction was 0.82 in the development sample and 0.79 in the external validation sample. Conclusions: The PANDORA score is a simple, robust scoring system for a general population of hospitalised patients to be used for risk stratification and benchmarking.
AB - Objective: To develop a simple scoring system to predict 30 day in-hospital mortality of in-patients excluding those from intensive care units based on easily obtainable demographic, disease and nutrition related patient data. Methods: Score development with general estimation equation methodology and model selection by P-value thresholding based on a cross-sectional sample of 52 risk indicators with 123 item classes collected with questionnaires and stored in an multilingual online database. Setting: Worldwide prospective cross-sectional cohort with 30 day in-hospital mortality from the nutritionDay 2006-2009 and an external validation sample from 2012. Results: We included 43894 patients from 2480 units in 32 countries. 1631(3.72%) patients died within 30 days in hospital. The Patient- And Nutrition-Derived Outcome Risk Assessment (PANDORA) score predicts 30-day hospital mortality based on 7 indicators with 31 item classes on a scale from 0 to 75 points. The indicators are age (0 to 17 points), nutrient intake on nutritionDay (0 to 12 points), mobility (0 to 11 points), fluid status (0 to 10 points), BMI (0 to 9 points), cancer (9 points) and main patient group (0 to 7 points). An appropriate model fit has been achieved. The area under the receiver operating characteristic curve for mortality prediction was 0.82 in the development sample and 0.79 in the external validation sample. Conclusions: The PANDORA score is a simple, robust scoring system for a general population of hospitalised patients to be used for risk stratification and benchmarking.
UR - http://www.scopus.com/inward/record.url?scp=84930653995&partnerID=8YFLogxK
U2 - 10.1371/journal.pone.0127316
DO - 10.1371/journal.pone.0127316
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C2 - 26000634
AN - SCOPUS:84930653995
VL - 10
JO - PLoS ONE
JF - PLoS ONE
SN - 1932-6203
IS - 5
M1 - e0127316
ER -