Peterson Pamela N, Rumsfeld John S, Liang Li, Albert Nancy M, Hernandez Adrian F, Peterson Eric D, Fonarow Gregg C, Masoudi Frederick A
Denver Health Medical Center, Denver, CO, USA.
Circ Cardiovasc Qual Outcomes. 2010 Jan;3(1):25-32. doi: 10.1161/CIRCOUTCOMES.109.854877. Epub 2009 Dec 8.
Effective risk stratification can inform clinical decision-making. Our objective was to derive and validate a risk score for in-hospital mortality in patients hospitalized with heart failure using American Heart Association Get With the Guidelines-Heart Failure (GWTG-HF) program data.
A cohort of 39 783 patients admitted January 1, 2005, to June 26, 2007, to 198 hospitals participating in GWTG-HF was divided into derivation (70%, n=27 850) and validation (30%, n=11 933) samples. Multivariable logistic regression identified predictors of in-hospital mortality in the derivation sample from candidate demographic, medical history, and laboratory variables collected at admission. In-hospital mortality rate was 2.86% (n=1139). Age, systolic blood pressure, blood urea nitrogen, heart rate, sodium, chronic obstructive pulmonary disease, and nonblack race were predictive of in-hospital mortality. The model had good discrimination in the derivation and validation datasets (c-index, 0.75 in each). Effect estimates from the entire sample were used to generate a mortality risk score. The predicted probability of in-hospital mortality varied more than 24-fold across deciles (range, 0.4% to 9.7%) and corresponded with observed mortality rates. The model had the same operating characteristics among those with preserved and impaired left ventricular systolic function. The morality risk score can be calculated on the Web-based calculator available with the GWTG-HF data entry tool.
The GWTG-HF risk score uses commonly available clinical variables to predict in-hospital mortality and provides clinicians with a validated tool for risk stratification that is applicable to a broad spectrum of patients with heart failure, including those with preserved left ventricular systolic function.
有效的风险分层可为临床决策提供依据。我们的目标是利用美国心脏协会“遵循指南-心力衰竭”(GWTG-HF)项目数据,得出并验证心力衰竭住院患者院内死亡风险评分。
2005年1月1日至2007年6月26日期间,参与GWTG-HF项目的198家医院收治的39783例患者被分为推导样本(70%,n = 27850)和验证样本(30%,n = 11933)。多变量逻辑回归从入院时收集的候选人口统计学、病史和实验室变量中,确定推导样本中院内死亡的预测因素。院内死亡率为2.86%(n = 1139)。年龄、收缩压、血尿素氮、心率、钠、慢性阻塞性肺疾病和非黑人种族是院内死亡的预测因素。该模型在推导数据集和验证数据集中具有良好的区分度(c指数均为0.75)。使用整个样本的效应估计值生成死亡风险评分。院内死亡的预测概率在十分位数间变化超过24倍(范围为0.4%至9.7%),且与观察到的死亡率相符。该模型在左心室收缩功能保留和受损的患者中具有相同的操作特征。死亡风险评分可通过GWTG-HF数据录入工具附带的基于网络的计算器进行计算。
GWTG-HF风险评分使用常见的临床变量来预测院内死亡,并为临床医生提供了一种经过验证的风险分层工具,适用于广泛的心力衰竭患者,包括左心室收缩功能保留的患者。