Ioannidis Ioannis, Forssten Maximilian Peter, Mohammad Ismail Ahmad, Cao Yang, Tennakoon Lakshika, Spain David A, Mohseni Shahin
Department of Orthopedic Surgery, Orebro University Hospital, Orebro, Sweden.
School of Medical Sciences, Orebro University, Orebro, Sweden.
Eur J Trauma Emerg Surg. 2024 Apr;50(2):339-345. doi: 10.1007/s00068-023-02356-z. Epub 2023 Sep 1.
Both dementia and frailty have been associated with worse outcomes in patients with hip fractures. However, the interrelation and predictive value of these two entities has yet to be clarified. The current study aimed to investigate the predictive relationship between dementia, frailty, and in-hospital mortality after hip fracture surgery.
All patients registered in the 2019 National Inpatient Sample Database who were 50 years or older and underwent emergency hip fracture surgery following a traumatic fall were eligible for inclusion. Logistic regression (LR) models were constructed with in-hospital mortality as the response variables. One model was constructed including markers of frailty and one model was constructed excluding markers of frailty [Orthopedic Frailty Score (OFS) and weight loss]. The feature importance of all variables was determined using the permutation importance method. New LR models were then fitted using the top ten most important variables. The area under the receiver-operating characteristic curve (AUC) was used to compare the predictive ability of these models.
An estimated total of 216,395 patients were included. Dementia was the 7th most important variable for predicting in-hospital mortality. When the OFS and weight loss were included, they replaced dementia in importance. There was no significant difference in the predictive ability of the models when comparing the model that included markers of frailty [AUC for in-hospital mortality (95% CI) 0.79 (0.77-0.81)] with the model that excluded markers of frailty [AUC for in-hospital mortality (95% CI) 0.79 (0.77-0.80)].
Dementia functions as a surrogate for frailty when predicting in-hospital mortality in hip fracture patients. This finding highlights the importance of early frailty screening for improvement of care pathways and discussions with patients and their families in regard to expected outcomes.
痴呆和衰弱均与髋部骨折患者的不良预后相关。然而,这两个因素之间的相互关系及预测价值尚未明确。本研究旨在探讨痴呆、衰弱与髋部骨折手术后院内死亡率之间的预测关系。
纳入2019年国家住院患者样本数据库中年龄在50岁及以上、因创伤性跌倒后接受急诊髋部骨折手术的所有患者。构建以院内死亡率作为反应变量的逻辑回归(LR)模型。构建一个包含衰弱标志物的模型,另一个不包含衰弱标志物(骨科衰弱评分(OFS)和体重减轻)的模型。使用排列重要性方法确定所有变量的特征重要性。然后使用最重要的前十个变量拟合新的LR模型。采用受试者工作特征曲线下面积(AUC)比较这些模型的预测能力。
估计共纳入216,395例患者。痴呆是预测院内死亡率的第七重要变量。当纳入OFS和体重减轻时,它们在重要性上取代了痴呆。比较包含衰弱标志物的模型(院内死亡率的AUC(95%CI)为0.79(0.77 - 0.81))与不包含衰弱标志物的模型(院内死亡率的AUC(95%CI)为0.79(0.77 - 0.80))时,模型的预测能力无显著差异。
在预测髋部骨折患者的院内死亡率时,痴呆可作为衰弱的替代指标。这一发现凸显了早期衰弱筛查对于改善护理路径以及与患者及其家属就预期结果进行讨论的重要性。