Suppr超能文献

手术时机及临床因素对老年髋部骨折患者院内死亡率的预测:神经网络分析

Surgical timing and clinical factor predicting in-hospital mortality in older adults with hip fractures: a neuronal network analysis.

作者信息

Vitiello Raffaele, Pesare Elisa, Capece Giacomo, Di Gialleonardo Emidio, De Matthaeis Andrea, Franceschi Francesco, Maccauro Giulio, Covino Marcello

机构信息

Agostino Gemelli University Policlinic IRCCS, Rome, Italy.

School of Medicine, Department of Basic Medical Sciences, Neuroscience and Sense Organs, Orthopedic and Trauma Unit, University of Bari Aldo Moro, Bari, Italy.

出版信息

J Orthop Traumatol. 2025 May 14;26(1):30. doi: 10.1186/s10195-025-00846-x.

Abstract

INTRODUCTION

Hip fractures in older adults are associated with a significant mortality rate, which has been reported to be around 35% within a year. Today, the incidence of these fractures is on the rise, and this trend is expected to increase even more owing to the aging of the population. Treatment timing and perioperative management of these patients are typically challenging owing to the presence of multiple comorbidities that are important risk factors for mortality after surgery. This study aims to evaluate the relationship between surgical timing and in-hospital mortality, analyzing the role of both acute events and chronic preexisting comorbidities in patient outcomes.

MATERIALS AND METHODS

This is a single-center, retrospective observational study (from January 2018 until June 2023). All consecutive patients ≥ 65 years with a diagnosis of proximal femur fracture were enrolled. The primary study endpoint was to evaluate risk factors associated with in-hospital mortality. The secondary endpoint was the assessment of the relationship between surgical timing and in-hospital mortality, including factors such as preexisting comorbidities, the Charlson Comorbidity Index, and the Nottingham Hip Fracture Score. The relative weight of each factor for predicting the mortality rate was also evaluated using neural network analysis, comparing patients treated within 24 h to those treated after a longer surgical delay.

RESULTS

Among the 2320 patients enrolled, 1391 (60%) underwent surgery within 24 h, while 929 patients (40%) were treated after 24 h. For patients who underwent surgery within 24 h, the in-hospital mortality was 2.8%, and for those who underwent surgery after 24 h, it was 5.2% (p = 0.046; odds ratio (OR) 1.58). Age (p = 0.001; OR 1.06) and Nottingham score (p = 0.04; OR 1.32) are factors predicting mortality. Acute infections were related to a high risk of mortality (p = 0.001; OR 5.99), both in patients treated within and after 24 h. Acute events, such as atrial fibrillation and electrolyte imbalance, were related to mortality risk only in patients treated within 24 h (p = 0.001 versus p = 0.51). Neural network analysis revealed that atrial fibrillation (AF), flutter, and electrolyte imbalance had the highest relative weight for mortality in patients treated in the first 24 h; by contrast, renal failure and pneumonia were most present in patients who died that were treated after 24 h.

CONCLUSIONS

Hip fracture is known to be a significant cause of morbidity and mortality in older adults. The impact of the timing of surgical treatment in those patients is crucial for postoperative outcomes. Early surgery is essential to reduce the risk of mortality. Our study has shown that, while in the case of acute and reversible conditions, waiting about 24 h to stabilize the patient with preoperative stabilization protocols, such as managing anticoagulation, optimizing hemodynamics, or addressing acute medical conditions including infection prevention, guarantees better results, in the case of sepsis or acute infection presence, the prolonged waiting to optimize patients before and after surgery does not help improve outcomes.

摘要

引言

老年人髋部骨折与显著的死亡率相关,据报道,一年内的死亡率约为35%。如今,这些骨折的发生率呈上升趋势,由于人口老龄化,这一趋势预计还会进一步加剧。由于存在多种合并症,而这些合并症是术后死亡的重要危险因素,因此这些患者的治疗时机和围手术期管理通常具有挑战性。本研究旨在评估手术时机与院内死亡率之间的关系,分析急性事件和慢性并存合并症在患者预后中的作用。

材料与方法

这是一项单中心回顾性观察研究(从2018年1月至2023年6月)。纳入所有年龄≥65岁、诊断为股骨近端骨折的连续患者。主要研究终点是评估与院内死亡率相关的危险因素。次要终点是评估手术时机与院内死亡率之间的关系,包括并存合并症、查尔森合并症指数和诺丁汉髋部骨折评分等因素。还使用神经网络分析评估每个因素预测死亡率的相对权重,比较24小时内接受治疗的患者与手术延迟较长时间后接受治疗的患者。

结果

在纳入的2320例患者中,1391例(60%)在24小时内接受了手术,而929例患者(40%)在24小时后接受了治疗。在24小时内接受手术的患者中,院内死亡率为2.8%,而在24小时后接受手术的患者中,院内死亡率为5.2%(p = 0.046;比值比(OR)1.58)。年龄(p = 0.001;OR 1.06)和诺丁汉评分(p = 0.04;OR 1.32)是预测死亡率的因素。急性感染与高死亡风险相关(p = 0.001;OR 5.99),在24小时内和24小时后接受治疗的患者中均如此。急性事件,如房颤和电解质失衡,仅在24小时内接受治疗的患者中与死亡风险相关(p = 0.001对p = 0.51)。神经网络分析显示,房颤(AF)、扑动和电解质失衡在最初24小时内接受治疗的患者中对死亡率的相对权重最高;相比之下,肾衰竭和肺炎在24小时后接受治疗的死亡患者中最为常见。

结论

髋部骨折是老年人发病和死亡的重要原因。手术治疗时机对这些患者的术后预后至关重要。早期手术对于降低死亡风险至关重要。我们的研究表明,在急性和可逆性疾病的情况下,等待约24小时以通过术前稳定方案(如管理抗凝、优化血流动力学或处理包括预防感染在内的急性医疗状况)使患者稳定,可保证更好的结果;而在存在脓毒症或急性感染的情况下,术前和术后延长等待时间以优化患者状况无助于改善预后。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ba4/12078743/d2b1d3428c33/10195_2025_846_Fig1_HTML.jpg

相似文献

2
How Common-and How Serious- Is Clostridium difficile Colitis After Geriatric Hip Fracture? Findings from the NSQIP Dataset.
Clin Orthop Relat Res. 2018 Mar;476(3):453-462. doi: 10.1007/s11999.0000000000000099.
4
Comorbidity as the dominant predictor of mortality after hip fracture surgeries.
Osteoporos Int. 2019 Dec;30(12):2477-2483. doi: 10.1007/s00198-019-05139-8. Epub 2019 Aug 26.
6
Surgical delay as a risk factor for wound infection after a hip fracture.
Injury. 2016 Sep;47 Suppl 3:S56-S60. doi: 10.1016/S0020-1383(16)30607-6.
7
The weekend effect for hip fracture surgery.
Injury. 2017 Jul;48(7):1536-1541. doi: 10.1016/j.injury.2017.05.017. Epub 2017 May 15.
8
The impact of time to surgery after hip fracture on mortality at 30- and 90-days: Does a single benchmark apply to all?
Injury. 2019 Apr;50(4):950-955. doi: 10.1016/j.injury.2019.03.031. Epub 2019 Mar 18.
9
Does surgical delay time affect mortality and functional outcomes in elderly patients with hip fractures?
Injury. 2024 Oct;55 Suppl 5:111672. doi: 10.1016/j.injury.2024.111672.

引用本文的文献

本文引用的文献

1
Diagnostic accuracy of oral swab for detection of pulmonary tuberculosis: a systematic review and meta-analysis.
Front Med (Lausanne). 2024 Mar 11;10:1278716. doi: 10.3389/fmed.2023.1278716. eCollection 2023.
6
Factors associated with mortality after proximal femoral fracture.
J Orthop Traumatol. 2023 Jun 26;24(1):31. doi: 10.1186/s10195-023-00715-5.
7
Comorbidity and risk of infection among patients with hip fracture: a Danish population-based cohort study.
Osteoporos Int. 2023 Oct;34(10):1739-1749. doi: 10.1007/s00198-023-06823-6. Epub 2023 Jun 17.
9
Age-adjusted Charlson comorbidity index predicts postoperative mortality in elderly patients with hip fracture: A prospective cohort.
Front Med (Lausanne). 2023 Mar 7;10:1066145. doi: 10.3389/fmed.2023.1066145. eCollection 2023.
10
Validation of the Nottingham Hip Fracture Score in Predicting Postoperative Outcomes Following Hip Fracture Surgery.
Orthop Surg. 2023 Apr;15(4):1096-1103. doi: 10.1111/os.13624. Epub 2023 Feb 15.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验