Developing and validating a scoring system for measuring frailty in patients with hip fracture: a novel model for predicting short-term postoperative mortality

被引:23
作者
Forssten, Maximilian Peter [1 ,2 ]
Cao, Yang [3 ]
Trivedi, Dhanisha Jayesh [1 ,4 ]
Ekestubbe, Lovisa [1 ]
Borg, Tomas [1 ,2 ]
Bass, Gary Alan [1 ,5 ]
Ismail, Ahmad Mohammad [1 ,2 ]
Mohseni, Shahin [1 ,4 ]
机构
[1] Orebro Univ, Sch Med Sci, Orebro, Sweden
[2] Orebro Univ Hosp, Dept Orthoped Surg, Orebro, Sweden
[3] Orebro Univ, Sch Med Sci, Clin Epidemiol & Biostat, Orebro, Sweden
[4] Orebro Univ Hosp, Dept Surg, Div Trauma & Emergency Surg, Orebro, Sweden
[5] Univ Penn, Perelman Sch Med, Div Traumatol Surg Crit Care & Emergency Surg, Philadelphia, PA 19104 USA
基金
英国科研创新办公室;
关键词
frailty; hip fracture; postoperative mortality; mortality prediction; risk stratification; INDEX; RISK; MORBIDITY; SURGERY; 30-DAY; FEMUR; AREAS;
D O I
10.1136/tsaco-2022-000962
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
Objectives Frailty is common among patients with hip fracture and may, in part, contribute to the increased risk of mortality and morbidity after hip fracture surgery. This study aimed to develop a novel frailty score for patients with traumatic hip fracture that could be used to predict postoperative mortality as well as facilitate further research into the role of frailty in patients with hip fracture. Methods The Orthopedic Hip Frailty Score (OFS) was developed using a national dataset, retrieved from the Swedish National Quality Registry for Hip Fractures, that contained all adult patients who underwent surgery for a traumatic hip fracture in Sweden between January 1, 2008 and December 31, 2017. Candidate variables were selected from the Nottingham Hip Fracture Score, Sernbo Score, Charlson Comorbidity Index, 5-factor modified Frailty Index, as well as the Revised Cardiac Risk Index and ranked based on their permutation importance, with the top 5 variables being selected for the score. The OFS was then validated on a local dataset that only included patients from Orebro County, Sweden. Results The national dataset consisted of 126,065 patients. 2365 patients were present in the local dataset. The most important variables for predicting 30-day mortality were congestive heart failure, institutionalization, non-independent functional status, an age >= 85, and a history of malignancy. In the local dataset, the OFS achieved an area under the receiver-operating characteristic curve (95% CI) of 0.77 (0.74 to 0.80) and 0.76 (0.74 to 0.78) when predicting 30-day and 90-day postoperative mortality, respectively. Conclusions The OFS is a significant predictor of short-term postoperative mortality in patients with hip fracture that outperforms, or performs on par with, all other investigated indices.
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页数:6
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[1]  
Adeyemi Ayoade, 2019, JB JS Open Access, V4, pe0045, DOI 10.2106/JBJS.OA.18.00045
[2]   Permutation importance: a corrected feature importance measure [J].
Altmann, Andre ;
Tolosi, Laura ;
Sander, Oliver ;
Lengauer, Thomas .
BIOINFORMATICS, 2010, 26 (10) :1340-1347
[3]   Orthopaedic surgeons' perceptions of frailty and frailty screening [J].
Archibald, Mandy M. ;
Lawless, Michael ;
Gill, Tiffany K. ;
Chehade, Mellick J. .
BMC GERIATRICS, 2020, 20 (01)
[4]  
Arsrapport, 2018, RIKSHOFT
[5]   Prediction of postoperative mortality in elderly patients with hip fracture: are specific and geriatric scores better than general scores? [J].
Boddaert, J. ;
Na, N. ;
Le Manach, Y. ;
Raux, M. ;
Cohen-Bittan, J. ;
Vallet, H. ;
Meziere, A. ;
Khiami, F. ;
Riou, B. .
BRITISH JOURNAL OF ANAESTHESIA, 2017, 118 (06) :952-954
[6]   Predictive Values of Preoperative Characteristics for 30-Day Mortality in Traumatic Hip Fracture Patients [J].
Cao, Yang ;
Forssten, Maximilian Peter ;
Mohammad Ismail, Ahmad ;
Borg, Tomas ;
Ioannidis, Ioannis ;
Montgomery, Scott ;
Mohseni, Shahin .
JOURNAL OF PERSONALIZED MEDICINE, 2021, 11 (05)
[7]   A NEW METHOD OF CLASSIFYING PROGNOSTIC CO-MORBIDITY IN LONGITUDINAL-STUDIES - DEVELOPMENT AND VALIDATION [J].
CHARLSON, ME ;
POMPEI, P ;
ALES, KL ;
MACKENZIE, CR .
JOURNAL OF CHRONIC DISEASES, 1987, 40 (05) :373-383
[8]   Frailty is Associated with an Increased Risk of Major Adverse Outcomes in Elderly Patients Following Surgical Treatment of Hip Fracture [J].
Chen, Chiu-Liang ;
Chen, Chun-Min ;
Wang, Chun-Yi ;
Ko, Po-Wei ;
Chen, Chung-Hwan ;
Hsieh, Chen-Pu ;
Chiu, Herng-Chia .
SCIENTIFIC REPORTS, 2019, 9 (1)
[9]   Comorbidity as the dominant predictor of mortality after hip fracture surgeries [J].
Cher, Eric Wei Liang ;
Allen, John Carson ;
Sen Howe, Tet ;
Koh, Joyce Suang Bee .
OSTEOPOROSIS INTERNATIONAL, 2019, 30 (12) :2477-2483
[10]   A 5-item frailty index based on NSQIP data correlates with outcomes following paraesophageal hernia repair [J].
Chimukangara, Munyaradzi ;
Helm, Melissa C. ;
Frelich, Matthew J. ;
Bosler, Matthew E. ;
Rein, Lisa E. ;
Szabo, Aniko ;
Gould, Jon C. .
SURGICAL ENDOSCOPY AND OTHER INTERVENTIONAL TECHNIQUES, 2017, 31 (06) :2509-2519