Development of a prognostic model for 1-year survival after fragile hip fracture in Chinese

被引:5
|
作者
Fu, Hairui [1 ,2 ]
Liang, Bin [2 ]
Qin, Wei [3 ]
Qiao, Xiaoxiong [4 ]
Liu, Qiang [1 ]
机构
[1] Shanxi Med Univ, Hosp 3, Dept Orthoped, Taiyuan 030032, Peoples R China
[2] Shanxi Med Univ, Affiliated Fenyang Hosp, Dept Orthoped, Fenyang 032200, Peoples R China
[3] Shanxi Med Univ, Affiliated Fenyang Hosp, Dept Med Record Management, Fenyang 032200, Peoples R China
[4] Shanxi Med Univ, Affiliated Fenyang Hosp, Informat Ctr, Fenyang 032200, Peoples R China
关键词
Prognostic model; Development; Fragile hip fracture; Survival; LOGISTIC-REGRESSION ANALYSIS; ELDERLY-PATIENTS; RISK-FACTORS; MULTIPLE IMPUTATION; MISSING-DATA; MORTALITY; VALIDATION; COMPLICATIONS; MORBIDITY; SURGERY;
D O I
10.1186/s13018-021-02774-y
中图分类号
R826.8 [整形外科学]; R782.2 [口腔颌面部整形外科学]; R726.2 [小儿整形外科学]; R62 [整形外科学(修复外科学)];
学科分类号
摘要
Background No prognostic model for the survival of fragile hip fracture has been developed for Asians. The goal of this study was to develop a simple and practical prognostic model to predict survival within 1 year after fragile hip fracture in Asians. Methods A single-center retrospective cohort study was designed. Under a multivariable Cox proportional hazards regression model, we used the preoperative characteristics of patients to predict survival within 1 year after hip fracture. We built a full model and then used the least absolute shrinkage and selection operator (LASSO) method to further shrink the model coefficients and achieved variable screening. Finally, we obtained a LASSO model. The model performance was evaluated with Nagelkerke's R-2 and the concordance (c) statistic. We assessed the internal validity with a bootstrapping procedure of 1 000 repetitions. Results A total of 735 eligible patients were admitted to our department for hip fracture from January 2015 to December 2020, but 11 (1.5%) patients were lost to follow-up. Among the remaining patients, 68 (9.3%) died within 1 year after hip fracture. We identified 12 candidate predictors from the preoperative characteristics of the patients. The last model contained nine predictors: surgery, age, albumin, sex, serum creatinine, malignancy, hypertension, ability to live independently, and cardiovascular and cerebrovascular diseases. Among them, surgery, age, and albumin are effective predictors of survival. The discrimination c statistic of the model is 0.814 (95% confidence interval 0.762-0.865); the corrected value through internal validation is 0.795. Conclusions This prognostic model can accurately predict a 1-year survival rate for patients with fragile hip fractures. This information can help clinicians develop a reasonable and personalized treatment plan.
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页数:14
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