A Nomogram for Prediction of Postoperative Pneumonia Risk in Elderly Hip Fracture Patients

Guangheng Xiang,1,2,* Xiaoyu Dong,1,* Tao Xu,1 Yongzeng Feng,1 Zili He,1 Chenrong Ke,1 Jian Xiao,1,2 Yi-Min Weng1 1Department of Orthopaedic, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325035, People’s Republic o...

Full description

Bibliographic Details
Main Authors: Xiang G, Dong X, Xu T, Feng Y, He Z, Ke C, Xiao J, Weng YM
Format: Article
Language:English
Published: Dove Medical Press 2020-09-01
Series:Risk Management and Healthcare Policy
Subjects:
Online Access:https://www.dovepress.com/a-nomogram-for-prediction-of-postoperative-pneumonia-risk-in-elderly-h-peer-reviewed-article-RMHP
id doaj-636c1f8f48ab4f04b0c1c381fbbc3872
record_format Article
spelling doaj-636c1f8f48ab4f04b0c1c381fbbc38722020-11-25T04:02:23ZengDove Medical PressRisk Management and Healthcare Policy1179-15942020-09-01Volume 131603161157100A Nomogram for Prediction of Postoperative Pneumonia Risk in Elderly Hip Fracture PatientsXiang GDong XXu TFeng YHe ZKe CXiao JWeng YMGuangheng Xiang,1,2,* Xiaoyu Dong,1,* Tao Xu,1 Yongzeng Feng,1 Zili He,1 Chenrong Ke,1 Jian Xiao,1,2 Yi-Min Weng1 1Department of Orthopaedic, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325035, People’s Republic of China; 2School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, Zhejiang 325035, People’s Republic of China*These authors contributed equally to this workCorrespondence: Jian Xiao; Yi-Min WengDepartment of Orthopaedic, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325035, People’s Republic of ChinaEmail xfxj2000@126.com; wzykdxwym@163.comPurpose: Pneumonia is one of the common complications of hip fracture. This study aimed to evaluate the risk factors and apply a nomogram to predict postoperative pneumonia in elderly hip fracture patients.Materials and Methods: From August 2014 to October 2019, 1113 hip fracture patients who were older than 65 years and underwent surgical treatment in our hospital were subjects of this study. Univariate and multivariate Cox analyses were used to identify independent risk factors. A predictive nomogram model was built, and the discrimination and calibration were determined by receiver operating characteristic and calibration plot.Results: A total of 166 patients developed pneumonia after operation (14.91%, pneumonia group) while the remaining 947 patients did not (85.09%, non-pneumonia group). According to the results, body mass index (OR, 0.76, 95% CI, 0.70 to 0.84, P< 0.001), serum albumin (OR, 0.86, 95% CI, 0.79 to 0.93, P< 0.001), c-reactive protein (OR, 1.01, 95% CI, 1.00 to 1.92, P=0.011), functional status (OR, 2.94, 95% CI, 1.69 to 5.10, P< 0.001) and time to surgery (OR, 4.56, 95% CI, 2.64 to 7.88, P< 0.001) were identified as independent risk factors of pneumonia. The area under the curve value for postoperative pneumonia risk was 0.905, and the P-value of the Hosmer-Lemeshow calibration test was 0.529.Conclusion: Our nomogram model can be used to predict the risk of pneumonia in elderly hip fractures after surgery and provide clinicians with guidance for better perioperative intervention to improve prognosis and reduce mortality.Keywords: pneumonia, elderly, hip fracture, risk factors, nomogramhttps://www.dovepress.com/a-nomogram-for-prediction-of-postoperative-pneumonia-risk-in-elderly-h-peer-reviewed-article-RMHPpneumoniaelderlyhip fracturerisk factorsnomogram
collection DOAJ
language English
format Article
sources DOAJ
author Xiang G
Dong X
Xu T
Feng Y
He Z
Ke C
Xiao J
Weng YM
spellingShingle Xiang G
Dong X
Xu T
Feng Y
He Z
Ke C
Xiao J
Weng YM
A Nomogram for Prediction of Postoperative Pneumonia Risk in Elderly Hip Fracture Patients
Risk Management and Healthcare Policy
pneumonia
elderly
hip fracture
risk factors
nomogram
author_facet Xiang G
Dong X
Xu T
Feng Y
He Z
Ke C
Xiao J
Weng YM
author_sort Xiang G
title A Nomogram for Prediction of Postoperative Pneumonia Risk in Elderly Hip Fracture Patients
title_short A Nomogram for Prediction of Postoperative Pneumonia Risk in Elderly Hip Fracture Patients
title_full A Nomogram for Prediction of Postoperative Pneumonia Risk in Elderly Hip Fracture Patients
title_fullStr A Nomogram for Prediction of Postoperative Pneumonia Risk in Elderly Hip Fracture Patients
title_full_unstemmed A Nomogram for Prediction of Postoperative Pneumonia Risk in Elderly Hip Fracture Patients
title_sort nomogram for prediction of postoperative pneumonia risk in elderly hip fracture patients
publisher Dove Medical Press
series Risk Management and Healthcare Policy
issn 1179-1594
publishDate 2020-09-01
description Guangheng Xiang,1,2,* Xiaoyu Dong,1,* Tao Xu,1 Yongzeng Feng,1 Zili He,1 Chenrong Ke,1 Jian Xiao,1,2 Yi-Min Weng1 1Department of Orthopaedic, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325035, People’s Republic of China; 2School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, Zhejiang 325035, People’s Republic of China*These authors contributed equally to this workCorrespondence: Jian Xiao; Yi-Min WengDepartment of Orthopaedic, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325035, People’s Republic of ChinaEmail xfxj2000@126.com; wzykdxwym@163.comPurpose: Pneumonia is one of the common complications of hip fracture. This study aimed to evaluate the risk factors and apply a nomogram to predict postoperative pneumonia in elderly hip fracture patients.Materials and Methods: From August 2014 to October 2019, 1113 hip fracture patients who were older than 65 years and underwent surgical treatment in our hospital were subjects of this study. Univariate and multivariate Cox analyses were used to identify independent risk factors. A predictive nomogram model was built, and the discrimination and calibration were determined by receiver operating characteristic and calibration plot.Results: A total of 166 patients developed pneumonia after operation (14.91%, pneumonia group) while the remaining 947 patients did not (85.09%, non-pneumonia group). According to the results, body mass index (OR, 0.76, 95% CI, 0.70 to 0.84, P< 0.001), serum albumin (OR, 0.86, 95% CI, 0.79 to 0.93, P< 0.001), c-reactive protein (OR, 1.01, 95% CI, 1.00 to 1.92, P=0.011), functional status (OR, 2.94, 95% CI, 1.69 to 5.10, P< 0.001) and time to surgery (OR, 4.56, 95% CI, 2.64 to 7.88, P< 0.001) were identified as independent risk factors of pneumonia. The area under the curve value for postoperative pneumonia risk was 0.905, and the P-value of the Hosmer-Lemeshow calibration test was 0.529.Conclusion: Our nomogram model can be used to predict the risk of pneumonia in elderly hip fractures after surgery and provide clinicians with guidance for better perioperative intervention to improve prognosis and reduce mortality.Keywords: pneumonia, elderly, hip fracture, risk factors, nomogram
topic pneumonia
elderly
hip fracture
risk factors
nomogram
url https://www.dovepress.com/a-nomogram-for-prediction-of-postoperative-pneumonia-risk-in-elderly-h-peer-reviewed-article-RMHP
work_keys_str_mv AT xiangg anomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT dongx anomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT xut anomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT fengy anomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT hez anomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT kec anomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT xiaoj anomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT wengym anomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT xiangg nomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT dongx nomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT xut nomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT fengy nomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT hez nomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT kec nomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT xiaoj nomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
AT wengym nomogramforpredictionofpostoperativepneumoniariskinelderlyhipfracturepatients
_version_ 1724443194055196672