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Mohammad Ismail A, Forssten MP, Cao Y, Ioannidis I, Forssten SP, Sarani B, Mohseni S. Predicting morbidity and mortality after surgery for isolated traumatic spinal injury without spinal cord injury. J Trauma Acute Care Surg 2025; 98:476-484. [PMID: 40013920 DOI: 10.1097/ta.0000000000004480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/28/2025]
Abstract
BACKGROUND Traumatic spinal injuries are associated with a high risk of morbidity and mortality. The aim of this study is to investigate which variables best predict adverse outcomes in patients who had surgery for isolated traumatic spinal injury without spinal cord injury. METHODS The American College of Surgeons Trauma Quality Improvement Program database was used to identify adult (18 years or older) surgically managed patients with an isolated traumatic spinal injury, without spinal cord injury admitted between 2013 and 2021. An isolated injury was defined as a spine Abbreviated Injury Scale score ≥2 and an Abbreviated Injury Scale score ≤1 in the remaining body regions, as well as corresponding International Classification of Diseases, Ninth and Tenth Revision, codes. The predictive value of demographic, clinical, and comorbidity data was evaluated using logistic regression models and ranked using the permutation importance method. RESULTS A total of 39,457 patients were included in the study, of whom 554 died during hospitalization. The most important variables for predicting in-hospital mortality were age, sex, Glasgow Coma Scale on admission, Orthopedic Frailty Score, and cervical spine injury. The most important variables for predicting complications were age, cervical spine injury, the need for cervical spine surgery, Revised Cardiac Risk Index, and alcohol use disorder. Finally, age, cervical spine injury, sex, Glasgow Coma Scale on admission, and Orthopedic Frailty Score had the highest relative importance when predicting failure to rescue. Models based on the five most important variables for each outcome demonstrated an excellent predictive ability for in-hospital mortality (area under the receiver operating characteristic curve [AUROC], 0.84; 95% confidence interval [CI], 0.82-0.86) and failure to rescue (AUROC [95% CI], 0.86 [0.84-0.87]) as well as an acceptable predictive ability for complications (AUROC [95% CI], 0.72 [0.71-0.73]). CONCLUSION The most important factors identified to predict mortality, complications, and failure to rescue in traumatic spinal injury patients without spinal cord injury who undergo surgery were patients' age, sex, frailty, cervical spine injury that necessitated surgical intervention, and cardiovascular risk. LEVEL OF EVIDENCE Prognostic and Epidemiological; Level III.
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Affiliation(s)
- Ahmad Mohammad Ismail
- From the Department of Orthopedic Surgery (A.M.I., M.P.F., I.I., S.P.F.), Orebro University Hospital; School of Medical Sciences (A.M.I., M.P.F., I.I.), and Clinical Epidemiology and Biostatistics, School of Medical Sciences, Faculty of Medicine and Health (Y.C.), Orebro University, Orebro, Sweden; Center of Trauma and Critical Care (B.S.), The George Washington University, Washington, DC; and School of Medical Sciences (S.M.), Orebro University, Orebro, Sweden
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Ioannidis I, Forssten MP, Mohammad Ismail A, Cao Y, Tennakoon L, Spain DA, Mohseni S. The relationship and predictive value of dementia and frailty for mortality in patients with surgically managed hip fractures. Eur J Trauma Emerg Surg 2024; 50:339-345. [PMID: 37656179 PMCID: PMC11035458 DOI: 10.1007/s00068-023-02356-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 08/21/2023] [Indexed: 09/02/2023]
Abstract
BACKGROUND 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. METHODS 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. RESULTS 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)]. CONCLUSION 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.
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Affiliation(s)
- Ioannis Ioannidis
- Department of Orthopedic Surgery, Orebro University Hospital, Orebro, Sweden
- School of Medical Sciences, Orebro University, Orebro, Sweden
| | - Maximilian Peter Forssten
- Department of Orthopedic Surgery, Orebro University Hospital, Orebro, Sweden
- School of Medical Sciences, Orebro University, Orebro, Sweden
| | - Ahmad Mohammad Ismail
- Department of Orthopedic Surgery, Orebro University Hospital, Orebro, Sweden
- School of Medical Sciences, Orebro University, Orebro, Sweden
| | - Yang Cao
- Clinical Epidemiology and Biostatistics, School of Medical Sciences, Faculty of Medicine and Health, Orebro University, Orebro, Sweden
| | - Lakshika Tennakoon
- Department of Surgery, Section of Trauma and Acute Care Surgery, Stanford University School of Medicine, Stanford, CA, USA
| | - David A Spain
- Department of Surgery, Section of Trauma and Acute Care Surgery, Stanford University School of Medicine, Stanford, CA, USA
| | - Shahin Mohseni
- Department of Orthopedic Surgery, Orebro University Hospital, Orebro, Sweden.
- Division of Trauma, Critical Care & Acute Care Surgery, Department of Surgery, Sheik Shakhbot Medical City Mayo Clinic, Abu Dhabi, United Arab Emirates.
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A nationwide analysis on the interaction between frailty and beta-blocker therapy in hip fracture patients. Eur J Trauma Emerg Surg 2023; 49:1485-1497. [PMID: 36633610 DOI: 10.1007/s00068-023-02219-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Accepted: 12/31/2022] [Indexed: 01/13/2023]
Abstract
INTRODUCTION Hip fracture patients, who are often frail, continue to be a challenge for healthcare systems with a high postoperative mortality rate. While beta-blocker therapy (BBt) has shown a strong association with reduced postoperative mortality, its effect in frail patients has yet to be determined. This study's aim is to investigate how frailty, measured using the Orthopedic Hip Frailty Score (OFS), modifies the effect of preadmission beta-blocker therapy on mortality in hip fracture patients. METHODS This retrospective register-based study included all adult patients in Sweden who suffered a traumatic hip fracture and subsequently underwent surgery between 2008 and 2017. Treatment effect was evaluated using the absolute risk reduction (ARR) in 30-day postoperative mortality when comparing patients with (BBt+) and without (BBt-) ongoing BBt. Inverse probability of treatment weighting (IPTW) was used to reduce potential confounding when examining the treatment effect. Patients were stratified based on their OFS (0, 1, 2, 3, 4 and 5) and the treatment effect was also assessed within each stratum. RESULTS A total of 127,305 patients were included, of whom 39% had BBt. When IPTW was performed, there were no residual differences in observed baseline characteristics between the BBt+ and BBt- groups, across all strata. This analysis found that there was a stepwise increase in the ARRs for each additional point on the OFS. Non-frail BBt+ patients (OFS 0) exhibited an ARR of 2.2% [95% confidence interval (CI) 2.0-2.4%, p < 0.001], while the most frail BBt+ patients (OFS 5) had an ARR of 24% [95% CI 18-30%, p < 0.001], compared to BBt- patients within the same stratum. CONCLUSION Beta-blocker therapy is associated with a reduced risk of 30-day postoperative mortality in frail hip fracture patients, with a greater effect being observed with higher Orthopedic Hip Frailty Scores.
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Forssten MP, Mohammad Ismail A, Ioannidis I, Wretenberg P, Borg T, Cao Y, Ribeiro MAF, Mohseni S. The mortality burden of frailty in hip fracture patients: a nationwide retrospective study of cause-specific mortality. Eur J Trauma Emerg Surg 2022; 49:1467-1475. [PMID: 36571633 DOI: 10.1007/s00068-022-02204-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Accepted: 12/18/2022] [Indexed: 12/27/2022]
Abstract
PURPOSE Frailty is a condition characterized by a reduced ability to adapt to external stressors because of a reduced physiologic reserve, which contributes to the high risk of postoperative mortality in hip fracture patients. This study aims to investigate how frailty is associated with the specific causes of mortality in hip fracture patients. METHODS All adult patients in Sweden who suffered a traumatic hip fracture and underwent surgery between 2008 and 2017 were eligible for inclusion. The Orthopedic Hip Frailty Score (OFS) was used to classify patients as non-frail (OFS 0), pre-frail (OFS 1), and frail (OFS ≥ 2). The association between the degree of frailty and both all-cause and cause-specific mortality was determined using Poisson regression models with robust standard errors and presented using incidence rate ratios (IRRs) with corresponding 95% confidence intervals (CIs), adjusted for potential sources of confounding. RESULTS After applying the inclusion and exclusion criteria, 127,305 patients remained for further analysis. 23.9% of patients were non-frail, 27.7% were pre-frail, and 48.3% were frail. Frail patients exhibited a 4 times as high risk of all-cause mortality 30 days [adj. IRR (95% CI): 3.80 (3.36-4.30), p < 0.001] and 90 days postoperatively [adj. IRR (95% CI): 3.88 (3.56-4.23), p < 0.001] as non-frail patients. Of the primary causes of 30-day mortality, frailty was associated with a tripling in the risk of cardiovascular [adj. IRR (95% CI): 3.24 (2.64-3.99), p < 0.001] and respiratory mortality [adj. IRR (95% CI): 2.60 (1.96-3.45), p < 0.001] as well as a five-fold increase in the risk of multiorgan failure [adj. IRR (95% CI): 4.99 (3.95-6.32), p < 0.001]. CONCLUSION Frailty is associated with a significantly increased risk of all-cause and cause-specific mortality at 30 and 90 days postoperatively. Across both timepoints, cardiovascular and respiratory events along with multiorgan failure were the most prevalent causes of mortality.
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Affiliation(s)
- Maximilian Peter Forssten
- Department of Orthopedic Surgery, Orebro University Hospital, 701 85, Orebro, Sweden.,School of Medical Sciences, Orebro University, 702 81, Orebro, Sweden
| | - Ahmad Mohammad Ismail
- Department of Orthopedic Surgery, Orebro University Hospital, 701 85, Orebro, Sweden.,School of Medical Sciences, Orebro University, 702 81, Orebro, Sweden
| | - Ioannis Ioannidis
- Department of Orthopedic Surgery, Orebro University Hospital, 701 85, Orebro, Sweden.,School of Medical Sciences, Orebro University, 702 81, Orebro, Sweden
| | - Per Wretenberg
- Department of Orthopedic Surgery, Orebro University Hospital, 701 85, Orebro, Sweden.,School of Medical Sciences, Orebro University, 702 81, Orebro, Sweden
| | - Tomas Borg
- Department of Orthopedic Surgery, Orebro University Hospital, 701 85, Orebro, Sweden.,School of Medical Sciences, Orebro University, 702 81, Orebro, Sweden
| | - Yang Cao
- Clinical Epidemiology and Biostatistics, School of Medical Sciences, Orebro University, 701 82, Orebro, Sweden
| | - Marcelo A F Ribeiro
- Pontifical Catholic University of São Paulo, São Paulo, Brazil.,Trauma, Burns, Critical Care and Acute Care Surgery, Department of Surgery, Sheikh Shakhbout Medical City-Mayo Clinic, Abu Dhabi, United Arab Emirates
| | - Shahin Mohseni
- Division of Trauma and Emergency Surgery, Department of Surgery, Orebro University Hospital, 701 85, Orebro, Sweden. .,School of Medical Sciences, Orebro University, 702 81, Orebro, Sweden.
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Dementia is a surrogate for frailty in hip fracture mortality prediction. Eur J Trauma Emerg Surg 2022; 48:4157-4167. [PMID: 35355091 PMCID: PMC9532301 DOI: 10.1007/s00068-022-01960-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Accepted: 03/13/2022] [Indexed: 12/12/2022]
Abstract
Purpose Among hip fracture patients both dementia and frailty are particularly prevalent. The aim of the current study was to determine if dementia functions as a surrogate for frailty, or if it confers additional information as a comorbidity when predicting postoperative mortality after a hip fracture. Methods All adult patients who suffered a traumatic hip fracture in Sweden between January 1, 2008 and December 31, 2017 were considered for inclusion. Pathological fractures, non-operatively treated fractures, reoperations, and patients missing data were excluded. Logistic regression (LR) models were fitted, one including and one excluding measurements of frailty, with postoperative mortality as the response variable. The primary outcome of interest was 30-day postoperative mortality. The relative importance for all variables was determined using the permutation importance. New LR models were constructed 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. Results 121,305 patients were included in the study. Initially, dementia was among the top ten most important variables for predicting 30-day mortality. When measurements of frailty were included, dementia was replaced in relative importance by the ability to walk alone outdoors and institutionalization. There was no significant difference in the predictive ability of the models fitted using the top ten most important variables when comparing those that included [AUC for 30-day mortality (95% CI): 0.82 (0.81–0.82)] and excluded [AUC for 30-day mortality (95% CI): 0.81 (0.80–0.81)] measurements of frailty. Conclusion Dementia functions as a surrogate for frailty when predicting mortality up to one year after hip fracture surgery. The presence of dementia in a patient without frailty does not appreciably contribute to the prediction of postoperative mortality. Supplementary Information The online version contains supplementary material available at 10.1007/s00068-022-01960-9.
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Tang MT, Li S, Liu X, Huang X, Zhang DY, Lei MX. Early Detection of Pneumonia with the Help of Dementia in Geriatric Hip Fracture Patients. Orthop Surg 2022; 14:129-138. [PMID: 35023317 PMCID: PMC8755876 DOI: 10.1111/os.13199] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/09/2021] [Revised: 12/16/2021] [Accepted: 12/19/2021] [Indexed: 11/29/2022] Open
Abstract
Objective To investigate the role of dementia in pneumonia among geriatric patients with hip fracture and further develop an algorithm for stratifying risk of developing postoperative pneumonia. Methods The algorithm was developed after retrospectively analyzing 1344 hip fracture patients in the National Clinical Research Center for Orthopedics, Sports Medicine, and Rehabilitation from 1992 to 2012. Twenty‐eight variables were analyzed for evaluating the ability to predict postoperative pneumonia. The validation of the algorithm was performed in the MIMIC‐III database after enrolling 235 patients. Results One thousand five hundred and seventy‐nine patients were enrolled, 4.69% patients had postoperative pneumonia in our hospital, and 17.02% suffered pneumonia in the MIMIC‐III database. Dementia patients had more postoperative pneumonia (12.68% vs 4.24%, P = 0.0075), as compared with patients without dementia. The algorithm included nine predictors: dementia, age, coronary heart disease, the American Society of Anesthesiologists score, surgical method, mechanical ventilation, anemia, hypoproteinemia, and high creatinine. Internal validation showed the algorithm with dementia could improve predictive performance, while external validation found the algorithm with or without dementia both had similar and good predictive ability. Conclusions The algorithm has the potential to be a pragmatic risk prediction tool to calculate risk of pneumonia in clinical practice and it may also be applicable in critically ill hip fracture patients with dementia.
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Affiliation(s)
| | - Shang Li
- The National Clinical Research Center for Orthopedics, Sports Medicine & Rehabilitation, General Hospital of Chinese PLA, Beijing, China
| | - Xiao Liu
- The National Clinical Research Center for Orthopedics, Sports Medicine & Rehabilitation, General Hospital of Chinese PLA, Beijing, China
| | - Xiang Huang
- The National Clinical Research Center for Orthopedics, Sports Medicine & Rehabilitation, General Hospital of Chinese PLA, Beijing, China
| | | | - Ming-Xing Lei
- The National Clinical Research Center for Orthopedics, Sports Medicine & Rehabilitation, General Hospital of Chinese PLA, Beijing, China.,Department of Orthopaedic Surgery, Hainan Hospital of Chinese PLA General Hospital, Beijing, China.,Chinese PLA Medical School, Beijing, China
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