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Lei M, Feng T, Chen M, Shen J, Liu J, Chang F, Chen J, Sun X, Mao Z, Li Y, Yin P, Tang P, Zhang L. Establishment and validation of an artificial intelligence web application for predicting postoperative in-hospital mortality in patients with hip fracture: a national cohort study of 52 707 cases. Int J Surg 2024; 110:4876-4892. [PMID: 38752505 PMCID: PMC11325965 DOI: 10.1097/js9.0000000000001599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Accepted: 04/26/2024] [Indexed: 05/19/2024]
Abstract
BACKGROUND In-hospital mortality following hip fractures is a significant concern, and accurate prediction of this outcome is crucial for appropriate clinical management. Nonetheless, there is a lack of effective prediction tools in clinical practice. By utilizing artificial intelligence (AI) and machine learning techniques, this study aims to develop a predictive model that can assist clinicians in identifying geriatric hip fracture patients at a higher risk of in-hospital mortality. METHODS A total of 52 707 geriatric hip fracture patients treated with surgery from 90 hospitals were included in this study. The primary outcome was postoperative in-hospital mortality. The patients were randomly divided into two groups, with a ratio of 7:3. The majority of patients, assigned to the training cohort, were used to develop the AI models. The remaining patients, assigned to the validation cohort, were used to validate the models. Various machine learning algorithms, including logistic regression (LR), decision tree (DT), naïve bayesian (NB), neural network (NN), eXGBoosting machine (eXGBM), and random forest (RF), were employed for model development. A comprehensive scoring system, incorporating 10 evaluation metrics, was developed to assess the prediction performance, with higher scores indicating superior predictive capability. Based on the best machine learning-based model, an AI application was developed on the Internet. In addition, a comparative testing of prediction performance between doctors and the AI application. FINDINGS The eXGBM model exhibited the best prediction performance, with an area under the curve (AUC) of 0.908 (95% CI: 0.881-0.932), as well as the highest accuracy (0.820), precision (0.817), specificity (0.814), and F1 score (0.822), and the lowest Brier score (0.120) and log loss (0.374). Additionally, the model showed favorable calibration, with a slope of 0.999 and an intercept of 0.028. According to the scoring system incorporating 10 evaluation metrics, the eXGBM model achieved the highest score (56), followed by the RF model (48) and NN model (41). The LR, DT, and NB models had total scores of 27, 30, and 13, respectively. The AI application has been deployed online at https://in-hospitaldeathinhipfracture-l9vhqo3l55fy8dkdvuskvu.streamlit.app/ , based on the eXGBM model. The comparative testing revealed that the AI application's predictive capabilities significantly outperformed those of the doctors in terms of AUC values (0.908 vs. 0.682, P <0.001). CONCLUSIONS The eXGBM model demonstrates promising predictive performance in assessing the risk of postoperative in-hospital mortality among geriatric hip fracture patients. The developed AI model serves as a valuable tool to enhance clinical decision-making.
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Affiliation(s)
- Mingxing Lei
- Department of Orthopedics, National Clinical Research Center for Orthopedics, Sports Medicine and Rehabilitation, PLA General Hospital
- Department of Orthopedics, Chinese PLA General Hospital
- Chinese PLA Medical School
- Department of Orthopedics, Hainan Hospital of Chinese PLA General Hospital, Hainan, People's Republic of China
| | - Taojin Feng
- Department of Orthopedics, Chinese PLA General Hospital
- Chinese PLA Medical School
| | - Ming Chen
- Department of Orthopedics, Chinese PLA General Hospital
- Chinese PLA Medical School
| | - Junmin Shen
- Department of Orthopedics, Chinese PLA General Hospital
- Chinese PLA Medical School
| | - Jiang Liu
- Department of Orthopedics, Chinese PLA General Hospital
- Chinese PLA Medical School
| | - Feifan Chang
- Department of Orthopedics, Chinese PLA General Hospital
- Chinese PLA Medical School
| | - Junyu Chen
- Department of Orthopedics, Chinese PLA General Hospital
- Chinese PLA Medical School
| | - Xinyu Sun
- Department of Orthopedics, Chinese PLA General Hospital
- Chinese PLA Medical School
| | - Zhi Mao
- Department of Emergency, The First Medical Center of PLA General Hospital, Beijing
| | - Yi Li
- Department of Orthopedics, National Clinical Research Center for Orthopedics, Sports Medicine and Rehabilitation, PLA General Hospital
- Department of Orthopedics, Chinese PLA General Hospital
| | - Pengbin Yin
- Department of Orthopedics, National Clinical Research Center for Orthopedics, Sports Medicine and Rehabilitation, PLA General Hospital
- Department of Orthopedics, Chinese PLA General Hospital
| | - Peifu Tang
- Department of Orthopedics, National Clinical Research Center for Orthopedics, Sports Medicine and Rehabilitation, PLA General Hospital
- Department of Orthopedics, Chinese PLA General Hospital
| | - Licheng Zhang
- Department of Orthopedics, National Clinical Research Center for Orthopedics, Sports Medicine and Rehabilitation, PLA General Hospital
- Department of Orthopedics, Chinese PLA General Hospital
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González-Quevedo D, Rubia-Ortega C, Sánchez-Delgado A, Moriel-Garceso D, Sánchez-Siles JM, Bravo-Bardají M, García-de-Quevedo D, Tamimi I. Secondary osteoporosis prevention: three-year outcomes from a Fracture Liaison Service in elderly hip fracture patients. Aging Clin Exp Res 2024; 36:103. [PMID: 38704788 PMCID: PMC11070393 DOI: 10.1007/s40520-024-02761-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Accepted: 04/19/2024] [Indexed: 05/07/2024]
Abstract
BACKGROUND Hip fractures are the most serious fragility fractures due to their associated disability, higher hospitalization costs and high mortality rates. Fracture Liaison Service (FLS) programs have enhanced the management of osteoporosis-related fractures and have shown their clinical effectiveness. AIMS To analyze the effect of the implementation of a FLS model of care over the survival and mortality rates following a hip fracture. METHODS We conducted a prospective cohort study on patients over 60 years of age who suffered a hip fracture before and after the implementation of the FLS in our center (between January 2016 and December 2019). Patients were followed for three years after the index date. Mortality, complications and refracture rates were compared between the two groups using a Multivariate Cox proportional hazard model. RESULTS A total of 1366 patients were included in this study (353 before FLS implementation and 1013 after FLS implementation). Anti-osteoporotic drugs were more frequently prescribed after FLS implementation (79.3% vs 12.5%; p < 0.01) and there was an increase in adherence to treatment (51.7% vs 30.2%; p < 0.01). A total of 413 (40.8%) patients after FLS implementation and 141 (39.9%) individuals before (p = 0.47) died during the three-years follow-up period. A second fracture occurred in 101 (10.0%) patients after FLS implementation and 37 (10.5%) individuals before (p = 0.78). Patients after the implementation of the FLS protocol had a lower all cause one-year mortality [adjusted Hazard Ratio (HR) 0.74 (0.57-0.94)] and a decreased risk of suffering a second osteoporotic fracture [adjusted HR 0.54 (0.39-0.75) in males and adjusted HR 0.46 (0.30-0.71) in females]. CONCLUSIONS The implementation of a FLS protocol was associated with a lower all-cause one-year mortality rate and a higher survivorship in elderly hip fracture patients. However, no three-year mortality rate differences were observed between the two groups. We also found a reduction in the complication and second-fracture rates.
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Affiliation(s)
- David González-Quevedo
- Department of Orthopedic Surgery and Traumatology, Regional University Hospital of Málaga, Carlos Haya Avenue, 29010, Málaga, Spain.
- Department of Surgical Specialties, Biochemistry and Immunology, School of Medicine, University of Málaga, Málaga, Spain.
| | - Carolina Rubia-Ortega
- Department of Orthopedic Surgery and Traumatology, Regional University Hospital of Málaga, Carlos Haya Avenue, 29010, Málaga, Spain
| | - Adriana Sánchez-Delgado
- Department of Orthopedic Surgery and Traumatology, Regional University Hospital of Málaga, Carlos Haya Avenue, 29010, Málaga, Spain
| | - Diego Moriel-Garceso
- Department of Orthopedic Surgery and Traumatology, Regional University Hospital of Málaga, Carlos Haya Avenue, 29010, Málaga, Spain
| | - Juan-Manuel Sánchez-Siles
- Department of Orthopedic Surgery and Traumatology, Regional University Hospital of Málaga, Carlos Haya Avenue, 29010, Málaga, Spain
| | - Manuel Bravo-Bardají
- Department of Orthopedic Surgery and Traumatology, Regional University Hospital of Málaga, Carlos Haya Avenue, 29010, Málaga, Spain
| | - David García-de-Quevedo
- Department of Orthopedic Surgery and Traumatology, Regional University Hospital of Málaga, Carlos Haya Avenue, 29010, Málaga, Spain
| | - Iskandar Tamimi
- Department of Orthopedic Surgery and Traumatology, Regional University Hospital of Málaga, Carlos Haya Avenue, 29010, Málaga, Spain
- Department of Surgical Specialties, Biochemistry and Immunology, School of Medicine, University of Málaga, Málaga, Spain
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Sanz-Reig J, Mas-Martinez J, Ojeda-Thies C, Saez-Lopez MP, Alonso-García N, Gonzalez-Montalvo JI. Emergency department prediction model for 30-day mortality after hip fracture: the Spanish National Hip Fracture Registry (RNFC) cohort. Hip Int 2024; 34:290-297. [PMID: 37670497 DOI: 10.1177/11207000231197818] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/07/2023]
Abstract
INTRODUCTION The aim of this study was to design and validate a predictive model for 30-day mortality in a cohort of patients from the Spanish National Hip Fracture Registry (RNFC) with variables collected at the Emergency Department. METHODS Retrospective study of a prospective database of hip fracture patients ⩾75 years old between 1 January 2017 and 30 September 2019. Patient characteristics, type of fracture and osteoprotective medication were collected at the Emergency Department. Univariate analysis compared the results between patients alive and deceased 30 days after hospital discharge. The variables associated with 30-day mortality in the regression analysis were age >85 years, male sex, indoors pre-fracture mobility, dementia, ASA score >3, pathological fracture, and vitamin D intake. A score scale was created with these variables. Discriminative performance was assessed using the area under the curve (AUC), calibration was assessed by applying Hosmer-Lemeshow goodness-of-fit test and predicted-to-observed mortality was compared. RESULTS A total of 29,875 hip fracture cases were included in the study. The 30-day mortality of the overall cohort was 7.7%. A scale of 0-9 points was created, with a cut-off point of 4 points for the determination of patients at high risk of mortality. The AUC was 0.886. RNFC score presented good level of calibration (p = 0.139). The predicted-to-observed ratio was 1.09. CONCLUSIONS The RNFC predictive model with variables collected at the Emergency Department showed an excellent predictive capacity for 30-day mortality in patients after hip fracture.
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Affiliation(s)
- Javier Sanz-Reig
- Traumatology Vistahermosa, HLA Vistahermosa Clinic, Alicante, Spain
| | | | - Cristina Ojeda-Thies
- Department of Orthopaedic Surgery and Traumatology, 12 de Octubre University Hospital, Madrid, Spain
| | - Maria P Saez-Lopez
- La Paz University Hospital, La Paz Hospital Research Institute (IdiPAZ), Madrid, Spain
- Geriatrics Department, Fundación Alcorcón University Hospital, Alcorcón, Spain
| | - Noelia Alonso-García
- Orthopaedic Surgery and Traumatology Department, Segovia Health Care Complex, Segovia, Spain
| | - Juan I Gonzalez-Montalvo
- Geriatrics Department, La Paz University Hospital, La Paz Hospital Research Institute (IdiPAZ), Madrid, Spain
- Department of Medicine, Autonomous University of Madrid, Spain
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Turabi RY, Wyatt D, Guerra S, O'Connell MDL, Khatun T, Sageer SA, Alhazmi A, Sheehan KJ. Barriers and facilitators of weight bearing after hip fracture surgery among older adults. A scoping review. Osteoporos Int 2023:10.1007/s00198-023-06735-5. [PMID: 37016146 DOI: 10.1007/s00198-023-06735-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Accepted: 03/24/2023] [Indexed: 04/06/2023]
Abstract
PURPOSE This scoping review aimed to synthesise the available evidence on barriers and facilitators of weight bearing after hip fracture surgery in older adults. METHODS Published (Cochrane Central, MEDLINE, EMBASE, CINAHL, and PEDro) and unpublished (Global Health, EThOS, WorldCat dissertation and thesis, ClinicalTrials.gov , OpenAIRE, DART-Europe) evidence was electronically searched from database inception to 29 March 2022. Barriers and facilitators of weight bearing were extracted and synthesised into patient, process (non-surgical), process (surgical), and structure-related barriers/facilitators using a narrative review approach. RESULTS In total, 5594 were identified from the primary search strategy, 1314 duplicates were removed, 3769 were excluded on title and abstract screening, and 442 were excluded on full-text screening. In total, 69 studies (all from published literature sources) detailing 47 barriers and/or facilitators of weight bearing were included. Of barriers/facilitators identified, 27 were patient-, 8 non-surgical process-, 8 surgical process-, and 4 structure-related. Patient facilitators included anticoagulant, home discharge, and aid at discharge. Barriers included preoperative dementia and delirium, postoperative delirium, pressure sores, indoor falls, ventilator dependence, haematocrit < 36%, systemic sepsis, and acute renal failure. Non-surgical process facilitators included early surgery, early mobilisation, complete medical co-management, in-hospital rehabilitation, and patient-recorded nurses' notes. Barriers included increased operative time and standardised hip fracture care. Surgical process facilitators favoured intramedullary fixations and arthroplasty over extramedullary fixation. Structure facilitators favoured more recent years and different healthcare systems. Barriers included pre-holiday surgery and admissions in the first quarter of the year. CONCLUSION Most patient/surgery-related barriers/facilitators may inform future risk stratification. Future research should examine additional process/structure barriers and facilitators amenable to intervention. Furthermore, patient barriers/facilitators need to be investigated by replicating the studies identified and augmenting them with more specific details on weight bearing outcomes.
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Affiliation(s)
- R Y Turabi
- Department of Population Health Sciences, School of Life Course and Population Sciences, King's College London, London, UK.
- Department of Physical Therapy, Applied Medical Sciences, Jazan University, Jazan, Saudi Arabia.
| | - D Wyatt
- Department of Population Health Sciences, School of Life Course and Population Sciences, King's College London, London, UK
| | - S Guerra
- Department of Population Health Sciences, School of Life Course and Population Sciences, King's College London, London, UK
| | - M D L O'Connell
- Department of Population Health Sciences, School of Life Course and Population Sciences, King's College London, London, UK
| | - T Khatun
- Centre for Implementation Science, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - S A Sageer
- Department of Orthopaedic, Relief Hospital and Trauma Centre, Kerala, India
| | - A Alhazmi
- Department of Orthopaedic, King Fahad Central Hospital, Jazan, Saudi Arabia
| | - K J Sheehan
- Department of Population Health Sciences, School of Life Course and Population Sciences, King's College London, London, UK
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Mortality following hip fracture: Trends and geographical variations over the last SIXTY years. Injury 2023; 54:620-629. [PMID: 36549980 DOI: 10.1016/j.injury.2022.12.008] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 12/04/2022] [Accepted: 12/07/2022] [Indexed: 12/14/2022]
Abstract
INTRODUCTION The management of hip fractures has advanced on all aspects from prevention pre-operatively, specialised hip fracture units, early operative intervention and rehabilitation. This is in line with the appropriate recognition over the past years of an important presentation with significant mortality and socioeconomic consequences of ever increasing incidence in an aging population. It is therefore imperative to continue to gather data on the incidence and trends of hip fractures to guide future management planning of this important presentation. METHODS A review of all articles published on the outcome after hip fracture over a twenty year period (1999-2018) was undertaken to determine any changes that had occurred in the demographics and mortality over this period. This article complements and expands upon the findings of a previous article by the authors assessing a four decade period (1959 - 1998) and attempts to present trends and geographical variations over sixty years. RESULTS The mean age of patients sustaining hip fractures continues to be steadily increasing at approximately just over 1 year of age for every 5-year time period. The mean age of patients sustaining hip fractures increased from 73 years (1960s) to 81 years (2000s) to 82 years (2010s). Over the six decade period one-year mortality has reduced from an overall mean of 27% (1960s) to 20% (2010s). The proportion of female hip fractures has decreased from 84% (1960s) to 70% (2010s). There is a decreasing trend in the proportion of intracapsular fractures from 54% (1970s) to 49% (2000s) and 48% (2010s). CONCLUSION Our study indicates that significant progress has been made with preventative planning, medical management, specialised orthogeriatric units and surgical urgency all playing a role in the improvements in mean age of hip fracture incidence and reduction in mortality rates. While geographical variations do still exist there has been an increase in the study of hip fractures globally with results now being published from more widespread institutions indicating appropriate increased attention and commitment to an ever-increasing presentation.
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Fu M, Guo J, Zhang Y, Zhao Y, Zhang Y, Hou Z, Wang Z. Effect of integrated management bundle on 1-year overall survival outcomes and perioperative outcomes in super elderly patients aged 90 and over with hip fracture: non-concurrent cohort study. BMC Musculoskelet Disord 2022; 23:778. [PMID: 35971104 PMCID: PMC9377134 DOI: 10.1186/s12891-022-05720-z] [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: 02/01/2022] [Accepted: 07/29/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Due to concomitant factors like frailty and comorbidity, super elderly (≥90 years) patients with hip fracture differ from patients aged 65-89 years in perioperative complications and mortality. The integrated management bundle referred to bundled application of multiple clinical measures. The aim of this study was to analyze effect of integrated management bundle on 1-year overall survival and perioperative outcomes in super elderly patients with hip fracture, with multidisciplinary management group serving as the control group. METHODS In this retrospective cohort study, super elderly patients with hip fracture were included from Jan 2017 to Nov 2020. Patients were retrospectively divided to multidisciplinary management group and integrated management bundle group. The primary outcome was 1- year overall survival, and the secondary outcome was perioperative outcomes. Kaplan-Meier methods was used to compare survival probability. Multivariable Cox's modeling was used to explain the effect of integrated bundle on 1-year overall survival adjusted for confounders. The perioperative outcomes including complications and in-hospital data of two groups were compared. The multivariable logistic regression was used to explain the effect of integrated bundle on the occurrence of perioperative complications adjusted for confounders. Prognostic factors related to survival was identified by multivariable Cox's regression analysis. RESULTS Ninety-seven patients comprised multidisciplinary management group, and 83 comprised integrated management bundle group. The Kaplan-Meier plots showed that the survival probability of integrated management bundle group was significantly better than multidisciplinary management group (HR:0.435, 95%CI:0.207-0.914, P = 0.039). Multivariable analysis after adjustment for confounders showed a 42.8% lower incidence of mortality integrated management bundle group than multidisciplinary management group (HR:0.428, 95%CI:0.186-0.986, P = 0.046). Incidence of hypoproteinemia, and electrolyte disturbance in integrated management bundle group was significantly lower than multidisciplinary management group (all P < 0.05). In addition, significant reduction was observed in length of stay (P < 0.05) in integrated management bundle group. Multivariable logistic regression showed integrated management bundle was independent protective factor of hypoproteinemia, and electrolyte disturbance. mECM score ≥ 6 and ASA score > 2 were independent risk factors of overall survival (HR: 1.940, 95%CI: 1.067-3.525,P = 0.030; HR: 2.281, 95%CI: 1.113-4.678,P = 0.024). CONCLUSIONS The integrated management bundle improved 1-year overall survival and played positive effects in improving perioperative outcomes. It might be a more suitable management modality for super elderly patients with hip fracture.
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Affiliation(s)
- Mingming Fu
- Department of Geriatric Orthopedics, Third Hospital of Hebei Medical University, Hebei, 050051, Shijiazhuang, People's Republic of China
| | - Junfei Guo
- Department of Orthopedic Surgery, Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China
| | - Yaqian Zhang
- Department of Geriatric Orthopedics, Third Hospital of Hebei Medical University, Hebei, 050051, Shijiazhuang, People's Republic of China
| | - Yuqi Zhao
- Department of Geriatric Orthopedics, Third Hospital of Hebei Medical University, Hebei, 050051, Shijiazhuang, People's Republic of China
| | - Yingze Zhang
- Department of Orthopedic Surgery, Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China.,NHC Key Laboratory of Intelligent Orthopedic Equipment (The Third Hospital of Hebei Medical University), Hebei, 050051, Shijiazhuang, People's Republic of China.,Chinese Academy of Engineering, Beijing, 100088, People's Republic of China
| | - Zhiyong Hou
- Department of Orthopedic Surgery, Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China. .,NHC Key Laboratory of Intelligent Orthopedic Equipment (The Third Hospital of Hebei Medical University), Hebei, 050051, Shijiazhuang, People's Republic of China.
| | - Zhiqian Wang
- Department of Geriatric Orthopedics, Third Hospital of Hebei Medical University, Hebei, 050051, Shijiazhuang, People's Republic of China.
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Fu M, Zhang Y, Guo J, Zhao Y, Hou Z, Wang Z, Zhang Y. Application of integrated management bundle incorporating with multidisciplinary measures improved in-hospital outcomes and early survival in geriatric hip fracture patients with perioperative heart failure: a retrospective cohort study. Aging Clin Exp Res 2022; 34:1149-1158. [PMID: 35067910 PMCID: PMC9135836 DOI: 10.1007/s40520-021-02038-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Accepted: 11/18/2021] [Indexed: 12/13/2022]
Abstract
Background In elderly, hip fracture is often complicated by perioperative heart failure, related to worse prognosis. We aimed to analyze the effects of integrated management bundle incorporating with multidisciplinary measures on in-hospital outcomes and early survival in elderly hip fracture patients with perioperative heart failure. Methods In this retrospective cohort study, a total of 421 hip fracture patients aged 65 and over who developed perioperative heart failure were included. According to different perioperative management modes applied, patients were retrospectively divided into multidisciplinary management group (Group A), including 277 patients, and integrated management bundle group (Group B), including 144 patients. The B-type natriuretic peptide (BNP) and C-reactive protein (CRP) levels, complications, length of stay, and hospitalization costs were observed and compared between two groups. Overall survival was compared by Kaplan–Meier methods. Cox regression analysis was used to identify prognostic factors associated with overall survival. Results A total of 421 patients were enrolled for analysis, including 277 in Group A and 144 in Group B. BNP and CRP levels were significantly decreased compared with admission (P < 0.05). Furthermore, BNP and CRP in Group B decreased much more than those in Group A (P < 0.05). The reductions were observed in length of stay, hospitalization costs and incidence of pulmonary infection, hypoproteinemia, and acute cerebral infarction in Group B (all P < 0.05). The Kaplan–Meier plots showed significantly superior overall survival in Group B. Integrated management bundle was independent favorable prognostic factors. Conclusions The integrated management bundle incorporating with multidisciplinary measures significantly improved the therapeutic effect of perioperative heart failure, reduced inflammatory response, and yielded better hospital outcomes. It brought better survival benefits for geriatric hip fracture patients with perioperative heart failure. The results of this study can play an important role in clinical work and provide a valuable theoretical basis for selection of management model in elderly hip fracture patients with perioperative heart failure.
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Affiliation(s)
- Mingming Fu
- Department of Geriatric Orthopedics, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China
| | - Yaqian Zhang
- Department of Geriatric Orthopedics, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China
| | - Junfei Guo
- Department of Orthopaedic Surgery, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China
| | - Yuqi Zhao
- Department of Geriatric Orthopedics, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China
| | - Zhiyong Hou
- Department of Orthopaedic Surgery, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China
- NHC Key Laboratory of Intelligent Orthopeadic Equipment (The Third Hospital of Hebei Medical University), Hebei, People's Republic of China
| | - Zhiqian Wang
- Department of Geriatric Orthopedics, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China.
| | - Yingze Zhang
- Department of Orthopaedic Surgery, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China.
- NHC Key Laboratory of Intelligent Orthopeadic Equipment (The Third Hospital of Hebei Medical University), Hebei, People's Republic of China.
- Chinese Academy of Engineering, Beijing, 100088, People's Republic of China.
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Trevisan C, Gallinari G, Carbone A, Klumpp R. Efficiently stratifying mid-term death risk in femoral fractures in the elderly: introducing the ASAgeCoGeCC Score. Osteoporos Int 2021; 32:2023-2031. [PMID: 33811493 DOI: 10.1007/s00198-021-05932-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2021] [Accepted: 03/17/2021] [Indexed: 12/25/2022]
Abstract
UNLABELLED We evaluated mortality in a cohort of hip fracture patients and implemented a risk prediction score named ASAgeCoGeCC with excellent discrimination. It allowed to separate patients in 3 different risk groups with distinct mortality rates. Recognition of the heterogeneity of patients with femoral fractures may have relevant implications for their management. INTRODUCTION Usage of risk prediction models to estimate postoperative mortality risk for hip fracture patients represents a useful tool to give insight in the prognosis and assist in clinical decision-making. The aim of this study was to identify a predictive model able to determine the possible presence of distinct subgroups of hip fracture patients by risk classes in the mid-term. METHODS Three hundred twenty-three hip fracture patients were evaluated, and mortality rates at 30 days, 1, 2, and 4 years were calculated. A multivariate logistic regression analysis using mortality 4 years after fracture as a dependent variable found ASA score, age, cognitive status, gender, and Charlson Comorbidities Index (CCI) as significant risk factors. Using these items, a score named ASAgeCoGeCC was implemented and compared with CCI and Nottingham Hip Fracture Score (NHFS) by a receiver operating characteristic (ROC) curve. RESULTS The area under the ROC curve for ASAgeCoGeCC was always greater than that of CCI and NHFS and ranged between 0.804 and 0.820 suggesting an excellent discrimination. The ASAgeCoGeCC logistic model showed also a good calibration. Patients were divided in 3 groups: a low risk group, an intermediate risk group with an odds ratio for 4-year mortality of 5.6 (95% CI 2.9-10.6), and a high risk group with an odds ratio 21.6 (95% CI 10.6-44). CONCLUSION The ASAgeCoGeCC Score is a predictive tool for mortality after hip fracture with good calibration and excellent discrimination properties. It is the first scoring system stratifying hip fracture patients' mortality at 4 years from fracture.
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Affiliation(s)
- C Trevisan
- UOC Ortopedia e Traumatologia, Ospedale Bolognini Seriate ASST-Bergamo Est, Via Paderno 21, 24065, Seriate, BG, Italia.
| | - G Gallinari
- UOC Ortopedia e Traumatologia, Ospedale Bolognini Seriate ASST-Bergamo Est, Via Paderno 21, 24065, Seriate, BG, Italia
| | - A Carbone
- UOC Ortopedia e Traumatologia, Ospedale Bolognini Seriate ASST-Bergamo Est, Via Paderno 21, 24065, Seriate, BG, Italia
| | - R Klumpp
- UOC Ortopedia e Traumatologia, Ospedale Bolognini Seriate ASST-Bergamo Est, Via Paderno 21, 24065, Seriate, BG, Italia
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A new preoperative risk score for predicting mortality of elderly hip fracture patients: an external validation study. Aging Clin Exp Res 2021; 33:2519-2527. [PMID: 33486721 DOI: 10.1007/s40520-021-01786-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Accepted: 01/04/2021] [Indexed: 10/22/2022]
Abstract
BACKGROUND Hip fractures are common in the elderly and have a high risk of mortality. Several risk prediction models for mortality of hip fracture have been developed, but most of them are difficult to apply accurately in clinical practice. AIMS The objective of the present study was to perform an external validation of a new published preoperative risk score for predicting mortality. METHODS We carried out a retrospective cohort study from January 2014 to December 2018 for elderly hip fracture patients discharged from a orthopedic center in China. The preoperative risk score was calculated for each patient, and further divided into two groups: low-risk group (score < 24 points) and high-risk group (score ≥ 24 points) using the receiver operating characteristic (ROC) curve. The outcome was 30-day, 6-month and 1-year all-cause mortality, and the relationship between the risk score and mortality was assessed by univariate and multivariate Cox proportional hazard models. The area under the curve (AUC), Hosmer-Lemeshow test and calibration plots were used to test the discrimination and calibration. RESULTS A total of 460 consecutive patients were included in the study, and high-risk score was an independent risk factor for 30-day mortality [Hazard ratio (HR) 6.70; 95% Confidence interval (CI) 1.82-24.69; p = 0.004], 6-month mortality (HR 2.94; 95% CI 1.68-5.17; p < 0.001) and 1-year mortality (HR 3.30; 95% CI 2.09-5.20; p < 0.001). Also, each point increase in the risk score resulted in a 11% increase in 30-day mortality (HR 1.11; 95% CI 1.07-1.16; p < 0.001), 6% increase in 6-month mortality (HR 1.06; 95% CI 1.04-1.09; p < 0.001), and 5% increase in 1-year mortality (HR 1.05; 95% CI 1.03-1.07; p < 0.001). Moreover, the risk score had an AUC of 0.89 (95% CI 0.80-0.98) for 30-day mortality, 0.77 (95% CI 0.70-0.83) for 6-month mortality, and 0.76 (95% CI 0.70-0.81) for 1-year mortality. Calibration plots showed a good calibration between observed and predicted mortality, which was also demonstrated by the Hosmer-Lemeshow test. CONCLUSION Our present study findings indicated that the preoperative risk score was an accurate mortality risk assessment tool for elderly hip fracture patients, regardless of short- and long-term follow-up.
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Trevisan C, Gallinari G, Carbone A, Klumpp R. Fifteen years change in acute management of hip fracture patients: 1-year mortality calls for improvements. Injury 2021; 52:2367-2372. [PMID: 33518295 DOI: 10.1016/j.injury.2021.01.025] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Revised: 01/13/2021] [Accepted: 01/18/2021] [Indexed: 02/02/2023]
Abstract
INTRODUCTION Over the past two decades, the average age of hip fractured patients has increased, patients are increasingly fragile and their management is more complex. Most of the literature suggest that care improvement lowered short-term mortality but there is no clear evidence whether mid- and long-term mortality rates are improving. The aim of this study was to evaluate the variations in comorbidities in hip fractured patients over 15 years, the changes in mortality and identify the predictive factors for mortality for identifying the patients at higher risk. MATERIALS AND METHODS Hip fractured patients admitted in hospital in 2000-2001 (192 patients) and 2015-2016 (323 patients) were retrospectively reviewed. Demographic, clinical and management data from the two cohorts were compared. Thirty-day and 1-year mortality were calculated and compare between the two cohorts. A multivariate logistic regression model were performed to identify the most significant predictors of mortality. RESULTS After fifteen years, mean age of hip fracture patients increased by 2.6 years with a 31% increase in comorbidity. The most prevalent comorbidities were hypertension, COPD, diabetes, arrhythmia, renal impairment and dementia. In the 2015-2016 cohort, the age-adjusted mortality at 30 days significantly declined compared to the 2000-2001 cohort (respectively 6.9% vs. 12.5%) but the age-adjusted mortality at 1-year was equivalent. Older age, reduced mobility, higher comorbidity, lateral fractures and male sex were significant risk factors for reduced survival time CONCLUSIONS: After 15 years, there was a significant improvement in 30-days mortality in hip fractured patients despite their increase in comorbidities but this advantage was not observed in 1-year mortality. This suggests the need to implement targeted and longer-term care support for males, older patients and those with greater comorbidities which are at higher risk.
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Affiliation(s)
- Carlo Trevisan
- UOC Ortopedia e Traumatologia, Ospedale Bolognini Seriate ASST-Bergamo Est, Italia, Via Paderno 21 - 24065 Seriate (BG), Italy.
| | - Gianluca Gallinari
- UOC Ortopedia e Traumatologia, Ospedale Bolognini Seriate ASST-Bergamo Est, Italia, Via Paderno 21 - 24065 Seriate (BG), Italy
| | - Alessandro Carbone
- UOC Ortopedia e Traumatologia, Ospedale Bolognini Seriate ASST-Bergamo Est, Italia, Via Paderno 21 - 24065 Seriate (BG), Italy
| | - Raymond Klumpp
- UOC Ortopedia e Traumatologia, Ospedale Bolognini Seriate ASST-Bergamo Est, Italia, Via Paderno 21 - 24065 Seriate (BG), Italy
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Meyer AC, Ek S, Drefahl S, Ahlbom A, Hedström M, Modig K. Trends in Hip Fracture Incidence, Recurrence, and Survival by Education and Comorbidity: A Swedish Register-based Study. Epidemiology 2021; 32:425-433. [PMID: 33512961 PMCID: PMC8011509 DOI: 10.1097/ede.0000000000001321] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Accepted: 01/13/2021] [Indexed: 12/21/2022]
Abstract
BACKGROUND Hip fractures are common and severe conditions among older individuals, associated with high mortality, and the Nordic countries have the highest incidence rates globally. With this study, we aim to present a comprehensive picture of trends in hip fracture incidence and survival in the older Swedish population stratified by education, birth country, and comorbidity level. METHODS This study is based on a linkage of several population registers and included the entire population over the age of 60 living in Sweden. We calculated age-standardized incidence rates for first and recurrent hip fractures as well as age-standardized proportions of patients surviving 30 and 365 days through the time period 1998 to 2017. We calculated all outcomes for men and women in the total population and in each population stratum. RESULTS Altogether, we observed 289,603 first hip fractures during the study period. Age-standardized incidence rates of first and recurrent fractures declined among men and women in the total population and in each educational-, birth country-, and comorbidity group. Declines in incidence were more pronounced for recurrent than for first fractures. Approximately 20% of women and 30% of men died within 1 year of their first hip fracture. Overall, survival proportions remained constant throughout the study period but improved when taking into account comorbidity level. CONCLUSIONS Hip fracture incidence has declined across the Swedish population, but mortality after hip fracture remained high, especially among men. Hip fracture patients constitute a vulnerable population group with increasing comorbidity burden and high mortality risk.
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Affiliation(s)
- Anna C. Meyer
- From the Institute of Environmental Medicine, Karolinska Institutet, Unit of Epidemiology, Stockholm, Sweden
| | - Stina Ek
- From the Institute of Environmental Medicine, Karolinska Institutet, Unit of Epidemiology, Stockholm, Sweden
| | - Sven Drefahl
- Demography Unit, Stockholm University, Stockholm, Sweden
| | - Anders Ahlbom
- From the Institute of Environmental Medicine, Karolinska Institutet, Unit of Epidemiology, Stockholm, Sweden
| | - Margareta Hedström
- Department of Clinical Sciences, Intervention and Technology (CLINTEC) Karolinska Institutet, Stockholm, Sweden
- Department of Orthopaedics, Karolinska University Hospital, Stockholm, Sweden
| | - Karin Modig
- From the Institute of Environmental Medicine, Karolinska Institutet, Unit of Epidemiology, Stockholm, Sweden
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Shao JL, Li H, Zhang XR, Zhang X, Li ZZ, Jiao GL, Sun GD. Identification of Serum Exosomal MicroRNA Expression Profiling in Menopausal Females with Osteoporosis by High-throughput Sequencing. Curr Med Sci 2021; 40:1161-1169. [PMID: 33428145 DOI: 10.1007/s11596-020-2306-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2020] [Accepted: 08/07/2020] [Indexed: 02/07/2023]
Abstract
Estrogen deficiency, which mainly occurs in postmenopausal women, is a primary reason for osteoporosis in clinical diagnosis. However, the molecular regulation of osteoporosis in menopausal females is still not adequately explained in the literature, with the diagnosis and treatment for osteoporosis being limited. Herein, exosomal microRNAs (miRNAs) were used to evaluate their diagnosis and prediction effects in menopausal females with osteoporosis. In this study, 6 menopausal females without osteoporosis and 12 menopausal females with osteoporosis were enrolled. The serum exosomes were isolated, and the miRNA expression was detected by miRNA high-throughput sequencing. Exosomal miRNA effects were analyzed by Gene Ontology and Kyoto Encyclopedia of Genes and Genomes analyses. The miRNA-targeted genes were evaluated by Targetscan 7.2 and the protein-protein interactions (PPI) by STRING. Hub genes were analyzed by the CytoHubba app of Cytoscape. The results showed that 191 aberrant miRNAs were found in the group of menopausal females with osteoporosis, including 72 upregulated miRNAs and 121 downregulated miRNAs. Aberrant miRNAs were involved in many signaling pathways, such as the Wnt, MAPK, and Hippo pathways. Based on PPI network analysis, FBXL3, FBXL13, COPS2, UBE2D3, DCUN1D1, DCUN1D4, CUL3, FBXO22, ASB6, and COMMD2 were the 10 most notable genes in the PPI network. In conclusion, aberrant serum exosomal miRNAs were associated with an altered risk of osteoporosis in menopausal females and may act as potential biomarkers for the prediction of risk of osteoporosis in menopausal females.
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Affiliation(s)
- Jian-Li Shao
- Department of Orthopedics and Traumatology, First Affiliated Hospital, Jinan University, Guangzhou, 510632, China.
| | - Heng Li
- Department of Orthopedics, Central People's Hospital of Zhanjiang, Zhanjiang, 524045, China
| | - Xiao-Rong Zhang
- Department of Orthopedics and Traumatology, First Affiliated Hospital, Jinan University, Guangzhou, 510632, China
| | - Xia Zhang
- Department of Ultrasound, Mental Hospital of Civil Affairs Bureau, Guangzhou, 510632, China.
| | - Zhi-Zhong Li
- Department of Orthopedics and Traumatology, First Affiliated Hospital, Jinan University, Guangzhou, 510632, China
| | - Gen-Long Jiao
- Department of Orthopedics and Traumatology, First Affiliated Hospital, Jinan University, Guangzhou, 510632, China
| | - Guo-Dong Sun
- Department of Orthopedics and Traumatology, First Affiliated Hospital, Jinan University, Guangzhou, 510632, China
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Mellner C, Hedström M, Hommel A, Sköldenberg O, Eisler T, Mukka S. The Sernbo score as a predictor of 1-year mortality after hip fracture: a registry study on 55,716 patients. Eur J Trauma Emerg Surg 2020; 47:2043-2048. [PMID: 32363412 PMCID: PMC8629894 DOI: 10.1007/s00068-020-01375-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2019] [Accepted: 04/10/2020] [Indexed: 12/04/2022]
Abstract
Purpose Patients sustaining a hip fracture have a high mortality rate during the first postoperative year and the Sernbo score may stratify patients into a high, intermediate and low risk of death during this period. We assessed its predictive properties on patients from the National Swedish Hip Fracture Register. Patients and methods 55,716 hip fracture patients, 69% women older than 65 years at surgery (registered between 2010 and 2015) with complete Sernbo scores and mortality data were studied. Receiver-operating characteristics analyses (ROC) were used. Validation of Sernbo score was performed. Results The overall 1-year mortality rate was 26%—and 17%, 27.4% and 55.6% in the low, intermediate and high-risk groups, respectively. The ROC analysis indicated a predictive ability of the Sernbo score, with an AUC of 0.69 (CI 0.68–0.69). Conclusion In this registry-based study, the easy-to-use Sernbo scoring system proved to be appropriate and useful way to identify hip fracture patients with a high-risk mortality during the first postoperative year. Electronic supplementary material The online version of this article (10.1007/s00068-020-01375-4) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Carl Mellner
- Department of Surgical and Perioperative Sciences, Umeå University, Umeå, Sweden.
| | - Margareta Hedström
- Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, Stockholm, Sweden
| | - Ami Hommel
- Department of Care Science, Faculty of Health and Society, Malmö University, Malmö, Sweden
| | - Olof Sköldenberg
- Department of Clinical Sciences at Danderyd Hospital (KIDS), Division of Orthopaedics, Karolinska Institutet, Stockholm, Sweden
| | - Thomas Eisler
- Department of Clinical Sciences at Danderyd Hospital (KIDS), Division of Orthopaedics, Karolinska Institutet, Stockholm, Sweden
| | - Sebastian Mukka
- Department of Surgical and Perioperative Sciences, Umeå University, Umeå, Sweden
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Pallardo Rodil B, Gómez Pavón J, Menéndez Martínez P. Hip fracture mortality: Predictive models. Med Clin (Barc) 2020; 154:221-231. [PMID: 31859006 DOI: 10.1016/j.medcli.2019.09.020] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2019] [Revised: 09/22/2019] [Accepted: 09/23/2019] [Indexed: 12/18/2022]
Abstract
The preoperative estimation of the risk of mortality after a hip fracture is very useful to plan time of surgery and perioperative care, inform patients and families about the prognosis and allows comparisons between different units. Different models have been developed to stratify mortality risk, but they show heterogeneity in terms of type of population and variables included, monitoring the time and statistical methods used, which makes it difficult to establish comparisons between them. The vast majority of them are awaiting external validation in populations different from those in which they were originally proposed. So far, the Nottingham Hip Fracture Score (NHFS) and the Orthopaedic Physiological and Operative Severity Score for the enUmeration of Mortality and Morbidity (O-POSSUM) are the most commonly used models. The NHFS is simpler and faster to apply, and by not including intraoperative variables can be used at the time of admission.
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Affiliation(s)
- Beatriz Pallardo Rodil
- Unidad de Ortogeriatría, Servicio de Geriatría, Hospital Central de la Cruz Roja San José y Santa Adela, Madrid, España
| | - Javier Gómez Pavón
- Unidad de Ortogeriatría, Servicio de Geriatría, Hospital Central de la Cruz Roja San José y Santa Adela, Madrid, España.
| | - Pablo Menéndez Martínez
- Unidad de Ortogeriatría, Servicio de Traumatología Hospital Central de la Cruz Roja San José y Santa Adela, Madrid, España
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Meyer AC, Drefahl S, Ahlbom A, Lambe M, Modig K. Trends in life expectancy: did the gap between the healthy and the ill widen or close? BMC Med 2020; 18:41. [PMID: 32192480 PMCID: PMC7082956 DOI: 10.1186/s12916-020-01514-z] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2019] [Accepted: 02/06/2020] [Indexed: 01/03/2023] Open
Abstract
BACKGROUND During the past decades, life expectancy has continued to increase in most high-income countries. Previous research suggests that improvements in life expectancy have primarily been driven by advances at the upper end of the health distribution, while parts of the population have lagged behind. Using data from the entire Swedish population, this study aims to examine the life expectancy development among subgroups of individuals with a history of common diseases relative to that of the general population. METHODS The remaining life expectancy at age 65 was estimated for each year in 1998-2017 among individuals with a history of disease, and for the total Swedish population. We defined population subgroups as individuals with a history of myocardial infarction, ischemic or hemorrhagic stroke, hip fracture, or colon, breast, or lung cancer. We further distinguished between different educational levels and Charlson comorbidity index scores. RESULTS Life expectancy gains have been larger for men and women with a history of myocardial infarction, ischemic or hemorrhagic stroke, and colon or breast cancer than for the general population. The life expectancy gap between individuals with a history of hip fracture or lung cancer and the general population has, however, been growing. Education and comorbidity have affected mortality levels, but have not altered the rate of increase in life expectancy among individuals with disease history. The female advantage in life expectancy was less pronounced among individuals with disease history than among the general population. CONCLUSIONS Life expectancy has increased faster in many subpopulations with a history of disease than in the general population, while still remaining at lower levels. Improvements in life expectancy have been observed regardless of comorbidity or educational level. These findings suggest that the rise in overall life expectancy reflects more than just improved survival among the healthy or the delayed onset of disease.
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Affiliation(s)
- Anna C Meyer
- Unit of Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, PO Box 210, SE-171 77, Stockholm, Sweden.
| | - Sven Drefahl
- Demography Unit, Stockholm University, SE-10691, Stockholm, Sweden
| | - Anders Ahlbom
- Unit of Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, PO Box 210, SE-171 77, Stockholm, Sweden
| | - Mats Lambe
- Department of Medical Epidemiology and Biostatistics (MEB), Karolinska Institutet, SE-17177, Stockholm, Sweden.,Regional Cancer Centre, University Hospital, SE-751 85, Uppsala, Sweden
| | - Karin Modig
- Unit of Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, PO Box 210, SE-171 77, Stockholm, Sweden
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Probert N, Lööw A, Akner G, Wretenberg P, Andersson ÅG. A Comparison of Patients with Hip Fracture, Ten Years Apart: Morbidity, Malnutrition and Sarcopenia. J Nutr Health Aging 2020; 24:870-877. [PMID: 33009538 DOI: 10.1007/s12603-020-1408-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
OBJECTIVES To investigate possible differences in morbidity, malnutrition, sarcopenia and specific drug use in patients with hip fracture, ten years apart. To analyse 1-year mortality and possible associations with variables. DESIGN A prospective, observational study. SETTING Örebro University Hospital, Sweden. PARTICIPANTS Two cohorts of patients with hip fracture, included in 2008 (n=78) and 2018 (n=76). MEASUREMENTS Presence of comorbidity according to the Elixhauser comorbidity measure, multimorbidity defined as ≥3 comorbidities, preoperative American Society of Anaesthesiologists Classification (ASA-class), malnutrition according to the definition by the Global Leadership Initiative on Malnutrition (GLIM), sarcopenia according to the most recently revised definition by the European Working Group on Sarcopenia in Older People (EWGSOP), polypharmacy defined as ≥5 prescribed medications, use of Potentially Inappropriate Medications (PIM) and Fall-Risk-Increasing-Drugs (FRID) and postoperative 1-year mortality. RESULTS When comparing the cohorts, significant increases over time was seen for mean comorbidity-count (Difference -1; p=0.002), multimorbidity (Difference -15%; 95%CI -27;-2), ASA-class 3-4 (Difference -25%; 95%CI -39;-9) and polypharmacy (Difference -17%; 95%CI -32;-2). Prevalence of malnutrition and sarcopenia coherently decreased with 22% (95%CI 5;37) and 14% (95%CI 1;29) respectively. One-year mortality remained unchanged and a significant association was found for a higher ASA-class in 2008 (OR 3.5, 95%CI 1.1;11.6) when adjusted for age. Results on PIM exposure suggest a decrease while exposure to FRID remained high. CONCLUSION Our findings support an increasing morbidity within the population over time. However, also presented is a coherent decrease in malnutrition and sarcopenia, suggesting a decrease in frailty as a possible explanation for the observed unaltered mortality, in turn suggesting advances in treatment of comorbidities.
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Affiliation(s)
- N Probert
- Noelle Probert, MD, Faculty of Medicine and Health, Örebro University, Örebro, Sweden,
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