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王 永, 付 凯, 郑 伟, 蔡 倩, 陈 圣, 张 长, 郑 宪. [Risk factors of perioperative deep venous thrombosis of lower extremities in elderly patients with femoral neck fracture]. ZHONGGUO XIU FU CHONG JIAN WAI KE ZA ZHI = ZHONGGUO XIUFU CHONGJIAN WAIKE ZAZHI = CHINESE JOURNAL OF REPARATIVE AND RECONSTRUCTIVE SURGERY 2024; 38:1336-1339. [PMID: 39542624 PMCID: PMC11563738 DOI: 10.7507/1002-1892.202403072] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 10/29/2024] [Indexed: 11/17/2024]
Abstract
Objective To investigate the incidence of perioperative deep venous thrombosis (DVT) of lower extremities and its risk factors in elderly patients with femoral neck fracture. Methods The clinical data of 4 109 elderly patients with femoral neck fracture admitted between August 2012 and November 2020 and met the selection criteria were retrospectively analyzed. Among them, there were 1 137 males and 2 972 females; their ages ranged from 65 to 101 years, with an average of 77.0 years. The time from fracture to admission ranged from 1 to 360 hours, with an average of 35.2 hours. There were 1 858 cases of hemiarthroplasty, 1 617 cases of total hip arthroplasty, and 634 cases of internal fixation surgery. The preoperative age-adjusted Charlson comorbidity index (aCCI) was 4 (3, 5). Perioperative DVT occurred in 857 cases (20.9%). Univariate analysis was performed on age, gender, body mass index, fracture side, time from fracture to admission, operation type, anesthesia type, blood transfusion, blood pressure after admission, and preoperative aCCI in patients with and without perioperative DVT, and logistic regression analysis was used to screen the risk factors of perioperative DVT in elderly patients with femoral neck fracture. Results Univariate analysis showed that there were significant differences in age, gender, time from fracture to admission, operation type, and preoperative aCCI between the two groups ( P<0.05). Further logistic regression analysis showed that age>75 years, female patients, time from fracture to admission>24 hours, and preoperative aCCI>5 were risk factors for perioperative DVT ( P<0.05). Conclusion Elderly patients with femoral neck fracture have a higher incidence of perioperative DVT. The advanced aged and female patients, patients with longer fracture time and more comorbidities need to pay special attention to the prevention of perioperative DVT to minimize the occurrence of DVT during femoral neck fractures.
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Affiliation(s)
- 永刚 王
- 桐乡市第一人民医院骨科(浙江桐乡 314599)Department of Orthopedics, Tongxiang First People’s Hospital, Tongxiang Zhejiang, 314599, P. R. China
| | - 凯 付
- 桐乡市第一人民医院骨科(浙江桐乡 314599)Department of Orthopedics, Tongxiang First People’s Hospital, Tongxiang Zhejiang, 314599, P. R. China
| | - 伟 郑
- 桐乡市第一人民医院骨科(浙江桐乡 314599)Department of Orthopedics, Tongxiang First People’s Hospital, Tongxiang Zhejiang, 314599, P. R. China
| | - 倩莹 蔡
- 桐乡市第一人民医院骨科(浙江桐乡 314599)Department of Orthopedics, Tongxiang First People’s Hospital, Tongxiang Zhejiang, 314599, P. R. China
| | - 圣宝 陈
- 桐乡市第一人民医院骨科(浙江桐乡 314599)Department of Orthopedics, Tongxiang First People’s Hospital, Tongxiang Zhejiang, 314599, P. R. China
| | - 长青 张
- 桐乡市第一人民医院骨科(浙江桐乡 314599)Department of Orthopedics, Tongxiang First People’s Hospital, Tongxiang Zhejiang, 314599, P. R. China
| | - 宪友 郑
- 桐乡市第一人民医院骨科(浙江桐乡 314599)Department of Orthopedics, Tongxiang First People’s Hospital, Tongxiang Zhejiang, 314599, P. R. China
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Zhang J, Yang M, Ge Y, Ivers R, Webster R, Tian M. The role of digital health for post-surgery care of older patients with hip fracture: A scoping review. Int J Med Inform 2022; 160:104709. [PMID: 35144101 DOI: 10.1016/j.ijmedinf.2022.104709] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 01/17/2022] [Accepted: 01/24/2022] [Indexed: 12/20/2022]
Abstract
BACKGROUND Digital health interventions can potentially improve the integration of the health care systems. Hip fracture is a serious injury for older people and integrated post-surgery care is vital for good recovery. OBJECTIVE We aimed to characterise digital health interventions used for hip fracture post-surgery care, and further to examine the extent to which of these interventions address the World Health Organisation (WHO) integrated care for older people (ICOPE) framework. METHODS A scoping review was conducted, by searching the literature from English and Chinese databases and trial registries. Keywords included hip fracture, post-surgery care and digital health interventions. Interventional, observational, qualitative studies and case reports were included. We used a combined framework, WHO ICOPE and WHO digital health intervention classifications, to support data synthesis. RESULTS A total of 4,542 articles were identified, of which 39 studies were included in the analysis. We identified only six randomised controlled trials. Digital health interventions were mainly used to help doctors provide clinical care and facilitate service delivery between the patients and healthcare providers. No studies focused on health workforce, financial policy or the development of infrastructure. The primary users were healthcare providers and patients, without healthcare managers or the use of data services. Most digital health interventions focused on physical therapy, bone protection and falls prevention. Limited interventions were implemented in low-and middle-income countries. CONCLUSION A stronger evidence base is needed to expand the use of digital health for post-surgery care of hip fracture patients, including high-quality larger-scale studies, more focus in resource-constrained settings, expanding to more users and capabilities of interventions, and exploring the role of digital health for the integrated care model to mitigate health system challenges.
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Affiliation(s)
- Jing Zhang
- School of Population Health, University of New South Wales, Sydney, New South Wales, Australia
| | - Minghui Yang
- Department of Orthopaedics and Traumatology, Beijing Jishuitan Hospital, Peking University Fourth School of Clinical Medicine, Beijing, China.
| | - Yufeng Ge
- Department of Orthopaedics and Traumatology, Beijing Jishuitan Hospital, Peking University Fourth School of Clinical Medicine, Beijing, China
| | - Rebecca Ivers
- School of Population Health, University of New South Wales, Sydney, New South Wales, Australia; The George Institute for Global Health, University of New South Wales, New South Wales, Sydney, Australia
| | - Ruth Webster
- The George Institute for Global Health, University of New South Wales, New South Wales, Sydney, Australia
| | - Maoyi Tian
- The George Institute for Global Health, University of New South Wales, New South Wales, Sydney, Australia; School of Public Health, Harbin Medical University, Harbin, China
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Sato Y, Takegami Y, Asamoto T, Ono Y, Hidetoshi T, Goto R, Kitamura A, Honda S. Artificial intelligence improves the accuracy of residents in the diagnosis of hip fractures: a multicenter study. BMC Musculoskelet Disord 2021; 22:407. [PMID: 33941145 PMCID: PMC8091525 DOI: 10.1186/s12891-021-04260-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Accepted: 04/14/2021] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND Less experienced clinicians sometimes make misdiagnosis of hip fractures. We developed computer-aided diagnosis (CAD) system for hip fractures on plain X-rays using a deep learning model trained on a large dataset. In this study, we examined whether the accuracy of the diagnosis of hip fracture of the residents could be improved by using this system. METHODS A deep convolutional neural network approach was used for machine learning. Pytorch 1.3 and Fast.ai 1.0 were applied as frameworks, and an EfficientNet-B4 model (a pre-trained ImageNet model) was used. We handled the 5295 X-rays from the patients with femoral neck fracture or femoral trochanteric fracture from 2009 to 2019. We excluded cases in which the bilateral hips were not included within an image range, and cases of femoral shaft fracture and periprosthetic fracture. Finally, we included 5242 AP pelvic X-rays from 4851 cases. We divided these 5242 images into two images per image, and prepared 5242 images including fracture site and 5242 images without fracture site. Thus, a total of 10,484 images were used for machine learning. The accuracy, sensitivity, specificity, F-value, and area under the curve (AUC) were assessed. Gradient-weighted class activation mapping (Grad-CAM) was used to conceptualize the basis for the diagnosis of the fracture by the deep learning algorithm. Secondly, we conducted a controlled experiment with clinicians. Thirty-one residents;young doctors within 2 years of graduation from medical school who rotate through various specialties, were tested using 300 hip fracture images that were randomly extracted from the dataset. We evaluated the diagnostic accuracy with and without the use of the CAD system for each of the 300 images. RESULTS The accuracy, sensitivity, specificity, F-value, and AUC were 96.1, 95.2, 96.9%, 0.961, and 0.99, respectively, with the correct diagnostic basis generated by Grad-CAM. In the controlled experiment, the diagnostic accuracy of the residents significantly improved when they used the CAD system. CONCLUSIONS We developed a newly CAD system with a deep learning algorithm from a relatively large dataset from multiple institutions. Our system achieved high diagnostic performance. Our system improved the diagnostic accuracy of residents for hip fractures. LEVEL OF EVIDENCE Level III, Foundational evidence, before-after study. CLINICAL RELEVANCE high.
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Affiliation(s)
- Yoichi Sato
- Department of Orthopedics Surgery, Gamagori City Hospital, Gamagori, Japan
- Nonprofit Organization (NPO) Nagoya Orthopedic Regional Healthcare Support Center, AI Research Division, Meitohonmachi 2-22-1, Meito-ward, Nagoya, Japan
| | - Yasuhiko Takegami
- Department of Orthopedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Takamune Asamoto
- Nonprofit Organization (NPO) Nagoya Orthopedic Regional Healthcare Support Center, AI Research Division, Meitohonmachi 2-22-1, Meito-ward, Nagoya, Japan
- Department of Orthopedics Surgery, Tsushima City Hospital, Thushima, Japan
| | - Yutaro Ono
- Nonprofit Organization (NPO) Nagoya Orthopedic Regional Healthcare Support Center, AI Research Division, Meitohonmachi 2-22-1, Meito-ward, Nagoya, Japan
- Department of Orthopedics Surgery, Nagoya Daini Red Cross Hospital, Nagoya, Japan
| | - Tsugeno Hidetoshi
- Nonprofit Organization (NPO) Nagoya Orthopedic Regional Healthcare Support Center, AI Research Division, Meitohonmachi 2-22-1, Meito-ward, Nagoya, Japan
- Department of Orthopedics Surgery, Nagoya Daini Red Cross Hospital, Nagoya, Japan
| | - Ryosuke Goto
- Search Space CO,Ltd., Hatagaya 3-39-12, Shibuya-ward, Tokyo, Japan
| | - Akira Kitamura
- Search Space CO,Ltd., Hatagaya 3-39-12, Shibuya-ward, Tokyo, Japan
| | - Seiwa Honda
- Nonprofit Organization (NPO) Nagoya Orthopedic Regional Healthcare Support Center, AI Research Division, Meitohonmachi 2-22-1, Meito-ward, Nagoya, Japan
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Abstract
The interest in artificial intelligence (AI) has ballooned within radiology in the past few years primarily due to notable successes of deep learning. With the advances brought by deep learning, AI has the potential to recognize and localize complex patterns from different radiological imaging modalities, many of which even achieve comparable performance to human decision-making in recent applications. In this chapter, we review several AI applications in radiology for different anatomies: chest, abdomen, pelvis, as well as general lesion detection/identification that is not limited to specific anatomies. For each anatomy site, we focus on introducing the tasks of detection, segmentation, and classification with an emphasis on describing the technology development pathway with the aim of providing the reader with an understanding of what AI can do in radiology and what still needs to be done for AI to better fit in radiology. Combining with our own research experience of AI in medicine, we elaborate how AI can enrich knowledge discovery, understanding, and decision-making in radiology, rather than replacing the radiologist.
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Abstract
OBJECTIVE To determine how timing of surgery affects transfusion, major complications, and mortality in patients who sustain a geriatric hip fracture while taking dual antiplatelet therapy (DAPT; typically aspirin and clopidogrel). DESIGN Retrospective cohort study. SETTING University-affiliated Level 1 Trauma Center. PATIENTS Patients 65 years of age or older on DAPT with a geriatric hip fracture were investigated at a single institution between 2002 and 2017. Demographic and perioperative data were collected from patient records, institutional databases, and national hip fracture registry. INTERVENTION Fixation or arthroplasty. MAIN OUTCOME MEASUREMENT Transfusion, major complications, and 30-day mortality. RESULTS Of the 6724 patients sustaining a geriatric hip fracture, 122 patients were taking DAPT on admission. Timing of surgery did not influence transfused units (incidence rate ratio 1.00, 95% confidence interval: 0.87-1.15, P = 0.968) but did affect major complications (time modeled as quadratic term; odds ratios ranging from 0.20 to 7.91, ptime = 0.001, ptime*time<0.001) and 30-day mortality (odds ratio 1.32, 95% confidence interval: 1.03-1.68, P = 0.030). CONCLUSION Surgical delay does not change the need for transfusion of hip fracture patients on DAPT, but it is associated with increased probabilities of major complications and 30-day mortality. LEVEL OF EVIDENCE Therapeutic Level III. See Instructions for Authors for a complete description of levels of evidence.
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Attributable Mortality of Hip Fracture in Older Patients: A Retrospective Observational Study. J Clin Med 2020; 9:jcm9082370. [PMID: 32722204 PMCID: PMC7465479 DOI: 10.3390/jcm9082370] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2020] [Revised: 07/20/2020] [Accepted: 07/23/2020] [Indexed: 11/26/2022] Open
Abstract
Hip fracture (HF) in older patients is associated with a high six-month mortality rate. Several clinical conditions may affect outcome, including baseline characteristics, co-existing acute illnesses, perioperative factors, and postoperative complications. Our primary objective was to estimate the respective effect of these four domains on six-month mortality after HF. A retrospective observational study using a monocentric cohort of older patients was conducted. All patients ≥ 70 years old admitted to the emergency department for HF and hospitalized in our perioperative geriatric care unit from June 2009 to September 2018 were included. Among 1015 included patients, five (0.5%) were lost to follow-up, and 1010 were retained in the final analysis (mean age 86 ± 6 years). The six-month mortality rate was 14.8%. The six-month attributable mortality estimates were as follows: baseline characteristics (including age, gender, comorbidities, autonomy, type of fracture): 62.4%; co-existing acute illnesses (including acute events present before surgery that could result from the fracture or cause it): 0% (not significantly associated with six-month mortality); perioperative factors (including blood transfusion and delayed surgery): 12.3%; severe postoperative complications: 11.9%. Baseline characteristics explained less than two-thirds of the six-month mortality after HF. Optimizing patients care by improving management of perioperative factors and thus decreasing postoperative complications, could reduce by a maximum of one quarter of the six-month mortality rate after HF.
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Alsheikh KA, Alsebayel FM, Alsudairy FA, Alzahrani A, Alshehri A, Alhusain FA, Alsaeed A, Almubarak A, Alhandi AA. One-year postoperative mortality rate among the elderly with hip fractures at a single tertiary care center. Ann Saudi Med 2020; 40:298-304. [PMID: 32757984 PMCID: PMC7410227 DOI: 10.5144/0256-4947.2020.298] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Hip fractures are one of the leading causes of disability and dependency among the elderly. The rate of hip fractures has been progressively increasing due to the continuing increase in average life expectancy. Surgical intervention is the mainstay of treatment, but with an increasing prevalence of comorbid conditions and decreased functional capacity in elderly patients, more patients are prone to postoperative complications. OBJECTIVES Assess the value of surgical intervention for hip fractures among the elderly by quantifying the 1-year mortality rate and assessing factors associated with mortality. DESIGN Medical record review. SETTING Tertiary care center. PATIENTS AND METHODS All patients 60 years o age or older who sustained a hip fracture between the period of 2008 to 2018 in a single tertiary healthcare center. Data was obtained from case files, using both electronic and paper files. MAIN OUTCOME MEASURES The 1-year mortality rate for hip fracture, postoperative complications and factors associated with mortality. SAMPLE SIZE 802 patients. RESULTS The majority of patients underwent surgical intervention (93%). Intra- and postoperative complications were 3% and 16%, respectively. Four percent of the sample died within 30 days, and 11% died within one year. In a multivariate analysis, an increased risk of 1-year mortality was associated with neck of femur fractures and postoperative complications (P=.034, <.001, respectively) CONCLUSION: The 1-year mortality risk in our study reinforces the importance of aggressive surgical intervention for hip fractures. LIMITATION Single-centered study. CONFLICT OF INTEREST None.
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Affiliation(s)
- Khalid A Alsheikh
- From the College of Medicine, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia.,From the Department of Orthopedic Surgery, National Guard Health Affairs, Riyadh, Saudi Arabia.,From the Research Department, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Firas M Alsebayel
- From the College of Medicine, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia.,From the Research Department, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Faisal Abdulmohsen Alsudairy
- From the College of Medicine, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia.,From the Research Department, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Abdullah Alzahrani
- From the College of Medicine, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia.,From the Department of Orthopedic Surgery, National Guard Health Affairs, Riyadh, Saudi Arabia.,From the Research Department, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Ali Alshehri
- From the Department of Orthopedic Surgery, National Guard Health Affairs, Riyadh, Saudi Arabia.,From the Research Department, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Faisal Ahmed Alhusain
- From the College of Medicine, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia.,From the Research Department, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Abdullah Alsaeed
- From the Department of Orthopedic Surgery, National Guard Health Affairs, Riyadh, Saudi Arabia.,From the Research Department, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Abdulaziz Almubarak
- From the Research Department, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Ali A Alhandi
- From the Department of Orthopedic Surgery, National Guard Health Affairs, Riyadh, Saudi Arabia.,From the Research Department, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
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Wallace MA, Hammes A, Rothman MS, Trizno AA, Jones CD, Cumbler E, McDevitt K, Carlson NE, Stoneback JW. Fixing a Fragmented System: Impact of a Comprehensive Geriatric Hip Fracture Program on Long-Term Mortality. Perm J 2019; 23:18.286. [PMID: 31702983 DOI: 10.7812/tpp/18.286] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
CONTEXT Geriatric hip fractures are increasingly common and confer substantial morbidity and mortality. Fragmentation in geriatric hip fracture care remains a barrier to improved outcomes. OBJECTIVE To evaluate the impact of a comprehensive geriatric hip fracture program on long-term mortality. DESIGN We conducted a retrospective cohort study of patients aged 65 years and older admitted to our academic medical center between January 1, 2012, and March 31, 2016 with an acute fragility hip fracture. Mortality data were obtained for in-state residents from the state public health department. MAIN OUTCOME MEASURES Mortality within 1 year of index admission and overall survival based on available follow-up data. RESULTS We identified 243 index admissions during the study period, including 135 before and 108 after program implementation in October 2014. The postintervention cohort trended toward a lower unadjusted 1-year mortality rate compared with the preintervention cohort (15.7% vs 24.4%, p = 0.111), as well as lower adjusted mortality at 1 year (relative risk = 0.73, 95% confidence interval = 0.46-1.16, p = 0.18), although the differences were not statistically significant. The postintervention cohort had significantly higher overall survival than did the preintervention cohort (hazard ratio for death = 0.43, 95% confidence interval = 0.25-0.74, p = 0.002). CONCLUSION Fixing fragmentation in geriatric hip fracture care such as through an orthogeriatric model is essential to improving overall survival for this patient population.
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Affiliation(s)
- Mary Anderson Wallace
- Division of Hospital Medicine, Department of Medicine, University of Colorado School of Medicine, Aurora
| | - Andrew Hammes
- Department of Biostatistics and Informatics, University of Colorado, Aurora
| | - Micol S Rothman
- Division of Endocrinology, Department of Medicine, University of Colorado School of Medicine, Aurora
| | - Anastasiya A Trizno
- Department of Orthopedic Surgery, University of Colorado School of Medicine, Aurora
| | - Christine D Jones
- Division of Hospital Medicine, Department of Medicine, University of Colorado School of Medicine, Aurora
| | - Ethan Cumbler
- Division of Hospital Medicine, Department of Medicine, University of Colorado School of Medicine, Aurora
| | - Kelly McDevitt
- University of Colorado Health, Longs Peak Hospital, Longmont
| | - Nichole E Carlson
- Department of Biostatistics and Informatics, University of Colorado, Aurora
| | - Jason W Stoneback
- Department of Orthopedic Surgery, University of Colorado School of Medicine, Aurora
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9
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Co-morbidities in Patients with a Hip Fracture. THE ULSTER MEDICAL JOURNAL 2019; 88:162-166. [PMID: 31619850 PMCID: PMC6790636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 05/12/2019] [Indexed: 11/15/2022]
Abstract
Hip fractures usually occur in elderly patients who commonly have pre-existing medical problems or comorbidities. We retrospectively reviewed 100 patients admitted to our unit with a hip fracture to quantify their medical complexity. Age and comorbidity profile were used to determine an age-adjusted Charlson Co-morbidity Index (ACCI). The findings were then compared to 100 patients admitted under the care of the acute medical team. The patients in the fracture group were significantly older (p<0.0001), had significantly more co-morbidities (p<0.0001) and had a significantly greater predicted one-year mortality (p<0.0001). Cardiorespiratory disorders were the most common co-morbidities in the hip fracture group. We discuss our findings in combination with a review of the pertinent literature.
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10
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Bone Mineral Density and Bone Turnover Markers in Postmenopausal Women Subjected to an Aqua Fitness Training Program. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16142505. [PMID: 31337049 PMCID: PMC6678096 DOI: 10.3390/ijerph16142505] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/28/2019] [Revised: 07/09/2019] [Accepted: 07/12/2019] [Indexed: 01/30/2023]
Abstract
The purpose of this study was to analyze the influence of aqua fitness training in deep water on bone tissue. The study was performed with 18 postmenopausal women separated into two groups: training and control groups. Before and after the training program, the hip and spine areal bone mineral density were measured along with the biochemical parameters of serum concentration of osteocalcin (OC) and C-terminal telopeptide of type I collagen (CTX). The most significant effect was found in differences between the two groups of women in terms of femur strength index (p < 0.05) during the period of the training program. The study demonstrated that an aqua fitness training program caused favorable changes in femur strength index in postmenopausal women, and this kind of exercise could be a useful form of physical activity for postmenopausal women.
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11
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Cheng CT, Ho TY, Lee TY, Chang CC, Chou CC, Chen CC, Chung IF, Liao CH. Application of a deep learning algorithm for detection and visualization of hip fractures on plain pelvic radiographs. Eur Radiol 2019; 29:5469-5477. [PMID: 30937588 PMCID: PMC6717182 DOI: 10.1007/s00330-019-06167-y] [Citation(s) in RCA: 152] [Impact Index Per Article: 25.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2018] [Revised: 02/28/2019] [Accepted: 03/14/2019] [Indexed: 02/08/2023]
Abstract
Objective To identify the feasibility of using a deep convolutional neural network (DCNN) for the detection and localization of hip fractures on plain frontal pelvic radiographs (PXRs). Summary of background data Hip fracture is a leading worldwide health problem for the elderly. A missed diagnosis of hip fracture on radiography leads to a dismal prognosis. The application of a DCNN to PXRs can potentially improve the accuracy and efficiency of hip fracture diagnosis. Methods A DCNN was pretrained using 25,505 limb radiographs between January 2012 and December 2017. It was retrained using 3605 PXRs between August 2008 and December 2016. The accuracy, sensitivity, false-negative rate, and area under the receiver operating characteristic curve (AUC) were evaluated on 100 independent PXRs acquired during 2017. The authors also used the visualization algorithm gradient-weighted class activation mapping (Grad-CAM) to confirm the validity of the model. Results The algorithm achieved an accuracy of 91%, a sensitivity of 98%, a false-negative rate of 2%, and an AUC of 0.98 for identifying hip fractures. The visualization algorithm showed an accuracy of 95.9% for lesion identification. Conclusions A DCNN not only detected hip fractures on PXRs with a low false-negative rate but also had high accuracy for localizing fracture lesions. The DCNN might be an efficient and economical model to help clinicians make a diagnosis without interrupting the current clinical pathway. Key Points • Automated detection of hip fractures on frontal pelvic radiographs may facilitate emergent screening and evaluation efforts for primary physicians. • Good visualization of the fracture site by Grad-CAM enables the rapid integration of this tool into the current medical system. • The feasibility and efficiency of utilizing a deep neural network have been confirmed for the screening of hip fractures.
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Affiliation(s)
- Chi-Tung Cheng
- Department of Trauma and Emergency Surgery, Chang Gung Memorial Hospital, Linkou, Chang Gung University, Taoyuan, Taiwan.,Institute of Biomedical Informatics, National Yang-Ming University, Taipei, Taiwan
| | - Tsung-Ying Ho
- Departments of Nuclear Medicine and Molecular Imaging Center, Chang Gung Memorial Hospital, Linkou, Chang Gung University, Taoyuan, Taiwan
| | - Tao-Yi Lee
- Donald Bren School of Information and Computer Sciences, University of California Irvine, Irvine, CA, USA
| | - Chih-Chen Chang
- Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital, Linkou, Chang Gung University, Taoyuan, Taiwan
| | - Ching-Cheng Chou
- Department of Trauma and Emergency Surgery, Chang Gung Memorial Hospital, Linkou, Chang Gung University, Taoyuan, Taiwan
| | - Chih-Chi Chen
- Departments of Rehabilitation and physical medicine, Chang Gung Memorial Hospital, Linkou, Chang Gung University, Taoyuan, Taiwan
| | - I-Fang Chung
- Institute of Biomedical Informatics, National Yang-Ming University, Taipei, Taiwan.,Center for Systems and Synthetic Biology, National Yang-Ming University, Taipei, Taiwan.,Preventive Medicine Research Center, National Yang-Ming University, Taipei, Taiwan
| | - Chien-Hung Liao
- Department of Trauma and Emergency Surgery, Chang Gung Memorial Hospital, Linkou, Chang Gung University, Taoyuan, Taiwan. .,Center for Artificial Intelligence in Medicine, Chang Gung Memorial Hospital, Linkou, Taoyuan, Taiwan.
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Belangero W, Barla JD, Rienzi Bergalli DH, Olarte Salazar CM, Fernandez DS, Mite Vivar MA, Zylberberg A, Carabelli GS, Kfuri M. Nutrition and Inflammation Influence 1-Year Mortality of Surgically Treated Elderly Intertrochanteric Fractures: A Prospective International Multicenter Case Series. Geriatr Orthop Surg Rehabil 2019; 10:2151459318816982. [PMID: 30719398 PMCID: PMC6348579 DOI: 10.1177/2151459318816982] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/23/2018] [Revised: 10/19/2018] [Accepted: 11/05/2018] [Indexed: 01/04/2023] Open
Abstract
Introduction: Hip fracture is a common and devastating event in older adults causing increased dependence, comorbidity, and mortality. Since new surgical techniques have not significantly improved the mortality rate, a better understanding of patient risk factors could improve the treatment algorithm and outcomes. This prospective study aimed to document the 1-year survival rate of patients with intertrochanteric fracture treated surgically in Latin America and to investigate risk factors associated with 1-year mortality. Patients and Methods: Between January 2013 and March 2015, 199 patients were prospectively enrolled. Inclusion criteria were aged 60 years or older, isolated intertrochanteric fracture (AO/OTA 31-A), and time to surgery within 10 days after injury. The follow-up period was 1 year. The association between mortality and patient demographics, comorbidity, surgical details, and preoperative laboratory parameters was assessed using log-rank tests. Results: Twenty patients died by 365 days after surgery (including 5 that died within 30 days of surgery) resulting in a 1-year survival rate of 89.8% (95% confidence interval = 84.6-93.3). The 1-year mortality was significantly associated with age (≥85 years old, P = .032), existing comorbidity (P = .002), preinjury mobility level (P = .026), mental state (Mini-Mental State Examination > 23, P = .040), low preoperative plasma albumin level (P = .007), and high preoperative blood C-reactive protein level (CRP; P = .012). At the 1-year follow-up, patients on average did not regain their preinjury hip function and mobility, although the self-assessed quality of life was equal or better than before the injury. Discussion: As a prospective study, the current patient population had clear inclusion and exclusion criteria and was relatively homogeneous. The resulting associations between 1-year postoperative mortality and preoperative hypoalbuminemia and preoperative elevated CRP level are therefore especially notable. Previously identified risk factors such as male gender and time to surgery showed no significant association with 1-year mortality—the overall favorable condition of the current population or the lack of statistical power maybe responsible for this observation. Conclusion: The current results showed that under the condition of optimal surgical treatment and low surgery-related complication, preinjury health status as indicated by the blood level of albumin and CRP has a direct and significant impact on 1-year mortality rate.
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Affiliation(s)
- William Belangero
- Department of Orthopaedics and Traumatology, Hospital das Clinicas da UNICAMP Campinas, Sao Paulo, Brazil
| | | | | | | | | | | | | | | | - Maurício Kfuri
- Missouri Orthopaedic Institute, University of Missouri, Columbia, MO, USA
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Sanz-Reig J, Salvador Marín J, Ferrández Martínez J, Orozco Beltrán D, Martínez López J, Quesada Rico J. Prognostic factors and predictive model for in-hospital mortality following hip fractures in the elderly. Chin J Traumatol 2018; 21:163-169. [PMID: 29784590 PMCID: PMC6033736 DOI: 10.1016/j.cjtee.2017.10.006] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Revised: 10/23/2017] [Accepted: 12/04/2017] [Indexed: 02/04/2023] Open
Abstract
PURPOSE The incidence of hip fractures is increasing within the aging population. Our objective was to identify and quantify the risk factors and develop a predictive model for the in-hospital mortality among hip fracture patients older than 65 years. METHODS This is a prospective study conducted on 331 hip fracture patients older than 65 years admitted to our hospital from 2011 to 2014. Patients' demographics, prehospitalization residential status, prefracture comorbidity data, anti-aggregant and anticoagulant medication, preoperative hemoglobin value, type of fractures, type of treatments, time to surgery, and complications were recorded. RESULTS The average age was 83 years, 73% female, and 57% of them sustained a femoral neck fracture. In 62.8% of patients, the number of pre-fracture baseline comorbidities was ≥2. The in-hospital mortality rate was 11.4%. In multivariate analysis, age over 90 years, congestive heart failure, asthma, rheumatologic disease, lung cancer, and not taking antiaggregant medication were independently associated with in-hospital mortality. A formula and risk stratification scoring for predicting the risk for in-hospital mortality was developed. Risk-adjustment model based on these variables had acceptable accuracy for predicting in-hospital mortality (c-statistic 0.77). CONCLUSION Advanced age, and five prefracture comorbidities have a strong association with in-hospital mortality in a hip fracture patient older than 65 years old. Our predictive model was specifically designed for the old hip fracture population. It has an accuracy similar to other risk models. The specificity, positive predictive value, and negative predictive value are high. In addition, it could discriminate a high risk patient from a low risk patient for in-hospital mortality.
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Affiliation(s)
- J. Sanz-Reig
- Department of Orthopedic Surgery, Sant Joan d' Alacant University Hospital, Alicante, Spain,Corresponding author.
| | - J. Salvador Marín
- Department of Orthopedic Surgery, Sant Joan d' Alacant University Hospital, Alicante, Spain
| | - J. Ferrández Martínez
- Department of Orthopedic Surgery, Sant Joan d' Alacant University Hospital, Alicante, Spain
| | | | - J.F. Martínez López
- Department of Orthopedic Surgery, Sant Joan d' Alacant University Hospital, Alicante, Spain
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Farias FID, Terra NL, Guerra MTE. Evaluation of the effectiveness of a care program for elderly patients with hip fractures: a network strategy. REVISTA BRASILEIRA DE GERIATRIA E GERONTOLOGIA 2017. [DOI: 10.1590/1981-22562017020.170008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Abstract Objective: Evaluate the effectiveness of a care program for elderly persons with hip fractures due to a fall, based on a public network in Canoas, Rio Grande do Sul, Brazil. Methods: a prospective cohort study of quantitative character was carried out. A total of 182 elderly person above 60 years diagnosed with hip fractures were included. The sample was divided into two groups, one who underwent their usual treatment (n=91) and another who were included in a care program for elderly persons with hip fractures (n=91). The program had as its main axis a clinical Protocol and an Access Protocol. The treatment of choice was surgical in all cases. In statistical analysis, categorical variables were described by absolute and relative frequencies. The Mann-Whitney test was used to compare numeric variables. In the comparison of proportions, the Pearson's Chi-squared test or Fisher's exact test were applied. The significance level adopted was 5%. Results: The average age was 79.4 years, with a prevalence of the female gender. The most frequent morbidity was hypertension. After the implementation of the program there was a reduction in the average time between the fracture and the beginning of surgery, the average length of hospitalization, the urinary tract infection rate, the death rate and care costs. Conclusion: The care program of elderly persons with hip fractures modified the expected results as it reduced mortality, average hospital stay, postoperative complications and the costs of treatment during the hospitalization.
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American vs. European Trauma Centers: A Comparison of Preventable Deaths. Cir Esp 2017; 95:457-464. [PMID: 28947102 DOI: 10.1016/j.ciresp.2017.07.012] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Revised: 07/21/2017] [Accepted: 07/27/2017] [Indexed: 11/23/2022]
Abstract
INTRODUCTION The aim is comparing the quality of care at a typical American trauma center (USC) vs. an equivalent European referral center in Spain (SRC), through the analysis of preventable and potentially preventable deaths. METHODS Comparative study that evaluated trauma patients older than 16 years old who died during their hospitalization. We cross-referenced these deaths and extracted all deaths that were classified as potentially preventable or preventable. All errors identified were then classified using the JC taxonomy. RESULTS The rate of preventable and potentially preventable mortality was 7.7% and 13.8% in the USC and SRC respectively. According to the JC taxonomy, the main error type was clinical in both centers, due to errors in intervention (treatment). Errors occurred mostly in the emergency department and were caused by physicians. In the USC, 73% of errors were therapeutic as compared to 59% in the SRC (P=.06). The SRC had a 41% of diagnosis errors vs just 18% in the USC (P = .001). In both centers, the main cause of error was human. At the USC, the most frequent human cause was 'knowledge-based' (44%). In contrast, at the SRC center the most common errors were 'rule-based' (58%) (P<.001). CONCLUSIONS The use of a common language of errors among centers is key in establishing benchmarking standards. Comparing the quality of care of an American trauma center and a Spanish referral center, we have detected remarkably similar avoidable errors. More diagnostic and 'ruled-based' errors have been found in the Spanish center.
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Sanz-Reig J, Salvador Marín J, Pérez Alba J, Ferrández Martínez J, Orozco Beltrán D, Martínez López J. Risk factors for in-hospital mortality following hip fracture. Rev Esp Cir Ortop Traumatol (Engl Ed) 2017. [DOI: 10.1016/j.recote.2017.03.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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Sanz-Reig J, Salvador Marín J, Pérez Alba JM, Ferrández Martínez J, Orozco Beltrán D, Martínez López JF. Risk factors for in-hospital mortality following hip fracture. Rev Esp Cir Ortop Traumatol (Engl Ed) 2017; 61:209-215. [PMID: 28462865 DOI: 10.1016/j.recot.2017.03.003] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2016] [Revised: 02/21/2017] [Accepted: 03/07/2017] [Indexed: 10/19/2022] Open
Abstract
OBJECTIVE To identify and quantify the risk factors for in-hospital mortality in patients older than 65 years with a hip fracture. MATERIALS AND METHODS Retrospective review of prospectively collected data. We studied a cohort of 331 hip fracture patients older than 65 years of age admitted to our hospital from 2011 to 2014. Patients demographics, type of residence, physical function, mobility, prefracture comorbidities data, cognitive status, anti-aggregant and anticoagulant medication, preoperative haemoglobin value, type of fracture, type of treatment, surgical delay, and complications, were recorded. RESULTS The average age was 83, 73% female, and 57% had sustained a subcapital fracture. In 62.8% pre-fracture baseline co-morbidities were equal or greater than 2. The in-hospital mortality rate was 11.4%. In univariate analysis, age over 90, male gender, haemoglobin ≤ 10g/dl, no antiplatelet agents, orthopaedic treatment, number of co-morbidities≥2, Charlson index≥2, age-adjusted Charlson index≥6, congestive heart failure, asthma, rheumatologic disease, were associated with in-hospital mortality. CONCLUSIONS Preoperative patient-related factors have a strong relationship with in-hospital mortality in a hip fracture patients aged older than 65 years. These factors are non-modifiable; we recommend the development of protocols to reduce in-hospital mortality in this group of patients.
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Affiliation(s)
- J Sanz-Reig
- Servicio de Cirugía Ortopédica, Hospital Universitario Sant Joan d'Alacant, Alicante, España.
| | - J Salvador Marín
- Servicio de Cirugía Ortopédica, Hospital Universitario Sant Joan d'Alacant, Alicante, España
| | - J M Pérez Alba
- Servicio de Cirugía Ortopédica, Hospital Universitario Sant Joan d'Alacant, Alicante, España
| | - J Ferrández Martínez
- Servicio de Cirugía Ortopédica, Hospital Universitario Sant Joan d'Alacant, Alicante, España
| | - D Orozco Beltrán
- Departamento de Medicina, Universidad Miguel Hernández, Elche, España
| | - J F Martínez López
- Servicio de Cirugía Ortopédica, Hospital Universitario Sant Joan d'Alacant, Alicante, España
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Anderson ME, Mcdevitt K, Cumbler E, Bennett H, Robison Z, Gomez B, Stoneback JW. Geriatric Hip Fracture Care: Fixing a Fragmented System. Perm J 2017; 21:16-104. [PMID: 28488991 PMCID: PMC5424597 DOI: 10.7812/tpp/16-104] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
CONTEXT Fragmentation in geriatric hip fracture care is a growing concern because of the aging population. Patients with hip fractures at our institution historically were admitted to multiple different services and units, leading to unnecessary variation in inpatient care. Such inconsistency contributed to delays in surgery, discharge, and functional recovery; hospital-acquired complications; failure to adhere to best practices in osteoporosis management; and poor coordination with outpatient practitioners. OBJECTIVE To describe a stepwise approach to systems redesign for this patient population. DESIGN We designed and implemented a comprehensive geriatric hip fracture program for patients aged 65 years and older at our academic Medical Center in October 2014. Key interventions included admission of all ward-status patients to the Orthopedics Service with hospitalist comanagement; geographic placement on the Orthopedics Unit; and standardized, evidence-based electronic order sets bundling geriatric best practices and a streamlined workflow for discharge planning. MAIN OUTCOME MEASURES Hospital length of stay. RESULTS We identified 271 admissions among 267 patients between January 1, 2012, and March 31, 2016; of those, 154 were before and 117 were after program implementation. Mean hospital length of stay significantly improved from 6.4 to 5.5 days (p = 0.004). The 30-day all-cause readmission rate and discharge disposition remained stable. The percentage of patients receiving osteoporosis evaluation and treatment increased significantly. The rate of completed 30-day outpatient follow-up also improved. CONCLUSION Our comprehensive geriatric hip fracture program achieved and sustained gains in the quality and efficiency of care by improving fragmentation in the health care system.
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Affiliation(s)
- Mary E Anderson
- Assistant Professor in the Hospital Medicine Section of the Division of General Internal Medicine at the University of Colorado Denver School of Medicine.
| | - Kelly Mcdevitt
- Clinical Nurse Manager in the Department of Orthopedic Surgery at the University of Colorado Hospital in Aurora.
| | - Ethan Cumbler
- Professor in the Hospital Medicine Section of the Division of General Internal Medicine at the University of Colorado Denver School of Medicine.
| | - Heather Bennett
- Data Analyst for the Institute of Healthcare Quality, Safety, and Efficiency at the University of Colorado Hospital in Aurora.
| | - Zachary Robison
- Process Improvement Consultant for the Institute of Healthcare Quality, Safety, and Efficiency at the University of Colorado Hospital in Aurora.
| | - Bryan Gomez
- Process Improvement Consultant for the Institute of Healthcare Quality, Safety, and Efficiency at the University of Colorado Hospital in Aurora.
| | - Jason W Stoneback
- Assistant Professor in the Department of Orthopedic Surgery at the University of Colorado Denver School of Medicine.
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Reed M, Haddad FS. Randomised trials of total hip arthroplasty for fracture : is our failure to deliver symptomatic of a wider scrutiny? Bone Joint J 2016; 98-B:1425-1426. [PMID: 27803214 DOI: 10.1302/0301-620x.98b11.38079] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2016] [Accepted: 09/19/2016] [Indexed: 11/05/2022]
Affiliation(s)
- M Reed
- Wansbeck Hospital, Northumbria Healthcare NHS Trust, Woodhorn Lane, Ashington, NE63 9JJ, UK
| | - F S Haddad
- The Bone & Joint Journal, 22 Buckingham Street, London, WC2N 6ET and NIHR University College London Hospitals Biomedical Research Centre, UK
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First Place Award Multidisciplinary care of the hip fracture patient: a case control analysis of differing treatment protocols. CURRENT ORTHOPAEDIC PRACTICE 2016. [DOI: 10.1097/bco.0000000000000394] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Giannoulis D, Calori GM, Giannoudis PV. Thirty-day mortality after hip fractures: has anything changed? EUROPEAN JOURNAL OF ORTHOPAEDIC SURGERY & TRAUMATOLOGY : ORTHOPEDIE TRAUMATOLOGIE 2016; 26:365-70. [PMID: 26943870 PMCID: PMC4856719 DOI: 10.1007/s00590-016-1744-4] [Citation(s) in RCA: 80] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 01/17/2016] [Accepted: 01/21/2016] [Indexed: 12/26/2022]
Abstract
Bone density insufficiency is the main cause for significant musculoskeletal trauma in the elderly population following low-energy falls. Hip fractures, in particular, represent an important public health concern taking into account the complicated needs of the patients due to their medical comorbidities as well as their rehabilitation and social demands. The annual cost for the care of these patients is estimated at around 2 billion pounds (£) in the UK and is ever growing. An increased early and late mortality rate is also recognised in these injuries together with significant adversities for the patients. Lately, in order to improve the outcomes of this special cohort of patients, fast-track care pathways and government initiatives have been implemented. It appears that these measures have contributed in a steady year-by-year reduction of the 30-day mortality rates. Whether we have currently reached a plateau or whether an ongoing reduction in mortality rates will continue to be observed is yet to be seen.
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Affiliation(s)
- Dionysios Giannoulis
- Academic Department of Trauma and Orthopaedics Surgery, School of Medicine, University of Leeds, Leeds, UK
| | - Giorgio M Calori
- Academic Department of Trauma and Orthopaedics, School of Medicine, University of Milan, Milan, Italy
| | - Peter V Giannoudis
- Academic Department of Trauma and Orthopaedics Surgery, School of Medicine, University of Leeds, Leeds, UK.
- NIHR Leeds Biomedical Research Unit, Chapel Allerton Hospital, Leeds, West Yorkshire, LS7 4SA, UK.
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Montmany S, Pallisera A, Rebasa P, Campos A, Colilles C, Luna A, Navarro S. Preventable deaths and potentially preventable deaths. What are our errors? Injury 2016; 47:669-73. [PMID: 26686593 DOI: 10.1016/j.injury.2015.11.028] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2015] [Revised: 11/07/2015] [Accepted: 11/16/2015] [Indexed: 02/02/2023]
Abstract
BACKGROUND A variety of systems have been applied to identify and address errors in the management of multiple trauma patients. This lack of standardisation represents a serious problem. OBJECTIVES Detect preventable and potentially preventable deaths, and classify all the errors with universal language. METHODS We studied all trauma patients over 16 admitted to the critical care unit or who died before. In multidisciplinary sessions we decided which deaths were preventable, potentially preventable and non preventable. Guided by ATLS protocols, we detected errors in their management that were classified using the taxonomy of Joint Commission. RESULTS We registered 1236 trauma patients (ISS 20.77). Of the 115 trauma deaths, 19 were preventable or potentially preventable deaths. We recorded 130 errors in all deaths, 46 of them in preventable or potentially preventable deaths. Using our own classification, the main errors were delay in starting correct treatment or performance of CT in hemodynamically unstable patients. Using the taxonomy of Joint Commission, the main type error was clinical, during the intervention: the delay in initiating correct treatment. Mistakes were made in the emergency department by medical specialists. The incidence of therapeutic and diagnostic errors was similar. The main cause of error was human failure, specifically 'rule-based' errors CONCLUSIONS Measuring and recording the results is the first step on the way to improving the quality of care for trauma patients. A common language like the taxonomy of Joint Commission will help standardise patient safety data, thus improving the recording of incidents and their analysis and treatment.
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Affiliation(s)
- Sandra Montmany
- General Surgery, Hospital Universitari Parc Taulí, C. Sant Llorenç, 14-1r1a, 08202 Sabadell, Spain.
| | - Anna Pallisera
- General Surgery, Fundación Hospital Son Llàtzer, Carretera de Manacor, 4, 07198 Son Ferriol, Islas Baleares, Spain.
| | - Pere Rebasa
- General Surgery, Hospital Universitari Parc Taulí, Parc Taulí, s/n, 08208 Sabadell, Spain.
| | - Andrea Campos
- General Surgery, Hospital Universitari Parc Taulí, Parc Taulí, s/n, 08208 Sabadell, Spain.
| | - Carme Colilles
- Anesthesiology, Hospital Universitari Parc Taulí, Parc Taulí, s/n, 08208 Sabadell, Spain.
| | - Alexis Luna
- General Surgery, Hospital Universitari Parc Taulí, Parc Taulí, s/n, 08208 Sabadell, Spain.
| | - Salvador Navarro
- General Surgery, Hospital Universitari Parc Taulí, Parc Taulí, s/n, 08208 Sabadell, Spain.
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Fisher A, Srikusalanukul W, Fisher L, Smith P. The Neutrophil to Lymphocyte Ratio on Admission and Short-Term Outcomes in Orthogeriatric Patients. Int J Med Sci 2016; 13:588-602. [PMID: 27499691 PMCID: PMC4974907 DOI: 10.7150/ijms.15445] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/03/2016] [Accepted: 06/15/2016] [Indexed: 12/18/2022] Open
Abstract
AIM To investigate the association of the neutrophil to lymphocyte ratio (NLR) at admission with presence of fracture, comorbid conditions, and its prognostic value for short-term outcomes in orthogeriatric patients. METHODS On 415 consecutive patients (mean age 78.8 ±8.7[SD] years, 281 women, 255 with a non-vertebral bone fracture, including 167 with a hip fracture, HF) admitted to the Department of Orthopaedic Surgery at the Canberra hospital (2010 - 2011) data on clinical and laboratory characteristics were collected prospectively. The validation dataset included 294 consecutive patients (mean age 82.1 ± 8.0 years, 72.1% women) with HF. RESULTS Multivariate regression revealed four variables, presence of HF, hypoalbuminaemia (<33g/L), anaemia (<120g/L) and hyperparathyroidism (PTH>6.8 pmol/L), as independent determinants of admission NLR≥5.1. There was a dose-graded relationship between presence of fracture, especially HF, postoperative complications and levels of NLR categorized as tertiles. Compared to patients with NLR<5.1(first tertile), patients with NLR 5.1-8.5 (second tertile) had a 1.8-, 3.1-, 2.6-, and 2.5-fold higher risk for presence of any fracture, HF, developing postoperative myocardial injury (troponin I rise) and a high inflammatory response/infection (CRP>100mg/L after the 3rd postoperative day), respectively, while in subjects with NLR>8.5 (third tertile) these risks were 2.6-, 4.9-, 5.9- and 4.5-times higher, respectively; subjects with NLR>8.5 had a 9.7 times higher chance of dying in the hospital compared to patients with NLR 5.1-8.5; the NLR retained its significance on multivariate analyses. The NLR ≥5.1 predicted postoperative myocardial injury with an area under the curve (AUC) of 0.626, CRP>100mg/L with AUC of 0.631 and the NLR >8.5 predicted in-hospital mortality with an AUC of 0.793, showing moderately high sensitivity (86.7%, 80% and 90%, respectively) and negative predictive value (92.9%, 71.2%, 99.6%, respectively), but low specificity. Admission NLR was superior to other, except hypoalbuminaemia, prognostic markers; combined use of both NLR≥5.1 and albumin<33g/L only moderately increased the accuracy of prediction. The validation study confirmed the prognostic value of the admission NLR. CONCLUSIONS In orthogeriatric patients, high NLR on admission is an independent indicator of fracture presence, a significant risk factor and moderate predictor of postoperative myocardial injury, high inflammatory response/infection and in-hospital death.
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Affiliation(s)
- Alexander Fisher
- Department of Geriatric Medicine, The Canberra Hospital, Canberra, ACT, Australia; Department of Orthopaedic Surgery, The Canberra Hospital, Canberra, ACT, Australia; Australian National University Medical School, Canberra, ACT, Australia
| | | | - Leon Fisher
- Department of Gastroenterology, The Canberra Hospital, Canberra, ACT, Australia
| | - Paul Smith
- Department of Orthopaedic Surgery, The Canberra Hospital, Canberra, ACT, Australia; Australian National University Medical School, Canberra, ACT, Australia
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Etxebarria-Foronda Í. [Hip fracture incidence in Spain]. Med Clin (Barc) 2015; 145:482-4. [PMID: 26004276 DOI: 10.1016/j.medcli.2015.04.009] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2015] [Accepted: 04/14/2015] [Indexed: 10/22/2022]
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Aqil A, Hossain F, Sheikh H, Aderinto J, Whitwell G, Kapoor H. Achieving hip fracture surgery within 36 hours: an investigation of risk factors to surgical delay and recommendations for practice. J Orthop Traumatol 2015; 17:207-13. [PMID: 26611677 PMCID: PMC4999370 DOI: 10.1007/s10195-015-0387-2] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2015] [Accepted: 10/27/2015] [Indexed: 11/29/2022] Open
Abstract
Background The UK hip fracture best practice tariff (BPT) aims to deliver hip fracture surgery within 36 h of admission. Ensuring that delays are reserved for conditions which compromise survival, but are responsive to medical optimisation, would help to achieve this target. We aimed to identify medical risk factors of surgical delay, and assess their impact on mortality. Materials and methods Prospectively collected patient data was obtained from the National Hip Fracture Database (NHFD). Medical determinants of surgical delay were identified and analysed using a multivariate regression analysis. The mortality risk associated with each factor contributing to surgical delay was then calculated. Results A total 1361 patients underwent hip fracture surgery, of which 537 patients (39.5 %) received surgery within 36 h of admission. Following multivariate analyses, only hyponatraemia was deduced to be a significant risk factor for delay RR = 1.24 (95 % CI 1.06–1.44). However, following a validated propensity score matching process, a Pearson chi-square test failed to demonstrate a statistical difference in mortality incidence between the hypo- and normonatraemic patients [χ2(1, N = 512) = 0.10, p = 0.757]. Conclusions Hip fracture surgery should not be delayed in the presence of non-severe and isolated hyponatraemia. Instead, surgical delay may only be warranted in the presence of medical conditions which contribute to mortality and are optimisable. Level of evidence III
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Affiliation(s)
- Adeel Aqil
- Level 1 Trauma Centre, Leeds General Infirmary, Great George St, Leeds, LS1 3EX, UK.
| | - Fahad Hossain
- Level 1 Trauma Centre, Leeds General Infirmary, Great George St, Leeds, LS1 3EX, UK
| | - Hassaan Sheikh
- Level 1 Trauma Centre, Leeds General Infirmary, Great George St, Leeds, LS1 3EX, UK
| | - Joseph Aderinto
- Level 1 Trauma Centre, Leeds General Infirmary, Great George St, Leeds, LS1 3EX, UK
| | - George Whitwell
- Level 1 Trauma Centre, Leeds General Infirmary, Great George St, Leeds, LS1 3EX, UK
| | - Harish Kapoor
- Level 1 Trauma Centre, Leeds General Infirmary, Great George St, Leeds, LS1 3EX, UK
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Basques BA, Bohl DD, Golinvaux NS, Samuel AM, Grauer JG. General versus spinal anaesthesia for patients aged 70 years and older with a fracture of the hip. Bone Joint J 2015; 97-B:689-95. [PMID: 25922465 DOI: 10.1302/0301-620x.97b5.35042] [Citation(s) in RCA: 63] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
The aim of this study was to compare the operating time, length of stay (LOS), adverse events and rate of re-admission for elderly patients with a fracture of the hip treated using either general or spinal anaesthesia. Patients aged ≥ 70 years who underwent surgery for a fracture of the hip between 2010 and 2012 were identified from the American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) database. Of the 9842 patients who met the inclusion criteria, 7253 (73.7%) were treated with general anaesthesia and 2589 (26.3%) with spinal anaesthesia. On propensity-adjusted multivariate analysis, general anaesthesia was associated with slightly increased operating time (+5 minutes, 95% confidence interval (CI) +4 to +6, p < 0.001) and post-operative time in the operating room (+5 minutes, 95% CI +2 to +8, p < 0.001) compared with spinal anaesthesia. General anaesthesia was associated with a shorter LOS (hazard ratio (HR) 1.28, 95% CI 1.22 to 1.34, p < 0.001). Any adverse event (odds ratio (OR) 1.21, 95% CI 1.10 to 1.32, p < 0.001), thromboembolic events (OR 1.90, 95% CI 1.24 to 2.89, p = 0.003), any minor adverse event (OR 1.19, 95% CI 1.09 to 1.32, p < 0.001), and blood transfusion (OR 1.34, 95% CI 1.22 to 1.49, p < 0.001) were associated with general anaesthesia. General anaesthesia was associated with decreased rates of urinary tract infection (OR 0.73, 95% CI 0.62 to 0.87, p < 0.001). There was no clear overall advantage of one type of anaesthesia over the other, and surgeons should be aware of the specific risks and benefits associated with each type.
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Affiliation(s)
- B A Basques
- Yale School of Medicine, Department of Orthopaedics and Rehabilitation, 800 Howard Avenue, New Haven, CT, 06510, USA
| | - D D Bohl
- Yale School of Medicine, Department of Orthopaedics and Rehabilitation, 800 Howard Avenue, New Haven, CT, 06510, USA
| | - N S Golinvaux
- Yale School of Medicine, Department of Orthopaedics and Rehabilitation, 800 Howard Avenue, New Haven, CT, 06510, USA
| | - A M Samuel
- Yale School of Medicine, Department of Orthopaedics and Rehabilitation, 800 Howard Avenue, New Haven, CT, 06510, USA
| | - J G Grauer
- Yale School of Medicine , Department of Orthopaedics and Rehabilitation, 800 Howard Avenue, New Haven, CT, 06510, USA
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27
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Affiliation(s)
- Seth M. Tarrant
- Department of Traumatology; John Hunter Hospital and University of Newcastle; Newcastle New South Wales Australia
| | - Zsolt J. Balogh
- Department of Traumatology; John Hunter Hospital and University of Newcastle; Newcastle New South Wales Australia
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28
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Mariconda M, Costa GG, Cerbasi S, Recano P, Aitanti E, Gambacorta M, Misasi M. The determinants of mortality and morbidity during the year following fracture of the hip. Bone Joint J 2015; 97-B:383-90. [DOI: 10.1302/0301-620x.97b3.34504] [Citation(s) in RCA: 84] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Several studies have reported the rate of post-operative mortality after the surgical treatment of a fracture of the hip, but few data are available regarding the delayed morbidity. In this prospective study, we identified 568 patients who underwent surgery for a fracture of the hip and who were followed for one year. Multivariate analysis was carried out to identify possible predictors of mortality and morbidity. The 30-day, four-month and one-year rates of mortality were 4.3%, 11.4%, and 18.8%, respectively. General complications and pre-operative comorbidities represented the basic predictors of mortality at any time interval (p < 0.01). In-hospital, four-month and one-year general complications occurred in 29.4%, 18.6% and 6.7% of patients, respectively. After adjusting for confounding variables, comorbidities and poor cognitive status determined the likelihood of early and delayed general complications, respectively (p < 0.001). Operative delay was the main predictor of the length of hospital stay (p < 0.001) and was directly related to in-hospital (p = 0.017) and four-month complications (p = 0.008). Cite this article: Bone Joint J 2015;97-B:383–90
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Affiliation(s)
- M. Mariconda
- University Federico II, Via
S. Pansini 5, building 12, Naples, 80131, Italy
| | - G. G. Costa
- University Federico II, Via
S. Pansini 5, building 12, Naples, 80131, Italy
| | - S. Cerbasi
- University Federico II, Via
S. Pansini 5, building 12, Naples, 80131, Italy
| | - P. Recano
- University Federico II, Via
S. Pansini 5, building 12, Naples, 80131, Italy
| | - E. Aitanti
- University Federico II, Via
S. Pansini 5, building 12, Naples, 80131, Italy
| | - M. Gambacorta
- ‘’Umberto I’’ Hospital, Viale
S. Francesco 2, Nocera Inf. (Salerno) 84014, Italy
| | - M. Misasi
- A. Cardarelli Hospital, Via
A. Cardarelli 9, Naples, 80131, Italy
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29
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Haddad FS. Further advances in problems relating to arthroplasty surgery: the debate continues. Bone Joint J 2014; 96-B:1141-2. [PMID: 25183581 DOI: 10.1302/0301-620x.96b9.34811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Affiliation(s)
- F S Haddad
- The Bone & Joint Journal, 22 Buckingham Street, London, WC2N 6ET, UK
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