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Yu M, Cui Z, Bai Y. Correlation Between Neutrophil-Lymphocyte Ratio and Inhospital Cardiac Events in Geriatric Patients With Hip Fractures. Mediators Inflamm 2024; 2024:5587265. [PMID: 39723114 PMCID: PMC11669424 DOI: 10.1155/mi/5587265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Accepted: 11/01/2024] [Indexed: 12/28/2024] Open
Abstract
Background: The novel inflammatory biomarker known as the neutrophil-lymphocyte ratio (NLR) has shown great potential in predicting and prognosing many diseases. However, its correlation with postoperative inhospital major adverse cardiac events (MACEs) in geriatric patients with hip fractures remains unclear. This study investigated the relationship between NLR and postoperative inhospital MACEs among geriatric patients with hip fractures. Methods: We enrolled geriatric patients with hip fractures who were hospitalized in the Department of Geriatric Traumatology and Orthopedics, Beijing Jishuitan Hospital, Capital Medical University, between January 2023 and November 2023. After surgery, the patients were transferred to the intensive care unit (ICU) for postoperative monitoring and treatment. Patients were assigned to the MACE or non-MACE group based on the occurrence of MACEs after surgery during their hospital stay. Clinical data were retrospectively analyzed. Results: In all, 216 patients were recruited into the study: 34 in the MACE group and 182 in the non-MACE group. Univariate and multivariate analyses revealed that a medical history of stroke (odds ratio (OR) = 2.66, 95% confidence interval (CI) = 1.18-6.01; p=0.018) and elevated preoperative NLR (OR = 1.09, 95% CI = 1.03-1.17; p=0.005) were significant risk factors for postoperative inhospital MACEs. The area under the curve (AUC) of preoperative NLR-predicted MACEs was 0.65 (0.55-0.75). Patients with a preoperative NLR <6.49 were less likely to experience inhospital MACEs, demonstrating a sensitivity of 61.8% and specificity of 64.8%. Conclusion: Elevated preoperative NLR is an independent risk factor for postoperative inhospital MACEs in geriatric patients with hip fractures.
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Affiliation(s)
- Miaomiao Yu
- Intensive Care Unit, Beijing Jishuitan Hospital Affiliated to Capital Medical University, Beijing 100000, China
| | - Zhen Cui
- Intensive Care Unit, Beijing Jishuitan Hospital Affiliated to Capital Medical University, Beijing 100000, China
| | - Ying Bai
- Intensive Care Unit, Beijing Jishuitan Hospital Affiliated to Capital Medical University, Beijing 100000, China
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Krishnamoorthy S, Tang CTL, Hsu WWQ, Li GHY, Sing CW, Zhang X, Tan KCB, Cheung BMY, Wong ICK, Kung AWC, Cheung CL. Hip fracture is associated with a reduced risk of type 2 diabetes: A retrospective cohort study. Osteoporos Sarcopenia 2024; 10:60-65. [PMID: 39035228 PMCID: PMC11260015 DOI: 10.1016/j.afos.2024.05.002] [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: 01/05/2024] [Revised: 04/11/2024] [Accepted: 05/06/2024] [Indexed: 07/23/2024] Open
Abstract
Objectives Type 2 diabetes mellitus (T2DM) shares a complex relationship with bone metabolism and few studies investigated the effect of impaired bone health on the risk of T2DM. This study was conducted to investigate the association between hip fractures and the risk of incident T2DM. Methods This is a retrospective cohort study using data from the real-world hip fracture cohort. Hong Kong Chinese patients aged ≥ 65 years without T2DM who were admitted to public hospitals due to a fall between 2008 and 2015 were included in the study. Patients who sustained falls with and without hip fractures were matched by propensity score (PS) at a 1:1 ratio. Competing risk regression was used to evaluate the association between hip fracture and incident T2DM, with death being the competing event. Results A total of 23,314 hip fracture cases were matched to 23,314 controls. The median follow-up time was 5.09 years. The incidence rate of T2DM was 11.947 and 14.505 per 1000 person-years for the hip fracture and control group respectively. After accounting for the competing risk of death, the hip fracture group had a significantly lower risk of developing T2DM (HR: 0.771, 95% CI: 0.719-0.827). Similar results were observed in all subgroups after stratification by age and sex. Conclusions Hip fracture was found to be associated with a reduced risk of T2DM. These findings provide insight into the topic of bone and glucose metabolism and prompt further research in evaluating the role of bone health in the management of T2DM.
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Affiliation(s)
- Suhas Krishnamoorthy
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Casey Tze-Lam Tang
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Warrington Wen-Qiang Hsu
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Gloria Hoi-Yee Li
- Department of Health Technology and Informatics, Faculty of Health and Social Sciences, The Hong Kong Polytechnic University, Hong Kong, China
| | - Chor-Wing Sing
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Xiaowen Zhang
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Kathryn Choon-Beng Tan
- Department of Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Bernard Man-Yung Cheung
- Department of Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Ian Chi-Kei Wong
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
- Research Department of Practice and Policy, School of Pharmacy, University College London, London, UK
- Laboratory of Data Discovery for Health (D24H), Hong Kong Science Park, Pak Shek Kok, Hong Kong, China
| | - Annie Wai-Chee Kung
- Department of Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Ching-Lung Cheung
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
- Laboratory of Data Discovery for Health (D24H), Hong Kong Science Park, Pak Shek Kok, Hong Kong, China
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Hsu WWQ, Zhang X, Sing CW, Tan KCB, Wong ICK, Lau WCY, Cheung CL. Unveiling unique clinical phenotypes of hip fracture patients and the temporal association with cardiovascular events. Nat Commun 2024; 15:4353. [PMID: 38777819 PMCID: PMC11111763 DOI: 10.1038/s41467-024-48713-3] [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: 12/07/2023] [Accepted: 05/07/2024] [Indexed: 05/25/2024] Open
Abstract
Cardiovascular events are the leading cause of death among hip fracture patients. This study aims to identify subphenotypes of hip fracture patients and investigate their association with incident cardiovascular events, all-cause mortality, and health service utilisation in Hong Kong and the United Kingdom populations. By the latent class analysis, we show three distinct clusters in the Hong Kong cohort (n = 78,417): Cluster 1 has cerebrovascular and hypertensive diseases, hyperlipidemia, and diabetes; Cluster 2 has congestive heart failure; Cluster 3 consists of relatively healthy patients. Compared to Cluster 3, higher risks of major adverse cardiovascular events are observed in Cluster 1 (hazard ratio 1.97, 95% CI 1.83 to 2.12) and Cluster 2 (hazard ratio 4.06, 95% CI 3.78 to 4.35). Clusters 1 and 2 are also associated with a higher risk of mortality, more unplanned accident and emergency visits and longer hospital stays. Self-controlled case series analysis shows a significantly elevated risk of major adverse cardiovascular events within 60 days post-hip fracture. Similar associations are observed in the United Kingdom cohort (n = 27,948). Pre-existing heart failure is identified as a unique subphenotype associated with poor prognosis after hip fractures.
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Affiliation(s)
- Warrington W Q Hsu
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region, China
| | - Xiaowen Zhang
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region, China
| | - Chor-Wing Sing
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region, China
- Laboratory of Data Discovery for Health Limited (D24H), Hong Kong Science Park, Hong Kong Special Administrative Region, China
| | - Kathryn C B Tan
- Department of Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region, China
| | - Ian Chi-Kei Wong
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region, China
- Laboratory of Data Discovery for Health Limited (D24H), Hong Kong Science Park, Hong Kong Special Administrative Region, China
- Research Department of Practice and Policy, School of Pharmacy, University College London, London, UK
- Centre for Medicines Optimisation Research and Education, University College London Hospitals NHS Foundation Trust, London, UK
| | - Wallis C Y Lau
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region, China
- Laboratory of Data Discovery for Health Limited (D24H), Hong Kong Science Park, Hong Kong Special Administrative Region, China
- Research Department of Practice and Policy, School of Pharmacy, University College London, London, UK
- Centre for Medicines Optimisation Research and Education, University College London Hospitals NHS Foundation Trust, London, UK
| | - Ching-Lung Cheung
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative Region, China.
- Laboratory of Data Discovery for Health Limited (D24H), Hong Kong Science Park, Hong Kong Special Administrative Region, China.
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Haruyama N, Nakayama M, Yamada S, Tanaka S, Hiyamuta H, Taniguchi M, Tokumoto M, Tsuruya K, Kitazono T, Nakano T. History of fragility fracture is associated with cardiovascular mortality in hemodialysis patients: the Q-Cohort study. J Bone Miner Metab 2024; 42:253-263. [PMID: 38509305 DOI: 10.1007/s00774-024-01501-x] [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] [Received: 07/04/2023] [Accepted: 02/08/2024] [Indexed: 03/22/2024]
Abstract
INTRODUCTION In patients undergoing dialysis, major bone fracture is associated with a high risk of mortality, including death of cardiovascular (CV) origin. In the present study, we aimed to determine whether a history of fragility fracture is a predictor of CV death in patients undergoing hemodialysis with long-term follow-up. MATERIALS AND METHODS In total, 3499 patients undergoing hemodialysis were analyzed for 10 years. We evaluated the history of fragility fracture in each patient at enrollment. The primary outcome was CV death. A Cox proportional hazard model and a competing risk approach were applied to determine the association between a history of fragility fracture and CV death. RESULTS A total of 346 patients had a history of fragility fracture at enrollment. During a median follow-up of 8.8 years, 1730 (49.4%) patients died. Among them, 621 patients experienced CV death. Multivariable Cox analyses after adjustment for confounding variables showed that a history of fragility fracture was associated with CV death (hazard ratio, 1.47; 95% confidence interval, 1.16-1.85). In the Fine-Gray regression model, a history of fragility fracture was an independent risk factor for CV death (subdistribution hazard ratio, 1.36; 95% confidence interval, 1.07-1.72). CONCLUSION In a large cohort of patients undergoing hemodialysis, a history of fragility fracture was an independent predictor of CV death.
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Affiliation(s)
- Naoki Haruyama
- Division of Nephrology, Department of Internal Medicine, NHO Kyushu Medical Center, Fukuoka, Japan
| | - Masaru Nakayama
- Division of Nephrology, Department of Internal Medicine, NHO Kyushu Medical Center, Fukuoka, Japan
| | - Shunsuke Yamada
- Department of Medicine and Clinical Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Shigeru Tanaka
- Department of Medicine and Clinical Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Hiroto Hiyamuta
- Division of Nephrology and Rheumatology, Department of Internal Medicine, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | | | - Masanori Tokumoto
- Division of Nephrology and Dialysis Center, Japanese Red Cross Fukuoka Hospital, Fukuoka, Japan
| | - Kazuhiko Tsuruya
- Department of Nephrology, Nara Medical University, Kashihara, Nara, Japan
| | - Takanari Kitazono
- Department of Medicine and Clinical Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Toshiaki Nakano
- Department of Medicine and Clinical Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
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Sun Z, Cheng K, Jin G, Jia J. Increasing serum miR-409-3p predicts the major adverse cardiac adverse events in elderly patients after hip fracture surgery. BMC Musculoskelet Disord 2023; 24:920. [PMID: 38017411 PMCID: PMC10683352 DOI: 10.1186/s12891-023-07049-7] [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] [Received: 09/15/2023] [Accepted: 11/20/2023] [Indexed: 11/30/2023] Open
Abstract
BACKGROUND Major adverse cardiovascular events (MACE) are critical complications responsible for the morbidity and mortality of elderly hip fracture patients. There was an urgent need to explore an effect biomarker for predicting MACE in elderly patients receiving hip fracture surgery. OBJECTIVE This study focused on an age-related miRNA, miR-409-3p, and assessed its significance in elderly hip fracture patients. METHODS A total of 267 hip fracture patients were enrolled in this study including 104 elderly patients (age ≥ 60 years). All patients were followed up for 1 year to monitor the occurrence of MACE. The risk factors for the occurrence of MACE were evaluated by the logistic regression analysis. RESULTS Elderly age and reduced cardiac and renal function were identified as risk factors for MACE in hip fracture patients. Elderly patients also showed a high incidence of MACE. In elderly hip fracture patients, significant upregulation of miR-409-3p was observed, which was associated with patients' elderly age, higher level of revised cardiac risk index (RCRI), lower left ventricular ejection fraction (LVEF), and higher levels of N-terminal pro-brain natriuretic peptide (NT-proBNP), creatine kinase-MB (CK-MB), and high sensitivity troponin I (hsTnI). Additionally, miR-409-3p was identified as an independent factor for the MACE in elderly patients received hip fracture surgery. CONCLUSION Upregulated miR-409-3p was an age-related miRNA and could predict the occurrence of MACE in elderly hip fracture patients.
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Affiliation(s)
- Zhengtao Sun
- Department of Osteoarticular Surgery, Linfen People's Hospital, No.319 Gulou West Street, Yao Du District, Linfen, 041000, China
| | - Kai Cheng
- Department of Osteoarticular Surgery, Linfen People's Hospital, No.319 Gulou West Street, Yao Du District, Linfen, 041000, China
| | - Guochao Jin
- Department of Osteoarticular Surgery, Linfen People's Hospital, No.319 Gulou West Street, Yao Du District, Linfen, 041000, China
| | - Jian Jia
- Department of Osteoarticular Surgery, Linfen People's Hospital, No.319 Gulou West Street, Yao Du District, Linfen, 041000, China.
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Fenwick A, Pfann M, Mayr J, Antonovska I, Von der Helm F, Nuber S, Förch S, Mayr E. Concomitant fractures in patients with proximal femoral fractures lead to a prolonged hospital stay but not to increased complication rates or in-house mortality if treated surgically: a matched pair analysis. Aging Clin Exp Res 2023; 35:607-614. [PMID: 36694062 PMCID: PMC10014667 DOI: 10.1007/s40520-023-02348-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Accepted: 01/10/2023] [Indexed: 01/26/2023]
Abstract
BACKGROUND Impact of concomitant fractures on patients sustaining a proximal femur fracture remains unclear. Rising numbers and patient need for rehab is an important issue. The objective of our study was to investigate the impact of concomitant fractures, including all types of fractures, when treated operatively, for proximal femur fractures on the length of hospital stay, in-house mortality and complication rate. METHODS Observational retrospective cohort single-center study including 85 of 1933 patients (4.4%) with a mean age of 80.5 years, who were operatively treated for a proximal femoral and a concomitant fracture between January 2016 and June 2020. A matched pair analysis based on age, sex, fracture type and anticoagulants was performed. Patient data, length of hospital stay, complications and mortality were evaluated. RESULTS The most common fractures were osteoporosis-associated fractures of the distal forearm (n = 34) and the proximal humerus (n = 36). The group of concomitant fractures showed a higher CCI than the control group (5.87 vs. 5.7 points; p < 0.67). Patients with a concurrent fracture had a longer hospital stay than patients with an isolated hip fracture (15.68 vs. 13.72 days; p < 0.056). Complications occurred more often in the group treated only for the hip fracture (11.8%, N = 20), whilst only 7.1% of complications were recorded for concomitant fractures (p < 0.084). The in-house mortality rate was 2.4% and there was no difference between patients with or without a concomitant fracture. CONCLUSIONS A concomitant fracture to a hip fracture increases the length of hospital stay significantly but does not increase the complication rate or the in-house mortality. This might be due to the early mobilization, which is possible after early operative treatment of both fractures.
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Affiliation(s)
- Annabel Fenwick
- Department of Trauma, Orthopedic, Plastic and Hand Surgery, University Hospital of Augsburg, Stenglinstrasse 2, 86156, Augsburg, Germany.
| | - Michael Pfann
- Department of Trauma, Orthopedic, Plastic and Hand Surgery, University Hospital of Augsburg, Stenglinstrasse 2, 86156, Augsburg, Germany
| | - Jakob Mayr
- Zentrum Für Unfallchirurgie Und Orthopädie, Klinikum Ingolstadt GmbH, Krumenauerstraße 25, 85049, Ingolstadt, Germany
| | - Iana Antonovska
- Department of Trauma, Orthopedic, Plastic and Hand Surgery, University Hospital of Augsburg, Stenglinstrasse 2, 86156, Augsburg, Germany
| | - Franziska Von der Helm
- Department of Trauma, Orthopedic, Plastic and Hand Surgery, University Hospital of Augsburg, Stenglinstrasse 2, 86156, Augsburg, Germany
| | - Stefan Nuber
- Department of Trauma, Orthopedic, Plastic and Hand Surgery, University Hospital of Augsburg, Stenglinstrasse 2, 86156, Augsburg, Germany
| | - Stefan Förch
- Department of Trauma, Orthopedic, Plastic and Hand Surgery, University Hospital of Augsburg, Stenglinstrasse 2, 86156, Augsburg, Germany
| | - Edgar Mayr
- Department of Trauma, Orthopedic, Plastic and Hand Surgery, University Hospital of Augsburg, Stenglinstrasse 2, 86156, Augsburg, Germany
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Wu D, Nam R, Leung KSK, Waraich H, Purnomo A, Chou OHI, Perone F, Pawar S, Faraz F, Liu H, Zhou J, Liu T, Chan JSK, Tse G. Population-Based Clinical Studies Using Routinely Collected Data in Hong Kong, China: A Systematic Review of Trends and Established Local Practices. CARDIOVASCULAR INNOVATIONS AND APPLICATIONS 2023; 8. [DOI: 10.15212/cvia.2023.0073] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2024] Open
Abstract
Background: Routinely collected health data are increasingly used in clinical research. No study has systematically reviewed the temporal trends in the number of publications and analyzed different aspects of local research practices and their variations in Hong Kong, China, with a specific focus on research ethics governance and approval.
Methods: PubMed was systematically searched from its inception to March 28, 2023, for studies using routinely collected healthcare data from Hong Kong.
Results: A total of 454 studies were included. Between 2000 and 2009, 32 studies were identified. The number of publications increased from 5 to 120 between 2010 and 2022. Of the investigator-led studies using the Hospital Authority (HA)’s cross-cluster data (n = 393), 327 (83.2%) reported receiving ethics approval from a single cluster/university-based REC, whereas 50 studies (12.7%) did not report approval from a REC. For use of the HA Data Collaboration Lab, approval by a single hospital-based or University-based REC is accepted. Repeated submission of identical ethics applications to different RECs is estimated to cost HK$4.2 million yearly.
Conclusions: Most studies reported gaining approval from a single cluster REC before retrieval of cross-cluster HA data. Substantial cost savings would result if repeated review of identical ethics applications were not required.
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Hsu WWQ, Zhang X, Sing CW, Li GHY, Tan KCB, Kung AWC, Wong JSH, Wong ICK, Cheung CL. Hip Fracture as a Predictive Marker for the Risk of Dementia: A Population-Based Cohort Study. J Am Med Dir Assoc 2022; 23:1720.e1-1720.e9. [PMID: 35988591 DOI: 10.1016/j.jamda.2022.07.013] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 07/11/2022] [Accepted: 07/14/2022] [Indexed: 11/27/2022]
Abstract
OBJECTIVES This study aimed to investigate the association between hip fracture and the risk of dementia. DESIGN A retrospective real-world propensity score-matched cohort study was conducted using the real-world hip fracture cohort (RHFC). SETTING AND PARTICIPANTS Electronic health record data from the Clinical Data Analysis and Reporting System (CDARS) in Hong Kong were used. A total of 52,848 patients aged ≥65 years and with at least an event of fall from 2006 to 2015 were included in the RHFC. METHODS The incidence of fall, hip fracture, and dementia was determined using their International Classification of Diseases, Ninth Revision (ICD-9) codes. Competing risk regression models were used to estimate hazard ratios (HRs) and 95% CIs. RESULTS Hip fracture was associated with an increased risk of dementia (HR 1.09, 95% CI 1.04-1.15, P < .001). The subgroup analysis showed that association was significant in women but not in men. CONCLUSIONS AND IMPLICATIONS Hip fracture was associated with the increased risk of dementia among older adults. Further studies investigating the potential roles of hip fracture in the development of dementia could benefit the management of both conditions in older adults.
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Affiliation(s)
- Warrington W Q Hsu
- Department of Pharmacology and Pharmacy, University of Hong Kong, Pokfulam, Hong Kong Special Administrative Region, China
| | - Xiaowen Zhang
- Department of Pharmacology and Pharmacy, University of Hong Kong, Pokfulam, Hong Kong Special Administrative Region, China
| | - Chor-Wing Sing
- Department of Pharmacology and Pharmacy, University of Hong Kong, Pokfulam, Hong Kong Special Administrative Region, China; Laboratory of Data Discovery for Health Limited (D24H), Hong Kong Science Park, Hong Kong Special Administrative Region, China
| | - Gloria H Y Li
- Department of Health Technology and Informatics, Hong Kong Polytechnic University, Hong Kong Special Administrative Region, China
| | - Kathryn C B Tan
- Department of Medicine, University of Hong Kong, Pokfulam, Hong Kong Special Administrative Region, China
| | - Annie W C Kung
- Department of Medicine, University of Hong Kong, Pokfulam, Hong Kong Special Administrative Region, China
| | - Janus S H Wong
- Department of Orthopaedics and Traumatology, Li Ka Shing Faculty of Medicine, University of Hong Kong, Pokfulam, Hong Kong Special Administrative Region, China
| | - Ian Chi-Kei Wong
- Department of Pharmacology and Pharmacy, University of Hong Kong, Pokfulam, Hong Kong Special Administrative Region, China; Laboratory of Data Discovery for Health Limited (D24H), Hong Kong Science Park, Hong Kong Special Administrative Region, China; Research Department of Practice and Policy, School of Pharmacy, University College London, London, United Kingdom
| | - Ching-Lung Cheung
- Department of Pharmacology and Pharmacy, University of Hong Kong, Pokfulam, Hong Kong Special Administrative Region, China; Laboratory of Data Discovery for Health Limited (D24H), Hong Kong Science Park, Hong Kong Special Administrative Region, China.
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