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Yuan J, Xiong J, Yang J, Dong Q, Wang Y, Cheng Y, Chen X, Liu Y, Xiao C, Tao J, Lizhang S, Liujiao Y, Chen Q, Shen F. Machine learning-based 28-day mortality prediction model for elderly neurocritically Ill patients. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2025; 260:108589. [PMID: 39799642 DOI: 10.1016/j.cmpb.2025.108589] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/25/2024] [Revised: 12/18/2024] [Accepted: 01/04/2025] [Indexed: 01/15/2025]
Abstract
BACKGROUND The growing population of elderly neurocritically ill patients highlights the need for effective prognosis prediction tools. This study aims to develop and validate machine learning (ML) models for predicting 28-day mortality in intensive care units (ICUs). METHODS Data were extracted from the Medical Information Mart for Intensive Care IV(MIMIC-IV) database, focusing on elderly neurocritical ill patients with ICU stays ≥ 24 h. The cohort was split into 70 % for training and 30 % for internal validation. We analyzed 58 variables, including demographics, vital signs, medications, lab results, comorbidities, and medical scores, using Lasso regression to identify predictors of 28-day mortality. Seven ML algorithms were evaluated, and the best model was validated with data from Guizhou Medical University Affiliated Hospital. A log-rank test was used to assess survival differences in Kaplan-Meier curves. Shapley Additive Explanations (SHAP) were used to interpret the best model, while subgroup analysis identified variations in model performance across different populations. RESULTS The study included 1,773 elderly neurocritically ill patients, with a 28-day mortality rate of 28.6 %. The Light Gradient Boosting Machine (LightGBM) outperformed other models, achieving an area under the curve (AUC) of 0.896 in internal validation and 0.812 in external validation. Kaplan-Meier analysis showed that higher LightGBM prediction scores correlated with lower survival probabilities. Key predictors identified through SHAP analysis included partial pressure of arterial carbon dioxide (PaCO2), Acute physiology and chronic health evaluation II (APACHE II), white blood cell count, age, and lactate. The LightGBM model demonstrated consistent performance across various subgroups. CONCLUSIONS The LightGBM model effectively predicts 28-day mortality risk in elderly neurocritically ill patients, aiding clinicians in management and resource allocation. Its reliable performance across diverse subgroups underscores its clinical utility.
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Affiliation(s)
- Jia Yuan
- Department of Intensive Care Unit, The Affiliated Hospital of Guizhou Medical University, No. 28, Guiyi Road, Yunyan District, Guiyang, Guizhou 550001, China
| | - Jiong Xiong
- Department of Intensive Care Unit, The Affiliated Hospital of Guizhou Medical University, No. 28, Guiyi Road, Yunyan District, Guiyang, Guizhou 550001, China
| | - Jinfeng Yang
- Guizhou Medical University, Guiyang, Guizhou, 550004, China
| | - Qi Dong
- Department of Intensive Care Unit, The Affiliated Hospital of Guizhou Medical University, No. 28, Guiyi Road, Yunyan District, Guiyang, Guizhou 550001, China
| | - Yin Wang
- Department of Intensive Care Unit, The Affiliated Hospital of Guizhou Medical University, No. 28, Guiyi Road, Yunyan District, Guiyang, Guizhou 550001, China
| | - Yumei Cheng
- Department of Intensive Care Unit, The Affiliated Hospital of Guizhou Medical University, No. 28, Guiyi Road, Yunyan District, Guiyang, Guizhou 550001, China
| | - Xianjun Chen
- Department of Intensive Care Unit, The Affiliated Hospital of Guizhou Medical University, No. 28, Guiyi Road, Yunyan District, Guiyang, Guizhou 550001, China
| | - Ying Liu
- Guizhou Medical University, Guiyang, Guizhou, 550004, China
| | - Chuan Xiao
- Department of Intensive Care Unit, The Affiliated Hospital of Guizhou Medical University, No. 28, Guiyi Road, Yunyan District, Guiyang, Guizhou 550001, China
| | - Junlin Tao
- Department of Intensive Care Unit, The Affiliated Hospital of Guizhou Medical University, No. 28, Guiyi Road, Yunyan District, Guiyang, Guizhou 550001, China
| | - Shuangzi Lizhang
- Department of Intensive Care Unit, The Affiliated Hospital of Guizhou Medical University, No. 28, Guiyi Road, Yunyan District, Guiyang, Guizhou 550001, China
| | - Yangzi Liujiao
- Guizhou Medical University, Guiyang, Guizhou, 550004, China
| | - Qimin Chen
- Department of Intensive Care Unit, The Affiliated Hospital of Guizhou Medical University, No. 28, Guiyi Road, Yunyan District, Guiyang, Guizhou 550001, China
| | - Feng Shen
- Department of Intensive Care Unit, The Affiliated Hospital of Guizhou Medical University, No. 28, Guiyi Road, Yunyan District, Guiyang, Guizhou 550001, China.
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Imanishi Y, Ohtake M, Akimoto T, Kawasaki T, Yasuda M, Shizawa K, Suenaga J, Kawasaki T, Sakata K, Takeuchi I, Yamamoto T. Multiple trauma and shock vital signs as potential for improved outcome in patients with severe head trauma. Acute Med Surg 2025; 12:e70058. [PMID: 40292355 PMCID: PMC12022795 DOI: 10.1002/ams2.70058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2024] [Revised: 02/22/2025] [Accepted: 04/14/2025] [Indexed: 04/30/2025] Open
Abstract
Aim To evaluate the prognostic factors in severe head trauma patients (Glasgow Coma Score (GCS) ≤ 8) with all trauma, including those with trunk injury as well as single severe head trauma (abbreviated injury scale (AIS) ≥ 3). Methods We included 152 consecutive patients with head trauma (AIS ≥ 3) and consciousness disorders (GCS ≤ 8) who were transported to our institute from January 2017 to October 2022. Data on the patients' background, vital signs at presentation, multiple trauma (AIS ≥ 3 in two or more locations), surgical intervention, and hematological findings were examined; a retrospective analysis was conducted with the modified Rankin Scale score after 3 months assigned as the primary outcome. Results The patients' mean age was 57.6 ± 23.4 years (0-89), 49 patients (32.2%) had multiple trauma, and 25 patients (16.4%) had accompanying shock vital signs. In the multivariate analysis of prognosis, age (p = 0.0007) and D-dimer levels (p = 0.0007) were independent poor prognostic factors. On the contrary, patients with multiple trauma (p = 0.027) and shock vital signs at presentation (p = 0.037) had a significantly better prognosis. In the non-shock group, 97.6% (41/42) of patients aged ≥50 years and with D-dimer level of 40 μg/mL or higher had a poor prognosis after 3 months. Conclusion Advanced age and high D-dimer levels are important independent associated factors in patients with severe consciousness disorder associated with head trauma; meanwhile, the prognosis is more favorable in patients whose consciousness disorders are associated with multiple trauma or circulatory failure, indicating that rapid improvement of circulatory failure may lead to better outcomes.
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Affiliation(s)
- Yuya Imanishi
- Department of NeurosurgeryYokohama City University Graduate School of MedicineYokohamaJapan
| | - Makoto Ohtake
- Department of NeurosurgeryYokohama City University Graduate School of MedicineYokohamaJapan
- Department of Emergency and Critical CareYokohama City University Medical CenterYokohamaJapan
| | - Taisuke Akimoto
- Department of NeurosurgeryYokohama City University Graduate School of MedicineYokohamaJapan
| | - Takafumi Kawasaki
- Department of NeurosurgeryYokohama City University Graduate School of MedicineYokohamaJapan
| | - Masaki Yasuda
- Department of NeurosurgeryYokohama City University Graduate School of MedicineYokohamaJapan
| | - Kaoru Shizawa
- Department of NeurosurgeryYokohama City University Graduate School of MedicineYokohamaJapan
| | - Jun Suenaga
- Department of NeurosurgeryYokohama City University Graduate School of MedicineYokohamaJapan
| | - Takashi Kawasaki
- Department of NeurosurgeryYokohama City University Medical CenterYokohamaJapan
| | - Katsumi Sakata
- Department of NeurosurgeryYokohama City University Medical CenterYokohamaJapan
| | - Ichiro Takeuchi
- Department of Emergency and Critical CareYokohama City University Medical CenterYokohamaJapan
| | - Tetsuya Yamamoto
- Department of NeurosurgeryYokohama City University Graduate School of MedicineYokohamaJapan
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Flores-Sandoval C, MacKenzie HM, McIntyre A, Sait M, Teasell R, Bateman EA. Mortality and discharge disposition among older adults with moderate to severe traumatic brain injury. Arch Gerontol Geriatr 2024; 125:105488. [PMID: 38776698 DOI: 10.1016/j.archger.2024.105488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Revised: 05/13/2024] [Accepted: 05/16/2024] [Indexed: 05/25/2024]
Abstract
PURPOSE This study examined the research on older adults with a moderate to severe traumatic brain injury (TBI), with a focus on mortality and discharge disposition. METHOD Systematic searches were conducted in MEDLINE, CINAHL, EMBASE and PsycINFO for studies up to April 2022 in accordance with PRISMA guidelines. RESULTS 64 studies, published from 1992 to 2022, met the inclusion criteria. Mortality was higher for older adults ≥60 years old than for their younger counterparts; with a dramatic increase for those ≥80 yr, with rates as high as 93 %. Similar findings were reported regarding mortality in intensive care, surgical mortality, and mortality post-hospital discharge; with an 80 % rate at 1-year post-discharge. Up to 68.4 % of older adults were discharged home; when compared to younger adults, those ≥65 years were less likely to be discharged home (50-51 %), compared to those <64 years (77 %). Older adults were also more likely to be discharged to long-term care (up to 31.6 %), skilled nursing facilities (up to 46.1 %), inpatient rehabilitation (up to 26.9 %), and palliative or hospice care (up to 58 %). CONCLUSION Given their vulnerability, optimizing outcomes for older adults with moderate-severe TBI across the healthcare continuum is critical.
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Affiliation(s)
| | - Heather M MacKenzie
- Parkwood Institute Research, Lawson Research Institute, London, Ontario, Canada; Department of Physical Medicine and Rehabilitation, Schulich School of Medicine and Dentistry, Western University, London, Ontario, Canada; Parkwood Institute, St. Joseph's Health Care London, London, Ontario, Canada
| | - Amanda McIntyre
- Arthur Labatt Family School of Nursing, Faculty of Health Sciences, Western University, London, Ontario, Canada
| | - Muskan Sait
- Parkwood Institute Research, Lawson Research Institute, London, Ontario, Canada; University College Cork, Ireland
| | - Robert Teasell
- Parkwood Institute Research, Lawson Research Institute, London, Ontario, Canada; Department of Physical Medicine and Rehabilitation, Schulich School of Medicine and Dentistry, Western University, London, Ontario, Canada; Parkwood Institute, St. Joseph's Health Care London, London, Ontario, Canada.
| | - Emma A Bateman
- Parkwood Institute Research, Lawson Research Institute, London, Ontario, Canada; Department of Physical Medicine and Rehabilitation, Schulich School of Medicine and Dentistry, Western University, London, Ontario, Canada; Parkwood Institute, St. Joseph's Health Care London, London, Ontario, Canada
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Ma Z, He Z, Li Z, Gong R, Hui J, Weng W, Wu X, Yang C, Jiang J, Xie L, Feng J. Traumatic brain injury in elderly population: A global systematic review and meta-analysis of in-hospital mortality and risk factors among 2.22 million individuals. Ageing Res Rev 2024; 99:102376. [PMID: 38972601 DOI: 10.1016/j.arr.2024.102376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Revised: 06/05/2024] [Accepted: 06/05/2024] [Indexed: 07/09/2024]
Abstract
BACKGROUND Traumatic brain injury (TBI) among elderly individuals poses a significant global health concern due to the increasing ageing population. METHODS We searched PubMed, Cochrane Library, and Embase from database inception to Feb 1, 2024. Studies performed in inpatient settings reporting in-hospital mortality of elderly people (≥60 years) with TBI and/or identifying risk factors predictive of such outcomes, were included. Data were extracted from published reports, in-hospital mortality as our main outcome was synthesized in the form of rates, and risk factors predicting in-hospital mortality was synthesized in the form of odds ratios. Subgroup analyses, meta-regression and dose-response meta-analysis were used in our analyses. FINDINGS We included 105 studies covering 2217,964 patients from 30 countries/regions. The overall in-hospital mortality of elderly patients with TBI was 16 % (95 % CI 15 %-17 %) from 70 studies. In-hospital mortality was 5 % (95 % CI, 3 %-7 %), 18 % (95 % CI, 12 %-24 %), 65 % (95 % CI, 59 %-70 %) for mild, moderate and severe subgroups from 10, 7, and 23 studies, respectively. A decrease in in-hospital mortality over years was observed in overall (1981-2022) and in severe (1986-2022) elderly patients with TBI. Older age 1.69 (95 % CI, 1.58-1.82, P < 0.001), male gender 1.34 (95 % CI, 1.25-1.42, P < 0.001), clinical conditions including traffic-related cause of injury 1.22 (95 % CI, 1.02-1.45, P = 0.029), GCS moderate (GCS 9-12 compared to GCS 13-15) 4.33 (95 % CI, 3.13-5.99, P < 0.001), GCS severe (GCS 3-8 compared to GCS 13-15) 23.09 (95 % CI, 13.80-38.63, P < 0.001), abnormal pupillary light reflex 3.22 (95 % CI, 2.09-4.96, P < 0.001), hypotension after injury 2.88 (95 % CI, 1.06-7.81, P = 0.038), polytrauma 2.31 (95 % CI, 2.03-2.62, P < 0.001), surgical intervention 2.21 (95 % CI, 1.22-4.01, P = 0.009), pre-injury health conditions including pre-injury comorbidity 1.52 (95 % CI, 1.24-1.86, P = 0.0020), and pre-injury anti-thrombotic therapy 1.51 (95 % CI, 1.23-1.84, P < 0.001) were related to higher in-hospital mortality in elderly patients with TBI. Subgroup analyses according to multiple types of anti-thrombotic drugs with at least two included studies showed that anticoagulant therapy 1.70 (95 % CI, 1.04-2.76, P = 0.032), Warfarin 2.26 (95 % CI, 2.05-2.51, P < 0.001), DOACs 1.99 (95 % CI, 1.43-2.76, P < 0.001) were related to elevated mortality. Dose-response meta-analysis of age found an odds ratio of 1.029 (95 % CI, 1.024-1.034, P < 0.001) for every 1-year increase in age on in-hospital mortality. CONCLUSIONS In the field of elderly patients with TBI, the overall in-hospital mortality and its temporal-spatial feature, the subgroup in-hospital mortalities according to injury severity, and dose-response meta-analysis of age were firstly comprehensively summarized. Substantial key risk factors, including the ones previously not elucidated, were identified. Our study is thus of help in underlining the importance of treating elderly TBI, providing useful information for healthcare providers, and initiating future management guidelines. This work underscores the necessity of integrating elderly TBI treatment and management into broader health strategies to address the challenges posed by the aging global population. REVIEW REGISTRATION PROSPERO CRD42022323231.
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Affiliation(s)
- Zixuan Ma
- Brain Injury Center, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China; Shanghai Institute of Head Trauma, Shanghai 200127, China
| | - Zhenghui He
- Brain Injury Center, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China; Shanghai Institute of Head Trauma, Shanghai 200127, China
| | - Zhifan Li
- Brain Injury Center, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China; Shanghai Institute of Head Trauma, Shanghai 200127, China
| | - Ru Gong
- Brain Injury Center, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Jiyuan Hui
- Brain Injury Center, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Weiji Weng
- Shanghai Institute of Head Trauma, Shanghai 200127, China
| | - Xiang Wu
- Shanghai Institute of Head Trauma, Shanghai 200127, China
| | - Chun Yang
- Shanghai Institute of Head Trauma, Shanghai 200127, China
| | - Jiyao Jiang
- Brain Injury Center, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China; Shanghai Institute of Head Trauma, Shanghai 200127, China
| | - Li Xie
- Clinical Research Institute, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China.
| | - Junfeng Feng
- Brain Injury Center, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China; Shanghai Institute of Head Trauma, Shanghai 200127, China.
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Amorim RL, da Silva VT, Martins HO, Brasil S, Godoy DA, Mendes MT, Gattas G, Bor-Seng-Shu E, Paiva WS. Perfusion tomography in early follow-up of acute traumatic subdural hematoma: a case series. J Clin Monit Comput 2024; 38:783-789. [PMID: 38381360 DOI: 10.1007/s10877-024-01133-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Accepted: 01/28/2024] [Indexed: 02/22/2024]
Abstract
Perfusion Computed Tomography (PCT) is an alternative tool to assess cerebral hemodynamics during trauma. As acute traumatic subdural hematomas (ASH) is a severe primary injury associated with poor outcomes, the aim of this study was to evaluate the cerebral hemodynamics in this context. Five adult patients with moderate and severe traumatic brain injury (TBI) and ASH were included. All individuals were indicated for surgical evacuation. Before and after surgery, PCT was performed and cerebral blood flow (CBF), cerebral blood volume (CBV) and mean transit time (MTT) were evaluated. These parameters were associated with the outcome at 6 months post-trauma with the extended Glasgow Outcome Scale (GOSE). Mean age of population was 46 years (SD: 8.1). Mean post-resuscitation Glasgow coma scale (GCS) was 10 (SD: 3.4). Mean preoperative midline brain shift was 10.1 mm (SD: 1.8). Preoperative CBF and MTT were 23.9 ml/100 g/min (SD: 6.1) and 7.3 s (1.3) respectively. After surgery, CBF increase to 30.7 ml/100 g/min (SD: 5.1), and MTT decrease to 5.8s (SD:1.0), however, both changes don't achieve statistically significance (p = 0.06). Additionally, CBV increase after surgery, from 2.34 (SD: 0.67) to 2.63 ml/100 g (SD: 1.10), (p = 0.31). Spearman correlation test of postoperative and preoperative CBF ratio with outcome at 6 months was 0.94 (p = 0.054). One patient died with the highest preoperative MTT (9.97 s) and CBV (4.51 ml/100 g). CBF seems to increase after surgery, especially when evaluated together with the MTT values. It is suggested that the improvement in postoperative brain hemodynamics correlates to favorable outcome.
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Affiliation(s)
- Robson Luís Amorim
- LIM-62, Department of Neurology, University of São Paulo Medical School, São Paulo, Brazil
- Health Sciences Faculty, Federal University of Amazonas, Manaus, Brazil
| | | | | | - Sérgio Brasil
- LIM-62, Department of Neurology, University of São Paulo Medical School, São Paulo, Brazil.
- Division of Neurosurgery, University of São Paulo, 255. Eneas de Carvalho Aguiar Av., São Paulo, 05403-000, Brazil.
| | - Daniel Agustín Godoy
- Critical Care Department, Division Neurocritical Care, Sanatorio Pasteur, Catamarca, Argentina.
- Neurointensive Care Unit, Sanatorio Pasteur. Chacabuco 747, Catamarca, 4700, Argentina.
| | | | - Gabriel Gattas
- Institute of Radiology, University of São Paulo Medical School, São Paulo, Brazil
| | - Edson Bor-Seng-Shu
- LIM-62, Department of Neurology, University of São Paulo Medical School, São Paulo, Brazil
| | - Wellingson Silva Paiva
- LIM-62, Department of Neurology, University of São Paulo Medical School, São Paulo, Brazil
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Shimada R, Kibayashi K. Trends in mortality rates and correlations between intracranial injuries and external causes: A Japanese population study. PLoS One 2024; 19:e0300846. [PMID: 38718046 PMCID: PMC11078349 DOI: 10.1371/journal.pone.0300846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Accepted: 03/05/2024] [Indexed: 05/12/2024] Open
Abstract
The age-standardized incidence of head trauma in 2016 was 369 per 100,000 people worldwide. The Western Pacific region, including Japan, had the highest incidence. This study aimed to extract ICD-10 code data for intracranial injury (S06) and external causes of morbidity and mortality (V01-Y89), analyze their characteristics and interrelationships, and contribute to these diseases' prevention, treatment, and prognosis. The number of deaths according to injury type and external cause type of intracranial injury published by the Japanese government was statistically analyzed using JoinPoint, and univariate distribution and multivariate correlation were conducted using JMP Software. From 1999-2021, there was a downward trend in the number of deaths because of intracranial injuries: mortality from intracranial injuries was higher among those aged ≥65 years. Conversely, mortality from intracranial injuries was lower among those aged ≤14 years. Among deaths from intracranial injury, mortality from diffuse brain injury and traumatic subdural hemorrhage was more common. Among deaths from external causes of intracranial injury, mortality from falls, transport accidents, and other unforeseen accidents was more common. Mortality because of intracranial injuries increased significantly during the 2011 Great East Japan Earthquake. For some age groups and sexes, there were significant inverse correlations of mortality with traumatic subdural hemorrhage and traumatic subarachnoid hemorrhage for transport accidents, intentional self-harm and assault, and diffuse brain injury and focal brain injury for falls. We believe that the data presented in this study will be useful for preventing and treating intracranial injuries and for developing administrative measures to reduce intracranial injuries.
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Affiliation(s)
- Ryo Shimada
- Department of Forensic Medicine, School of Medicine, Tokyo Women’s Medical University, Tokyo, Japan
| | - Kazuhiko Kibayashi
- Department of Forensic Medicine, School of Medicine, Tokyo Women’s Medical University, Tokyo, Japan
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Fujiwara G, Okada Y, Shiomi N, Sakakibara T, Yamaki T, Hashimoto N. Derivation of Coagulation Phenotypes and the Association with Prognosis in Traumatic Brain Injury: A Cluster Analysis of Nationwide Multicenter Study. Neurocrit Care 2024; 40:292-302. [PMID: 36977962 DOI: 10.1007/s12028-023-01712-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Accepted: 03/01/2023] [Indexed: 03/30/2023]
Abstract
BACKGROUND The pathogenesis and pathophysiology of traumatic coagulopathy during traumatic brain injury is not well understood, and the appropriate treatment strategy for this condition has not been established. This study aimed to evaluate the coagulation phenotypes and their effect on prognosis in patients with isolated traumatic brain injury. METHODS In this multicenter cohort study, we retrospectively analyzed data from the Japan Neurotrauma Data Bank. Adults with isolated traumatic brain injury (head abbreviated injury scale > 2; abbreviated injury scale of any other trauma < 3) who were registered in the Japan Neurotrauma Data Bank were included in this study. The primary outcome was the association of coagulation phenotypes with in-hospital mortality. Coagulation phenotypes were derived using k-means clustering with coagulation markers, including prothrombin time international normalized ratio (PT-INR), activated partial thromboplastin time (APTT), fibrinogen (FBG), and D-dimer (DD) on arrival at the hospital. Multivariable logistic regression analyses were conducted to calculate the adjusted odds ratios of coagulation phenotypes with their 95% confidence intervals (CIs) for in-hospital mortality. RESULTS In total, 556 patients were enrolled and five coagulation phenotypes were identified. The median (interquartile range) score for the Glasgow Coma Scale was 6 (4-9). Cluster A (n = 129) had the closest to normal coagulation values; cluster B (n = 323) had a mild high DD phenotype; cluster C (n = 30) had a prolonged PT-INR phenotype with a higher frequency of antithrombotic medication in elderly patients than in younger patients; cluster D (n = 45) had a low amount of FBG, high DD, and prolonged APTT phenotype with a high incidence of skull fracture; and cluster E (n = 29) had a low amount of FBG and extremely high DD phenotype with high energy trauma and a high incidence of skull fracture. In the multivariable logistic regression analysis, the association of clusters B, C, D, and E with in-hospital mortality yielded the corresponding adjusted odds ratios of 2.17 (95% CI 1.22-3.86), 2.61 (95% CI 1.01-6.72), 10.0 (95% CI 4.00-25.2), and 24.1 (95% CI 7.12-81.3), respectively, relative to cluster A. CONCLUSIONS This multicenter, observational study identified five different coagulation phenotypes of traumatic brain injury and showed associations of these phenotypes with in-hospital mortality.
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Affiliation(s)
- Gaku Fujiwara
- Department of Neurosurgery, Saiseikai Shiga Hospital, Imperial Gift Foundation Inc, 2-4-1, Ohashi, Ritto, Shiga, Japan.
| | - Yohei Okada
- Department of Preventive Services, School of Public Health, Kyoto University, Kyoto, Japan
| | - Naoto Shiomi
- Department of Critical and Intensive Care Medicine, Shiga University of Medical Science, Ritto, Shiga, Japan
| | | | - Tarumi Yamaki
- Department of Neurosurgery, Kyoto Kujo Hospital, Kyoto, Japan
| | - Naoya Hashimoto
- Department of Neurosurgery, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan
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Wang R, Zeng X, Long Y, Zhang J, Bo H, He M, Xu J. Prediction of Mortality in Geriatric Traumatic Brain Injury Patients Using Machine Learning Algorithms. Brain Sci 2023; 13:brainsci13010094. [PMID: 36672075 PMCID: PMC9857144 DOI: 10.3390/brainsci13010094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Revised: 12/04/2022] [Accepted: 12/26/2022] [Indexed: 01/06/2023] Open
Abstract
Background: The number of geriatric traumatic brain injury (TBI) patients is increasing every year due to the population’s aging in most of the developed countries. Unfortunately, there is no widely recognized tool for specifically evaluating the prognosis of geriatric TBI patients. We designed this study to compare the prognostic value of different machine learning algorithm-based predictive models for geriatric TBI. Methods: TBI patients aged ≥65 from the Medical Information Mart for Intensive Care-III (MIMIC-III) database were eligible for this study. To develop and validate machine learning algorithm-based prognostic models, included patients were divided into a training set and a testing set, with a ratio of 7:3. The predictive value of different machine learning based models was evaluated by calculating the area under the receiver operating characteristic curve, sensitivity, specificity, accuracy and F score. Results: A total of 1123 geriatric TBI patients were included, with a mortality of 24.8%. Non-survivors had higher age (82.2 vs. 80.7, p = 0.010) and lower Glasgow Coma Scale (14 vs. 7, p < 0.001) than survivors. The rate of mechanical ventilation was significantly higher (67.6% vs. 25.9%, p < 0.001) in non-survivors while the rate of neurosurgical operation did not differ between survivors and non-survivors (24.3% vs. 23.0%, p = 0.735). Among different machine learning algorithms, Adaboost (AUC: 0.799) and Random Forest (AUC: 0.795) performed slightly better than the logistic regression (AUC: 0.792) on predicting mortality in geriatric TBI patients in the testing set. Conclusion: Adaboost, Random Forest and logistic regression all performed well in predicting mortality of geriatric TBI patients. Prognostication tools utilizing these algorithms are helpful for physicians to evaluate the risk of poor outcomes in geriatric TBI patients and adopt personalized therapeutic options for them.
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Affiliation(s)
- Ruoran Wang
- Department of Neurosurgery, West China Hospital, Sichuan University, 610041 Chengdu, China
| | - Xihang Zeng
- Department of Neurosurgery, West China Hospital, Sichuan University, 610041 Chengdu, China
| | - Yujuan Long
- Department of Critical Care Medicine, Chengdu Seventh People’s Hospital, 610021 Chengdu, China
| | - Jing Zhang
- Department of Neurosurgery, West China Hospital, Sichuan University, 610041 Chengdu, China
| | - Hong Bo
- Department of Critical Care Medicine, West China Hospital, Sichuan University, 610041 Chengdu, China
| | - Min He
- Department of Critical Care Medicine, West China Hospital, Sichuan University, 610041 Chengdu, China
- Correspondence: (M.H.); (J.X.)
| | - Jianguo Xu
- Department of Neurosurgery, West China Hospital, Sichuan University, 610041 Chengdu, China
- Correspondence: (M.H.); (J.X.)
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Suehiro E, Tanaka T, Michiwaki Y, Wakamiya T, Shimoji K, Onoda K, Yamane F, Kawashima M, Matsuno A. Fact-Finding Survey of Treatment of Traumatic Brain Injury in Japan: Standardization of Care and Collaboration Between Neurosurgery and Emergency Departments. World Neurosurg 2023; 169:e279-e284. [PMID: 36336271 DOI: 10.1016/j.wneu.2022.11.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Revised: 10/31/2022] [Accepted: 11/01/2022] [Indexed: 11/06/2022]
Abstract
BACKGROUND Standardization of seamless treatment from prehospital injury care to initial injury and specialized care through collaboration among departments have been promoted in Japan since 2000. This survey was conducted to examine the current status of the system for treatment of traumatic brain injury (TBI) in Japan. METHODS In February 2022, questionnaires on the treatment system and TBI care were sent to 869 facilities that participated in a training program held by the Japan Neurosurgical Society. Responses were received from 480 facilities (55.2%). These responses were compared with those in a similar survey performed in 2008. RESULTS Among the responding facilities, 39.4% had neurosurgeons in emergency departments. Initial care for TBI was the responsibility of the neurosurgery department in 42.3% of the facilities, the emergency department in 26.0%, and jointly between these departments in 29.6%; and neurocritical care was managed by the neurosurgery department in 81.9%, the emergency department in 5.2%, and jointly in 12.1%. For patients with acute-phase TBI, intracranial pressure monitoring was performed in 72.1%. Active normothermia was performed in 86.0%, and decompressive craniectomy in 99.4%, as required. There was compliance with guidelines for treatment and management of TBI in 93.3%. CONCLUSIONS Comparison with the 2008 results suggested role-sharing between 2 departments in TBI treatment is increasing. TBI treatment compliance with the guidelines was high. In-hospital mortality of Japanese patients with TBI has decreased since 2000. This may be due to the progress with standardization of TBI treatment and collaboration among departments in compliance with guidelines.
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Affiliation(s)
- Eiichi Suehiro
- Department of Neurosurgery, International University of Health and Welfare, School of Medicine, Narita, Chiba, Japan.
| | - Tatsuya Tanaka
- Department of Neurosurgery, International University of Health and Welfare, School of Medicine, Narita, Chiba, Japan
| | - Yuhei Michiwaki
- Department of Neurosurgery, International University of Health and Welfare, School of Medicine, Narita, Chiba, Japan
| | - Tomihiro Wakamiya
- Department of Neurosurgery, International University of Health and Welfare, School of Medicine, Narita, Chiba, Japan
| | - Kazuaki Shimoji
- Department of Neurosurgery, International University of Health and Welfare, School of Medicine, Narita, Chiba, Japan
| | - Keisuke Onoda
- Department of Neurosurgery, International University of Health and Welfare, School of Medicine, Narita, Chiba, Japan
| | - Fumitake Yamane
- Department of Neurosurgery, International University of Health and Welfare, School of Medicine, Narita, Chiba, Japan
| | - Masatou Kawashima
- Department of Neurosurgery, International University of Health and Welfare, School of Medicine, Narita, Chiba, Japan
| | - Akira Matsuno
- Department of Neurosurgery, International University of Health and Welfare, School of Medicine, Narita, Chiba, Japan
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Geriatric Neurosurgery in High-Income Developing Countries: A Sultanate of Oman Experience. PSYCHIATRY INTERNATIONAL 2022. [DOI: 10.3390/psychiatryint3040021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
This study aimed to investigate the prevalence and characteristics of geriatric neurosurgical conditions in the Neurosurgical Department at Khoula Hospital (KH), Muscat, Sultanate of Oman. The majority of various neurosurgical conditions is increasing in elderly patients, which leads to an increase in neurosurgical demand. The aging population has a direct effect on hospital decision-making in neurosurgery. However, limited data are available to assess geriatric neurosurgery in developing countries. A retrospective chart review of geriatric cases admitted to the Neurosurgery Department in KH served as our example of a neurosurgical center in a high-income developing country from January 2016 to 31st December 2019. Patients’ demographics, risk factors, diagnosis, Glasgow Coma Scale on arrival, treatment types, and length of stay were recorded. A total of 669 patients who were above the age of 65 years were recruited into our retrospective review. The mean age was 73.34 years in the overall cohort and the male-to-female ratio was (1.6:1). The most common diagnostic category was trauma, which accounted for 35.4% followed by oncology and vascular (16.3% each). Hydrocephalus accounted for 3.7% of the admissions. Most of the patients underwent surgical interventions (73.1%). The associations were significant between the treatment types (surgical vs. conservative), Length of Stay, and the GCS on arrival (p < 0.05). In conclusion, the trend of geriatric neurosurgery is increasing in developing countries. The most common reason for admission to the neurosurgical ward was Traumatic Brain Injury. Special care must be taken when dealing with geriatric neurosurgical cases and a more holistic approach is needed.
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Al-Taei O, Al-Mirza A, Ali M, Al-Kalbani H, Al-Saadi T. Prevalence and Outcomes of Geriatric Traumatic Brain Injury in Developing Countries: A Retrospective Study. INDIAN JOURNAL OF NEUROTRAUMA 2022. [DOI: 10.1055/s-0041-1740942] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Abstract
Abstract
Introduction The world populace is aging and it is anticipated that 2 billion people will be older than 60 years by 2050. Traumatic brain injury (TBI) is a major cause of death and disability worldwide. In the United States, 2.8 million people pursue medical attention yearly. TBI exemplifies a leading cause of mortality and morbidity among the geriatric age group worldwide.
Methods A retrospective study of geriatric cases who were admitted to the Neurosurgery Department in Khoula Hospital from January 1, 2016, to December 31, 2019, was conducted. Patients' demographics, risk factors, neuro-vital sign, diagnosis, Glasgow coma scale (GCS) on arrival, treatment types, and length of stay (LOS) were recorded.
Results Two hundred and thirty-four patients were admitted due to TBI in four years period. Seventy-five percent of the study cohort were more than 75 years old. Male to female ratio was 2.4:1. Subdural hematoma (SDH) was the most common TBI diagnosis based on computed tomography (77.4%). Most of the patients were having GCS scores of 14 to 15 (67.9%). Sixteen percent of the patients received antiepileptic medications. The majority of the patients underwent surgical intervention (70.5%). Eighty percent of the patients stayed in the hospital for less than 15 days. There was a significant difference between the LOS and type of surgery. Subarachnoid hemorrhage was found to have the highest mean age (79.7 years). Intracerebral hemorrhage patients had the longest LOS in the hospital with a mean of 44.2 days. There was no significant difference between the age of patients and type of surgery.
Conclusion The number of TBI in the elderly population is increasing annually. The most common type of TBI in our cohort was SDH and most of the patients were treated with burr hole surgery.
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Affiliation(s)
- Omar Al-Taei
- Sultan Qaboos University College of Medicine, Sultanate of Oman-Muscat, Al-Khoudh, Oman
| | - Abdulrahman Al-Mirza
- Sultan Qaboos University College of Medicine, Sultanate of Oman-Muscat, Al-Khoudh, Oman
| | - Mohammed Ali
- Neurosurgery Department, Khoula Hospital, Muscat, Oman
| | - Humaid Al-Kalbani
- Department of Ophthalmology, Al-Buraimi Hospital, Ministry of Health, Sultanate of Oman, Oman
| | - Tariq Al-Saadi
- Neurosurgery Department, Khoula Hospital, Muscat, Oman
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, Faculty of Medicine, McGill University, Quebec, Canada
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12
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Suehiro E, Kiyohira M, Haji K, Suzuki M. Changes in Outcomes after Discharge from an Acute Hospital in Severe Traumatic Brain Injury. Neurol Med Chir (Tokyo) 2021; 62:111-117. [PMID: 34880162 PMCID: PMC8918365 DOI: 10.2176/nmc.oa.2021-0217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Neurological improvement occurs from the subacute to chronic phases in severe traumatic brain injury. We analyzed factors associated with improved neurological findings in the subacute phase, using data from the Japan Neurotrauma Data Bank (JNTDB). The subjects were 1345 patients registered in the JNTDB (Project 2015). Clinical improvement was evaluated by comparing the Glasgow Outcome Scale (GOS) at discharge and 6 months after injury. Of these patients, 157 with severe disability (SD) on the discharge GOS were examined to evaluate factors associated with neurological improvement in the subacute phase. Cases were defined as those with (group I) and without (group N) improvement: a change from SD at discharge to good recovery (GR) or moderate disability (MD) at 6 months after injury. Patient background, admission findings, treatment, and discharge destination were examined. In all patients, the favorable outcome (GR, MD) rate improved from 30.2% at discharge to 35.7% at 6 months after injury. Of SD cases at discharge, 44.6% had a favorable outcome at 6 months (group I). Patients in group I were significantly younger, and had a significantly lower D-dimer level in initial blood tests and a lower incidence of convulsions. In multivariate analysis, discharge to home was a significant factor associated with an improved outcome. Many SD cases at discharge ultimately showed neurological improvement, and the initial D-dimer level may be a predictor of such improvement. The environment after discharge from an acute care hospital may also contribute to an improved long-term prognosis.
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Affiliation(s)
- Eiichi Suehiro
- Department of Neurosurgery, International University of Health and Welfare, School of Medicine.,The Japan Neurotrauma Data Bank Committee, The Japan Society of Neurotraumatology
| | - Miwa Kiyohira
- Department of Neurosurgery, Yamaguchi University School of Medicine
| | - Kohei Haji
- Department of Neurosurgery, Yamaguchi University School of Medicine
| | - Michiyasu Suzuki
- The Japan Neurotrauma Data Bank Committee, The Japan Society of Neurotraumatology.,Department of Neurosurgery, Yamaguchi University School of Medicine
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- The Japan Neurotrauma Data Bank Committee, The Japan Society of Neurotraumatology
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13
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Hospital-level intracranial pressure monitoring utilization and functional outcome in severe traumatic brain injury: a post hoc analysis of prospective multicenter observational study. Scand J Trauma Resusc Emerg Med 2021; 29:5. [PMID: 33407751 PMCID: PMC7789401 DOI: 10.1186/s13049-020-00825-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 12/13/2020] [Indexed: 11/10/2022] Open
Abstract
Background Several observational studies have shown that hospital-level intracranial pressure (ICP) monitoring utilization varies considerably in patients with severe traumatic brain injury (TBI). However, the relationship between hospital-level ICP monitoring utilization and clinical functional outcomes is unknown. This study examined whether patients with severe TBI treated at hospitals with high ICP monitoring utilization have better functional outcomes. Methods A post hoc analysis of the data from a prospective multicenter cohort study in Japan was undertaken, and included severe TBI patients (Glasgow Come Scale score ≤ 8). The primary exposure was hospital-level ICP monitoring utilization. Patients treated at hospitals with more than 80% ICP monitoring utilization were assigned to a high group and the others to a low group. The primary endpoint was a favorable functional outcome at 6 months after injury, defined as a Glasgow Outcome Scale score of good recovery or moderate disability. We conducted multiple logistic regression analyses adjusted for potential confounders. Results Of the 427 included patients, 60 were assigned to the high group and 367 to the low group. Multiple logistic regression analysis revealed that patients in the high group had significantly better functional outcome (adjusted odds ratio [OR]: 2.36; 95% confidence interval [CI]: 1.17–4.76; p = 0.016). Multiple logistic regression analysis adjusted for additional confounders supported this result (adjusted OR: 2.30; 95% CI: 1.07–4.92; p = 0.033). Conclusion Treatment at hospitals with high ICP monitoring utilization for severe TBI patients could be associated with better functional outcome. Supplementary Information The online version contains supplementary material available at 10.1186/s13049-020-00825-7.
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14
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Yokobori S, Yatabe T, Kondo Y, Kinoshita K. Efficacy and safety of tranexamic acid administration in traumatic brain injury patients: a systematic review and meta-analysis. J Intensive Care 2020; 8:46. [PMID: 32637122 PMCID: PMC7333334 DOI: 10.1186/s40560-020-00460-5] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Accepted: 06/11/2020] [Indexed: 12/29/2022] Open
Abstract
Background The exacerbation of intracranial bleeding is critical in traumatic brain injury (TBI) patients. Tranexamic acid (TXA) has been used to improve outcomes in TBI patient. However, the effectiveness of TXA treatment remains unclear. This study aimed to assess the effect of administration of TXA on clinical outcomes in patients with TBI by systematically reviewing the literature and synthesizing evidence of randomized controlled trials (RCTs). Methods MEDLINE, the Cochrane Central Register of Controlled Trials, and Igaku Chuo Zasshi (ICHUSHI) Web were searched. Selection criteria included randomized controlled trials with clinical outcomes of adult TBI patients administered TXA or placebo within 24 h after admission. Two investigators independently screened citations and conducted data extraction. The primary “critical” outcome was all-cause mortality. The secondary “important” outcomes were good neurological outcome rates, enlargement of bleeding, incidence of ischemia, and hemorrhagic intracranial complications. Random effect estimators with weights calculated by the inverse variance method were used to report risk ratios (RRs). Results A total of 640 records were screened. Seven studies were included for quantitative analysis. Of 10,044 patients from seven of the included studies, 5076 were randomly assigned to the TXA treatment group, and 4968 were assigned to placebo. In the TXA treatment group, 914 patients (18.0%) died, while 961 patients (19.3%) died in the placebo group. There was no significant difference between groups (RR, 0.93; 95% confidence interval, 0.86–1.01). No significant differences between the groups in other important outcomes were also observed. Conclusions TXA treatment demonstrated a tendency to reduce head trauma-related deaths in the TBI population, with no significant incidence of thromboembolic events. TXA treatment may therefore be suggested in the initial TBI care.
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Affiliation(s)
- Shoji Yokobori
- Department of Emergency and Critical Care Medicine, Nippon Medical School, 1-1-5 Sendagi, Bunkyo-Ku, Tokyo, 113-8603 Japan
| | - Tomoaki Yatabe
- Department of Anesthesiology and Intensive Care Medicine, Kochi Medical School, Kochi, Japan
| | - Yutaka Kondo
- Department of Emergency and Critical Care Medicine, Juntendo University Urayasu Hospital, Chiba, Japan
| | - Kosaku Kinoshita
- Department of Acute Medicine, Nihon University School of Medicine, Tokyo, Japan
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15
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16
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Benko MJ, Abdulla SG, Cuoco JA, Dhiman N, Klein BJ, Guilliams EL, Marvin EA, Howes GA, Collier BR, Hamill ME. Short- and Long-Term Geriatric Mortality After Acute Traumatic Subdural Hemorrhage. World Neurosurg 2019; 130:e350-e355. [PMID: 31229743 DOI: 10.1016/j.wneu.2019.06.086] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2019] [Accepted: 06/11/2019] [Indexed: 11/17/2022]
Abstract
BACKGROUND Acute subdural hemorrhage often occurs in those ≥65 years of age after trauma and tends to yield poor clinical outcomes. Previous studies have demonstrated a propensity toward high in-hospital mortality rates in this population; however, postdischarge mortality data are limited. The objective of the present study was to analyze short- and long-term mortality data after acute traumatic subdural hemorrhage in the geriatric population as well as review the impact of associated clinical variables including mechanism of injury, pre-morbid antithrombotic use, and need for surgical decompression on mortality rates. METHODS We retrospectively reviewed 455 patients who presented with an isolated traumatic acute subdural hemorrhage to our level-1 trauma center over a 5 year period using our data registry. Patients were then cross-referenced in the National Social Security Death Index for postdischarge mortality rates. United States life tables were used for peer-controlled actuarial comparisons. RESULTS Acute traumatic subdural hemorrhage is often a fatal injury in the geriatric population, especially if taking antithrombotics or requiring surgical decompression. Specifically, they have greater in-hospital mortality rates than adults with similar injuries and have significantly lower survival rates for several years following discharge compared with their peer-matched controls. CONCLUSIONS Here, we found that age is a significant predictor of both short- and long-term survival after acute traumatic subdural hemorrhage. Moreover, the present study corroborates that the need for surgical decompression or the use of pre-morbid antithrombotic medications is associated with increased overall mortality.
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Affiliation(s)
- Michael J Benko
- Division of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech School of Neuroscience, Blacksburg, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; Edward Via College of Osteopathic Medicine, Blacksburg, Virginia, USA.
| | - Sarah G Abdulla
- Department of Surgery, Harbor - University of California at Los Angeles, Torrance, California, USA
| | - Joshua A Cuoco
- Division of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech School of Neuroscience, Blacksburg, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; Edward Via College of Osteopathic Medicine, Blacksburg, Virginia, USA
| | - Nitasha Dhiman
- Department of Radiology, Columbia University, New York, New York, USA
| | - Brendan J Klein
- Division of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech School of Neuroscience, Blacksburg, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; Edward Via College of Osteopathic Medicine, Blacksburg, Virginia, USA
| | - Evin L Guilliams
- Division of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech School of Neuroscience, Blacksburg, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; Edward Via College of Osteopathic Medicine, Blacksburg, Virginia, USA
| | - Eric A Marvin
- Division of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech School of Neuroscience, Blacksburg, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; Edward Via College of Osteopathic Medicine, Blacksburg, Virginia, USA
| | - Gregory A Howes
- Division of Neurosurgery, Carilion Clinic, Roanoke, Virginia, USA; Virginia Tech School of Neuroscience, Blacksburg, Virginia, USA; Virginia Tech Carilion School of Medicine, Roanoke, Virginia, USA; Edward Via College of Osteopathic Medicine, Blacksburg, Virginia, USA
| | - Bryan R Collier
- Division of Trauma Surgery, Carilion Clinic, Roanoke, Virginia, USA
| | - Mark E Hamill
- Division of Trauma Surgery, Carilion Clinic, Roanoke, Virginia, USA
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17
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Tanaka C, Tagami T, Unemoto K, Kudo S, Takehara A, Kaneko J, Yokota H. Intracranial pressure management and neurological outcome for patients with mild traumatic brain injury who required neurosurgical intervention: a Japanese database study. Brain Inj 2019; 33:869-874. [PMID: 31084363 DOI: 10.1080/02699052.2019.1614667] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Purpose: Among mild traumatic brain injuries (mTBI; a Glasgow Coma Scale score ≥13 on arrival), few result in severe neurological deficit, especially when they needed neurosurgical intervention. We investigated the association of intracranial pressure (ICP) control management with neurological outcome in patients with mTBI who needed neurosurgical intervention. Methods: From 1,092 records of the Japan Neurotrauma Data Bank during 2009-2011, we retrospectively identified 195 patients with neurosurgical intervention for mTBI. Using the Glasgow Outcome Scale, we grouped records into two: favorable and poor outcome. We analyzed neurological outcomes using a logistic regression analysis adjusted for ICP control managements. Results: Seventy patients had a poor outcome. Logistic regression analysis revealed that sedatives, hyperosmotic agents, and hyperventilation therapy were significantly associated with poor outcome (odds ratio [OR]: 2.36, 95% confidence interval [CI]: 1.31-4.26; OR: 2.81, 95% CI: 1.17-6.75; OR: 9.36, 95% CI: 1.81-48.35). However, temperature management was significantly related with favorable outcome (OR: 0.26, 95% CI: 0.10-0.66). Conclusions: Our study, using a Japanese multicenter brain trauma registry, suggested that requirement of sedatives, hyperosmotic agents, and hyperventilation is associated with poor neurological outcome for patients with mTBI who underwent neurosurgical intervention, although temperature management was associated with favorable neurological outcome.
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Affiliation(s)
- Chie Tanaka
- a Department of Emergency and Critical Care Medicine , Nippon Medical School Tama Nagayama Hospital , Tokyo , Japan
| | - Takashi Tagami
- a Department of Emergency and Critical Care Medicine , Nippon Medical School Tama Nagayama Hospital , Tokyo , Japan.,b Department of Clinical Epidemiology and Health Economics, School of Public Health , The University of Tokyo , Tokyo , Japan
| | - Kyoko Unemoto
- a Department of Emergency and Critical Care Medicine , Nippon Medical School Tama Nagayama Hospital , Tokyo , Japan
| | - Saori Kudo
- a Department of Emergency and Critical Care Medicine , Nippon Medical School Tama Nagayama Hospital , Tokyo , Japan
| | - Akiko Takehara
- a Department of Emergency and Critical Care Medicine , Nippon Medical School Tama Nagayama Hospital , Tokyo , Japan
| | - Junya Kaneko
- a Department of Emergency and Critical Care Medicine , Nippon Medical School Tama Nagayama Hospital , Tokyo , Japan
| | - Hiroyuki Yokota
- c Department of Emergency and Critical Care Medicine , Nippon Medical School , Tokyo , Japan
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18
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Suehiro E, Fujiyama Y, Kiyohira M, Haji K, Ishihara H, Nomura S, Suzuki M. Risk of Deterioration of Geriatric Traumatic Brain Injury in Patients Treated with Antithrombotic Drugs. World Neurosurg 2019; 127:e1221-e1227. [PMID: 31009773 DOI: 10.1016/j.wneu.2019.04.108] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2019] [Revised: 04/10/2019] [Accepted: 04/11/2019] [Indexed: 10/27/2022]
Abstract
OBJECTIVE Developed countries have rapidly aging populations and the use of antithrombotic drugs is increasing. We investigated the effects of antithrombotic drugs and reversal of these drugs in patients with geriatric traumatic brain injury (TBI). METHODS Age, sex, mechanism of injury, Glasgow Coma Scale on admission, head computed tomography findings, antithrombotic therapy, acute exacerbation, and outcomes at discharge were examined in 711 patients with geriatric TBI, complicated with traumatic intracranial hemorrhage using data from the Japan Neurotrauma Data Bank Project 2015 (JNTDB P2015). These items were compared between patients who did and did not receive antithrombotic therapy. We also conducted a questionnaire survey of reversal of antithrombotic therapy at hospitals participating in the JNTDB P2015. Acute exacerbation was compared in hospitals that did and did not regularly use reversal of this therapy. RESULTS The major cause of injury was a fall. In head computed tomography, acute subdural hematoma was found in 65.7% of the subjects. Antithrombotic therapy was performed in 30.4% of subjects, and these subjects were significantly older than those who did not receive this therapy; many had a fall as the mechanism of injury, and the level of consciousness was significantly exacerbated with this therapy. In hospitals that performed regular reversal, late exacerbation of the level of consciousness was suppressed. CONCLUSIONS Patients with geriatric TBI who are given antithrombotic drugs have a risk for late exacerbation, even if initially diagnosed with mild TBI. Therefore, there is a possibility that reversal of antithrombotic drugs is important to suppress the risk of deterioration of patients with TBI.
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Affiliation(s)
- Eiichi Suehiro
- Department of Neurosurgery, Yamaguchi University School of Medicine, Ube, Yamaguchi, Japan; Japan Neurotrauma Data Bank Committee, The Japan Society of Neurotraumatology, Tokyo, Japan.
| | - Yuichi Fujiyama
- Department of Neurosurgery, Yamaguchi University School of Medicine, Ube, Yamaguchi, Japan
| | - Miwa Kiyohira
- Department of Neurosurgery, Yamaguchi University School of Medicine, Ube, Yamaguchi, Japan
| | - Kouhei Haji
- Department of Neurosurgery, Yamaguchi University School of Medicine, Ube, Yamaguchi, Japan
| | - Hideyuki Ishihara
- Department of Neurosurgery, Yamaguchi University School of Medicine, Ube, Yamaguchi, Japan
| | - Sadahiro Nomura
- Department of Neurosurgery, Yamaguchi University School of Medicine, Ube, Yamaguchi, Japan
| | - Michiyasu Suzuki
- Department of Neurosurgery, Yamaguchi University School of Medicine, Ube, Yamaguchi, Japan; Japan Neurotrauma Data Bank Committee, The Japan Society of Neurotraumatology, Tokyo, Japan
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- Japan Neurotrauma Data Bank Committee, The Japan Society of Neurotraumatology, Tokyo, Japan
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Yokobori S, Sasaki K, Kanaya T, Igarashi Y, Nakae R, Onda H, Masuno T, Suda S, Sowa K, Nakajima M, Spurlock MS, Onn Chieng L, Hazel TG, Johe K, Gajavelli S, Fuse A, Bullock MR, Yokota H. Feasibility of Human Neural Stem Cell Transplantation for the Treatment of Acute Subdural Hematoma in a Rat Model: A Pilot Study. Front Neurol 2019; 10:82. [PMID: 30809187 PMCID: PMC6379455 DOI: 10.3389/fneur.2019.00082] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2018] [Accepted: 01/21/2019] [Indexed: 12/20/2022] Open
Abstract
Human neural stem cells (hNSCs) transplantation in several brain injury models has established their therapeutic potential. However, the feasibility of hNSCs transplantation is still not clear for acute subdural hematoma (ASDH) brain injury that needs external decompression. Thus, the aim of this pilot study was to test feasibility using a rat ASDH decompression model with two clinically relevant transplantation methods. Two different methods, in situ stereotactic injection and hNSC-embedded matrix seating on the brain surface, were attempted. Athymic rats were randomized to uninjured or ASDH groups (F344/NJcl-rnu/rnu, n = 7-10/group). Animals in injury group were subjected to ASDH, and received decompressive craniectomy and 1-week after decompression surgery were transplanted with green fluorescent protein (GFP)-transduced hNSCs using one of two approaches. Histopathological examinations at 4 and 8 weeks showed that the GFP-positive hNSCs survived in injured brain tissue, extended neurite-like projections resembling neural dendrites. The in situ transplantation group had greater engraftment of hNSCs than matrix embedding approach. Immunohistochemistry with doublecortin, NeuN, and GFAP at 8 weeks after transplantation showed that transplanted hNSCs remained as immature neurons and did not differentiate toward to glial cell lines. Motor function was assessed with rotarod, compared to control group (n = 10). The latency to fall from the rotarod in hNSC in situ transplanted rats was significantly higher than in control rats (median, 113 s in hNSC vs. 69 s in control, P = 0.02). This study first demonstrates the robust engraftment of in situ transplanted hNSCs in a clinically-relevant ASDH decompression rat model. Further preclinical studies with longer study duration are warranted to verify the effectiveness of hNSC transplantation in amelioration of TBI induced deficits.
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Affiliation(s)
- Shoji Yokobori
- Department of Emergency and Critical Care Medicine, Nippon Medical School, Tokyo, Japan
| | - Kazuma Sasaki
- Department of Emergency and Critical Care Medicine, Nippon Medical School, Tokyo, Japan
| | - Takahiro Kanaya
- Department of Emergency and Critical Care Medicine, Nippon Medical School, Tokyo, Japan
| | - Yutaka Igarashi
- Department of Emergency and Critical Care Medicine, Nippon Medical School, Tokyo, Japan
| | - Ryuta Nakae
- Department of Emergency and Critical Care Medicine, Nippon Medical School, Tokyo, Japan
| | - Hidetaka Onda
- Department of Emergency and Critical Care Medicine, Nippon Medical School, Tokyo, Japan
| | - Tomohiko Masuno
- Department of Emergency and Critical Care Medicine, Nippon Medical School, Tokyo, Japan
| | - Satoshi Suda
- Department of Neurological Science, Graduate School of Medicine, Nippon Medical School, Tokyo, Japan
| | - Kota Sowa
- Department of Neurological Science, Graduate School of Medicine, Nippon Medical School, Tokyo, Japan
| | - Masataka Nakajima
- Department of Neurological Science, Graduate School of Medicine, Nippon Medical School, Tokyo, Japan
| | - Markus S. Spurlock
- Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Lee Onn Chieng
- Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, United States
| | | | - Karl Johe
- Neuralstem, Inc., Germantown, MD, United States
| | - Shyam Gajavelli
- Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Akira Fuse
- Department of Emergency and Critical Care Medicine, Nippon Medical School, Tokyo, Japan
| | - M. Ross Bullock
- Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Hiroyuki Yokota
- Department of Emergency and Critical Care Medicine, Nippon Medical School, Tokyo, Japan
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Jeanmonod R, Asher S, Roper J, Vera L, Winters J, Shah N, Reiter M, Bruno E, Jeanmonod D. History and physical exam predictors of intracranial injury in the elderly fall patient: A prospective multicenter study. Am J Emerg Med 2018; 37:1470-1475. [PMID: 30415981 DOI: 10.1016/j.ajem.2018.10.049] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2018] [Revised: 10/17/2018] [Accepted: 10/22/2018] [Indexed: 01/26/2023] Open
Abstract
OBJECTIVES A prior single-center study demonstrated historical and exam features predicting intracranial injury (ICI) in geriatric patients with low-risk falls. We sought to prospectively validate these findings in a multicenter population. METHODS This is a prospective observational study of patients ≥65 years presenting after a fall to three EDs. Patients were eligible if they were at baseline mental status and were not triaged to the trauma bay. Fall mechanism, head strike history, headache, loss of consciousness (LOC), anticoagulants/antiplatelet use, dementia, and signs of head trauma were recorded. Radiographic imaging was obtained at the discretion of treating physicians. Patients were called at 30 days to determine outcome in non-imaged patients. RESULTS 723 patients (median age 83, interquartile range 74-88) were enrolled. Although all patients were at baseline mental status, 76 had GCS <15, and 154 had dementia. 406 patients were on anticoagulation/antiplatelet agents. Fifty-two (7.31%) patients had traumatic ICI. Two study variables were helpful in predicting ICI: LOC (odds ratio (OR) 2.02) and signs of head trauma (OR 2.6). The sensitivity of these items was 86.5% (CI 73.6-94) with a specificity of 38.8% (CI 35.1-42.7). The positive predictive value in this population was 10% (CI 7.5-13.3) with a negative predictive value of 97.3% (CI 94.4-98.8). Had these items been applied as a decision rule, 273 patients would not have undergone CT scanning, but 7 injuries would have been missed. CONCLUSION In low-risk geriatric fall patients, the best predictors of ICI were physical findings of head trauma and history of LOC.
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Affiliation(s)
- Rebecca Jeanmonod
- St. Luke's University Health Network, Department of Emergency Medicine, Bethlehem, PA, United States of America.
| | - Shellie Asher
- Albany Medical Center, Department of Emergency Medicine, Albany, NY, United States of America
| | - Jamie Roper
- St. Luke's University Health Network, Department of Emergency Medicine, Bethlehem, PA, United States of America
| | - Luis Vera
- St. Luke's University Health Network, Department of Emergency Medicine, Bethlehem, PA, United States of America
| | - Josephine Winters
- Albany Medical Center, Department of Emergency Medicine, Albany, NY, United States of America
| | - Nirali Shah
- University of Tennessee Health Science Center, Department of Emergency Medicine, Murfreesboro, TN, United States of America
| | - Mark Reiter
- University of Tennessee Health Science Center, Department of Emergency Medicine, Murfreesboro, TN, United States of America
| | - Eric Bruno
- University of Tennessee Health Science Center, Department of Emergency Medicine, Murfreesboro, TN, United States of America
| | - Donald Jeanmonod
- St. Luke's University Health Network, Department of Emergency Medicine, Bethlehem, PA, United States of America
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Gardner RC, Dams-O'Connor K, Morrissey MR, Manley GT. Geriatric Traumatic Brain Injury: Epidemiology, Outcomes, Knowledge Gaps, and Future Directions. J Neurotrauma 2018; 35:889-906. [PMID: 29212411 PMCID: PMC5865621 DOI: 10.1089/neu.2017.5371] [Citation(s) in RCA: 296] [Impact Index Per Article: 42.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
This review of the literature on traumatic brain injury (TBI) in older adults focuses on incident TBI sustained in older adulthood ("geriatric TBI") rather than on the separate, but related, topic of older adults with a history of earlier-life TBI. We describe the epidemiology of geriatric TBI, the impact of comorbidities and pre-injury function on TBI risk and outcomes, diagnostic testing, management issues, outcomes, and critical directions for future research. The highest incidence of TBI-related emergency department visits, hospitalizations, and deaths occur in older adults. Higher morbidity and mortality rates among older versus younger individuals with TBI may contribute to an assumption of futility about aggressive management of geriatric TBI. However, many older adults with TBI respond well to aggressive management and rehabilitation, suggesting that chronological age and TBI severity alone are inadequate prognostic markers. Yet there are few geriatric-specific TBI guidelines to assist with complex management decisions, and TBI prognostic models do not perform optimally in this population. Major barriers in management of geriatric TBI include under-representation of older adults in TBI research, lack of systematic measurement of pre-injury health that may be a better predictor of outcome and response to treatment than age and TBI severity alone, and lack of geriatric-specific TBI common data elements (CDEs). This review highlights the urgent need to develop more age-inclusive TBI research protocols, geriatric TBI CDEs, geriatric TBI prognostic models, and evidence-based geriatric TBI consensus management guidelines aimed at improving short- and long-term outcomes for the large and growing geriatric TBI population.
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Affiliation(s)
- Raquel C. Gardner
- Department of Neurology, University of California San Francisco, and San Francisco VA Medical Center, San Francisco, California
- University of California San Francisco Weill Institute for Neurosciences, San Francisco, California
| | - Kristen Dams-O'Connor
- Department of Rehabilitation Medicine, Icahn School of Medicine at Mt. Sinai, New York, New York
| | - Molly Rose Morrissey
- Department of Neurosurgery, Brain and Spinal Injury Center, University of California San Francisco and Zuckerberg San Francisco General Hospital, San Francisco, California
| | - Geoffrey T. Manley
- University of California San Francisco Weill Institute for Neurosciences, San Francisco, California
- Department of Neurosurgery, Brain and Spinal Injury Center, University of California San Francisco and Zuckerberg San Francisco General Hospital, San Francisco, California
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Prasad GL, Anmol N, Menon GR. Outcome of Traumatic Brain Injury in the Elderly Population: A Tertiary Center Experience in a Developing Country. World Neurosurg 2018; 111:e228-e234. [DOI: 10.1016/j.wneu.2017.12.034] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2017] [Revised: 12/04/2017] [Accepted: 12/08/2017] [Indexed: 12/11/2022]
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Okazaki T, Hifumi T, Kawakita K, Nakashima R, Matsumoto A, Shishido H, Ogawa D, Okauchi M, Shindo A, Kawanishi M, Tamiya T, Kuroda Y. Association Between Comorbidities, Nutritional Status, and Anticlotting Drugs and Neurologic Outcomes in Geriatric Patients with Traumatic Brain Injury. World Neurosurg 2016; 93:336-40. [DOI: 10.1016/j.wneu.2016.06.070] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2016] [Revised: 06/16/2016] [Accepted: 06/17/2016] [Indexed: 10/21/2022]
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