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Prokazyuk A, Tlemissov A, Zhanaspayev M, Aubakirova S, Mussabekov A. Development and validation of a machine learning-based model to assess probability of systemic inflammatory response syndrome in patients with severe multiple traumas. BMC Med Inform Decis Mak 2024; 24:235. [PMID: 39192291 DOI: 10.1186/s12911-024-02640-x] [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: 05/09/2024] [Accepted: 08/20/2024] [Indexed: 08/29/2024] Open
Abstract
BACKGROUND Systemic inflammatory response syndrome (SIRS) is a predictor of serious infectious complications, organ failure, and death in patients with severe polytrauma and is one of the reasons for delaying early total surgical treatment. To determine the risk of SIRS within 24 h after hospitalization, we developed six machine learning models. MATERIALS AND METHODS Using retrospective data about the patient, the nature of the injury, the results of general and standard biochemical blood tests, and coagulation tests, six models were developed: decision tree, random forest, logistic regression, support vector and gradient boosting classifiers, logistic regressor, and neural network. The effectiveness of the models was assessed through internal and external validation. RESULTS Among the 439 selected patients with severe polytrauma in 230 (52.4%), SIRS was diagnosed within the first 24 h of hospitalization. The SIRS group was more strongly associated with class II bleeding (39.5% vs. 60.5%; OR 1.81 [95% CI: 1.23-2.65]; P = 0.0023), long-term vasopressor use (68.4% vs. 31.6%; OR 5.51 [95% CI: 2.37-5.23]; P < 0.0001), risk of acute coagulopathy (67.8% vs. 32.2%; OR 2.4 [95% CI: 1.55-3.77]; P < 0.0001), and greater risk of pneumonia (59.5% vs. 40.5%; OR 1.74 [95% CI: 1.19-2.54]; P = 0.0042), longer ICU length of stay (5 ± 6.3 vs. 2.7 ± 4.3 days; P < 0.0001) and mortality rate (64.5% vs. 35.5%; OR 10.87 [95% CI: 6.3-19.89]; P = 0.0391). Of all the models, the random forest classifier showed the best predictive ability in the internal (AUROC 0.89; 95% CI: 0.83-0.96) and external validation (AUROC 0.83; 95% CI: 0.75-0.91) datasets. CONCLUSIONS The developed model made it possible to accurately predict the risk of developing SIRS in the early period after injury, allowing clinical specialists to predict patient management tactics and calculate medication and staffing needs for the patient. LEVEL OF EVIDENCE Level 3. TRIAL REGISTRATION The study was retrospectively registered in the ClinicalTrials.gov database of the National Library of Medicine (NCT06323096).
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Affiliation(s)
- Alexander Prokazyuk
- University Hospital of Non-Commercial Joint-Stock Company "Semey Medical University", 1a, Ivan Sechenov str, Semey city, 071400, Republic of Kazakhstan.
| | - Aidos Tlemissov
- Center of habilitation and rehabilitation of persons with disabilities of the Abai region, 109, Karagaily, Semey city, 071400, Republic of Kazakhstan
| | - Marat Zhanaspayev
- Non-Commercial Joint-Stock Company "Semey Medical University", 103, Abai Kunanbayev str, Semey city, 071400, Republic of Kazakhstan
| | - Sabina Aubakirova
- Non-Commercial Joint-Stock Company "Semey Medical University", 103, Abai Kunanbayev str, Semey city, 071400, Republic of Kazakhstan
| | - Arman Mussabekov
- Non-Commercial Joint-Stock Company "Semey Medical University", 103, Abai Kunanbayev str, Semey city, 071400, Republic of Kazakhstan
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De Simone B, Chouillard E, Podda M, Pararas N, de Carvalho Duarte G, Fugazzola P, Birindelli A, Coccolini F, Polistena A, Sibilla MG, Kruger V, Fraga GP, Montori G, Russo E, Pintar T, Ansaloni L, Avenia N, Di Saverio S, Leppäniemi A, Lauretta A, Sartelli M, Puzziello A, Carcoforo P, Agnoletti V, Bissoni L, Isik A, Kluger Y, Moore EE, Romeo OM, Abu-Zidan FM, Beka SG, Weber DG, Tan ECTH, Paolillo C, Cui Y, Kim F, Picetti E, Di Carlo I, Toro A, Sganga G, Sganga F, Testini M, Di Meo G, Kirkpatrick AW, Marzi I, déAngelis N, Kelly MD, Wani I, Sakakushev B, Bala M, Bonavina L, Galante JM, Shelat VG, Cobianchi L, Mas FD, Pikoulis M, Damaskos D, Coimbra R, Dhesi J, Hoffman MR, Stahel PF, Maier RV, Litvin A, Latifi R, Biffl WL, Catena F. The 2023 WSES guidelines on the management of trauma in elderly and frail patients. World J Emerg Surg 2024; 19:18. [PMID: 38816766 PMCID: PMC11140935 DOI: 10.1186/s13017-024-00537-8] [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: 01/05/2024] [Accepted: 02/26/2024] [Indexed: 06/01/2024] Open
Abstract
BACKGROUND The trauma mortality rate is higher in the elderly compared with younger patients. Ageing is associated with physiological changes in multiple systems and correlated with frailty. Frailty is a risk factor for mortality in elderly trauma patients. We aim to provide evidence-based guidelines for the management of geriatric trauma patients to improve it and reduce futile procedures. METHODS Six working groups of expert acute care and trauma surgeons reviewed extensively the literature according to the topic and the PICO question assigned. Statements and recommendations were assessed according to the GRADE methodology and approved by a consensus of experts in the field at the 10th international congress of the WSES in 2023. RESULTS The management of elderly trauma patients requires knowledge of ageing physiology, a focused triage, including drug history, frailty assessment, nutritional status, and early activation of trauma protocol to improve outcomes. Acute trauma pain in the elderly has to be managed in a multimodal analgesic approach, to avoid side effects of opioid use. Antibiotic prophylaxis is recommended in penetrating (abdominal, thoracic) trauma, in severely burned and in open fractures elderly patients to decrease septic complications. Antibiotics are not recommended in blunt trauma in the absence of signs of sepsis and septic shock. Venous thromboembolism prophylaxis with LMWH or UFH should be administrated as soon as possible in high and moderate-risk elderly trauma patients according to the renal function, weight of the patient and bleeding risk. A palliative care team should be involved as soon as possible to discuss the end of life in a multidisciplinary approach considering the patient's directives, family feelings and representatives' desires, and all decisions should be shared. CONCLUSIONS The management of elderly trauma patients requires knowledge of ageing physiology, a focused triage based on assessing frailty and early activation of trauma protocol to improve outcomes. Geriatric Intensive Care Units are needed to care for elderly and frail trauma patients in a multidisciplinary approach to decrease mortality and improve outcomes.
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Affiliation(s)
- Belinda De Simone
- Department of Emergency Minimally Invasive Surgery, Academic Hospital of Villeneuve St Georges, Villeneuve St Georges, France.
- Department of General Minimally Invasive Surgery, Infermi Hospital, AUSL Romagna, Rimini, Italy.
- General Surgery Department, American Hospital of Paris, Paris, France.
| | - Elie Chouillard
- General Surgery Department, American Hospital of Paris, Paris, France
| | - Mauro Podda
- Department of Surgical Science, Unit of Emergency Surgery, University of Cagliari, Cagliari, Italy
| | - Nikolaos Pararas
- 3rd Department of Surgery, Attikon General Hospital, National and Kapodistrian University of Athens (NKUA), Athens, Greece
| | | | - Paola Fugazzola
- Unit of General Surgery I, IRCCS San Matteo Hospital of Pavia, University of Pavia, Pavia, Italy
| | | | | | - Andrea Polistena
- Department of Surgery, Policlinico Umberto I Roma, Sapienza University, Rome, Italy
| | - Maria Grazia Sibilla
- Department of Surgery, Unit of General Surgery, University Hospital of Ferrara and University of Ferrara, Ferrara, Italy
| | - Vitor Kruger
- Division of Trauma Surgery, School of Medical Sciences, University of Campinas, Campinas, Brazil
| | - Gustavo P Fraga
- Division of Trauma Surgery, School of Medical Sciences, University of Campinas, Campinas, Brazil
| | - Giulia Montori
- Unit of General and Emergency Surgery, Vittorio Veneto Hospital, Via C. Forlanini 71, 31029, Vittorio Veneto, TV, Italy
| | - Emanuele Russo
- Department of Anesthesia, Level I, Trauma Center, Bufalini Hospital, Cesena, Italy
| | - Tadeja Pintar
- UMC Ljubljana and Medical Faculty Ljubljana, Ljubljana, Slovenia
| | - Luca Ansaloni
- New Zealand Blood Service, Christchurch, New Zealand
| | - Nicola Avenia
- Endocrine Surgical Unit - University of Perugia, Terni, Italy
| | - Salomone Di Saverio
- General Surgery Unit, Madonna del Soccorso Hospital, AST Ascoli Piceno, San Benedetto del Tronto, Italy
| | - Ari Leppäniemi
- Division of Emergency Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Andrea Lauretta
- Department of Surgical Oncology, Centro Di Riferimento Oncologico Di Aviano IRCCS, Aviano, Italy
| | - Massimo Sartelli
- Department of General Surgery, Macerata Hospital, Macerata, Italy
| | - Alessandro Puzziello
- Dipartimento di Medicina, Chirurgia e Odontoiatria, Campus Universitario di Baronissi (SA) - Università di Salerno, AOU San Giovanni di Dio e Ruggi di Aragona, Salerno, Italy
| | - Paolo Carcoforo
- Department of Surgery, Unit of General Surgery, University Hospital of Ferrara and University of Ferrara, Ferrara, Italy
| | - Vanni Agnoletti
- Department of Anesthesia, Level I, Trauma Center, Bufalini Hospital, Cesena, Italy
| | - Luca Bissoni
- Department of Anesthesia, Level I, Trauma Center, Bufalini Hospital, Cesena, Italy
| | - Arda Isik
- Istanbul Medeniyet University, Istanbul, Turkey
| | - Yoram Kluger
- Department of General Surgery, Rambam Health Care Campus, Haifa, Israel
| | - Ernest E Moore
- Ernest E Moore Shock Trauma Center at Denver Health, University of Colorado, Denver, CO, USA
| | - Oreste Marco Romeo
- Bronson Methodist Hospital/Western Michigan University, Kalamazoo, MI, USA
| | - Fikri M Abu-Zidan
- Department of Surgery, College of Medicine and Health Sciences, United Arab Emirates University, Al‑Ain, United Arab Emirates
| | | | - Dieter G Weber
- Department of General Surgery, Royal Perth Hospital and The University of Western Australia, Perth, Australia
| | - Edward C T H Tan
- Department of Surgery, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Ciro Paolillo
- Emergency Department, Ospedale Civile Maggiore, Verona, Italy
| | - Yunfeng Cui
- Department of Surgery, Tianjin Nankai Hospital, Nankai Clinical School of Medicine, Tianjin Medical University, Tianjin, China
| | - Fernando Kim
- University of Colorado Anschutz Medical Campus, Denver, CO, 80246, USA
| | - Edoardo Picetti
- Department of Anesthesia and Intensive Care, Parma University Hospital, Parma, Italy
| | - Isidoro Di Carlo
- Department of Surgical Sciences and Advanced Technologies, General Surgery Cannizzaro Hospital, University of Catania, Catania, Italy
| | - Adriana Toro
- Department of Surgical Sciences and Advanced Technologies, General Surgery Cannizzaro Hospital, University of Catania, Catania, Italy
| | - Gabriele Sganga
- Fondazione Policlinico Universitario A. Gemelli IRCCS, Catholic University, Rome, Italy
| | - Federica Sganga
- Department of Geriatrics, Ospedale Sant'Anna, Ferrara, Italy
| | - Mario Testini
- Department of Precision and Regenerative Medicine and Ionian Area, Unit of Academic General Surgery, University of Bari "A. Moro", Bari, Italy
| | - Giovanna Di Meo
- Department of Precision and Regenerative Medicine and Ionian Area, Unit of Academic General Surgery, University of Bari "A. Moro", Bari, Italy
| | - Andrew W Kirkpatrick
- Departments of Surgery and Critical Care Medicine, University of Calgary, Foothills Medical Centre, Calgary, AB, Canada
| | - Ingo Marzi
- Department of Trauma, Hand and Reconstructive Surgery, University Hospital Frankfurt, Frankfurt, Germany
| | - Nicola déAngelis
- Unit of Colorectal and Digestive Surgery, DIGEST Department, Beaujon University Hospital, AP-HP, University of Paris Cité, Clichy, France
| | | | - Imtiaz Wani
- Department of Surgery, Government Gousia Hospital, DHS, Srinagar, India
| | - Boris Sakakushev
- General Surgery Department, Medical University, University Hospital St George, Plovdiv, Bulgaria
| | - Miklosh Bala
- Hadassah Medical Center and Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Luigi Bonavina
- Division of General Surgery, IRCCS Policlinico San Donato, University of Milan, Milan, Italy
| | - Joseph M Galante
- Division of Trauma and Acute Care Surgery, Department of Surgery, University of California Davis, Sacramento, CA, USA
| | - Vishal G Shelat
- Department of General Surgery, Tan Tock Seng Hospital, Novena, Singapore
| | - Lorenzo Cobianchi
- Unit of General Surgery I, IRCCS San Matteo Hospital of Pavia, University of Pavia, Pavia, Italy
- Collegium Medicum, University of Social Sciences, Łodz, Poland
| | - Francesca Dal Mas
- Department of Management, Ca' Foscari University of Venice, Venice, Italy
- Collegium Medicum, University of Social Sciences, Łodz, Poland
| | - Manos Pikoulis
- Department of Surgical Science, Unit of Emergency Surgery, University of Cagliari, Cagliari, Italy
| | | | - Raul Coimbra
- Riverside University Health System Medical Center, Riverside, CA, USA
| | - Jugdeep Dhesi
- Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Melissa Red Hoffman
- Department of Surgery, University of North Carolina, Surgical Palliative Care Society, Asheville, NC, USA
| | - Philip F Stahel
- Department of Surgery, Brody School of Medicine, East Carolina University, Greenville, NC, USA
| | - Ronald V Maier
- Harborview Medical Center, University of Washington, Seattle, WA, USA
| | - Andrey Litvin
- Department of Surgical Diseases No. 3, Gomel State Medical University, University Clinic, Gomel, Belarus
| | - Rifat Latifi
- University of Arizona, Tucson, AZ, USA
- Abrazo Health West Campus, Goodyear, Tucson, AZ, USA
| | - Walter L Biffl
- Division of Trauma/Acute Care Surgery, Scripps Clinic Medical Group, La Jolla, CA, USA
| | - Fausto Catena
- Department of General and Emergency Surgery, Bufalini Hospital-Level 1 Trauma Center, AUSL Romagna, Cesena, Italy
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Yadav K, Lampron J, Nadj R, Raichura R, Figueira S, Nemnom MJ, Taljaard M, Émond M, Benhamed A, Eagles D. Predictors of mortality among older major trauma patients. CAN J EMERG MED 2023; 25:865-872. [PMID: 37742324 DOI: 10.1007/s43678-023-00597-w] [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: 06/23/2023] [Accepted: 09/04/2023] [Indexed: 09/26/2023]
Abstract
BACKGROUND Older trauma patients have a higher mortality yet are more likely to be under-triaged compared to younger patients. Studies have suggested that current trauma team activation criteria are suboptimal for older patients. OBJECTIVES The objective was to describe trauma care delivered, patient outcomes, and to identify variables independently associated with mortality. METHODS We performed a health records review from 2014 to 2020 of older (age ≥ 65 years) trauma patients presenting to a level one trauma centre with any of the following: injury severity score (ISS) > 12, and all trauma team activations or admission to the trauma ward. The primary outcome was 30-day all-cause mortality. Secondary outcomes included injury mechanism and trauma care delivered. Multivariable logistic regression was used to identify factors independently associated with 30-day all-cause mortality. Multiple imputation was used to deal with missing data. RESULTS We enrolled 1,380 patients (mean age 80 years, mean ISS 18); 26.8% had multimorbidity (≥ 2 chronic conditions) and 65.9% met criteria for polypharmacy (≥ 5 medications). The most common mechanism was fall from standing height (61.1%). Thirty-day all-cause mortality occurred in 239 (17.3%) patients. A Glasgow coma scale (GCS) < 15 (odds ratio [OR] = 5.55; 95% CI 3.73-8.24), ISS > 15 (OR = 3.75, 95% CI 2.35-6.01), age ≥ 85 years (OR = 2.04, 95% CI 1.29-3.22), anticoagulation with a direct oral anticoagulant (DOAC) or warfarin (OR = 1.59, 95% CI 1.08-2.35) and multimorbidity (OR = 1.53, 95% CI 1.06-2.22) were significantly associated with increased risk 30-day mortality (C-statistic = 0.82, 95% CI 0.79-0.85). Dementia (OR = 0.61, 95% CI 0.40-0.95) and time to CT scan > 60 min (OR = 0.50, 95% CI 0.34-0.74) were associated with decreased mortality risk. CONCLUSION We identified five factors associated with increased 30-day mortality in older trauma patients: GCS < 15, ISS > 15, age ≥ 85 years, anticoagulation, and multimorbidity. These factors should be considered when developing modified trauma team activation criteria for older adults.
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Affiliation(s)
- Krishan Yadav
- Department of Emergency Medicine, Clinical Epidemiology Unit F660b, University of Ottawa, Ottawa, ON, Canada.
- Ottawa Hospital Research Institute, Ottawa, ON, Canada.
- School of Epidemiology and Public Health, University of Ottawa, Ottawa, ON, Canada.
| | - Jacinthe Lampron
- Ottawa Hospital Research Institute, Ottawa, ON, Canada
- Department of Surgery, University of Ottawa, Ottawa, ON, Canada
| | - Richard Nadj
- Undergraduate Medical Education, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Rikesh Raichura
- Undergraduate Medical Education, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
| | | | | | - Monica Taljaard
- Ottawa Hospital Research Institute, Ottawa, ON, Canada
- School of Epidemiology and Public Health, University of Ottawa, Ottawa, ON, Canada
| | - Marcel Émond
- Département de Médecine de Famille Et de Médecine d'urgence, Université Laval, Québec, QC, Canada
| | - Axel Benhamed
- Service SAMU-Urgences, Centre Hospitalier Universitaire Édouard Herriot-Université Claude Benard, Lyon, France
| | - Debra Eagles
- Department of Emergency Medicine, Clinical Epidemiology Unit F660b, University of Ottawa, Ottawa, ON, Canada
- Ottawa Hospital Research Institute, Ottawa, ON, Canada
- School of Epidemiology and Public Health, University of Ottawa, Ottawa, ON, Canada
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Mohd Mokhtar MA, Azhar ZI, Jamaluddin SF, Cone DC, Shin SD, Shaun GE, Chiang WC, Kajino K, Song KJ, Son DN, Norzan NA. Analysis of Trauma Characteristics Between the Older and Younger Adult Patient from the Pan Asian Trauma Outcome Study Registry (PATOS). PREHOSP EMERG CARE 2023; 27:875-885. [PMID: 37459651 DOI: 10.1080/10903127.2023.2237107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Revised: 06/27/2023] [Accepted: 07/01/2023] [Indexed: 08/31/2023]
Abstract
OBJECTIVE Asia is experiencing a demographic shift toward an aging population at an unrivaled rate. This can influence the characteristics and outcomes of trauma. We aim to examine different characteristics of older adult trauma patients compared to younger adult trauma patients and describe factors that affect the outcomes in Asian countries. METHODS This is a retrospective, international, multicenter study of trauma across participating centers in the Pan Asian Trauma Outcome Study (PATOS) registry, which included trauma cases aged ≥18 years, brought to the emergency department (ED) by emergency medical services (EMS) from October 2015 to November 2018. Data of older adults (≥65 years) and younger adults (<65 years) were analyzed and compared. The primary outcome measure was in-hospital mortality, and secondary outcomes were disability at discharge and hospital and intensive care unit (ICU) length of stays. RESULTS Of 39,804 trauma patients, 10,770 (27.1%) were older adults. Trauma occurred more among older adult women (54.7% vs 33.2%, p < 0.001). Falls were more frequent in older adults (66.3% vs 24.9%, p < 0.001) who also had higher mean Injury Severity Score (ISS) compared to the younger adult trauma patient (5.4 ± 6.78 vs 4.76 ± 8.60, p < 0.001). Older adult trauma patients had a greater incidence of poor Glasgow Outcome Scale (GOS) (13.4% vs 4.1%, p < 0.001), higher hospital mortality (1.5% vs 0.9%, p < 0.001) and longer median hospital length of stay (12.8 vs 9.8, p < 0.001). Multiple logistic regression revealed age (adjusted odds ratio [AOR] 1.06, 95%CI 1.02-1.04, p < 0.001), male sex (AOR 1.60, 95%CI 1.04-2.46, p = 0.032), head and face injuries (AOR 3.25, 95%CI 2.06-5.11, p < 0.001), abdominal and pelvic injuries (AOR 2.78, 95%CI 1.48-5.23, p = 0.002), cardiovascular (AOR 2.71, 95%CI 1.40-5.22, p = 0.003), pulmonary (AOR 3.13, 95%CI 1.30-7.53, p = 0.011) and cancer (AOR 2.03, 95%CI 1.02-4.06, p = 0.045) comorbidities, severe ISS (AOR 2.06, 95%CI 1.23-3.45, p = 0.006), and Glasgow Coma Scale (GCS) ≤8 (AOR 12.50, 95%CI 6.95-22.48, p < 0.001) were significant predictors of hospital mortality. CONCLUSIONS Older trauma patients in the Asian region have a higher mortality rate than their younger counterparts, with many significant predictors. These findings illustrate the different characteristics of older trauma patients and their potential to influence the outcome. Preventive measures for elderly trauma should be targeted based on these factors.
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Affiliation(s)
- Mohd Amin Mohd Mokhtar
- Faculty of Medicine, Universiti Teknologi MARA, UiTM Sungai Buloh Campus, Sungai Buloh, Malaysia
| | - Zahir Izuan Azhar
- Faculty of Medicine, Universiti Teknologi MARA, UiTM Sungai Buloh Campus, Sungai Buloh, Malaysia
| | | | | | - Sang Do Shin
- Department of Emergency Medicine, Seoul National University College of Medicine, Seoul, South Korea
- Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea
| | - Goh E Shaun
- Department of Acute and Emergency Care, Khoo Teck Puat Hospital, Singapore, Singapore
| | - Wen Chu Chiang
- Department of Emergency Medicine, National Taiwan University Hospital, Taipei, Taiwan
- Department of Emergency Medicine, Yunlin Branch, National Taiwan University Hospital, Douliu City, Taiwan
| | - Kentaro Kajino
- Department of Emergency and Critical Care Medicine, Kansai Medical University, Hirakata, Japan
| | - Kyoung Jun Song
- Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul, South Korea
- Department of Emergency Medicine, Seoul National University Boramae Medical Center, Seoul, South Korea
| | - Do Ngoc Son
- Center for Emergency Medicine, Bach Mai Hospital, Hanoi, Vietnam
| | - Nurul Azlean Norzan
- Emergency and Trauma Department, Sungai Buloh Hospital, Sungai Buloh, Malaysia
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Moksnes HØ, Schäfer C, Rasmussen MS, Søberg HL, Røise O, Anke A, Røe C, Næss PA, Gaarder C, Helseth E, Dahl HM, Hestnes M, Brunborg C, Andelic N, Hellstrøm T. Factors associated with discharge destination from acute care after moderate-to-severe traumatic injuries in Norway: a prospective population-based study. Inj Epidemiol 2023; 10:20. [PMID: 37055808 PMCID: PMC10099012 DOI: 10.1186/s40621-023-00431-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 03/22/2023] [Indexed: 04/15/2023] Open
Abstract
BACKGROUND Previous studies have demonstrated that the trauma population has needs for rehabilitation services that are best provided in a continuous and coordinated way. The discharge destination after acute care is the second step to ensuring quality of care. There is a lack of knowledge regarding the factors associated with the discharge destination for the overall trauma population. This paper aims to identify sociodemographic, geographical, and injury-related factors associated with discharge destination following acute care at trauma centers for patients with moderate-to-severe traumatic injuries. METHODS A multicenter, population-based, prospective study was conducted with patients of all ages with traumatic injury [New Injury Severity Score (NISS) > 9] admitted within 72 h after the injury to regional trauma centers in southeastern and northern Norway over a 1-year period (2020). RESULTS In total, 601 patients were included; a majority (76%) sustained severe injuries, and 22% were discharged directly to specialized rehabilitation. Children were primarily discharged home, and most of the patients ≥ 65 years to their local hospital. Depending on the centrality of their residence [Norwegian Centrality Index (NCI) 1-6, where 1 is most central], we found that patients residing in NCI 3-4 and 5-6 areas sustained more severe injuries than patients residing in NCI 1-2 areas. An increase in the NISS, number of injuries, or a spinal injury with an Abbreviated Injury Scale (AIS) ≥ 3 was associated with discharge to local hospitals and specialized rehabilitation than to home. Patients with an AIS ≥ 3 head injury (RRR 6.1, 95% Confidence interval 2.80-13.38) were significantly more likely to be discharged to specialized rehabilitation than patients with a less severe head injury. Age < 18 years was negatively associated with discharge to a local hospital, while NCI 3-4, preinjury comorbidity, and increased severity of injuries in the lower extremities were positively associated. CONCLUSIONS Two-thirds of the patients sustained severe traumatic injury, and 22% were discharged directly to specialized rehabilitation. Age, centrality of the residence, preinjury comorbidity, injury severity, length of hospital stay, and the number and specific types of injuries were factors that had the greatest influence on discharge destination.
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Affiliation(s)
- Håkon Øgreid Moksnes
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway.
- Faculty of Medicine, Research Centre for Habilitation and Rehabilitation Models and Services (CHARM), Institute of Health and Society, University of Oslo, P.O. Box 1072, Blindern, 0316, Oslo, Norway.
| | - Christoph Schäfer
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
- Faculty of Medicine, Research Centre for Habilitation and Rehabilitation Models and Services (CHARM), Institute of Health and Society, University of Oslo, P.O. Box 1072, Blindern, 0316, Oslo, Norway
- Department of Clinical Medicine, Faculty of Health Sciences, UiT The Arctic University of Norway, P.O. Box 6050, Langnes, 9037, Tromsø, Norway
- Department of Rehabilitation, University Hospital of North Norway, P.O. Box 100, 9038, Tromsø, Norway
| | - Mari Storli Rasmussen
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
- Faculty of Medicine, Research Centre for Habilitation and Rehabilitation Models and Services (CHARM), Institute of Health and Society, University of Oslo, P.O. Box 1072, Blindern, 0316, Oslo, Norway
- Faculty of Health Sciences, Oslo Metropolitan University, P.O. Box 4, St. Olavs Plass, 0130, Oslo, Norway
| | - Helene Lundgaard Søberg
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
- Faculty of Health Sciences, Oslo Metropolitan University, P.O. Box 4, St. Olavs Plass, 0130, Oslo, Norway
| | - Olav Røise
- Norwegian Trauma Registry, Division of Orthopaedic Surgery, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
- Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, P.O. Box 1072, Blindern, 0316, Oslo, Norway
| | - Audny Anke
- Faculty of Medicine, Research Centre for Habilitation and Rehabilitation Models and Services (CHARM), Institute of Health and Society, University of Oslo, P.O. Box 1072, Blindern, 0316, Oslo, Norway
- Department of Clinical Medicine, Faculty of Health Sciences, UiT The Arctic University of Norway, P.O. Box 6050, Langnes, 9037, Tromsø, Norway
- Department of Rehabilitation, University Hospital of North Norway, P.O. Box 100, 9038, Tromsø, Norway
| | - Cecilie Røe
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
- Faculty of Medicine, Research Centre for Habilitation and Rehabilitation Models and Services (CHARM), Institute of Health and Society, University of Oslo, P.O. Box 1072, Blindern, 0316, Oslo, Norway
- Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, P.O. Box 1072, Blindern, 0316, Oslo, Norway
| | - Pål Aksel Næss
- Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, P.O. Box 1072, Blindern, 0316, Oslo, Norway
- Department of Traumatology, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
| | - Christine Gaarder
- Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, P.O. Box 1072, Blindern, 0316, Oslo, Norway
- Department of Traumatology, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
| | - Eirik Helseth
- Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, P.O. Box 1072, Blindern, 0316, Oslo, Norway
- Department of Neurosurgery, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
| | - Hilde Margrete Dahl
- Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, P.O. Box 1072, Blindern, 0316, Oslo, Norway
- Department of Child Neurology, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
| | - Morten Hestnes
- Division of Emergencies and Critical Care, Department of Research and Development, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
- Oslo University Hospital Trauma Registry, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
| | - Cathrine Brunborg
- Oslo Centre for Biostatistics and Epidemiology, Research Support Services, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
| | - Nada Andelic
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
- Faculty of Medicine, Research Centre for Habilitation and Rehabilitation Models and Services (CHARM), Institute of Health and Society, University of Oslo, P.O. Box 1072, Blindern, 0316, Oslo, Norway
| | - Torgeir Hellstrøm
- Department of Physical Medicine and Rehabilitation, Oslo University Hospital, P.O. Box 4956, Nydalen, 0424, Oslo, Norway
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Zhang D, Jiao C, Xi S, Wang L, Li R, Zhang Q. Evaluation of surgical outcomes in elderly patients with rib fractures: A single-centre propensity score matching study. Front Surg 2023; 10:1174365. [PMID: 37143770 PMCID: PMC10151702 DOI: 10.3389/fsurg.2023.1174365] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2023] [Accepted: 03/31/2023] [Indexed: 05/06/2023] Open
Abstract
Background Rib fractures are the most common injuries in chest trauma. Compared with younger patients, elderly patients with rib fracture have a higher incidence of complications and mortality. A retrospective study was conducted to investigate the effect of internal fixation compared with conservative treatment on the outcome of rib fracture in elderly patients. Material and methods We used a 1:1 propensity score matching method to perform a retrospective analysis of 703 elderly patients with rib fractures treated in the Thoracic Surgery Department of Beijing Jishuitan Hospital between 2013 and 2020. After matching, the length of hospital stay, death, symptom relief and rib fracture healing were compared between the surgery and the control group. Results The study included 121 patients receiving SSRF in the surgery group and 121 patients receiving conservative treatment in the control group. The length of hospital stay in the surgery group was significantly longer than that in the conservative group (11.39d vs. 9.48d, p = 0.000). After 9 months of follow-up, the fracture healing rate in the surgery group was significantly higher than that in the control group (96.67% vs. 88.89%, p = 0.020). The fracture healing time (p = 0.000), improvement in pain score (p = 0.000) and duration of pain medication use (p = 0.000) were also significantly better in the surgery group than in the control group. Conclusion Compared with conservative treatment, surgical treatment can prolong hospital stay to some extent. However, it has the advantages of more rapid healing and lessened pain. For rib fractures in elderly individuals, surgical treatment is a safe and effective option under strict surgical indications and is recommended.
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Affiliation(s)
- Dong Zhang
- Department of Thoracic Surgery, Beijing Jishuitan Hospital, Beijing, China
| | - Chenbo Jiao
- Health Science Center, Peking University, Beijing, China
| | - Siqi Xi
- Health Science Center, Peking University, Beijing, China
| | - Langran Wang
- Health Science Center, Peking University, Beijing, China
| | - Run Li
- Health Science Center, Peking University, Beijing, China
| | - Qiang Zhang
- Department of Thoracic Surgery, Beijing Jishuitan Hospital, Beijing, China
- Correspondence: Qiang Zhang
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Differences in characteristics between patients ≥ 65 and < 65 years of age with orthopaedic injuries after severe trauma. Scand J Trauma Resusc Emerg Med 2022; 30:51. [PMID: 36153545 PMCID: PMC9509558 DOI: 10.1186/s13049-022-01038-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2022] [Accepted: 09/13/2022] [Indexed: 11/10/2022] Open
Abstract
Abstract
Aim
Many trauma patients have associated orthopaedic injuries at admission. The existing literature regarding orthopaedic trauma often focuses on single injuries, but there is a paucity of information that gives an overview of this group of patients. Our aim was to describe the differences in characteristics between polytrauma patients ≥ 65 and < 65 years of age suffering orthopaedic injuries.
Methods
Patients registered in the Norwegian Trauma Registry (NTR) with an injury severity score (ISS) > 15 and orthopaedic injuries, who were admitted to Haukeland University Hospital in 2016–2018, were included. Data retrieved from the patients’ hospital records and NTR were analysed. The patients were divided into two groups based on age.
Results
The study comprised 175 patients, of which 128 (73%) and 47 (27%) were aged < 65 (Group 1) and ≥ 65 years (Group 2), respectively. The ISS and the new injury severity score (NISS) were similar in both groups. The dominating injury mechanism was traffic-related and thoracic injury was the most common location of main injury in both groups. The groups suffered a similar number of orthopaedic injuries. A significantly higher proportion of Group 1 underwent operative treatment for their orthopaedic injuries than in Group 2 (74% vs. 53%). The mortality in Group 2 was significantly higher than that in Group 1 (15% vs. 3%). In Group 2 most deaths were related to traffic injuries (71%). High energy falls and traffic-related incidents caused the same number of deaths in Group 1. In Group 1 abdominal injuries resulted in most deaths, while head injuries was the primary reason for deaths in Group 2.
Conclusions
Although the ISS and NISS were similar, mortality was significantly higher among patients aged ≥ 65 years compared to patients < 65 years of age. The younger age group underwent more frequently surgery for orthopaedic injuries than the elderly. There may be multiple reasons for this difference, but our study does not have sufficient data to draw any conclusions. Future studies may provide a deeper understanding of what causes treatment variation between age groups, which would hopefully help to further develop strategies to improve outcome for the elderly polytrauma patient.
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Polytrauma in the Geriatric Population: Analysis of Outcomes for Surgically Treated Multiple Fractures with a Minimum 2 Years of Follow-Up. Adv Ther 2022; 39:2139-2150. [PMID: 35294739 DOI: 10.1007/s12325-022-02109-1] [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: 01/28/2022] [Accepted: 03/01/2022] [Indexed: 11/01/2022]
Abstract
INTRODUCTION This study analyzed the clinical and radiological outcomes of geriatric polytrauma patients who had multiple fractures surgically treated and a minimum of 2 years of follow-up. METHODS Eighty-six geriatric patients with polytrauma and multiple fractures which were surgically treated in orthopedics and who had a minimum of 2 years of follow-up were retrospectively analyzed. Patients' demographic characteristics, comorbidities, and follow-up time were recorded. The mechanism of injury, fracture type and location, Injury Severity Score (ISS), American Society of Anesthesiologists (ASA) score, duration of hospital stay, complications, and 1-year mortality were also recorded. Fracture union, implant failure, and refractures/misalignment were analyzed from radiographs. RESULTS There were 34 (39.5%) male and 52 (60.5%) female patients. Mean age was 73.5 years with an average follow-up time of 32.9 months. Patients had more low-energy traumas and more lower extremity, comminuted fractures. On the contrary, high-energy traumas and femur/pelvic fracture surgeries had higher associated mortality. The mean ISS score was 26.3. The most common ASA score was ASA 3 (75.8%). The most common clinical and radiological complications were prolonged wound drainage and implant failure. The total 1-year mortality rate was 22.1%. Patients with high ASA scores and patients with lower extremity fractures (femoral/pelvic fractures) also had significantly increased mortality rates. No significant relation was detected between mortality and ISS, fracture type, number of fractures, and duration of hospital stay. CONCLUSION Orthopedic surgeons must be alert about the possible complications of femoral fractures and comminuted fractures including pelvic girdle. Surgically treated, multifractured patients with high-energy trauma, advanced age, and high ASA scores are also at risk for mortality regardless of the ISS, comorbidities, and duration of hospital stay. Pulmonary thromboemboli must be kept in mind as a significant complication for mortality.
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9
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Does the time of the day affect multiple trauma care in hospitals? A retrospective analysis of data from the TraumaRegister DGU®. BMC Emerg Med 2021; 21:134. [PMID: 34773984 PMCID: PMC8590232 DOI: 10.1186/s12873-021-00525-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Accepted: 10/22/2021] [Indexed: 12/01/2022] Open
Abstract
Background Optimal multiple trauma care should be continuously provided during the day and night. Several studies have demonstrated worse outcomes and higher mortality in patients admitted at night. This study involved the analysis of a population of multiple trauma patients admitted at night and a comparison of various indicators of the quality of care at different admission times. Methods Data from 58,939 multiple trauma patients from 2007 to 2017 were analyzed retrospectively. All data were obtained from TraumaRegister DGU®. Patients were grouped by the time of their admission to the trauma center (6.00 am–11.59 am (morning), 12.00 pm–5.59 pm (afternoon), 6.00 pm–11.59 pm (evening), 0.00 am–5.59 am (night)). Incidences, patient demographics, injury patterns, trauma center levels and trauma care times and outcomes were evaluated. Results Fewer patients were admitted during the night (6.00 pm–11.59 pm: 18.8% of the patients, 0.00–5.59 am: 4.6% of the patients) than during the day. Patients who arrived between 0.00 am–5.59 am were younger (49.4 ± 22.8 years) and had a higher injury severity score (ISS) (21.4 ± 11.5) and lower Glasgow Coma Scale (GCS) score (11.6 ± 4.4) than those admitted during the day (12.00 pm–05.59 pm; age: 55.3 ± 21.6 years, ISS: 20.6 ± 11.4, GCS: 12.6 ± 4.0). Time in the trauma department and time to an emergency operation were only marginally different. Time to imaging was slightly prolonged during the night (0.00 am–5.59 am: X-ray 16.2 ± 19.8 min; CT scan 24.3 ± 18.1 min versus 12.00 pm- 5.59 pm: X-ray 15.4 ± 19.7 min; CT scan 22.5 ± 17.8 min), but the delay did not affect the outcome. The outcome was also not affected by level of the trauma center. There was no relevant difference in the Revised Injury Severity Classification II (RISC II) score or mortality rate between patients admitted during the day and at night. There were no differences in RISC II scores or mortality rates according to time period. Admission at night was not a predictor of a higher mortality rate. Conclusion The patient population and injury severity vary between the day and night with regard to age, injury pattern and trauma mechanism. Despite the differences in these factors, arrival at night did not have a negative effect on the outcome.
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10
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Eichinger M, Robb HDP, Scurr C, Tucker H, Heschl S, Peck G. Challenges in the PREHOSPITAL emergency management of geriatric trauma patients - a scoping review. Scand J Trauma Resusc Emerg Med 2021; 29:100. [PMID: 34301281 PMCID: PMC8305876 DOI: 10.1186/s13049-021-00922-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Accepted: 07/14/2021] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Despite a widely acknowledged increase in older people presenting with traumatic injury in western populations there remains a lack of research into the optimal prehospital management of this vulnerable patient group. Research into this cohort faces many uniqu1e challenges, such as inconsistent definitions, variable physiology, non-linear presentation and multi-morbidity. This scoping review sought to summarise the main challenges in providing prehospital care to older trauma patients to improve the care for this vulnerable group. METHODS AND FINDINGS A scoping review was performed searching Google Scholar, PubMed and Medline from 2000 until 2020 for literature in English addressing the management of older trauma patients in both the prehospital arena and Emergency Department. A thematic analysis and narrative synthesis was conducted on the included 131 studies. Age-threshold was confirmed by a descriptive analysis from all included studies. The majority of the studies assessed triage and found that recognition and undertriage presented a significant challenge, with adverse effects on mortality. We identified six key challenges in the prehospital field that were summarised in this review. CONCLUSIONS Trauma in older people is common and challenges prehospital care providers in numerous ways that are difficult to address. Undertriage and the potential for age bias remain prevalent. In this Scoping Review, we identified and discussed six major challenges that are unique to the prehospital environment. More high-quality evidence is needed to investigate this issue further.
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Affiliation(s)
- Michael Eichinger
- Major Trauma and Cutrale Perioperative and Ageing Group, Imperial College Healthcare NHS Trust, London, UK
| | - Henry Douglas Pow Robb
- Academic Clinical Fellow in General Surgery, Imperial College Healthcare NHS Trust, London, UK
| | - Cosmo Scurr
- Department of Anaesthesia, Imperial College Healthcare NHS Trust, London, UK
| | | | - Stefan Heschl
- Department of Cardiac, Thoracic and Vascular Anaesthesiology and Intensive Care, Medical University Hospital, Graz, Austria
| | - George Peck
- Cutrale Peri-operative and Ageing Group, Imperial College London, London, UK
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11
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Yadav K, Boucher V, Le Sage N, Malo C, Mercier É, Voyer P, Clément J, Émond M. A Delphi study to identify prehospital and emergency department trauma care modifiers for older adults. Can J Surg 2021; 64:E339-E345. [PMID: 34085511 PMCID: PMC8327996 DOI: 10.1503/cjs.021519] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/06/2020] [Indexed: 01/05/2023] Open
Abstract
Background Older patients (age ≥ 65 yr) with trauma have increased morbidity and mortality compared to younger patients; this is partly explained by undertriage of older patients with trauma, resulting in lack of transfer to a trauma centre or failure to activate the trauma team. The objective of this study was to identify modifiers to the prehospital and emergency department phases of major trauma care for older adults based on expert consensus. Methods We conducted a modified Delphi study between May and September 2019 to identify major trauma care modifiers for older adults based on national expert consensus. The panel consisted of 24 trauma care professionals from across Canada from the prehospital and emergency department phases of care. The survey consisted of 16 trauma care modifiers. Three online survey rounds were distributed. Consensus was defined a priori as a disagreement index score less than 1. Results There was a 100% response rate for all survey rounds. Three new trauma care modifiers were suggested by panellists. The panel achieved consensus agreement for 17 of the 19 trauma care modifiers. The prehospital modifier with the strongest agreement to transfer to a trauma centre was a respiratory rate less than 10 or greater than 20 breaths/min or need for ventilatory support. The emergency department modifier with the strongest level of agreement was obtaining 12-lead electrocardiography following the primary and secondary survey. Conclusion Using a modified Delphi process, an expert panel agreed on 17 trauma care modifiers for older adults in the prehospital and emergency department settings. These modifiers may improve the delivery of trauma care for older adults and should be considered when developing local and national trauma guidelines.
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Affiliation(s)
- Krishan Yadav
- From the Department of Emergency Medicine, University of Ottawa, Ottawa, Ont. (Yadav); Université Laval, Québec, Que. (Boucher, Le Sage, Mercier, Voyer, Clement, Emond); and McGill University, Montréal, Que. (Malo)
| | - Valérie Boucher
- From the Department of Emergency Medicine, University of Ottawa, Ottawa, Ont. (Yadav); Université Laval, Québec, Que. (Boucher, Le Sage, Mercier, Voyer, Clement, Emond); and McGill University, Montréal, Que. (Malo)
| | - Natalie Le Sage
- From the Department of Emergency Medicine, University of Ottawa, Ottawa, Ont. (Yadav); Université Laval, Québec, Que. (Boucher, Le Sage, Mercier, Voyer, Clement, Emond); and McGill University, Montréal, Que. (Malo)
| | - Christian Malo
- From the Department of Emergency Medicine, University of Ottawa, Ottawa, Ont. (Yadav); Université Laval, Québec, Que. (Boucher, Le Sage, Mercier, Voyer, Clement, Emond); and McGill University, Montréal, Que. (Malo)
| | - Éric Mercier
- From the Department of Emergency Medicine, University of Ottawa, Ottawa, Ont. (Yadav); Université Laval, Québec, Que. (Boucher, Le Sage, Mercier, Voyer, Clement, Emond); and McGill University, Montréal, Que. (Malo)
| | - Philippe Voyer
- From the Department of Emergency Medicine, University of Ottawa, Ottawa, Ont. (Yadav); Université Laval, Québec, Que. (Boucher, Le Sage, Mercier, Voyer, Clement, Emond); and McGill University, Montréal, Que. (Malo)
| | - Julien Clément
- From the Department of Emergency Medicine, University of Ottawa, Ottawa, Ont. (Yadav); Université Laval, Québec, Que. (Boucher, Le Sage, Mercier, Voyer, Clement, Emond); and McGill University, Montréal, Que. (Malo)
| | - Marcel Émond
- From the Department of Emergency Medicine, University of Ottawa, Ottawa, Ont. (Yadav); Université Laval, Québec, Que. (Boucher, Le Sage, Mercier, Voyer, Clement, Emond); and McGill University, Montréal, Que. (Malo)
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12
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Ziegenhain F, Scherer J, Kalbas Y, Neuhaus V, Lefering R, Teuben M, Sprengel K, Pape HC, Jensen KO. Age-Dependent Patient and Trauma Characteristics and Hospital Resource Requirements-Can Improvement Be Made? An Analysis from the German Trauma Registry. ACTA ACUST UNITED AC 2021; 57:medicina57040330. [PMID: 33915888 PMCID: PMC8066778 DOI: 10.3390/medicina57040330] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2021] [Revised: 03/13/2021] [Accepted: 03/27/2021] [Indexed: 01/07/2023]
Abstract
Background and objectives: The burden of geriatric trauma patients continues to rise in Western society. Injury patterns and outcomes differ from those seen in younger adults. Getting a better understanding of these differences helps medical staff to provide a better care for the elderly. The aim of this study was to determine epidemiological differences between geriatric trauma patients and their younger counterparts. To do so, we used data of polytraumatized patients from the TraumaRegister DGU®. Materials and Methods: All adult patients that were admitted between 1 January 2013 and 31 December 2017 were included from the TraumaRegister DGU®. Patients aged 55 and above were defined as the elderly patient group. Patients aged 18–54 were included as control group. Patient and trauma characteristics, as well as treatment and outcome were compared between groups. Results: A total of 114,169 severely injured trauma patients were included, of whom 55,404 were considered as elderly patients and 58,765 younger patients were selected for group 2. Older patients were more likely to be admitted to a Level II or III trauma center. Older age was associated with a higher occurrence of low energy trauma and isolated traumatic brain injury. More restricted utilization of CT-imaging at admission was observed in older patients. While the mean Injury Severity Score (ISS) throughout the age groups stayed consistent, mortality rates increased with age: the overall mortality in young trauma patients was 7.0%, and a mortality rate of 40.2% was found in patients >90 years of age. Conclusions: This study shows that geriatric trauma patients are more frequently injured due to low energy trauma, and more often diagnosed with isolated craniocerebral injuries than younger patients. Furthermore, utilization of diagnostic tools as well as outcome differ between both groups. Given the aging society in Western Europe, upcoming studies should focus on the right application of resources and optimizing trauma care for the geriatric trauma patient.
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Affiliation(s)
- Franziska Ziegenhain
- Department of Trauma, University Hospital Zurich, 8091 Zurich, Switzerland; (J.S.); (Y.K.); (V.N.); (M.T.); (K.S.); (H.-C.P.); (K.O.J.)
- Correspondence:
| | - Julian Scherer
- Department of Trauma, University Hospital Zurich, 8091 Zurich, Switzerland; (J.S.); (Y.K.); (V.N.); (M.T.); (K.S.); (H.-C.P.); (K.O.J.)
| | - Yannik Kalbas
- Department of Trauma, University Hospital Zurich, 8091 Zurich, Switzerland; (J.S.); (Y.K.); (V.N.); (M.T.); (K.S.); (H.-C.P.); (K.O.J.)
| | - Valentin Neuhaus
- Department of Trauma, University Hospital Zurich, 8091 Zurich, Switzerland; (J.S.); (Y.K.); (V.N.); (M.T.); (K.S.); (H.-C.P.); (K.O.J.)
| | - Rolf Lefering
- Institute for Research in Operative Medicine (IFOM), University of Witten/Herdecke, 51109 Cologne, Germany;
| | - Michel Teuben
- Department of Trauma, University Hospital Zurich, 8091 Zurich, Switzerland; (J.S.); (Y.K.); (V.N.); (M.T.); (K.S.); (H.-C.P.); (K.O.J.)
| | - Kai Sprengel
- Department of Trauma, University Hospital Zurich, 8091 Zurich, Switzerland; (J.S.); (Y.K.); (V.N.); (M.T.); (K.S.); (H.-C.P.); (K.O.J.)
| | - Hans-Christoph Pape
- Department of Trauma, University Hospital Zurich, 8091 Zurich, Switzerland; (J.S.); (Y.K.); (V.N.); (M.T.); (K.S.); (H.-C.P.); (K.O.J.)
| | - Kai Oliver Jensen
- Department of Trauma, University Hospital Zurich, 8091 Zurich, Switzerland; (J.S.); (Y.K.); (V.N.); (M.T.); (K.S.); (H.-C.P.); (K.O.J.)
| | - The TraumaRegister DGU
- Committee on Emergency Medicine, Intensive Care and Trauma Management (Sektion NIS) of the German Trauma Society (DGU), 10623 Berlin, Germany
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Abstract
Fall represents an important cause of death and its relation with the population aging evidences the need of a broad analysis considering different aspects associated with its occurrence. The objective of this study was to compare fatal victims due to unintentional fall among adults, young olds, olds, and oldest olds, according to sociodemographic data, characteristics, and severity of the trauma. This study is a cross-sectional, comparative study analyzing autopsy reports of fatal victims due to fall, admitted to the Medical Legal Institute of Sao Paulo, Sao Paulo, Brazil, in 2015. The following age groups were: adults (≥18 and <60 years), young olds (≥60 and <70 years), olds (≥70 and <80 years), and oldest olds (≥80 years). The Pearson's χ, Fisher's exact, Kruskal-Wallis, and Dunn tests were applied to compare the groups, with a significance level of 5%. Regarding the 469 fatalities analyzed (57.8% males, mean age: 71.3 ± 18.2 years), there was a higher frequency of oldest olds (43.5%), ground-level falls (70.1%), femoral fractures (35.0%), and delayed deaths (79.6%) due to posttraumatic complications (57.2%). Adults, young olds, olds, and oldest olds differed significantly (p ≤ .005) in relation to the total of analyzed variables, with a special remark on the differences between the age extremes. High frequencies of femoral fractures and delayed deaths due to complications of treatment in low-severity fall victims, especially those older than 70 years, make it necessary to improve fall prevention programs in the older adults and to create a line of care for this population.
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Mörs K, Wagner N, Sturm R, Störmann P, Vollrath JT, Marzi I, Relja B. Enhanced pro-inflammatory response and higher mortality rates in geriatric trauma patients. Eur J Trauma Emerg Surg 2019; 47:1065-1072. [PMID: 31875239 DOI: 10.1007/s00068-019-01284-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2019] [Accepted: 12/05/2019] [Indexed: 11/30/2022]
Abstract
BACKGROUND Age has been associated with increased morbidity and mortality after traumatic injury. Disregarding trauma-related factors, this may be caused by the diminished ability to cope with stressors due to limited reserve, the so-called frailty. Inflammation is assumed to promote frailty, and thus, pro-inflammatory markers may constitute as being predictive factors in geriatric trauma patients (TP). Here, we analyzed the influence of age on systemic inflammatory markers and outcome parameters in TP. PATIENTS AND METHODS 204 TP with injury severity score (ISS) ≥ 16 were included and grouped to younger vs. geriatric, defining an age of 65 as cut-off. ISS, vital signs, physiological parameters, stay at the intensive-care unit (ICU) or in-hospital, and outcome parameters were analyzed. Systemic fibrinogen, interleukin (IL)-6, and IL-10 levels were determined upon admission. A p value < 0.05 was considered statistically significant. RESULTS 43 geriatric and 161 younger TP were included. ISS (24.19 ± 9.59 vs. 26.93 ± 9.68) was comparable between both groups. Abbreviated Injury Scale (AIS) ≥ 3 of head trauma was more prevalent in geriatric TP (74.42 vs. 64.59%). In both groups, there were significantly more male than female patients; however, this disparity was significantly more distinct in younger TP. Geriatric group showed significantly lower shock indices, higher fibrinogen, and lower IL-10 levels (all p < 0.05). A significant spearman´s rank correlation with age was found for fibrinogen (positive correlation, r = 0.364, p < 0.05), and for IL-10 (negative correlation, r = - 0.168, p < 0.05). In-hospital mortality was significantly increased in geriatric TP. CONCLUSIONS An enhanced inflammatory response is associated with higher mortality rates in geriatric trauma patients.
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Affiliation(s)
- Katharina Mörs
- Department of Trauma, Hand and Reconstructive Surgery, University Hospital Frankfurt, Goethe University, 60590, Frankfurt, Germany.
| | - Nils Wagner
- Department of Trauma, Hand and Reconstructive Surgery, University Hospital Frankfurt, Goethe University, 60590, Frankfurt, Germany
| | - Ramona Sturm
- Department of Trauma, Hand and Reconstructive Surgery, University Hospital Frankfurt, Goethe University, 60590, Frankfurt, Germany
| | - Philipp Störmann
- Department of Trauma, Hand and Reconstructive Surgery, University Hospital Frankfurt, Goethe University, 60590, Frankfurt, Germany
| | - Jan Tilmann Vollrath
- Department of Trauma, Hand and Reconstructive Surgery, University Hospital Frankfurt, Goethe University, 60590, Frankfurt, Germany
| | - Ingo Marzi
- Department of Trauma, Hand and Reconstructive Surgery, University Hospital Frankfurt, Goethe University, 60590, Frankfurt, Germany
| | - Borna Relja
- Department of Trauma, Hand and Reconstructive Surgery, University Hospital Frankfurt, Goethe University, 60590, Frankfurt, Germany.,Experimental Radiology, Department of Radiology and Nuclear Medicine, Otto Von Guericke University Magdeburg, 39120, Magdeburg, Germany
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15
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de Vries R, Reininga IHF, de Graaf MW, Heineman E, El Moumni M, Wendt KW. Older polytrauma: Mortality and complications. Injury 2019; 50:1440-1447. [PMID: 31285055 DOI: 10.1016/j.injury.2019.06.024] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2018] [Revised: 06/11/2019] [Accepted: 06/24/2019] [Indexed: 02/02/2023]
Abstract
INTRODUCTION Older adults enduring a polytrauma have an increased mortality risk. Apart from age, the role of other predisposing factors on mortality are mainly described for the total polytrauma population. This study aimed to describe the mortality pattern of older polytrauma patients, its associated risk factors, and the role and etiology of in-hospital complications. METHODS An eight-year retrospective cohort was constructed from 380 polytrauma patients aged ≥65 in a Dutch level 1 trauma center and linked to the national trauma database (DTR). Demographics, injury characteristics, comorbidity, clinical characteristics, in-hospital mortality, mortality etiology and complications scored according to the Clavien-Dindo classification were analyzed. Primary outcome was the identification of risk factors associated with in-hospital mortality, followed by identification of in-hospital complications and their nature. RESULTS Overall in-hospital mortality was 36.3%, rising significantly with age. For patients aged ≥85 in-hospital mortality was 60.8%. Polytrauma patients aged ≥75 showed a peak of late-onset deaths one week following trauma. Age, a Glasgow coma score ≤8, coagulopathy, acidosis, injury severity score and the presence of a large subdural hematoma were significant risk factors influencing in-hospital mortality. Respiratory failure was the most prevalent severe and fatal complication. The proportion of fatal complications grew significantly with age (p < 0.01). CONCLUSIONS Age is strongly associated with in-hospital mortality in polytraumatized elderly. Coagulopathy, acidosis, a low Glasgow coma score, presence of a large subdural hematoma and injury severity score were independently of age associated with an increased mortality. Patients older than 75 years showed a unique trimodal distribution of mortality with a late onset one week following the initial trauma. Elderly were more susceptible for fatal complications. Respiratory failure was the most prevalent severe and fatal complication. Aggressive monitoring and treatment of the pulmonary status is therefore of utmost importance.
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Affiliation(s)
- Rob de Vries
- Department of Trauma Surgery, University Medical Centre Groningen (UMCG), Groningen, the Netherlands.
| | - Inge H F Reininga
- Department of Trauma Surgery, University Medical Centre Groningen (UMCG), Groningen, the Netherlands; Emergency Care Network Northern Netherlands, AZNN, Nothern Netherlands Trauma Registry, Groningen, the Netherlands.
| | - Max W de Graaf
- Department of Trauma Surgery, University Medical Centre Groningen (UMCG), Groningen, the Netherlands.
| | - Erik Heineman
- Department of Surgery, University Medical Centre Groningen (UMCG), Groningen, the Netherlands.
| | - Mostafa El Moumni
- Department of Trauma Surgery, University Medical Centre Groningen (UMCG), Groningen, the Netherlands.
| | - Klaus W Wendt
- Department of Trauma Surgery, University Medical Centre Groningen (UMCG), Groningen, the Netherlands.
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16
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Kojima M, Endo A, Shiraishi A, Otomo Y. Age-Related Characteristics and Outcomes for Patients With Severe Trauma: Analysis of Japan's Nationwide Trauma Registry. Ann Emerg Med 2018; 73:281-290. [PMID: 30447945 DOI: 10.1016/j.annemergmed.2018.09.034] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2018] [Revised: 09/18/2018] [Accepted: 09/28/2018] [Indexed: 11/15/2022]
Abstract
STUDY OBJECTIVE Although geriatric trauma patients are becoming more common, few large-scale analyses have comprehensively evaluated geriatric-specific characteristics in trauma. This study aims to clarify the age-specific characteristics, outcomes, and predictive accuracy of current trauma scoring systems among geriatric trauma patients. METHODS Patients with severe trauma, with an Abbreviated Injury Scale score greater than or equal to 3, and registered in the Japan Trauma Data Bank during 2004 to 2015 were retrospectively reviewed. Age-related differences were assessed for injury mechanism, injured region, anatomic and physiologic severity, and inhospital mortality. The mortality risk was evaluated with multivariate mixed-effect models adjusted for Injury Severity Score, Revised Trauma Score, year of injury, and treating facility. Age-related differences in the accuracy of the Injury Severity Score and Revised Trauma Score for predicting inhospital mortality were evaluated with an area under the receiver operating characteristic curve. RESULTS We identified 127,303 patients, including 67,316 geriatric patients (52.9%) who were aged 60 years or older. The percentage of geriatric patients increased from 31.9% to 59.7% during the study period. The most frequent injury mechanism was ground-level falls (55.2%) and the most frequently injured region was the pelvis and lower extremities (43.7%). Severity-adjusted mixed-effects models revealed a marked age-dependent increase in mortality. Although the Injury Severity Score had similar predictive accuracy among all generations, the accuracy of the Revised Trauma Score decreased with increasing age. CONCLUSION The characteristics of trauma patients varied widely according to age, and mortality risk increased steadily with increasing age, despite a decrease in anatomic injury severity. The Revised Trauma Score had decreasing predictive accuracy at older ages, suggesting that an alternative measure is needed.
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Affiliation(s)
- Mitsuaki Kojima
- Trauma and Acute Critical Care Medical Center, Tokyo Medical and Dental University Hospital of Medicine, Bunkyo-ku, Tokyo, Japan
| | - Akira Endo
- Trauma and Acute Critical Care Medical Center, Tokyo Medical and Dental University Hospital of Medicine, Bunkyo-ku, Tokyo, Japan.
| | - Atsushi Shiraishi
- Trauma and Acute Critical Care Medical Center, Tokyo Medical and Dental University Hospital of Medicine, Bunkyo-ku, Tokyo, Japan; Emergency and Trauma Center, Kameda Medical Center, Kamogawa, Chiba, Japan
| | - Yasuhiro Otomo
- Trauma and Acute Critical Care Medical Center, Tokyo Medical and Dental University Hospital of Medicine, Bunkyo-ku, Tokyo, Japan
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17
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de Vries R, Reininga IHF, Pieske O, Lefering R, El Moumni M, Wendt K. Injury mechanisms, patterns and outcomes of older polytrauma patients-An analysis of the Dutch Trauma Registry. PLoS One 2018; 13:e0190587. [PMID: 29304054 PMCID: PMC5755835 DOI: 10.1371/journal.pone.0190587] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2017] [Accepted: 12/18/2017] [Indexed: 11/18/2022] Open
Abstract
Background Polytrauma patients nowadays tend to be older due to the growth of the elderly population and its improved mobility. The aim of this study was to compare demographics, injury patterns, injury mechanisms and outcomes between younger and older polytrauma patients. Methods Data from polytrauma (ISS≥16) patients between 2009 and 2014 were extracted from the Dutch trauma registry (DTR). Younger (Group A: ages 18–59) and older (Group B: ages ≥60) polytrauma patients were compared. Differences in injury severity, trauma mechanism (only data for the year 2014), vital signs, injury patterns, ICU characteristics and hospital mortality were analyzed. Results Data of 25,304 polytrauma patients were analyzed. The older patients represented 47.8% of the polytrauma population. Trauma mechanism in the older patients was more likely to be a bicycle accident (A: 17%; B: 21%) or a low-energy fall (A: 13%; B: 43%). Younger polytrauma patients were more likely to have the worst scores on the Glasgow coma scale (EMV = 3, A: 20%, B: 13%). However, serious head injuries were seen more often in the older patients (A: 53%; B: 69%). The hospital mortality was doubled for the older polytrauma patients (19.8% vs. 9.6%). Conclusion Elderly are involved more often in polytrauma. Although injury severity did not differ between groups, the older polytrauma patients were at a higher risk of dying than their younger counterparts despite sustaining less high-energy accidents.
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Affiliation(s)
- Rob de Vries
- Department of Trauma Surgery, University of Groningen, University Medical Center Groningen (UMCG), Groningen, The Netherlands
- * E-mail:
| | - Inge H. F. Reininga
- Department of Trauma Surgery, University of Groningen, University Medical Center Groningen (UMCG), Groningen, The Netherlands
- Emergency Care Network Northern Netherlands (AZNN), Northern Netherlands Trauma Registry, Groningen, The Netherlands
| | - Oliver Pieske
- Department of Surgery, Evangelisches Krankenhaus Oldenburg, Oldenburg, Germany
| | - Rolf Lefering
- Institute for Research in Operative Medicin (IFOM), Universität Witten/Herdecke, Witten, Germany
| | - Mostafa El Moumni
- Department of Trauma Surgery, University of Groningen, University Medical Center Groningen (UMCG), Groningen, The Netherlands
| | - Klaus Wendt
- Department of Trauma Surgery, University of Groningen, University Medical Center Groningen (UMCG), Groningen, The Netherlands
- Emergency Care Network Northern Netherlands (AZNN), Northern Netherlands Trauma Registry, Groningen, The Netherlands
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