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Xie D, Xu H, Wang F, Wen W, Dong B. Diagnostic accuracy of rapid shallow breathing index based on diaphragm ultrasound predicting successful weaning from mechanical ventilation: A systematic review and meta-analysis. Intensive Crit Care Nurs 2025; 90:104038. [PMID: 40228394 DOI: 10.1016/j.iccn.2025.104038] [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: 02/09/2025] [Revised: 03/19/2025] [Accepted: 04/04/2025] [Indexed: 04/16/2025]
Abstract
OBJECTIVES This meta-analysis aimed to evaluate the effectiveness of the rapid shallow breathing index based on diaphragm ultrasound, specifically the diaphragmatic excursion-rapid shallow breathing index (DE-RSBI) and the diaphragmatic thickness fraction- rapid shallow breathing index (DTF-RSBI), in predicting successful weaning from mechanical ventilation. METHOD Two researchers independently searched four databases, PubMed, Embase, Cochrane Library and Web of Science, from their inception until 2 November 2024, and conducted literature screening and data extraction. The QUADAS-2 (Quality Assessment of Diagnostic Accuracy Studies 2) was employed to evaluate the methodological quality of the included studies. Data analyses were performed using Stata 15 and Meta-Disc 1.4 software. RESULTS Fifteen studies (1,519 patients) were included in the meta-analysis. For the DE-RSBI, the pooled sensitivity was 0.89 (95% CI [0.84-0.93]), the pooled specificity was 0.85 (95% CI [0.79-0.90]), and the area under the curve (AUC) for the summary receiver operator characteristic (SROC) curve was 0.93 (95% CI [0.90-0.95]). For the DTF-RSBI, the pooled sensitivity was 0.85 (95% CI [0.56-0.96]), the pooled specificity was 0.81 (95% CI [0.66-0.90]), and the AUC was 0.88 (95% CI [0.85-0.90]). CONCLUSION Both DE-RSBI and DTF-RSBI demonstrate strong diagnostic accuracy in predicting successful weaning from mechanical ventilation. Given the apparent heterogeneity among the studies, we anticipate more large-sample, multi-center, and high-quality clinical studies in the future. IMPLICATIONS FOR CLINICAL PRACTICE DE-RSBI and DTF-RSBI are simple, non-invasive and objective evaluation indicators, and both can be utilized to predict a patient's capacity to successfully withdraw from mechanical ventilation. This meta-analysis comprehensively evaluated the value of these two tools in predicting successful extubation, aiming to provide clinicians with a strong decision-making basis to improve the success rate of extubation.
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Affiliation(s)
- Dan Xie
- Department of Anesthesiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, Sichuan, China.
| | - Hongchun Xu
- Department of Anesthesiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, Sichuan, China
| | - Fangjun Wang
- Department of Anesthesiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, Sichuan, China
| | - Wen Wen
- Department of Anesthesiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, Sichuan, China
| | - Biqiang Dong
- Department of Anesthesiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, Sichuan, China
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Masaki H, Suzuki S, Nakayama N, Kobayashi E, Fujii A, Nishiwaki K, Mizuno M, Nakatochi M. Risk markers for postoperative reintubation of intensive care unit patients: A retrospective multicentre study of the National Intensive Care Registry. Intensive Crit Care Nurs 2025; 87:103956. [PMID: 39904074 DOI: 10.1016/j.iccn.2025.103956] [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: 06/18/2024] [Revised: 01/04/2025] [Accepted: 01/17/2025] [Indexed: 02/06/2025]
Abstract
OBJECTIVES To evaluate postoperative reintubation incidence and identify risk markers to expedite the identification of high-risk patients after ICU admission. METHODS We performed this retrospective multicentre study that included postoperative adult patients admitted to Japanese ICUs between April 2015 and March 2022 using the Japanese Intensive care PAtient Database (JIPAD). Data regarding the patients treated in included ICUs were accumulated by the JIPAD, which we received for research use. Logistic regression analysis with generalised estimating equations was used to estimate odds ratios (ORs) of 1-standard deviation increments and 95 % confidence intervals (CIs) for the association of each variable available within 24 h after ICU admissions with reintubation. RESULTS Among 13,219 admissions during the study period, 828 patients were postoperatively reintubated (incidence = 6.26 %, 95 % CI: 5.86-6.69). Maximum partial pressure of carbon dioxide (PaCO2), bilirubin, and blood urea nitrogen (adjusted OR = 1.138, 95 % CI: 1.055-1.228; adjusted OR = 1.101, 95 % CI: 1.018-1.191; and adjusted OR = 1.105, 95 % CI: 1.016-1.203, respectively) and body mass index (BMI) and minimum white blood cells counts (adjusted OR = 0.867, 95 % CI: 0.797-0.944; and adjusted OR = 0.878, 95 % CI: 0.815-0.946, respectively) were significantly associated with postoperative reintubation. CONCLUSIONS Postoperative reintubation incidence in Japanese ICUs was estimated to be 6.26%. BMI, maximum PaCO2, clinical laboratory data reflecting surgical invasiveness, and immunosuppression may be risk markers for postoperative reintubation. IMPLICATIONS FOR CLINICAL PRACTICE Our study will help identify high-risk patients for postoperative reintubation early post-ICU admission, enabling early and focused nursing care to prevent reintubation, such as early mobilisation and ambulation.
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Affiliation(s)
- Hirotaka Masaki
- Public Health Informatics Unit, Department of Integrated Health Sciences, Nagoya University Graduate School of Medicine, 1-1-20 Daiko-Minami, Higashi-ku, Nagoya 461-8673 Japan; Nursing Sciences, Department of Integrated Health Sciences, Nagoya University Graduate School of Medicine, 1-1-20 Daiko-Minami, Higashi-ku, Nagoya 461-8673 Japan; Department of Nursing, Nagoya University Hospital, 65 Tsurumai-cho, Showa-ku, Nagoya 466-8560 Japan
| | - Shogo Suzuki
- Department of Anesthesiology, Nagoya University Hospital, 65 Tsurumai-cho, Showa-ku, Nagoya 466-8560 Japan
| | - Natsuki Nakayama
- Nursing for Fundamentals and Care System, Nursing Sciences, Department of Integrated Health Sciences, Nagoya University Graduate School of Medicine, 1-1-20 Daiko-Minami, Higashi-ku, Nagoya 461-8673 Japan
| | - Eri Kobayashi
- Department of Nursing, Nagoya University Hospital, 65 Tsurumai-cho, Showa-ku, Nagoya 466-8560 Japan
| | - Akiko Fujii
- Department of Nursing, Nagoya University Hospital, 65 Tsurumai-cho, Showa-ku, Nagoya 466-8560 Japan
| | - Kimitoshi Nishiwaki
- Department of Anesthesiology, Nagoya University Hospital, 65 Tsurumai-cho, Showa-ku, Nagoya 466-8560 Japan
| | - Masaaki Mizuno
- Department of Advanced Medicine, Nagoya University Hospital, 65 Tsurumai-cho, Showa-ku, Nagoya 466-8560 Japan
| | - Masahiro Nakatochi
- Public Health Informatics Unit, Department of Integrated Health Sciences, Nagoya University Graduate School of Medicine, 1-1-20 Daiko-Minami, Higashi-ku, Nagoya 461-8673 Japan.
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Given C, Chang M, Dunn N, Grigorian A, Alvarez C, Burruss S, Chin T, Kuza C, Nahmias J. Standard spontaneous breathing trial parameters may not predict unplanned reintubation for trauma patients. Am J Surg 2025; 242:116224. [PMID: 39893832 DOI: 10.1016/j.amjsurg.2025.116224] [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: 10/14/2024] [Revised: 01/06/2025] [Accepted: 01/23/2025] [Indexed: 02/04/2025]
Abstract
BACKGROUND The applicability of spontaneous breathing trial (SBT) factors such as negative inspiratory force (NIF) and rapid shallow breathing index (RSBI) as predictors of reintubation in trauma patients (TPs) is unclear. This study aimed to identify predictors of unplanned reintubation (UR) in TPs. METHODS A single center, retrospective (1/2017-12/2023) study of TPs ≥18 years-old extubated from endotracheal mechanical ventilation was performed. Patients with UR during admission were compared to patients without UR. A multivariable logistic regression was performed to identify risk factors associated with UR. RESULTS 39 of 424 TPs (9.2 %) had UR. UR patients were older (median: 55 vs 39 years-old, p = 0.012) and more often had congestive heart failure (10.3 % vs 1.6 %, p < 0.001), cirrhosis (7.7 % vs 1.9 %, p = 0.025), end stage renal disease (7.7 % vs 1.6 %, p = 0.044), and a higher injury severity scores (ISS) (median: 27 vs 18, p < 0.001). UR patients had increased ventilator days (median: 6 vs 2, p < 0.001) prior to extubation, whereas RSBI and NIF were similar (median: 36 vs 32, p = 0.508) and (median: -24.0 vs -27.0 cm H2O, p = 0.190). On multivariable analysis, RSBI <50 or <105 and NIF < -20 were not associated with UR. Age (OR 1.03, CI 1.01-1.05, p = 0.006) and ISS (OR 1.04, CI 1.01-1.08, p = 0.022) were independently associated with increased risk of UR. CONCLUSIONS SBT parameters (RSBI and NIF) were not associated with UR. Age and ISS were independently associated with UR. This suggests additional patient-specific factors should help guide extubation decisions for TPs.
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Affiliation(s)
- Caroline Given
- University of California, Irvine, Department of Surgery, Division of Trauma, Burns and Surgical Critical Care, Orange, CA, USA.
| | - Melissa Chang
- University of California, Irvine, Department of Surgery, Division of Trauma, Burns and Surgical Critical Care, Orange, CA, USA.
| | - Natassia Dunn
- University of California, Irvine, Department of Surgery, Division of Trauma, Burns and Surgical Critical Care, Orange, CA, USA.
| | - Areg Grigorian
- University of California, Irvine, Department of Surgery, Division of Trauma, Burns and Surgical Critical Care, Orange, CA, USA.
| | - Claudia Alvarez
- University of California, Irvine, Department of Surgery, Division of Trauma, Burns and Surgical Critical Care, Orange, CA, USA.
| | - Sigrid Burruss
- University of California, Irvine, Department of Surgery, Division of Trauma, Burns and Surgical Critical Care, Orange, CA, USA.
| | - Theresa Chin
- University of California, Irvine, Department of Surgery, Division of Trauma, Burns and Surgical Critical Care, Orange, CA, USA.
| | - Catherine Kuza
- Harbor-UCLA Medical Center, Department of Anesthesiology, Torrance, CA, USA.
| | - Jeffry Nahmias
- University of California, Irvine, Department of Surgery, Division of Trauma, Burns and Surgical Critical Care, Orange, CA, USA.
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Zhang X, Zheng S, Chen C, Wang S, Hu Y. Risk factors for failing endotracheal extubation in neurocritical patients: a retrospective cohort study. Front Neurol 2025; 16:1562454. [PMID: 40206295 PMCID: PMC11978668 DOI: 10.3389/fneur.2025.1562454] [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: 01/17/2025] [Accepted: 03/13/2025] [Indexed: 04/11/2025] Open
Abstract
Objective To identify risk factors of failing endotracheal extubation among neurocritical care patients with endotracheal intubation for more than 48 h and passing the autonomous breathing test (SBT) and establish a prediction model accordingly. Methods This study included the clinical data of patients who received standardized monitoring and treatment in the neurocritical care unit of the First Affiliated Hospital of Anhui Medical University from April 2020 to August 2024. Based on the outcomes of extubation after 5 days, data were divided into the success group and the failure group. Clinical features of two groups were compared and accordingly taken into multivariate logistic regression analysis, eventually generating a scoring model with its receiver operating characteristic curve (ROC). The area under the curves (AUC) of other previous scores was compared by Z-test. Results Of 116 recorded cases, 92 (79.3%) were successfully extubated, while 24 (20.7%) required re-intubation within 5 days. Univariate analysis revealed significant differences between two groups in state of consciousness, Glasgow Coma Scale (GCS) total score, GCS motor score (GCS-M), muscle strength, swallowing ability, coughing response, body temperature, oxygenation index, Apache II score, and APS score (all p < 0.05). Multivariate analysis was further carried out, and a scoring model was established accordingly (including GCS-M, coughing ability, and oxygenation index) with a total score of 4 points. The model demonstrated good predictive value, with a cut-off ≥1 distinguishing extubation success with 79.2% sensitivity and 69.6% specificity according to ROC (AUC = 0.79; 95% CI, 0.68-0.90). Conclusion This clinical predictive scoring model could provide guidance for extubation decisions in neurocritical care units but requires further external validation.
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Affiliation(s)
- Xintong Zhang
- Department of Neurology, Neurocritical Care Unit, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Shuang Zheng
- The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
| | - Chen Chen
- Department of Neurology, Neurocritical Care Unit, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Sifan Wang
- Department of Neurology, Neurocritical Care Unit, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Yajuan Hu
- Department of Neurology, Neurocritical Care Unit, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
- Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China
- The School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, Anhui, China
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Scerrati A, Scanferla G, Sgarbanti L, Mantovani G, Angelini C, Flacco ME, Maugeri R, Bonosi L, Iacopino DG, Tumbiolo S, Adorno A, Brunasso L, Lofrese G, Rosetti V, Tosatto L, Somma T, Cavallo LM, Lombardi S, Sturiale CL, Signorelli F, Auricchio AM, Menna G, Ricciardi L, Montemurro N, Raneri F, Rustemi O, Zambon G, Cavallo MA, De Bonis P. Clinical outcomes and hemorrhagic or thromboembolic risks in decompressive craniectomy for patients taking antiplatelet or anticoagulant therapy. Neurosurg Rev 2025; 48:328. [PMID: 40140119 PMCID: PMC11947026 DOI: 10.1007/s10143-025-03491-4] [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: 10/18/2024] [Revised: 02/20/2025] [Accepted: 03/20/2025] [Indexed: 03/28/2025]
Abstract
Decompressive craniectomy (DC) is a critical surgical intervention for elevated intracranial pressure. However, the impact of preoperative antiplatelet or anticoagulant therapy on outcomes and complications remains unclear. A retrospective-prospective study was conducted on 145 patients undergoing DC between November 2021 and May 2023. Patients were categorized into two groups: those with (n = 48) and without (n = 97) preoperative antithrombotic therapy. Demographic data, comorbidities, antithrombotic therapy type and duration, clinical outcomes, and pre-operative risk factors (CHA2DS2-VASc and HAS-BLED scores) were analyzed. While there was a trend towards higher hemorrhagic complications in the antithrombotic therapy group (20.0% vs. 11.3%), this difference was not statistically significant. However, thromboembolic events, primarily stroke (27.7% vs. 9.3%) and acute myocardial infarction (10.6% vs. 0.0%), were significantly more frequent in the antithrombotic therapy group. Multivariate analysis revealed that ischemic stroke as a primary diagnosis, rather than antithrombotic therapy itself, was a significant predictor of thromboembolic complications (adjusted OR 3.49, 95%CI 1.47-8.28, p = 0.005). Pre-operative GCS was associated with improved outcomes (adjusted OR 0.81, 95%CI 0.67-0.97, p = 0.025). While antithrombotic therapy does not appear to increase the risk of hemorrhagic complications after DC, it is associated with a higher risk of thromboembolic events, especially in patients with ischemic stroke. Individualized assessment and tailored management of antithrombotic therapy are crucial to optimize outcomes in DC patients. Further studies are needed to refine strategies for bridging anticoagulation and managing antithrombotic therapy in this population, considering factors such as CHA2DS2-VASc and HAS-BLED scores, as well as patient-specific risk profiles.
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Affiliation(s)
- Alba Scerrati
- Department of Translational Medicine, University of Ferrara, Ferrara, Italy
- Department of Neurosurgery, Sant'Anna University Hospital of Ferrara, Ferrara, Italy
| | - Giovanni Scanferla
- Department of Translational Medicine, University of Ferrara, Ferrara, Italy
| | - Lorenzo Sgarbanti
- Department of Translational Medicine, University of Ferrara, Ferrara, Italy
| | - Giorgio Mantovani
- Department of Translational Medicine, University of Ferrara, Ferrara, Italy
| | - Chiara Angelini
- Department of Translational Medicine, University of Ferrara, Ferrara, Italy
| | - Maria Elena Flacco
- Environmental and Preventive Sciences, University of Ferrara, Ferrara, Italy
| | - Rosario Maugeri
- Unit of Neurosurgery, AOUP "Paolo Giaccone", Department of Biomedicine Neurosciences and Advanced Diagnostic (BiND), University of Palermo, Palermo, Italy
| | - Lapo Bonosi
- Unit of Neurosurgery, AOUP "Paolo Giaccone", Department of Biomedicine Neurosciences and Advanced Diagnostic (BiND), University of Palermo, Palermo, Italy
| | - Domenico Gerardo Iacopino
- Unit of Neurosurgery, AOUP "Paolo Giaccone", Department of Biomedicine Neurosciences and Advanced Diagnostic (BiND), University of Palermo, Palermo, Italy
| | | | | | - Lara Brunasso
- Unit of Neurosurgery Hospital "Villa Sofia", Palermo, Italy
| | | | | | | | - Teresa Somma
- Department of Neurosciences and Reproductive and Dental Sciences, Division of Neurosurgery, Federico II University of Naples, 80131, Naples, Italy
| | - Luigi Maria Cavallo
- Department of Neurosciences and Reproductive and Dental Sciences, Division of Neurosurgery, Federico II University of Naples, 80131, Naples, Italy
| | - Sara Lombardi
- Department of Neurosciences and Reproductive and Dental Sciences, Division of Neurosurgery, Federico II University of Naples, 80131, Naples, Italy
| | - Carmelo Lucio Sturiale
- Department of Neurosurgery, Institute of Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Università Cattolica del Sacro Cuore, L.Go A. Gemelli 8, 00168, Rome, Italy.
| | - Francesco Signorelli
- Department of Neurosurgery, Institute of Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Università Cattolica del Sacro Cuore, L.Go A. Gemelli 8, 00168, Rome, Italy
| | - Anna Maria Auricchio
- Department of Neurosurgery, Institute of Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Università Cattolica del Sacro Cuore, L.Go A. Gemelli 8, 00168, Rome, Italy
| | - Grazia Menna
- Department of Neurosurgery, Institute of Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Università Cattolica del Sacro Cuore, L.Go A. Gemelli 8, 00168, Rome, Italy
| | - Luca Ricciardi
- Neurosurgical Unit, Department of Neuroscience, Mental Health, and Sensory Organs, Sapienza University of Rome, Rome, Italy
| | - Nicola Montemurro
- Department of Neurosurgery, Azienda Ospedaliero Universitaria Pisana, University of Pisa, Pisa, Italy
| | - Fabio Raneri
- Department of Neurosurgery, ULSS8 Berica, Vicenza, Italy
| | - Oriela Rustemi
- Department of Neurosurgery, ULSS8 Berica, Vicenza, Italy
| | | | - Michele Alessandro Cavallo
- Department of Translational Medicine, University of Ferrara, Ferrara, Italy
- Department of Neurosurgery, Sant'Anna University Hospital of Ferrara, Ferrara, Italy
| | - Pasquale De Bonis
- Department of Translational Medicine, University of Ferrara, Ferrara, Italy
- Department of Neurosurgery, Sant'Anna University Hospital of Ferrara, Ferrara, Italy
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Khazaei O, Laffey CM, Sheerin R, McNicholas BA, Pham T, Heunks L, Bellani G, Brochard L, Simpkin AJ, Laffey JG. Impact of comorbidities on management and outcomes of patients weaning from invasive mechanical ventilation: insights from the WEAN SAFE study. Crit Care 2025; 29:114. [PMID: 40082949 PMCID: PMC11907859 DOI: 10.1186/s13054-025-05341-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2024] [Accepted: 02/25/2025] [Indexed: 03/16/2025] Open
Abstract
BACKGROUND The impact of comorbidities on patients weaning from invasive ventilation is incompletely understood. We wished to understand the impact of the number and type of comorbidities on patients' weaning from invasive mechanical ventilation enrolled in the 'WorldwidE AssessmeNt of Separation of pAtients From ventilatory assistancE (WEAN SAFE) study. METHODS The study population consisted of patients enrolled in the WEAN SAFE study that commenced the weaning process. We categorized patients by the number of comorbidities (none, 1, 2, or 3 plus), and by specific comorbidity type. The primary outcome was the impact of comorbidities on delayed weaning and failed weaning from invasive MV. Secondary outcomes included the impact of comorbidities on ICU and hospital survival, and decisions to limit life-sustaining interventions. RESULTS Of 4523 patients in the study population, 1614 (35.7%) had one comorbidity, 889 (19.7%) had two comorbidities, 432 (9.6%) had three or more comorbidities, while 1562 (34.5%) had no comorbidities. The most frequently occurring comorbid conditions were respiratory (22%) and cardiovascular (11%). Patients with comorbidities were more likely to fail a separation attempt, more likely to receive an extubation attempt, and to require more than 1 extubation attempt. The proportion of patients with failed weaning from invasive MV increased progressively with increasing comorbidities. Neuromuscular comorbidities were associated with increased weaning duration. Weaning failure was increased with respiratory, hepatic, renal, neuromuscular, and immune dysfunction comorbidities. Hospital mortality rates increased progressively from 16% with no comorbidity to 34% with ≥ 3 comorbidities. Each specific comorbidity was independently associated with increased hospital mortality. The presence of comorbidities was associated with decisions to limit life sustaining interventions. CONCLUSIONS Most patients weaning from invasive ventilation have comorbidities, which are associated with higher weaning failure risk and worse outcomes. The adverse impact of comorbidities on the weaning outcomes and of the process are not explained by a less aggressive approach to weaning.
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Affiliation(s)
- Omid Khazaei
- School of Mathematical and Statistical Sciences, University of Galway, Galway, Ireland
- Department of Anaesthesia and Intensive Care Medicine, Galway University Hospitals, Galway, Ireland
| | - Caoimhe M Laffey
- Department of Anaesthesia and Intensive Care Medicine, School of Medicine, Clinical Sciences Institute, University of Galway, Galway, H91 YR71, Ireland
| | - Rionach Sheerin
- Department of Anaesthesia and Intensive Care Medicine, School of Medicine, Clinical Sciences Institute, University of Galway, Galway, H91 YR71, Ireland
| | - Bairbre A McNicholas
- Department of Anaesthesia and Intensive Care Medicine, School of Medicine, Clinical Sciences Institute, University of Galway, Galway, H91 YR71, Ireland
- Saolta Hospital Group, Department of Anaesthesia and Intensive Care Medicine, Galway University Hospital, Galway, Ireland
| | - Tài Pham
- Service de médecine intensive-réanimation, AP-HP, Hôpital de Bicêtre, DMU CORREVE, FHU SEPSIS, Groupe de recherche CARMAS, Hôpitaux Universitaires Paris-Saclay, Le Kremlin-Bicêtre, Paris, France
- Université Paris-Saclay, UVSQ, Univ. Paris-Sud, Inserm U1018, Equipe d'Epidémiologie respiratoire intégrative, CESP, 94807, Université Paris-Saclay, 94807, Villejuif, France
| | - Leo Heunks
- Department of Intensive Care Medicine, Radboud University Medical Centre, Nijmegan, The Netherlands
| | - Giacomo Bellani
- School of Medicine and Surgery, University of Trento, Trento, Italy
| | - Laurent Brochard
- Interdepartmental Division of Critical Care Medicine, University of Toronto, Toronto, Canada
- Keenan Research Centre for Biomedical Science, Li Ka Shing Knowledge Institute, St Michael's Hospital, Unity Health Toronto, Toronto, Canada
| | - Andrew J Simpkin
- School of Mathematical and Statistical Sciences, University of Galway, Galway, Ireland
- Department of Anaesthesia and Intensive Care Medicine, Galway University Hospitals, Galway, Ireland
| | - John G Laffey
- Department of Anaesthesia and Intensive Care Medicine, School of Medicine, Clinical Sciences Institute, University of Galway, Galway, H91 YR71, Ireland.
- Saolta Hospital Group, Department of Anaesthesia and Intensive Care Medicine, Galway University Hospital, Galway, Ireland.
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Jiang X, Peng W, Xu J, Zhu Y. Development and validation of machine learning models for predicting extubation failure in patients undergoing cardiac surgery: a retrospective study. Sci Rep 2025; 15:8506. [PMID: 40075125 PMCID: PMC11903652 DOI: 10.1038/s41598-025-93516-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 03/07/2025] [Indexed: 03/14/2025] Open
Abstract
Patients with multiple comorbidities and those undergoing complex cardiac surgery may experience extubation failure and reintubation. The aim of this study was to establish an extubation prediction model using explainable machine learning and identify the most important predictors of extubation failure in patients undergoing cardiac surgery. Data from 776 adult patients who underwent cardiac surgery and were intubated for more than 24 h were obtained from the Medical Information Mart for Intensive Care (MIMIC)-IV database. The primary endpoint was extubation failure according to the WIND criteria, with 205 patients experiencing extubation failure. The data was split into a training set (80%) and a test set (20%). The performance of the XGBoost algorithm was the highest (AUC 0.793, Mean Precision 0.700, Brier Score0.150), which was better than that of logistic regression (AUC 0.766, Mean Precision 0.553, Brier Score0.173) and random forest (AUC 0.791, Mean Precision 0.510, Brier Score 0.181). The most crucial predictor of extubation failure is the mean value of the anion gap in the 24 h before extubation. The other main features include ventilator parameters and blood gas indicators. By applying machine learning to large datasets, we developed a new method for predicting extubation failure after cardiac surgery in critically ill patients. Based on the predictive factors analyzed, internal environmental indicators and ventilation characteristics were important predictors of extubation failure. Therefore, these predictive factors should be considered when determining extubation readiness.
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Affiliation(s)
- Xiaofeng Jiang
- Department of Anesthesiology, Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Zhejiang, China
| | - Wenyong Peng
- Department of Anesthesiology, Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Zhejiang, China
| | - Jianbo Xu
- Department of Anesthesiology, Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Zhejiang, China
| | - Yanhong Zhu
- Department of Anesthesiology, The First People's Hospital of Pinghu, 500 Sangang Road, Danghu Street, Zhejiang, 314200, Zhejiang, China.
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8
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Porcellato E, Lanera C, Ocagli H, Danielis M. Exploring Applications of Artificial Intelligence in Critical Care Nursing: A Systematic Review. NURSING REPORTS 2025; 15:55. [PMID: 39997791 PMCID: PMC11857867 DOI: 10.3390/nursrep15020055] [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: 12/27/2024] [Revised: 01/26/2025] [Accepted: 01/31/2025] [Indexed: 02/26/2025] Open
Abstract
Background: Artificial intelligence (AI) has been increasingly employed in healthcare across diverse domains, including medical imaging, personalized diagnostics, therapeutic interventions, and predictive analytics using electronic health records. Its integration is particularly impactful in critical care, where AI has demonstrated the potential to enhance patient outcomes. This systematic review critically evaluates the current applications of AI within the domain of critical care nursing. Methods: This systematic review is registered with PROSPERO (CRD42024545955) and was conducted in accordance with PRISMA guidelines. Comprehensive searches were performed across MEDLINE/PubMed, SCOPUS, CINAHL, and Web of Science. Results: The initial review identified 1364 articles, of which 24 studies met the inclusion criteria. These studies employed diverse AI techniques, including classical models (e.g., logistic regression), machine learning approaches (e.g., support vector machines, random forests), deep learning architectures (e.g., neural networks), and generative AI tools (e.g., ChatGPT). The analyzed health outcomes encompassed postoperative complications, ICU admissions and discharges, triage assessments, pressure injuries, sepsis, delirium, and predictions of adverse events or critical vital signs. Most studies relied on structured data from electronic medical records, such as vital signs and laboratory results, supplemented by unstructured data, including nursing notes and patient histories; two studies also integrated audio data. Conclusion: AI demonstrates significant potential in nursing, facilitating the use of clinical practice data for research and decision-making. The choice of AI techniques varies based on the specific objectives and requirements of the model. However, the heterogeneity of the studies included in this review limits the ability to draw definitive conclusions about the effectiveness of AI applications in critical care nursing. Future research should focus on more robust, interventional studies to assess the impact of AI on nursing-sensitive outcomes. Additionally, exploring a broader range of health outcomes and AI applications in critical care will be crucial for advancing AI integration in nursing practices.
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Affiliation(s)
- Elena Porcellato
- Laboratory of Studies and Evidence Based Nursing, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Via Loredan 18, 35131 Padova, Italy;
| | - Corrado Lanera
- Unit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Via Loredan, 18, 35131 Padova, Italy; (C.L.); (H.O.)
| | - Honoria Ocagli
- Unit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Via Loredan, 18, 35131 Padova, Italy; (C.L.); (H.O.)
| | - Matteo Danielis
- Laboratory of Studies and Evidence Based Nursing, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Via Loredan 18, 35131 Padova, Italy;
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Shimada K, Gosho M, Ohigashi T, Kume K, Yano T, Ishii R, Maruo K, Inokuchi R, Iwagami M, Ueda H, Tanaka M, Sanuki M, Tamiya N. Risk of postoperative pneumonia after extubation with the positive pressure versus normal pressure technique: a single-center retrospective observational study. J Anesth 2025; 39:5-14. [PMID: 39283488 DOI: 10.1007/s00540-024-03409-2] [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: 09/10/2023] [Accepted: 09/03/2024] [Indexed: 01/31/2025]
Abstract
PURPOSE A normal pressure extubation technique (no lung inflation before extubation), proposed by the Japanese Society of Anesthesiologists to prevent droplet infection during the coronavirus disease 2019 (COVID-19) pandemic, could theoretically increase postoperative pneumonia incidence compared with a positive pressure extubation technique (lung inflation before extubation). However, the normal pressure extubation technique has not been adequately evaluated. This study compared postoperative pneumonia incidence between positive and normal pressure extubation techniques using a dataset from the University of Tsukuba Hospital. METHODS In our hospital, the extubation methods changed from positive to normal pressure extubation techniques on March 3, 2020 due to the COVID-19 pandemic. Thus, we compared the risk of postoperative pneumonia between the positive (April 1, 2017 to December 31, 2019) and normal pressure extubation techniques (March 3, 2020 to March 31, 2022) using propensity score analyses. Postoperative pneumonia was defined using the International Classification of Diseases, 10th Edition (ICD-10) codes (J13-J18), and we reviewed the medical records of patients flagged with these ICD-10 codes (preoperative pneumonia and ICD-10 codes for prophylactic antibiotic prescriptions for pneumonia). RESULTS We identified 20,011 surgeries, including 11,920 in the positive pressure extubation group (mean age 48.2 years, standard deviation [SD] 25.2 years) and 8,091 in the normal pressure extubation group (mean age 47.8 years, SD 25.8 years). The postoperative pneumonia incidences were 0.19% (23/11,920) and 0.17% (14/8,091) in the positive and normal pressure extubation groups, respectively. The propensity score analysis using inverse probability weighting revealed no significant difference in postoperative pneumonia incidence between the two groups (adjusted odds ratio 0.98, 95% confidence interval 0.50 to 1.91, P = 0.94). CONCLUSIONS These results indicated no increased risk of postoperative pneumonia associated with the normal pressure extubation technique compared with the positive pressure extubation technique. CLINICAL TRIAL NUMBER Clinical trial number: UMIN000048589 https://center6.umin.ac.jp/cgi-open-bin/ctr/ctr_view.cgi?recptno=R000055364.
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Affiliation(s)
- Kensuke Shimada
- Graduate School of Comprehensive Human Sciences, University of Tsukuba, Ibaraki, Japan
| | - Masahiko Gosho
- Department of Biostatistics, Institute of Medicine, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki, 305-8575, Japan.
| | - Tomohiro Ohigashi
- Department of Biostatistics, Tsukuba Clinical Research & Development Organization, University of Tsukuba, Ibaraki, Japan
| | - Keitaro Kume
- Laboratory of Mathematical Informatics in Medicine, Institute of Medicine, University of Tsukuba, Ibaraki, Japan
| | - Takahiro Yano
- Laboratory of Mathematical Informatics in Medicine, Institute of Medicine, University of Tsukuba, Ibaraki, Japan
| | - Ryota Ishii
- Department of Biostatistics, Institute of Medicine, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki, 305-8575, Japan
| | - Kazushi Maruo
- Department of Biostatistics, Institute of Medicine, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki, 305-8575, Japan
| | - Ryota Inokuchi
- Health Services Research and Development Center, University of Tsukuba, Ibaraki, Japan
| | - Masao Iwagami
- Department of Health Services Research, Institute of Medicine, University of Tsukuba, Ibaraki, Japan
| | - Hiroshi Ueda
- Department of Anesthesiology, University of Tsukuba Hospital, Ibaraki, Japan
| | - Makoto Tanaka
- Department of Anesthesiology, Institute of Medicine, University of Tsukuba, Ibaraki, Japan
| | - Masaru Sanuki
- Laboratory of Mathematical Informatics in Medicine, Institute of Medicine, University of Tsukuba, Ibaraki, Japan
| | - Nanako Tamiya
- Health Services Research and Development Center, University of Tsukuba, Ibaraki, Japan
- Department of Health Services Research, Institute of Medicine, University of Tsukuba, Ibaraki, Japan
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10
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Hernández G, Dianti J, Paredes I, Moran F, Marquez M, Calle A, Colinas L, Alonso G, Carneiro P, Morales G, Suarez-Sipmann F, Canabal A, Goligher E, Roca O. Humidified Noninvasive Ventilation versus High-Flow Therapy to Prevent Reintubation in Patients with Obesity: A Randomized Clinical Trial. Am J Respir Crit Care Med 2025; 211:222-229. [PMID: 39514845 DOI: 10.1164/rccm.202403-0523oc] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2024] [Accepted: 11/08/2024] [Indexed: 11/16/2024] Open
Abstract
Rationale: The optimal strategy to prevent reintubation in patients with obesity remains uncertain. Objectives: We aimed to determine whether noninvasive ventilation (NIV) with active humidification is superior to a high-flow nasal cannula (HFNC) in preventing reintubation in patients with obesity at intermediate risk. Methods: We conducted a randomized controlled trial in two ICUs in Spain (June 2020-June 2021). We included patients ready for planned extubation with a body mass index >30 and three or fewer risk factors for reintubation. Patients with hypercapnia at the end of the spontaneous breathing trial were excluded. Patients were randomized to undergo NIV with active humidification or HFNC for 48 hours after extubation. The primary outcome was the reintubation rate within 7 days after extubation. As a secondary analysis, we performed a post hoc Bayesian analysis using three different priors. Measurements and Main Results: Of 144 patients (median age, 61 [25th-75th percentile range, 61-67] yr; 65 [45%] men), 72 received NIV and 72 received an HFNC. Reintubation was required in 17 (23.6%) patients receiving NIV and in 24 (33.3%) patients receiving HFNC (difference between groups, 9.7; 95% confidence interval, -4.9, 24.4). All of the secondary analysis showed nonsignificant differences. In the exploratory Bayesian analysis, the probability of a reduction in reintubation with NIV was 99% (data-driven prior), 90% (minimally informative prior), or 89% (skeptical prior). Conclusions: Among adult critically ill patients with obesity at intermediate risk for extubation failure, the rate of reintubation was not significantly lower with NIV than with HFNC. Nevertheless, there is a risk for underpowered results. Clinical trial registered with www.clinicaltrials.gov (NCT04125342).
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Affiliation(s)
- Gonzalo Hernández
- Toledo University Hospital, Toledo, Spain
- Ciber Enfermedades Respiratorias, Instituto de Salud Carlos III, Madrid, Spain
- Grupo de Investigación en Disfunción y Fallo Orgánico en la Agresión, Madrid, Spain
- Universidad Alfonso X el Sabio, Madrid, Spain
| | - Jose Dianti
- Unidad de Cuidados Críticos, Centro de Educación Médica e Investigaciones Clínicas, Buenos Aires, Argentina
- Interdepartmental Division of Critical Care Medicine and
| | | | | | | | | | | | | | | | | | | | - Alfonso Canabal
- La Princesa University Hospital, Madrid, Spain
- Francisco de Vitoria University, Madrid, Spain
| | - Ewan Goligher
- Unidad de Cuidados Críticos, Centro de Educación Médica e Investigaciones Clínicas, Buenos Aires, Argentina
- Interdepartmental Division of Critical Care Medicine and
- Department of Physiology, University of Toronto, Toronto, Ontario, Canada
- Toronto General Hospital Research Institute, Toronto, Ontario, Canada
| | - Oriol Roca
- Ciber Enfermedades Respiratorias, Instituto de Salud Carlos III, Madrid, Spain
- Institut de Investigació i Innovació Parc Taulí, Parc Taulí Hospital Universitari, Sabadell, Spain; and
- Departament de Medicina, Universitat Autònoma de Barcelona, Bellaterra, Spain
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11
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Wu H, Shen J, Xu Y. Analysis of Factors and Clinical Outcomes of Planned Tracheal Extubation Failure in Neurosurgical Intensive Care Unit Patients. J Neurosci Nurs 2025; 57:26-30. [PMID: 39432248 DOI: 10.1097/jnn.0000000000000796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2024]
Abstract
ABSTRACT BACKGROUND: Planned tracheal extubation failure is a common occurrence among patients in the neurosurgical intensive care unit (NICU) because of the complex nature of neurocritical injuries, and the failure could result in a poor prognosis. METHODS: We observed and recorded the patients with tracheal intubation in the NICU of a hospital in Shanghai from June 2021 to December 2022 and analyzed data from planned tracheal extubation, categorizing patients by success or failure, and compared outcomes between the two groups while investigating contributing factors. RESULTS: A total of 156 patients were included, 133 (85.3%) of whom were successfully extubated and 23 (14.7%) were not. The results of logistic regression analysis demonstrated that the Glasgow Coma Scale score before extubation (OR, 0.643; 95% CI, 0.444-0.931; P = .020) and the frequency of respiratory secretions suctioning before tracheal extubation (OR, 0.098; 95% CI, 0.027-0.354; P < .001) were independent risk factors for extubation failure. We also found that the extubation failure group experienced a significantly longer ICU stay and incurred higher hospitalization costs. CONCLUSIONS: Poor Glasgow Coma Scale scores and a high frequency of respiratory secretions suctioning before tracheal extubation were the main factors contributing to tracheal extubation failure in NICU patients. To avoid tracheal extubation failure and adverse outcomes, these two factors should be carefully assessed before tracheal extubation.
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12
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Kannan S, Khanna P, Kayarat B, Ray BR, Anand R, Maitra S, Baidya DK, Kashyap L. Assessment of Respiratory Muscles, Lung Parenchyma, and Cardiac Function by Ultrasound for Predicting Weaning Failure in Critically Ill Adults: A Prospective Observational Study. JOURNAL OF ULTRASOUND IN MEDICINE : OFFICIAL JOURNAL OF THE AMERICAN INSTITUTE OF ULTRASOUND IN MEDICINE 2025; 44:195-207. [PMID: 39404098 DOI: 10.1002/jum.16596] [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: 07/15/2023] [Revised: 08/29/2024] [Accepted: 09/23/2024] [Indexed: 01/11/2025]
Abstract
OBJECTIVES The parasternal intercostal muscle activity, a marker of accessory muscle usage, is found to correlate inversely with the pressure-generating capacity of the diaphragm and level of support of mechanical ventilation. The primary objective of our study was to determine whether the parasternal intercostal muscle thickening fraction (PMTF) measured by ultrasonography can predict weaning. We also evaluated whether addition of lung ultrasound score and echocardiographic assessment can add on to predicting weaning failure. METHODS This prospective observational study conducted in a mixed medical-surgical intensive care unit, included 60 adult patients who were eligible for a spontaneous breathing trial (SBT) after being invasively mechanically ventilated for more than 48 hours. Ultrasound of respiratory muscles, lung parenchyma, and echocardiographic assessment were performed before and after 120 minutes of SBT. Parasternal intercostal muscles were imaged with a high frequency linear probe on the right second intercostal space 5 cm lateral to the sternal margin. PMTF was calculated as (maximum-minimum thickness)/minimum thickness. RESULTS Among 60 patients, SBT failure was seen in 11 patients and extubation failed in 8 patients. PMTF (%) was significantly higher in the weaning failure group (13.33 [8.33-19.05]) as compared to patients with successful weaning (6.67 [6.06-11.54]). Diaphragmatic thickening fraction (DTF) correlated inversely to PMTF in patients with weaning failure. A pre-SBT PMTF cut-off of ≥7.7% and post-SBT cut-off of ≥15.38% were good predictors of weaning failure and extubation failure, respectively. CONCLUSIONS PMTF has good discriminatory power to predict weaning outcomes (area under the receiver operating characteristic curve: 0.74 [0.59-0.88]). Pre-SBT PMTF had similar power as DTF to predict weaning failure.
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Affiliation(s)
- Sundara Kannan
- Department of Critical Care Medicine, Kovai Medical Centre and Hospital, Coimbatore, India
| | - Puneet Khanna
- Department of Anaesthesiology, Pain Medicine and Critical Care, All India Institute of Medical Sciences, New Delhi, India
| | - Bhavana Kayarat
- Department of Anaesthesiology, Pain Medicine and Critical Care, All India Institute of Medical Sciences, New Delhi, India
| | - Bikash Ranjan Ray
- Department of Anaesthesiology, Pain Medicine and Critical Care, All India Institute of Medical Sciences, New Delhi, India
| | - Rahul Anand
- Department of Anaesthesiology, Pain Medicine and Critical Care, All India Institute of Medical Sciences, New Delhi, India
| | - Souvik Maitra
- Department of Anaesthesiology, Pain Medicine and Critical Care, All India Institute of Medical Sciences, New Delhi, India
| | - Dalim Kumar Baidya
- Department of Anaesthesiology, Pain Medicine and Critical Care, All India Institute of Medical Sciences, New Delhi, India
| | - Lokesh Kashyap
- Department of Anaesthesiology, Pain Medicine and Critical Care, All India Institute of Medical Sciences, New Delhi, India
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13
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Hernández G, Hill NS. How to prevent postextubation respiratory failure. Curr Opin Crit Care 2025; 31:93-100. [PMID: 39526695 DOI: 10.1097/mcc.0000000000001230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2024]
Abstract
PURPOSE OF REVIEW Postextubation respiratory support treatment approaches, indications, and subgroups of patients with different responses to those therapies are rapidly changing. Planning optimal therapy in terms of choosing devices, timing of application and selecting settings with the goal of minimizing extubation failure is becoming a challenge. This review aims to analyze all the available evidence from a clinical point of view, trying to facilitate decision making at the bedside. RECENT FINDINGS There is evidence for high flow nasal cannula support in patients at low risk of extubation failure. Noninvasive ventilation based strategies should be prioritized in patients at very high risk, who are obese or are hypercapnic at the end of a spontaneous breathing trial. Patients not included in the previous groups merit a tailored decision based on more variables.Optimizing the timing of therapy can include facilitation of extubation by transitioning to noninvasive respiratory support or prolonging a planned preventive therapy according to clinical condition. SUMMARY Planning postextubatin respiratory support must consider the risk for failing and the presence of some clinical conditions favoring noninvasive ventilation.Extubation can be safely accelerated by modifying screening criteria and spontaneous breathing trial settings, but there is room to increase the role of postextubation noninvasive respiratory support for this indication, always keeping in mind the dangers of delaying a needed intubation.
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Affiliation(s)
- Gonzalo Hernández
- Toledo University Hospital, Toledo
- Ciber Enfermedades Respiratorias (CIBERES), Health Institute Carlos III
- Grupo de Investigación en Disfunción y Fallo Orgánico en la Agresión (IdiPAZ)
- Universidad Alfonso X el Sabio, Madrid, Spain
| | - Nicholas S Hill
- Division of Pulmonary, Critical Care and Sleep Medicine, Tufts University School of Medicine, Boston, Massachusetts, USA
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14
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Thille AW, Le Pape S. Prophylactic Noninvasive Ventilation after Extubation of Obese Patients. Am J Respir Crit Care Med 2025; 211:146-148. [PMID: 39700525 PMCID: PMC11812544 DOI: 10.1164/rccm.202411-2199ed] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2024] [Accepted: 12/17/2024] [Indexed: 12/21/2024] Open
Affiliation(s)
- Arnaud W Thille
- Service de Médecine Intensive Réanimation Centre Hospitalier Universitaire de Poitiers Poitiers, France
- Centre d'Investigation Clinique 1402 IS-ALIVE Research Group University of Poitiers Poitiers, France
| | - Sylvain Le Pape
- Service de Médecine Intensive Réanimation Centre Hospitalier Universitaire de Poitiers Poitiers, France
- Centre d'Investigation Clinique 1402 IS-ALIVE Research Group University of Poitiers Poitiers, France
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15
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Khalil L, George SV, Brown KL, Ray S, Arridge S. Transitions in intensive care: Investigating critical slowing down post extubation. PLoS One 2025; 20:e0317211. [PMID: 39854305 PMCID: PMC11760018 DOI: 10.1371/journal.pone.0317211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Accepted: 12/23/2024] [Indexed: 01/26/2025] Open
Abstract
Complex biological systems undergo sudden transitions in their state, which are often preceded by a critical slowing down of dynamics. This results in longer recovery times as systems approach transitions, quantified as an increase in measures such as the autocorrelation and variance. In this study, we analysed paediatric patients in intensive care for whom mechanical ventilation was discontinued through removal of the endotracheal tube (extubation). Some patients failed extubation, and required a re-intubation within 48 hours. We investigated whether critical slowing down could be observed post failed extubations, prior to re-intubation. We tested for significant increases (p <.05) between extubation and re-intubation, in the variance and autocorrelation, over the time series data of heart rate, respiratory rate and mean blood pressure. The autocorrelation of the heart rate showed a significantly higher proportion of increases in the group that failed extubation, compared who those who did not. It also showed a significantly higher magnitude of increase for the failed extubation group in a t-test. Moreover, incorporating these magnitudes significantly improved the fit of a logistic regression model when compared to a model that solely used the mean and standard deviation of the vital signs. While immediate clinical utility is limited, the work marks an important first step towards using dynamical systems theory to understand the dynamics of signals measured at the bedside during intensive care.
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Affiliation(s)
- Lucinda Khalil
- Department of Mathematics, Imperial College London, London, United Kingdom
| | - Sandip V. George
- Department of Computer Science, University College London, London, United Kingdom
- Department of Physics, University of Aberdeen, Aberdeen, United Kingdom
| | - Katherine L. Brown
- Cardiac Intensive Care Unit, Great Ormond Street Hospital For Children NHS Foundation Trust, London, United Kingdom
| | - Samiran Ray
- Paediatric Intensive Care Unit, Great Ormond Street Hospital For Children NHS Foundation Trust, London, United Kingdom
| | - Simon Arridge
- Department of Computer Science, University College London, London, United Kingdom
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16
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Konrad M, Shah B, Rady E, Holden R, Lieber M, Hill JH, Desphande K. Clinical risk factors associated with the need for tracheostomy in traumatic cervical and high thoracic spinal cord injury. Am J Surg 2025; 239:116033. [PMID: 39481278 DOI: 10.1016/j.amjsurg.2024.116033] [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: 07/15/2024] [Revised: 10/16/2024] [Accepted: 10/18/2024] [Indexed: 11/02/2024]
Abstract
BACKGROUND Our objective was to assess the association of completeness and level of spinal cord injury (SCI) with the need for tracheostomy and identify additional risk factors predictive of tracheostomy. METHODS This was a retrospective review of patients with SCI between January 2017 and December 2022. RESULTS Patients with complete SCI were roughly thirty-three times more likely to have a tracheostomy when compared to incomplete injury (82 % vs 12 %, p < 0.001, OR = 32.9). The rate of tracheostomy did not differ between spinal cord levels for complete (p = 0.68) or incomplete (p = 0.08) injuries. Penetrating injury, low GCS, high ISS, and polytrauma were associated with tracheostomy need in incomplete SCI. CONCLUSION Complete injury was statistically significantly associated with the need for tracheostomy while level of injury failed to reach significance. Patients with incomplete SCI that have certain clinical risk factors should be considered for early tracheostomy.
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Affiliation(s)
- Maximalian Konrad
- Division of Trauma and Acute Care Surgery, OhioHealth Grant Medical Center, 111 S Grant Ave, Columbus, OH 43215, USA; Ohio University Heritage College of Osteopathic Medicine, 191 W Union St, Athens, OH 45701, USA.
| | - Bhairav Shah
- Division of Trauma and Acute Care Surgery, OhioHealth Grant Medical Center, 111 S Grant Ave, Columbus, OH 43215, USA
| | - Emily Rady
- Division of Trauma and Acute Care Surgery, OhioHealth Grant Medical Center, 111 S Grant Ave, Columbus, OH 43215, USA
| | - Ryan Holden
- Division of Trauma and Acute Care Surgery, OhioHealth Grant Medical Center, 111 S Grant Ave, Columbus, OH 43215, USA
| | - Michael Lieber
- Division of Trauma and Acute Care Surgery, OhioHealth Grant Medical Center, 111 S Grant Ave, Columbus, OH 43215, USA
| | - Joshua H Hill
- Division of Trauma and Acute Care Surgery, OhioHealth Grant Medical Center, 111 S Grant Ave, Columbus, OH 43215, USA; Ohio University Heritage College of Osteopathic Medicine, 191 W Union St, Athens, OH 45701, USA
| | - Keshav Desphande
- Division of Trauma and Acute Care Surgery, OhioHealth Grant Medical Center, 111 S Grant Ave, Columbus, OH 43215, USA; Ohio University Heritage College of Osteopathic Medicine, 191 W Union St, Athens, OH 45701, USA
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Ellis MM, Chen J. Postanesthesia Sling Lift Transfer and Upright Extubation of an Adult Secured in a Motorized Wheelchair: A Case Report. A A Pract 2025; 19:e01901. [PMID: 39760413 DOI: 10.1213/xaa.0000000000001901] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2025]
Abstract
This case report describes a 29-year-old patient with cerebral palsy whose mother, for safety reasons, requested that before extubation in the postanesthesia care unit, her son be transferred from the padded stretcher to his personal motorized wheelchair. Using a sling lift, we safely transferred the anesthetized, intubated patient from a supine position to an upright sitting position. Although sling lifts are often used in critical care and rehabilitation environments, use in the perioperative space is rare. In this case report, we demonstrate how a sling lift can enhance safety for patients and perioperative staff.
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Affiliation(s)
- Megan M Ellis
- From the Department of Anesthesiology and Perioperative Medicine, Mayo Clinic School of Graduate Medical Education, Mayo Clinic College of Medicine and Science, Rochester, Minnesota
| | - James Chen
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, Minnesota
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Rodríguez Villamizar P, Thille AW, Márquez Doblas M, Frat JP, Leal Sanz P, Alonso E, País V, Morales G, Colinas L, Propín A, Fernández Olivares A, Martínez Balaguer M, Alvaredo Rodrigo D, Hernández G. Best clinical model predicting extubation failure: a diagnostic accuracy post hoc analysis. Intensive Care Med 2025; 51:106-114. [PMID: 39774863 PMCID: PMC11787151 DOI: 10.1007/s00134-024-07758-0] [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: 10/03/2024] [Accepted: 12/04/2024] [Indexed: 01/11/2025]
Abstract
PURPOSE Predicting extubation failure remains a clinical challenge. This study aimed to determine diagnostic accuracy of models used at the bed side. METHODS Post hoc analysis of 2341 patients at all risk included in five multicenter randomized trials. Diagnostic accuracy of three clinical prediction models was compared: 3-factors model including age > 65y, chronic heart or pulmonary disease; 4-factors model adding prolonged mechanical ventilation; and 11-factors model including age > 65 years, ≥ 2 comorbidities, prolonged mechanical ventilation, acute heart failure as the primary indication for mechanical ventilation, moderate-to-severe chronic obstructive pulmonary disease, APACHE II score > 12 on extubation day, airway patency problems, inability to deal with respiratory secretions, not simple weaning, obesity, or hypercapnia at the end of the spontaneous breathing trial. Crude and adjusted for spontaneous breathing trial (SBT) models were compared for all-cause reintubation at 7 days using Youden and Kappa indexes. RESULTS The 3-factors model had a very low global prediction capability (Youden index 0.08 and Kappa index 0.04); the 4-factors and 11-factors models had low global prediction capability (Youden index 0.12 and 0.16, and Kappa index 0.06 and 0.07, respectively). Aggressive SBT strategies (pressure support ≥ 7 cm H2O with or without positive end-expiratory pressure) were associated with extubation failure risk (p < 0.001). All adjusted models had low diagnostic capability (0.08/0.03, 0.07/0.03, and 0.06/0.02 respectively). CONCLUSION Based on these results, the 3-factors model reported a very low diagnostic accuracy, and the 4 or 11-factors models showed similar low accuracy. No improvement was observed after adjusting for other aspects of weaning.
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Affiliation(s)
| | - Arnaud W Thille
- Centre Hospitalier Universitaire de Poitiers, Médecine Intensive Réanimation, Poitiers, France
- INSERM Centre d'Investigation Clinique 1402 ALIVE, Université de Poitiers, Poitiers, France
| | | | - Jean-Pierre Frat
- Centre Hospitalier Universitaire de Poitiers, Médecine Intensive Réanimation, Poitiers, France
- INSERM Centre d'Investigation Clinique 1402 ALIVE, Université de Poitiers, Poitiers, France
| | - Pilar Leal Sanz
- Critical Care Medicine, Complejo Hospitalario Universitario de Toledo, Toledo, Spain
| | - Elena Alonso
- Critical Care Medicine, Complejo Hospitalario Universitario de Toledo, Toledo, Spain
| | - Victoria País
- Unité de Surveillance Continue et Soins Intensifs Respiratoires (USC/USIR), Pôle Soins Critiques, Groupe Hospitalier Est Réunion (GHER), Saint-Benoit, France
| | - Guillermo Morales
- Critical Care Medicine, Complejo Hospitalario Universitario de Toledo, Toledo, Spain
| | - Laura Colinas
- Critical Care Medicine, Complejo Hospitalario Universitario de Toledo, Toledo, Spain
| | | | - Aida Fernández Olivares
- Institut dÍnvestigació i Innovació Parc Tauli (I3PT-CERCA), Grup de Recerca Traslacional del Pacient Crític, Universitat Autònoma de Barcelona, Sabadell, Spain
| | | | | | - Gonzalo Hernández
- Critical Care Medicine, Complejo Hospitalario Universitario de Toledo, Toledo, Spain.
- Ciber Enfermedades Respiratorias (CIBERES), Health Institute Carlos III, Madrid, Spain.
- Grupo de Investigación en Disfunción y Fallo Orgánico en La Agresión (IdiPAZ), Madrid, Spain.
- Universidad Alfonso X el Sabio, Madrid, Spain.
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19
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Giordano G, Alessandri F, Tosi A, Zullino V, Califano L, Petramala L, Galardo G, Pugliese F. Heart Rate Variability During Weaning from Invasive Mechanical Ventilation: A Systematic Review. J Clin Med 2024; 13:7634. [PMID: 39768558 PMCID: PMC11727775 DOI: 10.3390/jcm13247634] [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: 11/20/2024] [Revised: 12/07/2024] [Accepted: 12/13/2024] [Indexed: 01/16/2025] Open
Abstract
Background: The role of Heart Rate Variability (HRV) indices in predicting the outcome of the weaning process remains a subject of debate. The aim of this study is to investigate HRV analysis in critically ill adult patients undergoing weaning from invasive mechanical ventilation (IMV). Methods: The protocol of this systematic review was registered with PROSPERO (CRD42024485800). We searched PubMed and Scopus databases from inception till March 2023 to identify randomized controlled trials and observational studies investigating HRV analysis in critically ill adult patients undergoing weaning from invasive mechanical ventilation. Our primary outcome was to investigate HRV changes occurring during the weaning from IMV. Results: Seven studies (n = 342 patients) were included in this review. All studies reported significant changes in at least one HRV parameter. The indices Low Frequency (LF), High Frequency (HF), and LF/HF ratio seem to be the most promising in predicting the outcome of weaning with reliability. Some HRV indices showed modification in response to different ventilator settings or modalities. Conclusions: Available data report HRV modifications during the process of weaning and suggest a promising role of some HRV indices in predicting weaning outcomes in critically ill patients. Point-of-care HRV monitoring systems might help to early detect patients at risk of weaning failure.
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Affiliation(s)
- Giovanni Giordano
- Department of General and Specialistic Surgery, “Sapienza” University of Rome, 00185, Rome, Italy; (F.A.); (L.C.); (F.P.)
- Department of Emergency, Critical Care and Trauma, Policlinico Umberto I, 00161, Rome, Italy; (A.T.); (V.Z.); (L.P.); (G.G.)
| | - Francesco Alessandri
- Department of General and Specialistic Surgery, “Sapienza” University of Rome, 00185, Rome, Italy; (F.A.); (L.C.); (F.P.)
- Department of Emergency, Critical Care and Trauma, Policlinico Umberto I, 00161, Rome, Italy; (A.T.); (V.Z.); (L.P.); (G.G.)
| | - Antonella Tosi
- Department of Emergency, Critical Care and Trauma, Policlinico Umberto I, 00161, Rome, Italy; (A.T.); (V.Z.); (L.P.); (G.G.)
| | - Veronica Zullino
- Department of Emergency, Critical Care and Trauma, Policlinico Umberto I, 00161, Rome, Italy; (A.T.); (V.Z.); (L.P.); (G.G.)
| | - Leonardo Califano
- Department of General and Specialistic Surgery, “Sapienza” University of Rome, 00185, Rome, Italy; (F.A.); (L.C.); (F.P.)
- Department of Emergency, Critical Care and Trauma, Policlinico Umberto I, 00161, Rome, Italy; (A.T.); (V.Z.); (L.P.); (G.G.)
| | - Luigi Petramala
- Department of Emergency, Critical Care and Trauma, Policlinico Umberto I, 00161, Rome, Italy; (A.T.); (V.Z.); (L.P.); (G.G.)
| | - Gioacchino Galardo
- Department of Emergency, Critical Care and Trauma, Policlinico Umberto I, 00161, Rome, Italy; (A.T.); (V.Z.); (L.P.); (G.G.)
| | - Francesco Pugliese
- Department of General and Specialistic Surgery, “Sapienza” University of Rome, 00185, Rome, Italy; (F.A.); (L.C.); (F.P.)
- Department of Emergency, Critical Care and Trauma, Policlinico Umberto I, 00161, Rome, Italy; (A.T.); (V.Z.); (L.P.); (G.G.)
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20
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Li H, Zhou T, Ni H, Wang T, Wei Y, Huang X, Lyu J. Decibel level of coughing as a predictor of extubation outcome in mechanically ventilated intensive care patients: A prospective, observational study. Intensive Crit Care Nurs 2024; 85:103800. [PMID: 39178645 DOI: 10.1016/j.iccn.2024.103800] [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: 05/20/2024] [Revised: 07/18/2024] [Accepted: 08/06/2024] [Indexed: 08/26/2024]
Abstract
AIM This study aims to evaluate the feasibility and clinical utility of measuring cough decibel level as predictive markers for extubation outcomes in mechanically ventilated patients. DESIGN A prospective observational study. SETTING Three interdisciplinary medical-surgical intensive care units across China. MAIN OUTCOME MEASURES The primary outcomes assessed were extubation results in patients. Secondary measures included the cough decibel level, semiquantitative cough intensity scores, and white card test results recorded prior to extubation. RESULTS A total of 71 patients were included, 55 patients were in the extubation success group and 16 in the failure group. The mean age was 78(71,83) years, mainly male (73.2 %). Despite the baseline characteristics being mostly consistent across both groups, significant differences were noted in duration of mechanical ventilation, and intensive care units and hospital stay. Remarkably, the cough decibel was substantially lower in the extubation failure group compared to the other group (78.69 ± 8.23 vs 92.28 ± 7.01 dB). The Receiver Operating Characteristic curve analysis revealed that a cough decibel below 85.77 dB is the optimal threshold for predicting extubation failure, exhibiting an 80 % sensitivity and 91.67 % specificity. CONCLUSION The study corroborates that the cough decibel level serves as a quantifiable metric in patients undergoing mechanical ventilation. It posits that the likelihood of extubation failure escalates when the cough decibel falls below 85.77 dB. IMPLICATIONS FOR CLINICAL PRACTICE Quantification of coughing capacity in decibels may be a good predictor of extubation outcome, thus offering assistance to healthcare professionals in evaluating the readiness of patients for extubation.
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Affiliation(s)
- Huan Li
- Department of Emergency and Critical Care Medicine, Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province 210000, China; Department of Emergency and Critical Care Medicine, Jiangsu Province Academy of Traditional Chinese Medicine, Nanjing, Jiangsu Province 210000, China
| | - Tiantian Zhou
- Department of Emergency and Critical Care Medicine, Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province 210000, China; Department of Emergency and Critical Care Medicine, Jiangsu Province Academy of Traditional Chinese Medicine, Nanjing, Jiangsu Province 210000, China
| | - Haibin Ni
- Department of Emergency and Critical Care Medicine, Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province 210000, China; Department of Emergency and Critical Care Medicine, Jiangsu Province Academy of Traditional Chinese Medicine, Nanjing, Jiangsu Province 210000, China
| | - Tingting Wang
- Department of Emergency and Critical Care Medicine, Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province 210000, China; Department of Emergency and Critical Care Medicine, Jiangsu Province Academy of Traditional Chinese Medicine, Nanjing, Jiangsu Province 210000, China
| | - Yanli Wei
- Department of Emergency and Critical Care Medicine, Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province 210000, China; Department of Emergency and Critical Care Medicine, Jiangsu Province Academy of Traditional Chinese Medicine, Nanjing, Jiangsu Province 210000, China
| | - Xiaofei Huang
- Department of Emergency and Critical Care Medicine, Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province 210000, China; Department of Emergency and Critical Care Medicine, Jiangsu Province Academy of Traditional Chinese Medicine, Nanjing, Jiangsu Province 210000, China.
| | - Jian Lyu
- Department of Emergency and Critical Care Medicine, Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province 210000, China; Department of Emergency and Critical Care Medicine, Jiangsu Province Academy of Traditional Chinese Medicine, Nanjing, Jiangsu Province 210000, China.
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21
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May F, de Prost N, Razazi K, Carteaux G, Mekontso Dessap A. End-tidal carbon dioxide during spontaneous breathing trial to predict extubation failure: A prospective observational study. J Crit Care 2024; 84:154870. [PMID: 39032324 DOI: 10.1016/j.jcrc.2024.154870] [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: 04/03/2024] [Revised: 07/09/2024] [Accepted: 07/11/2024] [Indexed: 07/23/2024]
Abstract
Despite advances in weaning protocols, extubation failure (EF) is associated with poor outcomes. Many predictors of EF have been proposed, including hypercapnia at the end of the spontaneous breathing test (SBT). However, performing arterial blood gases at the end of SBT is not routinely recommended, whereas end-tidal carbon dioxide (EtCO2) can be routinely monitored during SBT. We aimed to evaluate the clinical utility of EtCO2 to predict EF. Patients undergoing planned extubation were eligible. Non-inclusion criteria were tracheostomy and patients extubated after successful T-tube SBT. We recorded clinical data and EtCO2 in 189 patients during a successful one-hour low pressure support SBT. EtCO2 measured before successful SBT was lower in patients with EF compared to those with successful extubation (27 [24-29] vs 30 [27-47] mmHg, p = 0.02), while EtCO2 measured at five minutes and at the end of the SBT was not different between the two groups (26 [22-28] vs. 29 [28-49] mmHg, p = 0.06 and 26 [26-29] vs. 29 [27-49] mmHg, p = 0.09, respectively). Variables identified by multivariable analysis as independently associated with EF were acute respiratory failure as the cause of intubation and ineffective cough. Our study suggests that recording EtCO2 during successful SBT appears to have limited predictive value for EF.
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Affiliation(s)
- Faten May
- AP-HP, Hôpitaux Universitaires Henri-Mondor, Service de Médecine Intensive Réanimation, F-94010 Créteil, France; Univ Paris Est Créteil, CARMAS, Créteil F-94010, France; Univ Paris Est Créteil, INSERM, IMRB, Créteil F-94010, France.
| | - Nicolas de Prost
- AP-HP, Hôpitaux Universitaires Henri-Mondor, Service de Médecine Intensive Réanimation, F-94010 Créteil, France; Univ Paris Est Créteil, CARMAS, Créteil F-94010, France; Univ Paris Est Créteil, INSERM, IMRB, Créteil F-94010, France
| | - Keyvan Razazi
- AP-HP, Hôpitaux Universitaires Henri-Mondor, Service de Médecine Intensive Réanimation, F-94010 Créteil, France; Univ Paris Est Créteil, CARMAS, Créteil F-94010, France; Univ Paris Est Créteil, INSERM, IMRB, Créteil F-94010, France
| | - Guillaume Carteaux
- AP-HP, Hôpitaux Universitaires Henri-Mondor, Service de Médecine Intensive Réanimation, F-94010 Créteil, France; Univ Paris Est Créteil, CARMAS, Créteil F-94010, France; Univ Paris Est Créteil, INSERM, IMRB, Créteil F-94010, France
| | - Armand Mekontso Dessap
- AP-HP, Hôpitaux Universitaires Henri-Mondor, Service de Médecine Intensive Réanimation, F-94010 Créteil, France; Univ Paris Est Créteil, CARMAS, Créteil F-94010, France; Univ Paris Est Créteil, INSERM, IMRB, Créteil F-94010, France
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22
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Yang J, Lu J, Li R, Lin F, Chen Y, Han H, Li R, Li Z, Zhang H, Yuan K, Li H, Zhang L, Shi G, Wang S, Chen X. Extubation timing and risk of extubation failure in aneurysmal subarachnoid hemorrhage patients. Chin Neurosurg J 2024; 10:32. [PMID: 39568022 PMCID: PMC11577864 DOI: 10.1186/s41016-024-00384-1] [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: 02/26/2024] [Accepted: 10/18/2024] [Indexed: 11/22/2024] Open
Abstract
BACKGROUND The extubation time is critical during the intensive care unit stay in aneurysmal subarachnoid hemorrhage (aSAH) patients. The current conventional parameters for predicting extubation failure (EF) and extubation time may not be suitable for this population. Here, we aimed to identify factors associated with EF in aSAH patients. METHODS From a single-center observational study on aSAH patients with computed tomography angiography from 2019 to 2021, patients who received microsurgery were enrolled and divided into two groups according to whether EF occurred. Multivariable logistic regression was conducted to evaluate disease severity, medical history, and extubation time differences between patients with and without EF. RESULTS Of 335 patients included, EF occurred with a rate of 0.14. Delayed cerebral ischemia (67.4% vs. 13.5%) and acute hydrocephalus (6.5% vs. 1.4%) were frequently observed in patients with EF. Also, patients who develop EF presented higher disability (65.9% vs. 17.4%) and mortality (10.9% vs. 0.7%) rates. Multivariable analysis demonstrated that age (OR 1.038; 95% CI 1.004-1.073; P = 0.028), onset to admission time (OR 0.731; 95% CI 0.566-0.943; p = 0.016), WFNS grade > 3 (OR 4.309; 95% CI 1.639-11.330; p = 0.003), and extubation time < 24 h (OR 0.097; 95% CI 0.024-0.396; p = 0.001) were significantly associated with EF occurrence. CONCLUSIONS These data provide further evidence that older aSAH patients with onset to admission time < 2 days and WFNS grade > 3 have a high risk of developing EF, which is amplified by the ultra-early extubation. Moreover, in patients with two or more risk factors, a prolonged intubation recommendation requires consideration to avoid the EF.
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Affiliation(s)
- Jun Yang
- Department of Critical Care Medicine, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Junlin Lu
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
| | - Runting Li
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No.119 South 4th Ring West Road, Fengtai District, Beijing, 100070, China
| | - Fa Lin
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No.119 South 4th Ring West Road, Fengtai District, Beijing, 100070, China
| | - Yu Chen
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No.119 South 4th Ring West Road, Fengtai District, Beijing, 100070, China
| | - Heze Han
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No.119 South 4th Ring West Road, Fengtai District, Beijing, 100070, China
| | - Ruinan Li
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No.119 South 4th Ring West Road, Fengtai District, Beijing, 100070, China
| | - Zhipeng Li
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No.119 South 4th Ring West Road, Fengtai District, Beijing, 100070, China
| | - Haibin Zhang
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No.119 South 4th Ring West Road, Fengtai District, Beijing, 100070, China
| | - Kexin Yuan
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No.119 South 4th Ring West Road, Fengtai District, Beijing, 100070, China
| | - Hongliang Li
- Department of Critical Care Medicine, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Linlin Zhang
- Department of Critical Care Medicine, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Guangzhi Shi
- Department of Critical Care Medicine, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Shuo Wang
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No.119 South 4th Ring West Road, Fengtai District, Beijing, 100070, China
- China National Clinical Research Center for Neurological Diseases, Beijing, China
- Center of Stroke, Beijing Institute for Brain Disorders, Beijing, China
- Beijing Key Laboratory of Translational Medicine for Cerebrovascular Disease, Beijing, China
| | - Xiaolin Chen
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No.119 South 4th Ring West Road, Fengtai District, Beijing, 100070, China.
- China National Clinical Research Center for Neurological Diseases, Beijing, China.
- Center of Stroke, Beijing Institute for Brain Disorders, Beijing, China.
- Beijing Key Laboratory of Translational Medicine for Cerebrovascular Disease, Beijing, China.
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23
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Guillemin J, Rieu B, Huet O, Villeret L, Pons S, Bignon A, de Roux Q, Cinotti R, Legros V, Plantefeve G, Dayhot-Fizelier C, Omar E, Cadoz C, Bounes F, Caplin C, Toumert K, Martinez T, Bouvier D, Coutrot M, Godet T, Garçon P, Constantin JM, Assefi M, Blanchard F. Prospective multi-center evaluation of the incidence of unplanned extubation and its outcomes in French intensive care units. The Safe-ICU study. Anaesth Crit Care Pain Med 2024; 43:101411. [PMID: 39089458 DOI: 10.1016/j.accpm.2024.101411] [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: 05/06/2024] [Revised: 07/01/2024] [Accepted: 07/15/2024] [Indexed: 08/04/2024]
Abstract
BACKGROUND We aimed to determine the epidemiology and outcomes of unplanned extubation (UE), both accidental and self-extubation, in ICU. METHODS A multicentre prospective cohort study was conducted in 47 French ICUs. The number of mechanical ventilation (MV) days, and planned and unplanned extubation were recorded in each center over a minimum period of three consecutive months to evaluate UE incidence. Patient characteristics, UE environmental factors, and outcomes were compared based on the UE mechanism (accidental or self-extubation). Self-extubation outcomes were compared with planned extubation using a propensity-matched population. Finally, risk factors for extubation failure (re-intubation before day 7) were determined following self-extubation. RESULTS During the 12-month inclusion period, we found a pooled UE incidence of 1.0 per 100 MV days. UE accounted for 9% of all endotracheal removals. Of the 605 UE, 88% were self-extubation and 12% were accidental-extubations. The latter had a worse prognosis than self-extubation (34% vs. 8% ICU-mortality, p < 0.001). Self-extubation did not increase mortality compared with planned extubation (8% vs. 11%, p = 0.075). Regardless of the type of extubation, planned or unplanned, extubation failure was independently associated with a poor outcome. Cancer, higher respiratory rate, lower PaO2/FiO2 at the time of extubation, weaning process not-ongoing, and immediate post-extubation respiratory failure were independent predictors of failed self-extubation. CONCLUSION Unplanned extubation, mostly represented by self-extubation, is common in ICU and accounts for 9% of all endotracheal extubations. While accidental extubations are a serious and infrequent adverse event, self-extubation does not increase mortality compared to planned extubation.
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Affiliation(s)
- Jérémie Guillemin
- Sorbonne University, GRC 29, AP-HP, DMU DREAM, Department of Anesthesiology and Critical Care, Pitié-Salpêtrière Hospital, Paris, France
| | - Benjamin Rieu
- Université Clermont Auvergne, NeuroDOL, INSERM, Department of Anesthesiology and Critical Care, Clermont-Ferrand University Hospitals, Clermont-Ferrand, France
| | - Olivier Huet
- University of Bretagne Occidentale, Department of Anesthesiology and Critical Care, Brest University Hospitals, Brest, France
| | - Léonie Villeret
- Surgical ICU, Department of Anesthesiology and Critical Care Medicine, University Hospital of Amiens Picardy, Amiens, France
| | - Stéphanie Pons
- Sorbonne University, GRC 29, AP-HP, DMU DREAM, Department of Anesthesiology and Critical Care, Pitié-Salpêtrière Hospital, Paris, France
| | - Anne Bignon
- Surgical Critical Care, Department of Anesthesia Critical Care & Perioperative Medicine, Lille University Hospitals, Lille, France
| | - Quentin de Roux
- University of Paris, DMU CARE, DHU A-TVB, Assistance Publique-Hôpitaux de Paris (AP-HP), Henri Mondor University Hospital, Créteil, France
| | - Raphaël Cinotti
- CHU Nantes, Nantes Université, Department of Anaesthesia and critical care, Hôtel Dieu, F-44000, Nantes, France; UMR 1246 SPHERE "MethodS in Patients-centered outcomes and HEalth Research", University of Nantes, University of Tours, INSERM, IRS2 22 Boulevard Benoni Goulin, 44200, Nantes, France
| | - Vincent Legros
- Department of Anesthesiology and Critical Care, Reims University Hospital, Reims, France
| | | | - Claire Dayhot-Fizelier
- Service d'Anesthésie-Réanimation-Médecine Péri-Opératoire, INSERM U1070, Pharmacologie des antiinfectieux, CHU de Poitiers, 86000 Poitiers, France
| | - Edris Omar
- Sorbonne University, GRC 29, AP-HP, DMU DREAM, Department of Anesthesiology and Critical Care, Pitié-Salpêtrière Hospital, Paris, France
| | - Cyril Cadoz
- Intensive Care Unit, Metz-Thionville Regional Hospital, Mercy Hospital, Metz, France
| | - Fanny Bounes
- Anesthesiology & Critical Care Medicine, Toulouse University Hospital, Toulouse, France
| | - Cécile Caplin
- Intensive Care Unit, Simone Veil Hospital, Beauvais, France
| | - Karim Toumert
- Multidisciplinary Intensive Care Unit, APHP Paris Saclay University, Antoine Béclère Hospital, Clamart, France
| | - Thibault Martinez
- Federation of anesthesiology, intensive care unit, burns and operating theater, Percy Military Training Hospital, Clamart, France
| | - Damien Bouvier
- Neuro-Intensive Care Unit, Rothschild Foundation Hospital, 29, Rue Manin, 75940 Paris Cedex 19, France
| | - Maxime Coutrot
- Department of Anaesthesiology and Critical Care and Burn Unit, Groupe Hospitalier St Louis-Lariboisière, Assistance Publique-Hôpitaux de Paris, Paris 75010, France; FHU Promice, Paris, France
| | - Thomas Godet
- Université Clermont Auvergne, NeuroDOL, INSERM, Department of Anesthesiology and Critical Care, Clermont-Ferrand University Hospitals, Clermont-Ferrand, France
| | - Pierre Garçon
- Medical and Surgical Intensive Care Unit, Grand Hôpital de l'Est Francilien site Marne-la-Vallée, Jossigny, France
| | - Jean-Michel Constantin
- Sorbonne University, GRC 29, AP-HP, DMU DREAM, Department of Anesthesiology and Critical Care, Pitié-Salpêtrière Hospital, Paris, France.
| | - Mona Assefi
- Sorbonne University, GRC 29, AP-HP, DMU DREAM, Department of Anesthesiology and Critical Care, Pitié-Salpêtrière Hospital, Paris, France
| | - Florian Blanchard
- Sorbonne University, GRC 29, AP-HP, DMU DREAM, Department of Anesthesiology and Critical Care, Pitié-Salpêtrière Hospital, Paris, France
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24
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Shah NM, Hart N, Kaltsakas G. Prolonged weaning from mechanical ventilation: who, what, when and how? Breathe (Sheff) 2024; 20:240122. [PMID: 39660085 PMCID: PMC11629167 DOI: 10.1183/20734735.0122-2024] [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: 06/23/2024] [Accepted: 10/16/2024] [Indexed: 12/12/2024] Open
Abstract
Weaning from invasive mechanical ventilation is an important part of the management of respiratory failure patients. Patients can be classified into those who wean on the first attempt (simple weaning), those who require up to three attempts (difficult weaning) and those who require more than three attempts (prolonged weaning). The process of weaning includes adequately treating the underlying cause of respiratory failure, assessing the readiness to wean, evaluating the response to a reduction in ventilatory support, and eventually liberation from mechanical ventilation and extubation or decannulation. Post-extubation respiratory failure is a contributor to poorer outcomes. Identifying and addressing modifiable risk factors for post-extubation respiratory failure is important; noninvasive ventilation and high-flow nasal cannulae may be useful bridging aids after extubation. Factors to consider in the pathophysiology of prolonged mechanical ventilation include increased respiratory muscle load, reduced respiratory muscle capacity and reduced respiratory drive. Management of these patients involves a multidisciplinary team, to first identify the cause of failed weaning attempts, and subsequently optimise the patient's physiology to improve the likelihood of being successfully weaned from invasive mechanical ventilation.
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Affiliation(s)
- Neeraj M. Shah
- Lane Fox Respiratory Service, St Thomas’ Hospital, Guy's and St Thomas’ NHS Foundation Trust, London, UK
- Lane Fox Clinical Respiratory Physiology Centre, Guy's and St Thomas’ NHS Foundation Trust, London, UK
- Centre for Human and Applied Physiological Sciences (CHAPS), King's College London, London, UK
| | - Nicholas Hart
- Lane Fox Respiratory Service, St Thomas’ Hospital, Guy's and St Thomas’ NHS Foundation Trust, London, UK
- Lane Fox Clinical Respiratory Physiology Centre, Guy's and St Thomas’ NHS Foundation Trust, London, UK
- Centre for Human and Applied Physiological Sciences (CHAPS), King's College London, London, UK
| | - Georgios Kaltsakas
- Lane Fox Respiratory Service, St Thomas’ Hospital, Guy's and St Thomas’ NHS Foundation Trust, London, UK
- Lane Fox Clinical Respiratory Physiology Centre, Guy's and St Thomas’ NHS Foundation Trust, London, UK
- Centre for Human and Applied Physiological Sciences (CHAPS), King's College London, London, UK
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25
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Parrilla-Gómez FJ, Roche-Campo F, Italiano S, Parrilla-Gómez A, Morán I, Mancebo J, Maraffi T. Time course of electrical activity of the diaphragm (EAdi) in the peri extubation period and its role as predictor of extubation failure in difficult to wean patients. Crit Care 2024; 28:308. [PMID: 39289731 PMCID: PMC11409783 DOI: 10.1186/s13054-024-05092-x] [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: 05/27/2024] [Accepted: 09/09/2024] [Indexed: 09/19/2024] Open
Abstract
INTRODUCTION Weaning patients from mechanical ventilation is crucial in the management of acute respiratory failure (ARF). Spontaneous breathing trials (SBT) are used to assess readiness for extubation, but extubation failure remains a challenge. Diaphragmatic function, measured by electrical activity of the diaphragm (EAdi), may provide insights into weaning outcomes. MATERIALS AND METHODS This prospective, observational study included difficult-to-wean patients undergoing invasive mechanical ventilation. EAdi was recorded before, during, and after extubation. Patients were categorized into extubation success and failure groups based on reintubation within 48 h. Statistical analysis assessed EAdi patterns and predictive value. RESULTS Thirty-one patients were analyzed, with six experiencing extubation failure. Overall, EAdi increased significantly between the phases before the SBT, the SBT and post-extubation period, up to 24 h (p < 0.001). EAdi values were higher in the extubation failure group during SBT (p = 0.01). An EAdi > 30 μV during SBT predicted extubation failure with 92% sensitivity and 67% specificity. Multivariable analysis confirmed EAdi as an independent predictor of extubation failure. CONCLUSIONS In difficult-to-wean patients, EAdi increases significantly between the phases before the SBT, the SBT and post-extubation period and is significantly higher in patients experiencing extubation failure. An EAdi > 30 μV during SBT may enhance extubation failure prediction compared to conventional parameters. Advanced monitoring of diaphragmatic function could improve weaning outcomes in critical care settings.
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Affiliation(s)
- Francisco José Parrilla-Gómez
- Critical Care Department, Hospital del Mar de Barcelona, Barcelona, Spain
- Department of Medicine and Life Sciences (MELIS), UPF, Barcelona, Spain
- Critical Illness Research Group (GREPAC), Hospital del Mar Research Institute (IMIM), Barcelona, Spain
| | - Ferran Roche-Campo
- Critical Care Department, Hospital Verge de la Cinta de Tortosa, Tarragona, Spain
- The Pere Virgili Institute for Health Research (IISPV), Tarragona, Spain
| | - Stefano Italiano
- Anesthesiology, Resuscitation, and Pain Management Service, Hospital Clinic, Barcelona, Spain
| | - Andrés Parrilla-Gómez
- Critical Illness Research Group (GREPAC), Hospital del Mar Research Institute (IMIM), Barcelona, Spain
| | - Indalecio Morán
- Intensive Care Unit, Hospital de la Santa Creu i Sant Pau, Universitat Autònoma de Barcelona (UAB), Barcelona, Spain
| | - Jordi Mancebo
- Intensive Care Unit, Hospital de la Santa Creu i Sant Pau, Universitat Autònoma de Barcelona (UAB), Barcelona, Spain
| | - Tommaso Maraffi
- Service de Réanimation, Hôpital Intercommunal de Créteil, 40 Av de Verdun, 94000, Créteil, France.
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Chiari F, Guarino P, Di Martino G, Caporale CD, Presutti L, Molteni G. Features related to temporary tracheotomy in patients undergoing Transoral Robotic Surgery (TORS) for supraglottic squamous cell cancer of the larynx: A systematic review. Am J Otolaryngol 2024; 45:104436. [PMID: 39068815 DOI: 10.1016/j.amjoto.2024.104436] [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: 05/20/2024] [Accepted: 07/22/2024] [Indexed: 07/30/2024]
Abstract
OBJECTIVE The aim of this systematic review is to assess a relation between demographical, clinical and tumoral features and the need for a prophylactic tracheotomy during TORS procedure in patients affected by supraglottic laryngeal cancer. METHODS PRISMA 2020 guidelines were applied in this systematic literature review. A computerized search was performed using the Embase/Pubmed, Scopus and Cochrane database, for articles published from 2007 to December 2023. A statistical univariate analysis including selected papers with low or intermediate risk of bias was performed. RESULTS Through a study selection process 8 full texts were eligible for statistical univariate analysis. The most relevant factor related to a prophylactic tracheotomy was a contextual bilateral cervical nodes dissection, which increased the need for a tracheotomy of about 3 times. Other factors contribute with a minor impact, such as a patients age >60 years at the time of the diagnosis, a cervical lymph node metastasis and a false vocal fold involvement. Each ones increase by 20-70 % the need for a tracheotomy. However, this rate is decreased by about 60 % by the epiglottis involvement. CONCLUSIONS The prophylactic tracheotomy is considered a temporary protection strategy to achieve a valid recovery after TORS procedure. However, there are no guidelines regarding its routinely use. Only 25 % of patients undergone tracheotomy during TORS to treat supraglottic laryngeal cancer. These preliminary results may add more significant evidence regarding the use of tracheotomy during the TORS procedure, in order possibly to help the surgeon decide preoperatively whether to perform it or not.
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Affiliation(s)
- Francesco Chiari
- Otolaryngology and Audiology - IRCCS Azienda Ospedaliero-Universitaria di Bologna, Policlinico di Sant'Orsola, Bologna, Italy
| | - Pierre Guarino
- Otolaryngology Head and Neck Unit - "Santo Spirito" Hospital, Pescara, Italy.
| | - Giuseppe Di Martino
- Department of Medicine and Ageing Sciences, "G. d'Annunzio" University of Chieti Pescara, Pescara, Italy; Unit of Hygiene, Epidemiology and Public Health, Local Health Authority of Pescara, Pescara, Italy
| | | | - Livio Presutti
- Otolaryngology and Audiology - IRCCS Azienda Ospedaliero-Universitaria di Bologna, Policlinico di Sant'Orsola, Bologna, Italy
| | - Gabriele Molteni
- Otolaryngology and Audiology - IRCCS Azienda Ospedaliero-Universitaria di Bologna, Policlinico di Sant'Orsola, Bologna, Italy; Department of Medical and Surgical Sciences (DIMEC), Alma Mater Studiorum, Università di Bologna, Bologna, Italy
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Huerta N, Rao SJ, Isath A, Wang Z, Glicksberg BS, Krittanawong C. The premise, promise, and perils of artificial intelligence in critical care cardiology. Prog Cardiovasc Dis 2024; 86:2-12. [PMID: 38936757 DOI: 10.1016/j.pcad.2024.06.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2024] [Accepted: 06/23/2024] [Indexed: 06/29/2024]
Abstract
Artificial intelligence (AI) is an emerging technology with numerous healthcare applications. AI could prove particularly useful in the cardiac intensive care unit (CICU) where its capacity to analyze large datasets in real-time would assist clinicians in making more informed decisions. This systematic review aimed to explore current research on AI as it pertains to the CICU. A PRISMA search strategy was carried out to identify the pertinent literature on topics including vascular access, heart failure care, circulatory support, cardiogenic shock, ultrasound, and mechanical ventilation. Thirty-eight studies were included. Although AI is still in its early stages of development, this review illustrates its potential to yield numerous benefits in the CICU.
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Affiliation(s)
- Nicholas Huerta
- Department of Medicine, MedStar Union Memorial Hospital, Baltimore, MD, USA
| | - Shiavax J Rao
- Department of Medicine, MedStar Union Memorial Hospital, Baltimore, MD, USA
| | - Ameesh Isath
- Department of Cardiology, Westchester Medical Center and New York Medical College, Valhalla, NY, USA
| | - Zhen Wang
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA; Division of Health Care Policy and Research, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Benjamin S Glicksberg
- Hasso Plattner Institute for Digital Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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He P, Bao X, Jiang F, Liu X, Xu W, Yu D, Chen L, Chen F. Evaluating high-flow oxygen therapy after mechanical thrombectomy under general anesthesia in acute ischemic stroke: A retrospective single-center study. Clin Neurol Neurosurg 2024; 243:108359. [PMID: 38838421 DOI: 10.1016/j.clineuro.2024.108359] [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: 04/03/2024] [Revised: 04/29/2024] [Accepted: 05/29/2024] [Indexed: 06/07/2024]
Abstract
BACKGROUND The use of mechanical thrombectomy for acute intracranial vascular occlusion under general anesthesia with endotracheal intubation is well-established as a safe and effective method. However, the process of extubation post-surgery presents challenges for certain patients. This retrospective study assesses the safety and efficacy of combining mechanical ventilation with high-flow oxygen inhalation as an interim strategy, while also examining its impact on long-term clinical outcomes. METHODS This research enrolled 119 patients with acute intracranial large vessel occlusion who underwent mechanical thrombectomy under general anesthesia with tracheal intubation between January 2020 and November 2023. Participants were categorized into two groups: Group 1 (n=55), which received high-flow oxygen (HFO) post-extubation, and Group 2 (n=64), which was treated with routine oxygen supplementation (RO). The study compared reintubation and tracheotomy rates between these groups to determine safety and effectiveness. Additionally, it analyzed long-term clinical outcomes by comparing NIHSS and mRS scores before treatment and at 90-day follow-up. RESULTS The reintubation rate post-extubation was significantly lower in the HFO group (12.7 %, n=7) compared to the RO group (31.2 %, n=20, p=0.016). The incidence of tracheotomy within 7 days was also reduced in the HFO group compared to the RO group (7.3 %, n=4 vs 20.3 %, n=13, p=0.043). Moreover, a greater proportion of patients in the HFO group achieved mRS scores of 0-2 at 90 days post-stroke than those in the RO group (60 %, n=33 vs 40.6 %, n=26, p=0.035). The median NIHSS score at 90 days was more favorable in the HFO group than in the RO group (6, IQR [1-18] vs 8, IQR [1-20], p=0.005). CONCLUSION The study suggests that high-flow oxygen therapy after mechanical thrombectomy under general anesthesia with tracheal intubation may lessen the need for reintubation and tracheotomy, potentially leading to improved long-term prognosis.
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Affiliation(s)
- Pingyou He
- Department of Neurosurgery, Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua, China
| | - Xiang Bao
- Department of Neurosurgery, Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua, China
| | - FengFeng Jiang
- Department of Neurosurgery, Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua, China
| | - Xiaobo Liu
- Department of Neurosurgery, Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua, China
| | - Wei Xu
- Department of Neurosurgery, Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua, China
| | - Danfeng Yu
- Department of Neurosurgery, Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua, China
| | - Lin Chen
- Department of Neurosurgery, Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua, China.
| | - Feng Chen
- Department of Neurosurgery, Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua, China.
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Kazemi M, Froutan R, Bagheri Moghadam A. Impact of Inspiratory Muscle Training and Positive Expiratory Pressure on Lung Function and Extubation Success of ICU Patients: a Randomized Controlled Trial. ARCHIVES OF ACADEMIC EMERGENCY MEDICINE 2024; 12:e59. [PMID: 39290772 PMCID: PMC11407536 DOI: 10.22037/aaem.v12i1.2331] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 09/19/2024]
Abstract
Introduction Preparing patients for extubation from mechanical ventilation (MV) necessitates focused respiratory muscle strengthening. This study aimed to evaluate the effect of threshold inspiratory muscle training (IMT) and positive expiratory pressure (PEP) exercises on outcomes of patients who underwent MV in intensive care unit (ICU). Methods This randomized controlled trial was conducted in 2023 at the ICUs of Imam Reza Hospital, Mashhad, Iran. Participants were allocated to either intervention or control group (each comprising 35 patients) through block randomization. The intervention group received standard daily chest physiotherapy as well as targeted inspiratory and expiratory muscle strengthening exercises using the threshold IMT/PEP device, administered twice daily over one week. The control group received standard daily chest physiotherapy alone. Finally, the outcomes (lung compliance, duration of intubation, extubation success rate, and diaphragmatic metrics) of the two groups were compared. Results 70 patients with the mean age of 56.10 ± 14.15 (range: 28.00-85.00) years were randomly divided into two groups (50% male). Significant improvements were observed in the intervention group regarding pulmonary compliance values (35.62 ± 4.43 vs. 30.85 ± 6.93; p= 0.001), peak expiratory flow (PEF) (55.20 ± 10.23 vs. 47.80 ± 11.26; p = 0.002), and maximum inspiratory pressure (MIP) (33.40 ± 4.25 vs. 30.08 ± 6.08; p = 0.01) compared to the control group. Diaphragm inspiratory thickness (0.29 ± 0.03 vs. 0.26 ± 0.04; p = 0.001), diaphragm expiratory thickness (0.22 ± 0.03 vs. 0.20 ± 0.04; p = 0.006) and motion (1.61 ± .29 vs. 1.48 ± .21; p = 0.04) also exhibited significant differences between the two groups. Extubation success rate was higher in the intervention group (68.60% vs. 40%; p = 0.01). The duration of mechanical ventilation was 15.14±7.07 days in the intervention group and 17.34±7.87 days in the control group (p = 0.20). The mean extubation time was 7.00 ± 1.88 days for the intervention group and 9.00 ± 2.00 days for the control (p < 0.001). Conclusion Threshold IMT/PEP device exercises effectively enhance respiratory muscle strength, diaphragm thickness, and reduce ventilator dependency. These findings support their potential for inclusion in rehabilitation programs for ICU patients.
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Affiliation(s)
- Mohammad Kazemi
- Department of Medical Surgical Nursing, School of Nursing and Midwifery, Mashhad University of Medical Sciences, Mashhad, Iran , ORCID: 0000-0001-9171-1921
| | - Razieh Froutan
- Department of Medical Surgical Nursing, School of Nursing and Midwifery, Mashhad University of Medical Sciences, Mashhad, Iran , ORCID: 0000-0001-9171-1921
- Nursing and Midwifery Care Research Center, Mashhad University of Medical Sciences, Mashhad, Iran , ORCID: 0000-0001-8167-0732
| | - Ahmad Bagheri Moghadam
- Department of Anesthesiology and Critical Care, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran , ORCID: 0000-0002-8890-6987
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Al-Ali AH, Alraeyes KA, Julkarnain PR, Lakshmanan AP, Alobaid A, Aljoni AY, Saleem NH, Al Odat MA, Aletreby WT. Independent Risk Factors of Failed Extubation among Adult Critically Ill Patients: A Prospective Observational Study from Saudi Arabia. SAUDI JOURNAL OF MEDICINE & MEDICAL SCIENCES 2024; 12:216-222. [PMID: 39055080 PMCID: PMC11268545 DOI: 10.4103/sjmms.sjmms_19_24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Revised: 03/12/2024] [Accepted: 03/28/2024] [Indexed: 07/27/2024]
Abstract
Background Mechanical ventilation provides essential support for critically ill patients in several diagnoses; however, extubation failure can affect patient outcomes. From Saudi Arabia, no study has assessed the factors associated with extubation failure in adults. Methods This prospective observational study was conducted in the intensive care unit of a tertiary care hospital in Riyadh, Saudi Arabia. Adult patients who had been mechanically ventilated via the endotracheal tube for a minimum of 24 hours and then extubated according to the weaning protocol were included. Failed extubation was defined as reintubation within 48 hours of extubation. Results A total of 505 patients were included, of which 72 patients had failed extubation (14.3%, 95% CI: 11.4%-17.7%). Compared with the failed extubation group, the successfully extubated group had significantly shorter duration of mechanical ventilation (mean difference: -2.6 days, 95% CI: -4.3 to -1; P = 0.001), a slower respiratory rate at the time of extubation (mean difference: -2.3 breath/min, 95% CI: -3.8 to -1; P = 0.0005), higher pH (mean difference: 0.02, 95% CI: 0.001-0.04; P = 0.03), and more patients with strong cough (percent difference: 17.7%, 95% CI: 4.8%-30.5%; P = 0.02). Independent risk factors of failed extubation were age (aOR = 1.02; 95% CI: 1.002-1.03; P = 0.03), respiratory rate (aOR = 1.06, 95% CI: 1.01-1.1; P = 0.008), duration of mechanical ventilation (aOR = 1.08, 95% CI: 1.03 - 1.1; P < 0.001), and pH (aOR = 0.02, 95% CI: 0.0006-0.5; P = 0.02). Conclusion Older age, longer duration of mechanical ventilation, faster respiratory rate, and lower pH were found to be independent risk factors that significantly increased the odds of extubation failure among adults.
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Affiliation(s)
- Aqeel Hamad Al-Ali
- Respiratory Care Administration, King Saud Medical City, Riyadh, Saudi Arabia
| | | | | | | | - Alzahra Alobaid
- Respiratory Care Administration, King Saud Medical City, Riyadh, Saudi Arabia
| | - Ahmed Yahya Aljoni
- Respiratory Care Administration, King Saud Medical City, Riyadh, Saudi Arabia
| | - Nada Hadi Saleem
- Respiratory Care Administration, King Saud Medical City, Riyadh, Saudi Arabia
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Elmitwalli I, Abdelhady E, Kalsotra S, Gehred A, Tobias JD, Olbrecht VA. Use of high-flow nasal cannula versus other noninvasive ventilation techniques or conventional oxygen therapy for respiratory support following pediatric cardiac surgery: A systematic review and meta-analysis. Paediatr Anaesth 2024; 34:519-531. [PMID: 38389199 DOI: 10.1111/pan.14866] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/26/2023] [Revised: 02/09/2024] [Accepted: 02/13/2024] [Indexed: 02/24/2024]
Abstract
INTRODUCTION Noninvasive respiratory support may be provided to decrease the risk of postextubation failure following surgery. Despite these efforts, approximately 3%-27% of infants and children still experience respiratory failure after tracheal extubation following cardiac surgery. This systematic review evaluates studies comparing the efficacy of high-flow nasal cannula to conventional oxygen therapy such as nasal cannula and other noninvasive ventilation techniques in preventing postextubation failure in this patient population. METHODS A systematic and comprehensive search was conducted in major databases including MEDLINE, EMBASE, Web of Science, and Central. The search encompassed articles focusing on the prophylactic use of high-flow nasal cannula following tracheal extubation in pediatric patients undergoing cardiac surgery for congenital heart disease. The inclusion criteria for this review consisted of randomized clinical trials as well as observational, cohort, and case-control studies. RESULTS A total of 1295 studies were screened and 12 studies met the inclusion criteria. These 12 studies included a total of 1565 children, classified into three groups: seven studies compared high-flow nasal cannula to noninvasive ventilation techniques, four studies compared high-flow nasal cannula to conventional oxygen therapy, and one observational single-arm study explored the use of high-flow nasal cannula with no control group. There was no significant difference in the incidence of tracheal reintubation between high-flow nasal cannula and conventional oxygen therapy (risk ratio [RR] = 0.67, 95% confidence interval [CI]: 0.24-1.90, p = .46). However, there was a lower incidence of tracheal reintubation in patients who were extubated to high-flow nasal cannula versus those extubated to noninvasive ventilation techniques (RR = 0.45, 95% CI: 0.32-0.63, p < .01). The high-flow nasal cannula group also demonstrated a lower mortality rate compared to the noninvasive ventilation techniques group (RR = 0.31, 95% CI: 0.16-0.61, p < .01) as well as a shorter postoperative length of stay (mean difference = -8.76 days, 95% CI: -13.08 to -4.45, p < .01) and shorter intensive care length of stay (mean difference = -4.63 days, 95% CI: -9.16 to -0.11, p = .04). CONCLUSION High-flow nasal cannula is more effective in reducing the rate of postextubation failure compared to other forms of noninvasive ventilation techniques following surgery for congenital heart disease in pediatric-aged patients. high-flow nasal cannula is also associated with lower mortality rates and shorter length of stay. However, when comparing high-flow nasal cannula to conventional oxygen therapy, the findings were inconclusive primarily due to a limited number of scientific studies available on this specific comparison. Future study is needed to further define the benefit of high-flow nasal cannula compared to conventional oxygen therapy and various types of noninvasive ventilation techniques.
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Affiliation(s)
- Islam Elmitwalli
- Department of Anesthesiology and Pain Medicine, Nationwide Children's Hospital, Columbus, Ohio, USA
| | | | - Sidhant Kalsotra
- Department of Anesthesiology and Pain Medicine, Nationwide Children's Hospital, Columbus, Ohio, USA
| | - Alison Gehred
- Grant Morrow III Library, Nationwide Children's Hospital and The Ohio State University, Columbus, Ohio, USA
| | - Joseph D Tobias
- Department of Anesthesiology and Pain Medicine, Nationwide Children's Hospital, Columbus, Ohio, USA
- Department of Anesthesiology and Pain Medicine, The Ohio State University College of Medicine, Columbus, Ohio, USA
| | - Vanessa A Olbrecht
- Department of Anesthesiology and Pain Medicine, Nationwide Children's Hospital, Columbus, Ohio, USA
- Department of Anesthesiology and Pain Medicine, The Ohio State University College of Medicine, Columbus, Ohio, USA
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Al-Sofyani KA. Predictors and outcomes of extubation failures in a pediatric intensive care unit: A retrospective study. J Taibah Univ Med Sci 2024; 19:516-523. [PMID: 39026556 PMCID: PMC11255959 DOI: 10.1016/j.jtumed.2024.03.005] [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: 11/05/2023] [Revised: 01/22/2024] [Accepted: 03/12/2024] [Indexed: 07/20/2024] Open
Abstract
Objectives This study was aimed at determining the extubation failure (EF) rate in a pediatric intensive care unit (PICU), and assessing the etiology, associated risk factors, and outcomes. Methods We conducted a retrospective study on 335 pediatric patients admitted to King Abdulaziz University Hospital between 2018 and 2020, ranging in age from 1 month to 14 years, who required invasive mechanical ventilation (MV) for >24 h. Extubation readiness was determined by the attending pediatric intensive care physician, according to the patients' clinical status and extubation readiness criteria. Results In the cohort of 335 patients, 42 experienced issues during extubation (failure rate, 12.5%). Cardiovascular disease (42.9%) was the main primary admission condition in patients with EF. Younger age (median, interquartile range [IQR]: 4, 1.38-36 months) was strongly associated with EF compared with successful extubation (median, IQR: 12, 2-48; p = 0.036), and with a high predicted mortality rate (10.9%; p < 0.001) and Pediatric Risk of Mortality III (PRISM) score (13; p < 0.001). Furthermore, prolonged ICU stay (25.5 days; p < 0.001) and longer MV requirements (4 days; p < 0.001) before extubation in patients with EF were associated with a high mortality rate (∼12%; p < 0.001). Interestingly, dexamethasone administration before extubation significantly alleviated EF risk (28.3%; p < 0.001). Conclusion A higher EF rate in younger patients may potentially be associated with longer ICU stays, prolonged MV requirements before extubation, and the primary diagnostic condition. Dexamethasone effectively alleviated EF incidence. Further research with a rigorous evidence-based study design is necessary to substantiate the factors identified as predictors of EF and to develop strategies to avoid EF.
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Affiliation(s)
- Khouloud A. Al-Sofyani
- Department of Pediatric, Pediatric Critical Care Unit, Faculty of Medicine, King Abdulaziz University, Jeddah, KSA
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Diao S, Li S, Dong R, Jiang W, Wang C, Chen Y, Wang J, He S, Wang Y, Du B, Weng L. The diaphragmatic electrical activity during spontaneous breathing trial in patients with mechanical ventilation: physiological description and potential clinical utility. BMC Pulm Med 2024; 24:263. [PMID: 38816810 PMCID: PMC11140881 DOI: 10.1186/s12890-024-03077-8] [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: 02/14/2024] [Accepted: 05/27/2024] [Indexed: 06/01/2024] Open
Abstract
BACKGROUNDS Increased respiratory drive has been demonstrated to correlate with weaning failure, which could be quantified by electrical activity of the diaphragm (EAdi). We described the physiological process of EAdi-based parameters during the spontaneous breathing trial (SBT) and evaluated the change of EAdi-based parameters as potential predictors of weaning failure. METHODS We conducted a prospective study in 35 mechanically ventilated patients who underwent a 2-hour SBT. EAdi and ventilatory parameters were continuously measured during the SBT. Diaphragm ultrasound was performed before the SBT and at the 30 min of the SBT. Three EAdi-based parameters were calculated: neuro-ventilatory efficiency, neuro-excursion efficiency and neuro-discharge per min. RESULTS Of the thirty 35 patients studied, 25 patients were defined as SBT success, including 22 patients weaning successfully and 3 patients reintubated. Before the SBT, neuro-excursion efficiency differed significantly between two groups and had the highest predictive value for SBT failure (AUROC 0.875, p < 0.01). Early increases in EAdi were observed in SBT, which are more prominent in SBT failure group. One minute, changes in EAdi and neuro-discharge per min also predicted weaning outcome (AUROCs 0.944 and 0.918, respectively). CONCLUSIONS EAdi-based parameters, especially neuro-excursion efficiency and changes in neuro-discharge per min, may detect impending weaning failure earlier than conventional indices. EAdi monitoring provides physiological insights and a more tailored approach to facilitate successful weaning. Further research should validate these findings and explore the utility of combined EAdi and diaphragm ultrasound assessment in weaning ICU patients from mechanical ventilation. TRIAL REGISTRATION Registered at ClinicalTrials.gov on 20 September 2022 (Identifier: NCT05632822).
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Affiliation(s)
- Shitong Diao
- Medical Intensive Care Unit, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Shan Li
- Medical Intensive Care Unit, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Run Dong
- Medical Intensive Care Unit, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Wei Jiang
- Medical Intensive Care Unit, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Chunyao Wang
- Medical Intensive Care Unit, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Yan Chen
- Medical Intensive Care Unit, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Jingyi Wang
- Medical Intensive Care Unit, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Shuhua He
- Medical Intensive Care Unit, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Yifan Wang
- Medical Intensive Care Unit, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Bin Du
- Medical Intensive Care Unit, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Li Weng
- Medical Intensive Care Unit, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China.
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Groenland CNL, Blijleven MA, Ramzi I, Dubois EA, Heunks L, Endeman H, Wils EJ, Baggen VJM. The Value of Ischemic Cardiac Biomarkers to Predict Spontaneous Breathing Trial or Extubation Failure: A Systematic Review. J Clin Med 2024; 13:3242. [PMID: 38892952 PMCID: PMC11173145 DOI: 10.3390/jcm13113242] [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: 04/17/2024] [Revised: 05/24/2024] [Accepted: 05/28/2024] [Indexed: 06/21/2024] Open
Abstract
Background: It is unclear whether other cardiac biomarkers than NT-proBNP can be useful in the risk stratification of patients weaning from mechanical ventilation. The aim of this study is to summarize the role of ischemic cardiac biomarkers in predicting spontaneous breathing trial (SBT) or extubation failure. Methods: We systematically searched Embase, MEDLINE, Web of Science, and Cochrane Central for studies published before January 2024 that reported the association between ischemic cardiac biomarkers and SBT or extubation failure. Data were extracted using a standardized form and methodological assessment was performed using the QUIPS tool. Results: Seven observational studies investigating four ischemic cardiac biomarkers (Troponin-T, Troponin-I, CK-MB, Myoglobin) were included. One study reported a higher peak Troponin-I in patients with extubation failure compared to extubation success (50 ng/L [IQR, 20-215] versus 30 ng/L [IQR, 10-86], p = 0.01). A second study found that Troponin-I measured before the SBT was higher in patients with SBT failure in comparison to patients with SBT success (100 ± 80 ng/L versus 70 ± 130 ng/L, p = 0.03). A third study reported a higher CK-MB measured at the end of the SBT in patients with weaning failure (SBT or extubation failure) in comparison to weaning success (8.77 ± 20.5 ng/mL versus 1.52 ± 1.42 ng/mL, p = 0.047). Troponin-T and Myoglobin as well as Troponin-I and CK-MB measured at other time points were not found to be related to SBT or extubation failure. However, most studies were underpowered and with high risk of bias. Conclusions: The association with SBT or extubation failure is limited for Troponin-I and CK-MB and appears absent for Troponin-T and Myoglobin, but available studies are hampered by significant methodological drawbacks. To more definitively determine the role of ischemic cardiac biomarkers, future studies should prioritize larger sample sizes, including patients at risk of cardiac disease, using stringent SBTs and structured timing of laboratory measurements before and after SBT.
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Affiliation(s)
- Carline N. L. Groenland
- Department of Intensive Care, Erasmus MC, 3015 GD Rotterdam, The Netherlands; (M.A.B.); (I.R.); (E.A.D.); (L.H.); (H.E.); (V.J.M.B.)
| | - Maud A. Blijleven
- Department of Intensive Care, Erasmus MC, 3015 GD Rotterdam, The Netherlands; (M.A.B.); (I.R.); (E.A.D.); (L.H.); (H.E.); (V.J.M.B.)
| | - Imane Ramzi
- Department of Intensive Care, Erasmus MC, 3015 GD Rotterdam, The Netherlands; (M.A.B.); (I.R.); (E.A.D.); (L.H.); (H.E.); (V.J.M.B.)
| | - Eric A. Dubois
- Department of Intensive Care, Erasmus MC, 3015 GD Rotterdam, The Netherlands; (M.A.B.); (I.R.); (E.A.D.); (L.H.); (H.E.); (V.J.M.B.)
- Department of Cardiology, Thorax Center, Cardiovascular Institute, Erasmus MC, 3015 GD Rotterdam, The Netherlands
| | - Leo Heunks
- Department of Intensive Care, Erasmus MC, 3015 GD Rotterdam, The Netherlands; (M.A.B.); (I.R.); (E.A.D.); (L.H.); (H.E.); (V.J.M.B.)
- Department of Intensive Care, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
| | - Henrik Endeman
- Department of Intensive Care, Erasmus MC, 3015 GD Rotterdam, The Netherlands; (M.A.B.); (I.R.); (E.A.D.); (L.H.); (H.E.); (V.J.M.B.)
| | - Evert-Jan Wils
- Department of Intensive Care, Franciscus Gasthuis & Vlietland Ziekenhuis, 3045 PM Rotterdam, The Netherlands;
| | - Vivan J. M. Baggen
- Department of Intensive Care, Erasmus MC, 3015 GD Rotterdam, The Netherlands; (M.A.B.); (I.R.); (E.A.D.); (L.H.); (H.E.); (V.J.M.B.)
- Department of Cardiology, Thorax Center, Cardiovascular Institute, Erasmus MC, 3015 GD Rotterdam, The Netherlands
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Yildirim N, Zlotnikov S, Venkat A, Chawla G, Kim J, Bukowski LA, Kahn JM, Mccann J, Zimmerman J. Investigating Why Clinicians Deviate from Standards of Care: Liberating Patients from Mechanical Ventilation in the ICU. PROCEEDINGS OF THE CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS 2024:1-15. [DOI: 10.1145/3613904.3641982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2025]
Affiliation(s)
- Nur Yildirim
- HCI Institute, Carnegie Mellon University, United States
| | - Susanna Zlotnikov
- Integrated Innovation Institute, Carnegie Mellon University, United States
| | | | | | | | - Leigh A. Bukowski
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, United States
| | - Jeremy M. Kahn
- Department of Critical Care Medicine, University of Pittsburgh, United States
| | - James Mccann
- Robotics Institute, Carnegie Mellon University, United States
| | - John Zimmerman
- HCI Institute, Carnegie Mellon University, United States
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Stivi T, Padawer D, Dirini N, Nachshon A, Batzofin BM, Ledot S. Using Artificial Intelligence to Predict Mechanical Ventilation Weaning Success in Patients with Respiratory Failure, Including Those with Acute Respiratory Distress Syndrome. J Clin Med 2024; 13:1505. [PMID: 38592696 PMCID: PMC10934889 DOI: 10.3390/jcm13051505] [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: 02/01/2024] [Revised: 02/29/2024] [Accepted: 03/03/2024] [Indexed: 04/10/2024] Open
Abstract
The management of mechanical ventilation (MV) remains a challenge in intensive care units (ICUs). The digitalization of healthcare and the implementation of artificial intelligence (AI) and machine learning (ML) has significantly influenced medical decision-making capabilities, potentially enhancing patient outcomes. Acute respiratory distress syndrome, an overwhelming inflammatory lung disease, is common in ICUs. Most patients require MV. Prolonged MV is associated with an increased length of stay, morbidity, and mortality. Shortening the MV duration has both clinical and economic benefits and emphasizes the need for better MV weaning management. AI and ML models can assist the physician in weaning patients from MV by providing predictive tools based on big data. Many ML models have been developed in recent years, dealing with this unmet need. Such models provide an important prediction regarding the success of the individual patient's MV weaning. Some AI models have shown a notable impact on clinical outcomes. However, there are challenges in integrating AI models into clinical practice due to the unfamiliar nature of AI for many physicians and the complexity of some AI models. Our review explores the evolution of weaning methods up to and including AI and ML as weaning aids.
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Affiliation(s)
- Tamar Stivi
- Department of Anesthesia, Critical Care and Pain Medicine, Hadassah Medical Center, Ein Kerem, POB 12000, Jerusalem 9112001, Israel; (N.D.); (A.N.); (B.M.B.); (S.L.)
| | - Dan Padawer
- Department of Pulmonary Medicine, Hadassah Medical Center, Ein Kerem, POB 12000, Jerusalem 9112001, Israel;
- Faculty of Medicine, Hebrew University of Jerusalem, Campus Ein Kerem, Jerusalem 9112102, Israel
| | - Noor Dirini
- Department of Anesthesia, Critical Care and Pain Medicine, Hadassah Medical Center, Ein Kerem, POB 12000, Jerusalem 9112001, Israel; (N.D.); (A.N.); (B.M.B.); (S.L.)
| | - Akiva Nachshon
- Department of Anesthesia, Critical Care and Pain Medicine, Hadassah Medical Center, Ein Kerem, POB 12000, Jerusalem 9112001, Israel; (N.D.); (A.N.); (B.M.B.); (S.L.)
| | - Baruch M. Batzofin
- Department of Anesthesia, Critical Care and Pain Medicine, Hadassah Medical Center, Ein Kerem, POB 12000, Jerusalem 9112001, Israel; (N.D.); (A.N.); (B.M.B.); (S.L.)
| | - Stephane Ledot
- Department of Anesthesia, Critical Care and Pain Medicine, Hadassah Medical Center, Ein Kerem, POB 12000, Jerusalem 9112001, Israel; (N.D.); (A.N.); (B.M.B.); (S.L.)
- Faculty of Medicine, Hebrew University of Jerusalem, Campus Ein Kerem, Jerusalem 9112102, Israel
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Saengsin K, Sittiwangkul R, Borisuthipandit T, Wongyikul P, Tanasombatkul K, Phanacharoensawad T, Moonsawat G, Trongtrakul K, Phinyo P. Development of a clinical prediction tool for extubation failure in pediatric cardiac intensive care unit. Front Pediatr 2024; 12:1346198. [PMID: 38504995 PMCID: PMC10948403 DOI: 10.3389/fped.2024.1346198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Accepted: 02/22/2024] [Indexed: 03/21/2024] Open
Abstract
Introduction/objective Extubation failure in pediatric patients with congenital or acquired heart diseases increases morbidity and mortality. This study aimed to develop a clinical risk score for predicting extubation failure to guide proper clinical decision-making and management. Methods We conducted a retrospective study. This clinical prediction score was developed using data from the Pediatric Cardiac Intensive Care Unit (PCICU) of the Faculty of Medicine, Chiang Mai University, Thailand, from July 2016 to May 2022. Extubation failure was defined as the requirement for re-intubation within 48 h after extubation. Multivariable logistic regression was used for modeling. The score was evaluated in terms of discrimination and calibration. Results A total of 352 extubation events from 270 patients were documented. Among these, 40 events (11.36%) were extubation failure. Factors associated with extubation failure included history of pneumonia (OR: 4.14, 95% CI: 1.83-9.37, p = 0.001), history of re-intubation (OR: 5.99, 95% CI: 2.12-16.98, p = 0.001), and high saturation in physiologic cyanosis (OR: 5.94, 95% CI: 1.87-18.84, p = 0.003). These three factors were utilized to develop the risk score. The score showed acceptable discrimination with an area under the curve (AUC) of 0.77 (95% CI: 0.69-0.86), and good calibration. Conclusion The derived Pediatric CMU Extubation Failure Prediction Score (Ped-CMU ExFPS) could satisfactorily predict extubation failure in pediatric cardiac patients. Employing this score could promote proper personalized care. We suggest conducting further external validation studies before considering implementation in practice.
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Affiliation(s)
- Kwannapas Saengsin
- Division of Cardiology, Department of Pediatrics, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
- Center for Clinical Epidemiology and Clinical Statistics, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Rekwan Sittiwangkul
- Division of Cardiology, Department of Pediatrics, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Thirasak Borisuthipandit
- Division of Pulmonology and Critical Care, Department of Pediatrics, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Pakpoom Wongyikul
- Center for Clinical Epidemiology and Clinical Statistics, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Krittai Tanasombatkul
- Center for Clinical Epidemiology and Clinical Statistics, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
- Department of Family Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | | | | | - Konlawij Trongtrakul
- Center for Clinical Epidemiology and Clinical Statistics, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
- Division of Pulmonary, Critical Care Medicine, and Allergy, Department of Internal Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Phichayut Phinyo
- Center for Clinical Epidemiology and Clinical Statistics, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
- Department of Family Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
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Sheikhalishahi S, Kaspar M, Zaghdoudi S, Sander J, Simon P, Geisler BP, Lange D, Hinske LC. Predicting Successful Weaning from Mechanical Ventilation by Reduction in Positive End-expiratory Pressure Level Using Machine Learning. PLOS DIGITAL HEALTH 2024; 3:e0000478. [PMID: 38536802 PMCID: PMC10971612 DOI: 10.1371/journal.pdig.0000478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Accepted: 02/26/2024] [Indexed: 01/02/2025]
Abstract
Weaning patients from mechanical ventilation (MV) is a critical and resource intensive process in the Intensive Care Unit (ICU) that impacts patient outcomes and healthcare expenses. Weaning methods vary widely among providers. Prolonged MV is associated with adverse events and higher healthcare expenses. Predicting weaning readiness is a non-trivial process in which the positive end-expiratory pressure (PEEP), a crucial component of MV, has potential to be indicative but has not yet been used as the target. We aimed to predict successful weaning from mechanical ventilation by targeting changes in the PEEP-level using a supervised machine learning model. This retrospective study included 12,153 mechanically ventilated patients from Medical Information Mart for Intensive Care (MIMIC-IV) and eICU collaborative research database (eICU-CRD). Two machine learning models (Extreme Gradient Boosting and Logistic Regression) were developed using a continuous PEEP reduction as target. The data is splitted into 80% as training set and 20% as test set. The model's predictive performance was reported using 95% confidence interval (CI), based on evaluation metrics such as area under the receiver operating characteristic (AUROC), area under the precision-recall curve (AUPRC), F1-Score, Recall, positive predictive value (PPV), and negative predictive value (NPV). The model's descriptive performance was reported as the variable ranking using SHAP (SHapley Additive exPlanations) algorithm. The best model achieved an AUROC of 0.84 (95% CI 0.83-0.85) and an AUPRC of 0.69 (95% CI 0.67-0.70) in predicting successful weaning based on the PEEP reduction. The model demonstrated a Recall of 0.85 (95% CI 0.84-0.86), F1-score of 0.86 (95% CI 0.85-0.87), PPV of 0.87 (95% CI 0.86-0.88), and NPV of 0.64 (95% CI 0.63-0.66). Most of the variables that SHAP algorithm ranked to be important correspond with clinical intuition, such as duration of MV, oxygen saturation (SaO2), PEEP, and Glasgow Coma Score (GCS) components. This study demonstrates the potential application of machine learning in predicting successful weaning from MV based on continuous PEEP reduction. The model's high PPV and moderate NPV suggest that it could be a useful tool to assist clinicians in making decisions regarding ventilator management.
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Affiliation(s)
| | - Mathias Kaspar
- Digital Medicine, University Hospital of Augsburg, Augsburg, Germany
| | - Sarra Zaghdoudi
- Digital Medicine, University Hospital of Augsburg, Augsburg, Germany
| | - Julia Sander
- Digital Medicine, University Hospital of Augsburg, Augsburg, Germany
| | - Philipp Simon
- Anesthesiology and Surgical Intensive Care Medicine, University Hospital of Augsburg, Augsburg, Germany
| | - Benjamin P. Geisler
- Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Dorothea Lange
- Department of Anesthesiology, LMU University Hospital, Munich, Germany
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Gómez-Ríos MÁ, Sastre JA, Onrubia-Fuertes X, López T, Abad-Gurumeta A, Casans-Francés R, Gómez-Ríos D, Garzón JC, Martínez-Pons V, Casalderrey-Rivas M, Fernández-Vaquero MÁ, Martínez-Hurtado E, Martín-Larrauri R, Reviriego-Agudo L, Gutierrez-Couto U, García-Fernández J, Serrano-Moraza A, Rodríguez Martín LJ, Camacho Leis C, Espinosa Ramírez S, Fandiño Orgeira JM, Vázquez Lima MJ, Mayo-Yáñez M, Parente-Arias P, Sistiaga-Suárez JA, Bernal-Sprekelsen M, Charco-Mora P. Spanish Society of Anesthesiology, Reanimation and Pain Therapy (SEDAR), Spanish Society of Emergency and Emergency Medicine (SEMES) and Spanish Society of Otolaryngology, Head and Neck Surgery (SEORL-CCC) Guideline for difficult airway management. Part II. REVISTA ESPANOLA DE ANESTESIOLOGIA Y REANIMACION 2024; 71:207-247. [PMID: 38340790 DOI: 10.1016/j.redare.2024.02.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Accepted: 08/28/2023] [Indexed: 02/12/2024]
Abstract
The Airway Management section of the Spanish Society of Anesthesiology, Resuscitation, and Pain Therapy (SEDAR), the Spanish Society of Emergency Medicine (SEMES), and the Spanish Society of Otorhinolaryngology and Head and Neck Surgery (SEORL-CCC) present the Guide for the comprehensive management of difficult airway in adult patients. Its principles are focused on the human factors, cognitive processes for decision-making in critical situations, and optimization in the progression of strategies application to preserve adequate alveolar oxygenation in order to enhance safety and the quality of care. The document provides evidence-based recommendations, theoretical-educational tools, and implementation tools, mainly cognitive aids, applicable to airway management in the fields of anesthesiology, critical care, emergencies, and prehospital medicine. For this purpose, an extensive literature search was conducted following PRISMA-R guidelines and was analyzed using the GRADE methodology. Recommendations were formulated according to the GRADE methodology. Recommendations for sections with low-quality evidence were based on expert opinion through consensus reached via a Delphi questionnaire.
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Affiliation(s)
- M Á Gómez-Ríos
- Anesthesiology and Perioperative Medicine, Complejo Hospitalario Universitario de A Coruña, A Coruña, Spain.
| | - J A Sastre
- Anesthesiology and Perioperative Medicine, Complejo Asistencial Universitario de Salamanca, Salamanca, Spain
| | - X Onrubia-Fuertes
- Department of Anesthesiology, Hospital Universitary Dr Peset, Valencia, Spain
| | - T López
- Anesthesiology and Perioperative Medicine, Complejo Asistencial Universitario de Salamanca, Salamanca, Spain
| | - A Abad-Gurumeta
- Department of Anesthesiology, Hospital Universitario Infanta Leonor, Madrid, Spain
| | - R Casans-Francés
- Department of Anesthesiology, Hospital Universitario Infanta Elena, Valdemoro, Madrid, Spain
| | | | - J C Garzón
- Anesthesiology and Perioperative Medicine, Complejo Asistencial Universitario de Salamanca, Salamanca, Spain
| | - V Martínez-Pons
- Department of Anesthesiology, Hospital Universitari i Politècnic La Fe, Valencia, Spain
| | - M Casalderrey-Rivas
- Department of Anesthesiology. Complejo Hospitalario Universitario de Ourense, Ourense, Spain
| | - M Á Fernández-Vaquero
- Department of Anesthesiology, Hospital Clínica Universitaria de Navarra, Madrid, Spain
| | - E Martínez-Hurtado
- Department of Anesthesiology, Hospital Universitario Infanta Leonor, Madrid, Spain
| | | | - L Reviriego-Agudo
- Department of Anesthesiology, Hospital Clínico Universitario, Valencia, Spain
| | - U Gutierrez-Couto
- Biblioteca, Complejo Hospitalario Universitario de Ferrol (CHUF), Ferrol, A Coruña, Spain
| | - J García-Fernández
- Department of Anesthesiology, Hospital Universitario Puerta de Hierro-Majadahonda, Majadahonda, Madrid, Spain; President of the Spanish Society of Anesthesiology, Resuscitation and Pain Therapy (SEDAR), Spain
| | | | | | | | | | - J M Fandiño Orgeira
- Emergency Department, Complejo Hospitalario Universitario de A Coruña, A Coruña, Spain
| | - M J Vázquez Lima
- Emergency Department, Hospital do Salnes, Vilagarcía de Arousa, Pontevedra, Spain; President of the Spanish Emergency Medicine Society (SEMES), Spain
| | - M Mayo-Yáñez
- Department of Otorhinolaryngology/Head Neck Surgery, Complexo Hospitalario Universitario A Coruña, A Coruña, Spain
| | - P Parente-Arias
- Department of Otorhinolaryngology/Head Neck Surgery, Complexo Hospitalario Universitario A Coruña, A Coruña, Spain
| | - J A Sistiaga-Suárez
- Department of Otorhinolaryngology, Hospital Universitario Donostia, Donostia, Gipuzkoa, Spain
| | - M Bernal-Sprekelsen
- Department of Otorhinolaryngology, Hospital Clínic Barcelona, University of Barcelona, Barcelona, Spain; President of the Spanish Society for Otorhinolaryngology Head & Neck Surgery (SEORL-CCC), Spain
| | - P Charco-Mora
- Department of Anesthesiology, Hospital Universitari i Politècnic La Fe, Valencia, Spain
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Kumari N, Kumari B, Kumar S, Arun N, Kumari R. Effectiveness of high flow nasal cannula (HFNC) versus bilevel positive airway pressure (BiPAP) in preventing tracheal reintubation in patients with high risk of extubation failure in intensive care unit - A randomised comparative trial. Indian J Anaesth 2024; 68:246-253. [PMID: 38476546 PMCID: PMC10926337 DOI: 10.4103/ija.ija_620_23] [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: 06/30/2023] [Revised: 11/21/2023] [Accepted: 12/03/2023] [Indexed: 03/14/2024] Open
Abstract
Background and Aims The incidence of tracheal extubation failure in high-risk patients is higher, and non-invasive ventilation is suggested to avoid tracheal reintubation. This study compares the effectiveness of bilevel positive airway pressure (BiPAP) and high flow nasal cannula (HFNC) to reduce the rate of reintubation in intensive care unit (ICU) patients with increased risk of extubation failure. Methods This randomised comparative trial was conducted on 60 high-risk patients on mechanical ventilators admitted to the ICU, ready for weaning after a spontaneous breathing trial. They were randomised to Group H for HFNC and Group B for BiPAP therapy. Designated therapy was administered in these high-risk patients for up to 48 hours after tracheal extubation. Haemodynamic parameters [mean arterial pressure (MAP), heart rate (HR), respiratory rate (RR), a saturation of peripheral oxygen (SpO2), electrocardiogram (ECG)], arterial blood gas analysis (ABG) parameter [potential of hydrogen (pH), partial pressure of carbon dioxide (pCO2), partial pressure of oxygen/fraction of inspired oxygen (paO2/FiO2) ratio], the effectiveness of cough, comfort level was recorded and continuous monitoring for signs of respiratory distress and failure was done. Results Most of the patients were obese and had more than two risk factors for extubation failure. Several patients in Group B have significantly higher successful extubation than in Group H (P = 0.044). Most of the reintubation took place within 24 hours. The HFNC therapy was more comfortable and acceptable to patients. Conclusion BiPAP therapy was more efficient than HFNC in preventing tracheal reintubation among patients with a high risk of extubation failure.
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Affiliation(s)
- Nisha Kumari
- Department of Anaesthesiology and Critical Care Medicine, Indira Gandhi Institute of Medical Sciences, Patna, Bihar, India
| | - Bibha Kumari
- Department of Anaesthesiology and Critical Care Medicine, Indira Gandhi Institute of Medical Sciences, Patna, Bihar, India
| | - Sanjeev Kumar
- Department of Emergency Medicine, Indira Gandhi Institute of Medical Sciences, Patna, Bihar, India
| | - Nidhi Arun
- Department of Anaesthesiology and Critical Care Medicine, Indira Gandhi Institute of Medical Sciences, Patna, Bihar, India
| | - Ritu Kumari
- Department of Anaesthesiology and Critical Care Medicine, Indira Gandhi Institute of Medical Sciences, Patna, Bihar, India
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Jia D, Wang H, Wang Q, Li W, Lan X, Zhou H, Zhang Z. Rapid shallow breathing index predicting extubation outcomes: A systematic review and meta-analysis. Intensive Crit Care Nurs 2024; 80:103551. [PMID: 37783181 DOI: 10.1016/j.iccn.2023.103551] [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: 06/26/2023] [Revised: 09/06/2023] [Accepted: 09/11/2023] [Indexed: 10/04/2023]
Abstract
OBJECTIVE This meta-analysis aimed to assess the predictive value of the rapid shallow breathing index for extubation outcomes. METHODOLOGY We conducted a systematic review of literature (inception to March 2023) and a meta-analysis. Statistical analysis was performed using Meta-Disc 1.4 software, RevMan 5.4 software and Stata 14.0 software to evaluate the predictive value of RSBI for extubation outcomes. RESULTS A total of 1,987 studies were retrieved, and after applying the inclusion criteria, 79 studies were included in the final analysis, involving 13,170 patients undergoing mechanical ventilation. The random-effects model was employed for statistical analysis. The summary receiver operating characteristic curves (SROC) area under the curve (AUC) was 0.8144. The pooled sensitivity was 0.60 (95% CI: 0.59, 0.61), the pooled specificity was 0.68 (95% CI: 0.66, 0.70). CONCLUSIONS The Rapid Shallow Breathing Index demonstrated moderate accuracy, poor pooled sensitivity and specificity in predicting successful extubation, however the study does not present adequate data to support or reject the use of this tool as a single parameter that predicts extubation outcome. Future studies should explore the combination of The Rapid Shallow Breathing Index with other indicators and clinical experience to improve the success rate of extubation and reduce the risk of extubation failure. IMPLICATIONS FOR CLINICAL PRACTICE Premature and delayed extubation in mechanically ventilated patients can have a negative impact on prognosis and prolong hospital stay. The Rapid Shallow Breathing Index is a simple, cost-effective, and easily monitored objective evaluation index, which can be used to predict the outcome of extubation, especially in primary hospitals. Our study comprehensively evaluated the value of this tool in predicting extubation outcomes, which can help clinicians combine subjective experience with objective indicators to improve the accuracy of extubation time decisions.
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Affiliation(s)
- Donghui Jia
- Department of Critical Care Medicine, the First Hospital of Lanzhou University, Lanzhou, Gansu 730000, PR China; School of Nursing, Lanzhou University, Lanzhou, Gansu 730000, PR China
| | - Hengyang Wang
- Department of Critical Care Medicine, the First Hospital of Lanzhou University, Lanzhou, Gansu 730000, PR China; School of Nursing, Lanzhou University, Lanzhou, Gansu 730000, PR China
| | - Qian Wang
- Department of Critical Care Medicine, the First Hospital of Lanzhou University, Lanzhou, Gansu 730000, PR China; School of Nursing, Lanzhou University, Lanzhou, Gansu 730000, PR China
| | - Wenrui Li
- Department of Critical Care Medicine, the First Hospital of Lanzhou University, Lanzhou, Gansu 730000, PR China; School of Nursing, Lanzhou University, Lanzhou, Gansu 730000, PR China
| | - Xuhong Lan
- Department of Critical Care Medicine, the First Hospital of Lanzhou University, Lanzhou, Gansu 730000, PR China; School of Nursing, Lanzhou University, Lanzhou, Gansu 730000, PR China
| | - Hongfang Zhou
- Department of Critical Care Medicine, the First Hospital of Lanzhou University, Lanzhou, Gansu 730000, PR China; School of Nursing, Lanzhou University, Lanzhou, Gansu 730000, PR China
| | - Zhigang Zhang
- Department of Critical Care Medicine, the First Hospital of Lanzhou University, Lanzhou, Gansu 730000, PR China; School of Nursing, Lanzhou University, Lanzhou, Gansu 730000, PR China.
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Thille AW, Boissier F, Coudroy R, Le Pape S, Arrivé F, Marchasson L, Frat JP, Ragot S. Sex difference in the risk of extubation failure in ICUs. Ann Intensive Care 2023; 13:130. [PMID: 38112851 PMCID: PMC10730492 DOI: 10.1186/s13613-023-01225-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 12/07/2023] [Indexed: 12/21/2023] Open
Abstract
BACKGROUND Little attention has been paid to potential differences in prognosis between mechanically ventilated males and females in intensive care units (ICUs). We hypothesized that a sex gap in the risk of extubation failure in ICUs may exist. METHODS Post hoc analysis of a large-scale clinical trial including patients at high risk of extubation failure in ICUs, with the aim of assessing the risk of extubation failure according to sex. The primary outcome was reintubation within the 7 days following extubation. RESULTS Out of 641 patients, 425 (66%) were males and 216 (34%) were females. Males were more likely to be admitted for cardiac arrest and to have underlying ischemic heart disease whereas females were more likely to be admitted for coma and to have obesity. Whereas the rate of reintubation at 48 h was significantly higher in males than in females (11.0% vs. 6.0%; difference, + 5.0 [95% CI, 0.2 to 9.2]; P = 0.038), the rate of reintubation at day 7 did not significantly differ between males and females (16.7% vs. 11.1%; difference, + 5.6% [95%CI, - 0.3 to 10.8], P = 0.059). Using multivariable logistic regression analysis, male sex was independently associated with reintubation within the 7 days following extubation (adjusted OR 1.70 [95% CI, 1.01 to 2.89]; P = 0.048), even after adjustment on reason for admission, body-mass index, severity score, respiratory rate before extubation, and noninvasive ventilation after extubation. CONCLUSION In this post hoc analysis of a clinical trial including a homogeneous subset of patients at high risk of extubation failure, sex was independently associated with reintubation. The role of sex on outcomes should be systematically examined in future studies of critically ill patients.
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Affiliation(s)
- Arnaud W Thille
- Service de Médecine Intensive Réanimation, Centre Hospitalier Universitaire de Poitiers, 2 Rue La Milétrie, 86021, Poitiers Cedex, France.
- INSERM, CIC 1402 IS-ALIVE, University of Poitiers, Poitiers, France.
| | - Florence Boissier
- Service de Médecine Intensive Réanimation, Centre Hospitalier Universitaire de Poitiers, 2 Rue La Milétrie, 86021, Poitiers Cedex, France
- INSERM, CIC 1402 IS-ALIVE, University of Poitiers, Poitiers, France
| | - Rémi Coudroy
- Service de Médecine Intensive Réanimation, Centre Hospitalier Universitaire de Poitiers, 2 Rue La Milétrie, 86021, Poitiers Cedex, France
- INSERM, CIC 1402 IS-ALIVE, University of Poitiers, Poitiers, France
| | - Sylvain Le Pape
- Service de Médecine Intensive Réanimation, Centre Hospitalier Universitaire de Poitiers, 2 Rue La Milétrie, 86021, Poitiers Cedex, France
| | - François Arrivé
- Service de Médecine Intensive Réanimation, Centre Hospitalier Universitaire de Poitiers, 2 Rue La Milétrie, 86021, Poitiers Cedex, France
| | - Laura Marchasson
- Service de Médecine Intensive Réanimation, Centre Hospitalier Universitaire de Poitiers, 2 Rue La Milétrie, 86021, Poitiers Cedex, France
| | - Jean-Pierre Frat
- Service de Médecine Intensive Réanimation, Centre Hospitalier Universitaire de Poitiers, 2 Rue La Milétrie, 86021, Poitiers Cedex, France
- INSERM, CIC 1402 IS-ALIVE, University of Poitiers, Poitiers, France
| | - Stéphanie Ragot
- INSERM, CIC 1402 IS-ALIVE, University of Poitiers, Poitiers, France
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Guillotte AR, Fry L, Gattozzi D, Shah K. Glasgow Coma Scale Motor Score Predicts Need for Tracheostomy After Decompressive Craniectomy for Traumatic Brain Injury. Korean J Neurotrauma 2023; 19:454-465. [PMID: 38222836 PMCID: PMC10782100 DOI: 10.13004/kjnt.2023.19.e53] [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: 05/25/2023] [Revised: 09/25/2023] [Accepted: 09/25/2023] [Indexed: 01/16/2024] Open
Abstract
Objective Many patients with severe traumatic brain injury (TBI) require a tracheostomy after decompressive craniectomy. Determining which patients will require tracheostomy is often challenging. The existing methods for predicting which patients will require tracheostomy are more applicable to stroke and spontaneous intracranial hemorrhage. The aim of this study was to investigate whether the Glasgow Coma Scale (GCS) motor score can be used as a screening method for predicting which patients who undergo decompressive craniectomy for severe TBI are likely to require tracheostomy. Methods The neurosurgery census at the University of Kansas Medical Center was retrospectively reviewed to identify adult patients aged over 18 years who underwent decompressive craniectomy for TBI. Eighty patients met the inclusion criteria for the study. There were no exclusion criteria. The primary outcome of interest was the need for tracheostomy. The secondary outcome was the comparison of the total length of stay (LOS) and intensive care unit LOS between the early and late tracheostomy patient groups. Results All patients (100%) with a GCS motor score of 4 or less on post operative (POD) 5 required tracheostomy. Setting the threshold at GCS motor score of 5 on POD 5 for recommending tracheostomy resulted in 86.7% sensitivity, 91.7% specificity, and 90.5% positive predictive value, with an area under the receiver operator curve of 0.9101. Conclusion GCS motor score of 5 or less on POD 5 of decompressive craniectomy is a useful screening threshold for selecting patients who may benefit from tracheostomy, or may be potential candidates for extubation.
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Affiliation(s)
- Andrew R. Guillotte
- Department of Neurological Surgery, University of Kansas Medical Center, Kansas City, KS, USA
| | - Lane Fry
- Department of Neurological Surgery, University of Kansas Medical Center, Kansas City, KS, USA
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Ouchi A, Takahashi Y, Nakano H, Mochizuki M, Okamoto S, Sakuramoto H, Nakamura K. Effectiveness of Minitracheostomy After Extubation in Patients with Pneumonia at High Risk of Reintubation: A Case Series. J Crit Care Med (Targu Mures) 2023; 9:271-276. [PMID: 37969878 PMCID: PMC10644282 DOI: 10.2478/jccm-2023-0029] [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: 02/09/2023] [Accepted: 10/02/2023] [Indexed: 11/17/2023] Open
Abstract
Introduction Minitracheostomy involves the percutaneous insertion of a 4-mm-diameter cricothyroidotomy tube for tracheal suctioning to facilitate the clearance of airway secretions. The advantage of using the minitracheostomy is in the clearance of secretions, however data on their usefulness for respiratory failure after extubation is limited. Aim of the study: We aimed to assess the use of minitracheostomy for patients with challenging extubation caused by significant sputum. Material and Methods We conducted a retrospective analysis of consecutive case series. We analyzed the data of 31 patients with pneumonia. After minitracheostomy, the primary endpoints of reintubation within 72 hours and clinical effects, including mortality, length of intensive care unit (ICU), or hospital stay, were assessed. The successful extubation group included patients who did not require reintubation within 72 hours. Conversely, the reintubation group consisted of patients mandating reestablishment of intubation within 72 hours. Results Among those who underwent minitracheostomy after extubation, 22 (71%) underwent successful extubation and 9 underwent reintubation (reintubation rate: 29%). The in-hospital mortality rates after 30 days were 18.2% in the successful extubation group and 22.2% in the reintubation group. The ICU and hospital lengths of stay were 11 days (interquartile range: 8-14.3 days) and 23 days (interquartile range: 15.5-41 days), respectively, in the successful extubation group; they were 14 days (interquartile range: 11-18.5 days) and 30 days (interquartile range: 16-45.5 days), respectively, in the reintubation group. Conclusions The prophylactic use of minitracheostomy may be an option as a means of reducing reintubation in patients with pneumonia who are at very high risk of reintubation.
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Affiliation(s)
- Akira Ouchi
- Ibaraki Christian University, Ibaraki, Japan
| | | | | | | | | | - Hideaki Sakuramoto
- Japanese Red Cross Kyushu International College of Nursing, Kyushu, Japan
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Tanaka A, Shimomura Y, Uchiyama A, Tokuhira N, Kitamura T, Iwata H, Hashimoto H, Ishigaki S, Enokidani Y, Yamashita T, Koyama Y, Iguchi N, Yoshida T, Fujino Y. Time definition of reintubation most relevant to patient outcomes in critically ill patients: a multicenter cohort study. Crit Care 2023; 27:378. [PMID: 37777790 PMCID: PMC10544149 DOI: 10.1186/s13054-023-04668-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Accepted: 09/27/2023] [Indexed: 10/02/2023] Open
Abstract
BACKGROUND Reintubation is a common complication in critically ill patients requiring mechanical ventilation. Although reintubation has been demonstrated to be associated with patient outcomes, its time definition varies widely among guidelines and in the literature. This study aimed to determine the association between reintubation and patient outcomes as well as the consequences of the time elapsed between extubation and reintubation on patient outcomes. METHODS This was a multicenter retrospective cohort study of critically ill patients conducted between April 2015 and March 2021. Adult patients who underwent mechanical ventilation and extubation in intensive care units (ICUs) were investigated utilizing the Japanese Intensive Care PAtient Database. The primary and secondary outcomes were in-hospital and ICU mortality. The association between reintubation and clinical outcomes was studied using Cox proportional hazards analysis. Among the patients who underwent reintubation, a Cox proportional hazard analysis was conducted to evaluate patient outcomes according to the number of days from extubation to reintubation. RESULTS Overall, 184,705 patients in 75 ICUs were screened, and 1849 patients underwent reintubation among 48,082 extubated patients. After adjustment for potential confounders, multivariable analysis revealed a significant association between reintubation and increased in-hospital and ICU mortality (adjusted hazard ratio [HR] 1.520, 95% confidence interval [CI] 1.359-1.700, and adjusted HR 1.325, 95% CI 1.076-1.633, respectively). Among the reintubated patients, 1037 (56.1%) were reintubated within 24 h after extubation, 418 (22.6%) at 24-48 h, 198 (10.7%) at 48-72 h, 111 (6.0%) at 72-96 h, and 85 (4.6%) at 96-120 h. Multivariable Cox proportional hazard analysis showed that in-hospital and ICU mortality was highest in patients reintubated at 72-96 h (adjusted HR 1.528, 95% CI 1.062-2.197, and adjusted HR 1.334, 95% CI 0.756-2.352, respectively; referenced to reintubation within 24 h). CONCLUSIONS Reintubation was associated with a significant increase in in-hospital and ICU mortality. The highest mortality rates were observed in patients who were reintubated between 72 and 96 h after extubation. Further studies are warranted for the optimal observation of extubated patients in clinical practice and to strengthen the evidence for mechanical ventilation.
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Affiliation(s)
- Aiko Tanaka
- Department of Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine, 2-15 Yamadaoka, Suita, Osaka, 565-0871, Japan.
- Department of Intensive Care, University of Fukui Hospital, Yoshida, Fukui, Japan.
| | - Yoshimitsu Shimomura
- Division of Environmental Medicine and Population Sciences, Department of Social and Environmental Medicine, Osaka University Graduate School of Medicine, Suita, Osaka, Japan
- Department of Hematology, Kobe City Hospital Organization Kobe City Medical Center General Hospital, Kobe, Hyogo, Japan
| | - Akinori Uchiyama
- Department of Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine, 2-15 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Natsuko Tokuhira
- Department of Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine, 2-15 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Tetsuhisa Kitamura
- Division of Environmental Medicine and Population Sciences, Department of Social and Environmental Medicine, Osaka University Graduate School of Medicine, Suita, Osaka, Japan
| | - Hirofumi Iwata
- Department of Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine, 2-15 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Haruka Hashimoto
- Department of Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine, 2-15 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Suguru Ishigaki
- Department of Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine, 2-15 Yamadaoka, Suita, Osaka, 565-0871, Japan
- Department of Pediatrics, Osaka University Graduate School of Medicine, Suita, Osaka, Japan
| | - Yusuke Enokidani
- Department of Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine, 2-15 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Tomonori Yamashita
- Department of Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine, 2-15 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Yukiko Koyama
- Department of Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine, 2-15 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Naoya Iguchi
- Department of Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine, 2-15 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Takeshi Yoshida
- Department of Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine, 2-15 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Yuji Fujino
- Department of Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine, 2-15 Yamadaoka, Suita, Osaka, 565-0871, Japan
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Joussellin V, Bonny V, Spadaro S, Clerc S, Parfait M, Ferioli M, Sieye A, Jalil Y, Janiak V, Pinna A, Dres M. Lung aeration estimated by chest electrical impedance tomography and lung ultrasound during extubation. Ann Intensive Care 2023; 13:91. [PMID: 37752365 PMCID: PMC10522557 DOI: 10.1186/s13613-023-01180-3] [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: 07/01/2023] [Accepted: 08/26/2023] [Indexed: 09/28/2023] Open
Abstract
BACKGROUND This study hypothesized that patients with extubation failure exhibit a loss of lung aeration and heterogeneity in air distribution, which could be monitored by chest EIT and lung ultrasound. Patients at risk of extubation failure were included after a successful spontaneous breathing trial. Lung ultrasound [with calculation of lung ultrasound score (LUS)] and chest EIT [with calculation of the global inhomogeneity index, frontback center of ventilation (CoV), regional ventilation delay (RVD) and surface available for ventilation] were performed before extubation during pressure support ventilation (H0) and two hours after extubation during spontaneous breathing (H2). EIT was then repeated 6 h (H6) after extubation. EIT derived indices and LUS were compared between patients successfully extubated and patients with extubation failure. RESULTS 40 patients were included, of whom 12 (30%) failed extubation. Before extubation, when compared with patients with successful extubation, patients who failed extubation had a higher LUS (19 vs 10, p = 0.003) and a smaller surface available for ventilation (352 vs 406 pixels, p = 0.042). After extubation, GI index and LUS were higher in the extubation failure group, whereas the surface available for ventilation was lower. The RVD and the CoV were not different between groups. CONCLUSION Before extubation, a loss of lung aeration was observed in patients who developed extubation failure afterwards. After extubation, this loss of lung aeration persisted and was associated with regional lung ventilation heterogeneity. Trial registration Clinical trials, NCT04180410, Registered 27 November 2019-prospectively registered, https://clinicaltrials.gov/ct2/show/NCT04180410 .
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Affiliation(s)
- Vincent Joussellin
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France
- Hôpital Pitié-Salpêtrière, Service de Médecine Intensive, Réanimation (Département "R3S"), AP-HP, Sorbonne Université, 47‑83 boulevard de l'Hôpital, 75013, Paris, France
| | - Vincent Bonny
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France
- Hôpital Pitié-Salpêtrière, Service de Médecine Intensive, Réanimation (Département "R3S"), AP-HP, Sorbonne Université, 47‑83 boulevard de l'Hôpital, 75013, Paris, France
| | - Savino Spadaro
- Department of Translational Medicine, Intensive Care Unit, University of Ferrara, Sant'Anna Hospital, Ferrara, Italy
| | - Sébastien Clerc
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France
- Hôpital Pitié-Salpêtrière, Service de Médecine Intensive, Réanimation (Département "R3S"), AP-HP, Sorbonne Université, 47‑83 boulevard de l'Hôpital, 75013, Paris, France
| | - Mélodie Parfait
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France
- Hôpital Pitié-Salpêtrière, Service de Médecine Intensive, Réanimation (Département "R3S"), AP-HP, Sorbonne Université, 47‑83 boulevard de l'Hôpital, 75013, Paris, France
| | - Martina Ferioli
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France
- Hôpital Pitié-Salpêtrière, Service de Médecine Intensive, Réanimation (Département "R3S"), AP-HP, Sorbonne Université, 47‑83 boulevard de l'Hôpital, 75013, Paris, France
- Respiratory and Critical Care Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
- Department of Clinical, Integrated and Experimental Medicine (DIMES), Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - Antonin Sieye
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France
- Hôpital Pitié-Salpêtrière, Service de Médecine Intensive, Réanimation (Département "R3S"), AP-HP, Sorbonne Université, 47‑83 boulevard de l'Hôpital, 75013, Paris, France
| | - Yorschua Jalil
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France
- Departamento de Medicina Intensiva, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
- Departamento de Ciencias de la Salud, Carrera de Kinesiología, Facultad de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Vincent Janiak
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France
- Sorbonne Université, CNRS, LIP6, 75005, Paris, France
- Bioserenity, 20 Rue Berbier-Du-Metz, 75013, Paris, France
| | - Andrea Pinna
- Sorbonne Université, CNRS, LIP6, 75005, Paris, France
| | - Martin Dres
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France.
- Hôpital Pitié-Salpêtrière, Service de Médecine Intensive, Réanimation (Département "R3S"), AP-HP, Sorbonne Université, 47‑83 boulevard de l'Hôpital, 75013, Paris, France.
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Pu H, Doig GS, Lv Y, Wu X, Yang F, Zhang S, Liang Z, Zhou Y, Kang Y. Modifiable risk factors for ventilator associated diaphragmatic dysfunction: a multicenter observational study. BMC Pulm Med 2023; 23:343. [PMID: 37700263 PMCID: PMC10498609 DOI: 10.1186/s12890-023-02633-y] [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: 07/04/2023] [Accepted: 09/04/2023] [Indexed: 09/14/2023] Open
Abstract
BACKGROUND Diaphragmatic dysfunction is known to be associated with difficulties weaning from invasive mechanical ventilation and is related to worse patient outcomes yet our understanding of how to prevent diaphragmatic dysfunction remains incomplete. We examined potentially modifiable risk factors for diaphragmatic dysfunction and attempted to estimate benefits attributable to altering these modifiable risk factors. METHODS This prospective multicenter observational study was undertaken in the general ICUs of two tertiary care teaching hospitals. Critically ill adults expected to receive invasive mechanical ventilation for at least 48 h were enrolled. Diaphragm function was assessed by ultrasound each study day, with dysfunction defined as thickening fraction less than 20%. RESULTS From January to December 2019, 856 patients were screened and 126 patients were enrolled. Overall, 40.5% (51/126) of patients experienced diaphragmatic dysfunction during invasive mechanical ventilation. Patients with diaphragmatic dysfunction were more likely to develop ventilator associated pneumonia (risk difference [RD] + 12.9%, 95% Confidence Interval [CI] 1.4 to 24.4%, P = 0.028), were more likely to experience extubation failure (RD + 8.5%, 95% CI 0.4 to 16.6%, P = 0.039) and required a longer duration of invasive mechanical ventilation (RD + 1.3 days, 95% CI 0.1 to 2.5 days, P = 0.035). They also required a longer hospital stay (RD + 1.2 days, 95% CI 0.04 to 2.4 days, P = 0.041) and were more likely to die before hospital discharge (RD + 18.1%, 95% CI 3.7 to 32.5%, P = 0.014). Multivariable analysis considered the impact of age, sex, pre-existing nutritional status, caloric intake, amino acid intake, acute disease severity, modes of mechanical ventilation, measures of respiratory status, sedation, pain control and baseline diaphragm thickness. Only SOFA score (P = 0.008) and early amino acid intake (P = 0.001) remained significant independent risk factors for the onset of diaphragmatic dysfunction. Causal path modeling suggested early amino acid intake may significantly reduce diaphragmatic dysfunction (RRR 29%, 95% CI 10% to 48%, P = 0.003) and may also reduce mortality (RRR 49%, 95% CI 25% to 73%, P < 0.0001). CONCLUSIONS Amino acid intake during the first 24 h of ICU stay may represent an important, modifiable risk factor for diaphragmatic dysfunction and may have a direct causal effect on mortality. We recommend additional research on this topic.
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Affiliation(s)
- Hong Pu
- Department of Critical Care Medicine, West China Medical School, West China Hospital, Sichuan University, Chengdu, PR China
| | - Gordon S Doig
- Northern Clinical School Intensive Care Research Unit, Sydney Medical School, University of Sydney, Sydney, NSW, Australia.
| | - Yu Lv
- Healthcare-Associated Infection Control Center, Sichuan Academy of Medical Sciences, School of Medicine, Sichuan People's Hospital, University of Electronic Science and Technology of China, Chengdu, PR China
| | - Xiaoxiao Wu
- Department of Critical Care Medicine, Sichuan Academy of Medical Sciences, School of Medicine, Sichuan People's Hospital, University of Electronic Science and Technology of China, Chengdu, PR China
| | - Fu Yang
- Department of Critical Care Medicine, West China Medical School, West China Hospital, Sichuan University, Chengdu, PR China
| | - Shurong Zhang
- Department of Critical Care Medicine, West China Medical School, West China Hospital, Sichuan University, Chengdu, PR China
| | - Zongan Liang
- Department of Respiratory and Critical Care Medicine, West China Medical School, West China Hospital, Sichuan University, Chengdu, PR China
| | - Yan Zhou
- Department of Critical Care Medicine, West China Medical School, West China Hospital, Sichuan University, Chengdu, PR China
| | - Yan Kang
- Department of Critical Care Medicine, West China Medical School, West China Hospital, Sichuan University, Chengdu, PR China
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Kimura R, Hayashi N, Utsunomiya A. Effect of a Japanese Version of the Burns Wean Assessment Program e-Learning Materials on Ventilator Withdrawal for Intensive Care Unit Nurses. J Nurs Res 2023; 31:e287. [PMID: 37351563 DOI: 10.1097/jnr.0000000000000566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/24/2023] Open
Abstract
BACKGROUND No assessment tool for predicting ventilator withdrawal success is currently available in Japan. Thus, an accessible and valid assessment tool to address this issue is needed. The Burns Wean Assessment Program (BWAP) has been validated as a reliable predictor of ventilator withdrawal outcomes. However, nurses must be familiar with this tool to ensure its efficient utilization in clinical settings. PURPOSE This study was designed to examine the effect of a 26-item Japanese version of BWAP (J-BWAP) e-learning materials on ventilator withdrawal in a sample of intensive care unit nurses in Japan. METHODS The BWAP was translated into Japanese, checked, and verified as the J-BWAP. Nonrandomized intensive care unit nurses from six hospitals were assigned to three groups, including Intervention Group 1 (e-learning in one session), Intervention Group 2 (e-learning over three sessions during 1 week), and the control group. The participants underwent pretests and posttests using web-based, simulated patients. The primary outcome measure was the difference in online pretest and posttest total scores among the two intervention groups and the control group. The feasibility of the J-BWAP and its e-learning materials was evaluated using four frameworks: acceptability, demand, implementation, and adaptation. RESULTS Of the 48 participants in the study, 32 completed the posttest and were included in the analysis (dropout rate: 33.3%). The difference between pretest and posttest scores was significantly higher in the intervention groups than the control group (2 vs. -1, p = .0191) and in Intervention Group 2 than the control group (2.0 vs. -0.5, p = .049). The feasibility frameworks for the J-BWAP and its e-learning materials were mostly positive. CONCLUSIONS/IMPLICATIONS FOR PRACTICE The development of the J-BWAP and training nurses using e-learning were shown to be feasible in this study. The J-BWAP contents are appropriate for predicting the outcome of mechanical ventilation withdrawal. The J-BWAP has the potential to become a common tool among Japanese medical professionals after the contents are further simplified for daily application in clinical practice. Subsequent studies should verify the reliability and validity of this tool and test the real-world utility of the J-BWAP using randomized controlled trials in Japanese clinical settings.
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Affiliation(s)
| | - Naoko Hayashi
- PhD, RN, Professor, Graduate School of Nursing Science, St. Luke's International University, Tokyo, Japan
| | - Akemi Utsunomiya
- DSN, RN, CCNS, Professor, Critical Care Nursing, Graduate School of Nursing, Kansai Medical University, Osaka, Japan
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Hryciw BN, Hryciw N, Tran A, Fernando SM, Rochwerg B, Burns KEA, Seely AJE. Predictors of Noninvasive Ventilation Failure in the Post-Extubation Period: A Systematic Review and Meta-Analysis. Crit Care Med 2023; 51:872-880. [PMID: 36995099 DOI: 10.1097/ccm.0000000000005865] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/31/2023]
Abstract
OBJECTIVES To identify factors associated with failure of noninvasive ventilation (NIV) in the post-extubation period. DATA SOURCES We searched Embase Classic +, MEDLINE, and the Cochrane Database of Systematic Reviews from inception to February 28, 2022. STUDY SELECTION We included English language studies that provided predictors of post-extubation NIV failure necessitating reintubation. DATA EXTRACTION Two authors conducted data abstraction and risk-of-bias assessments independently. We used a random-effects model to pool binary and continuous data and summarized estimates of effect using odds ratios (ORs) mean difference (MD), respectively. We used the Quality in Prognosis Studies tool to assess risk of bias and the Grading of Recommendations, Assessment, Development and Evaluations to assess certainty. DATA SYNTHESIS We included 25 studies ( n = 2,327). Illness-related factors associated with increased odds of post-extubation NIV failure were higher critical illness severity (OR, 3.56; 95% CI, 1.96-6.45; high certainty) and a diagnosis of pneumonia (OR, 6.16; 95% CI, 2.59-14.66; moderate certainty). Clinical and biochemical factors associated with moderate certainty of increased risk of NIV failure post-extubation include higher respiratory rate (MD, 1.54; 95% CI, 0.61-2.47), higher heart rate (MD, 4.46; 95% CI, 1.67-7.25), lower Pa o2 :F io2 (MD, -30.78; 95% CI, -50.02 to -11.54) 1-hour after NIV initiation, and higher rapid shallow breathing index (MD, 15.21; 95% CI, 12.04-18.38) prior to NIV start. Elevated body mass index was the only patient-related factor that may be associated with a protective effect (OR, 0.21; 95% CI, 0.09-0.52; moderate certainty) on post-extubation NIV failure. CONCLUSIONS We identified several prognostic factors before and 1 hour after NIV initiation associated with increased risk of NIV failure in the post-extubation period. Well-designed prospective studies are required to confirm the prognostic importance of these factors to help further guide clinical decision-making.
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Affiliation(s)
- Brett N Hryciw
- Division of Critical Care, Department of Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Nicole Hryciw
- Department of Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Alexandre Tran
- Division of Critical Care, Department of Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Shannon M Fernando
- Division of Critical Care, Department of Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Bram Rochwerg
- Department of Medicine, Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
| | - Karen E A Burns
- Department of Medicine, Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
| | - Andrew J E Seely
- Division of Critical Care, Department of Medicine, University of Ottawa, Ottawa, ON, Canada
- Division of Thoracic Surgery, Department of Surgery, The Ottawa Hospital, Ottawa, ON, Canada
- Clinical Epidemiology Program, Ottawa Hospital Research Institute, University of Ottawa, Ottawa, ON, Canada
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50
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Jha AK. Postextubation ventilation strategy in preventing reintubation in patients at very high risk for extubation failure. Intensive Care Med 2023; 49:374-375. [PMID: 36645447 DOI: 10.1007/s00134-023-06979-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/03/2023] [Indexed: 01/17/2023]
Affiliation(s)
- Ajay Kumar Jha
- Department of Anaesthesiology and Critical Care, Jawaharlal Institute of Postgraduate Medical Education and Research, Pondicherry, 605006, India.
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