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Schaeffer BZ, Fazio SA, Stocking JC, Adams JY, Liu A, Black HB, Harper RW, Cortes-Puch I, Albertson TE, Kuhn BT. Using the ROX Index to Predict Treatment Outcome for High-Flow Nasal Cannula and/or Noninvasive Ventilation in Patients With COPD Exacerbations. Respir Care 2024; 69:1100-1107. [PMID: 38653556 PMCID: PMC11349586 DOI: 10.4187/respcare.11544] [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] [Indexed: 04/25/2024]
Abstract
BACKGROUND The ratio of oxygen saturation index (ROX index; or SpO2 /FIO2 /breathing frequency) has been shown to predict risk of intubation after high-flow nasal cannula (HFNC) support among adults with acute hypoxemic respiratory failure primarily due to pneumonia. However, its predictive value for other subtypes of respiratory failure is unknown. This study investigated whether the ROX index predicts liberation from HFNC or noninvasive ventilation (NIV), intubation with mechanical ventilation, or death in adults admitted for respiratory failure due to an exacerbation of COPD. METHODS We performed a retrospective study of 260 adults hospitalized with a COPD exacerbation and treated with HFNC and/or NIV (continuous or bi-level). ROX index scores were collected at treatment initiation and predefined time intervals throughout HFNC and/or NIV treatment or until the subject was intubated or died. A ROX index score of ≥ 4.88 was applied to the cohort to determine if the same score would perform similarly in this different cohort. Accuracy of the ROX index was determined by calculating the area under the receiver operator curve. RESULTS A total of 47 subjects (18%) required invasive mechanical ventilation or died while on HFNC/NIV. The ROX index at treatment initiation, 1 h, and 6 h demonstrated the best prediction accuracy for avoidance of invasive mechanical ventilation or death (area under the receiver operator curve 0.73 [95% CI 0.66-0.80], 0.72 [95% CI 0.65-0.79], and 0.72 [95% CI 0.63-0.82], respectively). The optimal cutoff value for sensitivity (Sn) and specificity (Sp) was a ROX index score > 6.88 (sensitivity 62%, specificity 57%). CONCLUSIONS The ROX index applied to adults with COPD exacerbations treated with HFNC and/or NIV required higher scores to achieve similar prediction of low risk of treatment failure when compared to subjects with hypoxemic respiratory failure/pneumonia. ROX scores < 4.88 did not accurately predict intubation or death.
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Affiliation(s)
- Brett Z Schaeffer
- Division of Pulmonary, Critical Care, and Sleep Medicine, University of California, Davis, Davis, California; and Veterans Affairs Northern California Healthcare System, Mather, California
| | - Sarina A Fazio
- Center for Nursing Science, UC Davis Health, Sacramento, California
| | - Jacqueline C Stocking
- Division of Pulmonary, Critical Care, and Sleep Medicine, University of California, Davis, Davis, California
| | - Jason Y Adams
- Division of Pulmonary, Critical Care, and Sleep Medicine, University of California, Davis, Davis, California; and Data Center of Excellence, UC Davis Health, Sacramento, California
| | - Anna Liu
- Data Center of Excellence, UC Davis Health, Sacramento, California
| | - Hugh B Black
- Division of Pulmonary, Critical Care, and Sleep Medicine, University of California, Davis, Davis, California
| | - Richart W Harper
- Division of Pulmonary, Critical Care, and Sleep Medicine, University of California, Davis, Davis, California; and Veterans Affairs Northern California Healthcare System, Mather, California
| | - Irene Cortes-Puch
- Division of Pulmonary, Critical Care, and Sleep Medicine, University of California, Davis, Davis, California; and Data Center of Excellence, UC Davis Health, Sacramento, California
| | - Timothy E Albertson
- Division of Pulmonary, Critical Care, and Sleep Medicine, University of California, Davis, Davis, California; and Veterans Affairs Northern California Healthcare System, Mather, California
| | - Brooks T Kuhn
- Division of Pulmonary, Critical Care, and Sleep Medicine, University of California, Davis, Davis, California; and Veterans Affairs Northern California Healthcare System, Mather, California
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Schwager E, Nabian M, Liu X, Feng T, French R, Amelung P, Atallah L, Badawi O. Machine learning modelling for predicting the utilization of invasive and non-invasive ventilation throughout the ICU duration. Healthc Technol Lett 2024; 11:252-257. [PMID: 39100501 PMCID: PMC11294931 DOI: 10.1049/htl2.12081] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 02/06/2024] [Indexed: 08/06/2024] Open
Abstract
The goal of this work is to develop a Machine Learning model to predict the need for both invasive and non-invasive mechanical ventilation in intensive care unit (ICU) patients. Using the Philips eICU Research Institute (ERI) database, 2.6 million ICU patient data from 2010 to 2019 were analyzed. This data was randomly split into training (63%), validation (27%), and test (10%) sets. Additionally, an external test set from a single hospital from the ERI database was employed to assess the model's generalizability. Model performance was determined by comparing the model probability predictions with the actual incidence of ventilation use, either invasive or non-invasive. The model demonstrated a prediction performance with an AUC of 0.921 for overall ventilation, 0.937 for invasive, and 0.827 for non-invasive. Factors such as high Glasgow Coma Scores, younger age, lower BMI, and lower PaCO2 were highlighted as indicators of a lower likelihood for the need for ventilation. The model can serve as a retrospective benchmarking tool for hospitals to assess ICU performance concerning mechanical ventilation necessity. It also enables analysis of ventilation strategy trends and risk-adjusted comparisons, with potential for future testing as a clinical decision tool for optimizing ICU ventilation management.
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Affiliation(s)
- Emma Schwager
- Philips Research North AmericaCambridgeMassachusettsUSA
| | - Mohsen Nabian
- PhilipsClinical AI and AnalyticsNew BrunswickNew JerseyUSA
| | - Xinggang Liu
- Johnson and Johnson LimitedNew BrunswickNew JerseyUSA
| | - Ting Feng
- Philips Research North AmericaCambridgeMassachusettsUSA
| | - Robin French
- PhilipsEMR & Care ManagementCambridgeMassachusettsUSA
| | - Pam Amelung
- PhilipsEMR & Care ManagementCambridgeMassachusettsUSA
| | - Louis Atallah
- PhilipsEMR & Care ManagementCambridgeMassachusettsUSA
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Westhoff M, Neumann P, Geiseler J, Bickenbach J, Arzt M, Bachmann M, Braune S, Delis S, Dellweg D, Dreher M, Dubb R, Fuchs H, Hämäläinen N, Heppner H, Kluge S, Kochanek M, Lepper PM, Meyer FJ, Neumann B, Putensen C, Schimandl D, Schönhofer B, Schreiter D, Walterspacher S, Windisch W. [Non-invasive Mechanical Ventilation in Acute Respiratory Failure. Clinical Practice Guidelines - on behalf of the German Society of Pneumology and Ventilatory Medicine]. Pneumologie 2024; 78:453-514. [PMID: 37832578 DOI: 10.1055/a-2148-3323] [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: 10/15/2023]
Abstract
The guideline update outlines the advantages as well as the limitations of NIV in the treatment of acute respiratory failure in daily clinical practice and in different indications.Non-invasive ventilation (NIV) has a high value in therapy of hypercapnic acute respiratory failure, as it significantly reduces the length of ICU stay and hospitalization as well as mortality.Patients with cardiopulmonary edema and acute respiratory failure should be treated with continuous positive airway pressure (CPAP) and oxygen in addition to necessary cardiological interventions. This should be done already prehospital and in the emergency department.In case of other forms of acute hypoxaemic respiratory failure with only mild or moderately disturbed gas exchange (PaO2/FiO2 > 150 mmHg) there is no significant advantage or disadvantage compared to high flow nasal oxygen (HFNO). In severe forms of ARDS NIV is associated with high rates of treatment failure and mortality, especially in cases with NIV-failure and delayed intubation.NIV should be used for preoxygenation before intubation. In patients at risk, NIV is recommended to reduce extubation failure. In the weaning process from invasive ventilation NIV essentially reduces the risk of reintubation in hypercapnic patients. NIV is regarded useful within palliative care for reduction of dyspnea and improving quality of life, but here in concurrence to HFNO, which is regarded as more comfortable. Meanwhile NIV is also recommended in prehospital setting, especially in hypercapnic respiratory failure and pulmonary edema.With appropriate monitoring in an intensive care unit NIV can also be successfully applied in pediatric patients with acute respiratory insufficiency.
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Affiliation(s)
- Michael Westhoff
- Klinik für Pneumologie, Lungenklinik Hemer - Zentrum für Pneumologie und Thoraxchirurgie, Hemer
| | - Peter Neumann
- Abteilung für Klinische Anästhesiologie und Operative Intensivmedizin, Evangelisches Krankenhaus Göttingen-Weende gGmbH
| | - Jens Geiseler
- Medizinische Klinik IV - Pneumologie, Beatmungs- und Schlafmedizin, Paracelsus-Klinik Marl, Marl
| | - Johannes Bickenbach
- Klinik für Operative Intensivmedizin und Intermediate Care, Uniklinik RWTH Aachen, Aachen
| | - Michael Arzt
- Schlafmedizinisches Zentrum der Klinik und Poliklinik für Innere Medizin II, Universitätsklinikum Regensburg, Regensburg
| | - Martin Bachmann
- Klinik für Atemwegs-, Lungen- und Thoraxmedizin, Beatmungszentrum Hamburg-Harburg, Asklepios Klinikum Harburg, Hamburg
| | - Stephan Braune
- IV. Medizinische Klinik: Akut-, Notfall- und Intensivmedizin, St. Franziskus-Hospital, Münster
| | - Sandra Delis
- Klinik für Pneumologie, Palliativmedizin und Geriatrie, Helios Klinikum Emil von Behring GmbH, Berlin
| | - Dominic Dellweg
- Klinik für Innere Medizin, Pneumologie und Gastroenterologie, Pius-Hospital Oldenburg, Universitätsmedizin Oldenburg
| | - Michael Dreher
- Klinik für Pneumologie und Internistische Intensivmedizin, Uniklinik RWTH Aachen
| | - Rolf Dubb
- Akademie der Kreiskliniken Reutlingen GmbH, Reutlingen
| | - Hans Fuchs
- Zentrum für Kinder- und Jugendmedizin, Neonatologie und pädiatrische Intensivmedizin, Universitätsklinikum Freiburg
| | | | - Hans Heppner
- Klinik für Geriatrie und Geriatrische Tagesklinik Klinikum Bayreuth, Medizincampus Oberfranken Friedrich-Alexander-Universität Erlangen-Nürnberg, Bayreuth
| | - Stefan Kluge
- Klinik für Intensivmedizin, Universitätsklinikum Hamburg-Eppendorf, Hamburg
| | - Matthias Kochanek
- Klinik I für Innere Medizin, Hämatologie und Onkologie, Universitätsklinikum Köln, Köln
| | - Philipp M Lepper
- Klinik für Innere Medizin V - Pneumologie, Allergologie und Intensivmedizin, Universitätsklinikum des Saarlandes und Medizinische Fakultät der Universität des Saarlandes, Homburg
| | - F Joachim Meyer
- Lungenzentrum München - Bogenhausen-Harlaching) München Klinik gGmbH, München
| | - Bernhard Neumann
- Klinik für Neurologie, Donauisar Klinikum Deggendorf, und Klinik für Neurologie der Universitätsklinik Regensburg am BKH Regensburg, Regensburg
| | - Christian Putensen
- Klinik und Poliklinik für Anästhesiologie und Operative Intensivmedizin, Universitätsklinikum Bonn, Bonn
| | - Dorit Schimandl
- Klinik für Pneumologie, Beatmungszentrum, Zentralklinik Bad Berka GmbH, Bad Berka
| | - Bernd Schönhofer
- Klinik für Innere Medizin, Pneumologie und Intensivmedizin, Evangelisches Klinikum Bethel, Universitätsklinikum Ost Westphalen-Lippe, Bielefeld
| | | | - Stephan Walterspacher
- Medizinische Klinik - Sektion Pneumologie, Klinikum Konstanz und Lehrstuhl für Pneumologie, Universität Witten-Herdecke, Witten
| | - Wolfram Windisch
- Lungenklinik, Kliniken der Stadt Köln gGmbH, Lehrstuhl für Pneumologie Universität Witten/Herdecke, Köln
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Botsch AA, Oravec MJ, Rapier BT, Goff LM, Desmett AL. Noninvasive Ventilation for Moderate to Severe Acute Respiratory Distress Syndrome Due to COVID-19. Am J Crit Care 2024; 33:260-269. [PMID: 38945818 DOI: 10.4037/ajcc2024663] [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: 07/02/2024]
Abstract
BACKGROUND Use of noninvasive ventilation in patients with acute respiratory distress syndrome (ARDS) is debated. The COVID-19 pandemic posed challenges due to high patient volumes and worldwide resource strain. OBJECTIVES To determine associations between use of noninvasive ventilation in adult patients with moderate to severe ARDS due to SARS-CoV-2 pneumonia, progression to intubation, and hospital mortality. METHODS This retrospective cohort study included patients in an institutional COVID-19 registry. Adult patients were included if they were admitted for COVID-19 between March 1, 2020, and March 31, 2022, and developed moderate to severe ARDS. Primary outcomes were progression to intubation and hospital mortality in patients who received noninvasive ventilation or mechanical ventilation. A secondary outcome was successful treatment with noninvasive ventilation without intubation. RESULTS Of 823 patients who met inclusion criteria, 454 (55.2%) did not receive noninvasive ventilation and 369 (44.8%) received noninvasive ventilation. Patients receiving noninvasive ventilation were more likely to require mechanical ventilation than were patients not receiving noninvasive ventilation. Among patients requiring endotracheal intubation, those receiving noninvasive ventilation had a higher likelihood of mortality. Patients receiving noninvasive ventilation had lower severity-adjusted odds of survival to discharge without intubation than did patients not receiving noninvasive ventilation. CONCLUSION Patients with moderate to severe ARDS due to SARS-CoV-2 pneumonia treated with noninvasive ventilation had increased likelihood of progression to endotracheal intubation and hospital mortality.
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Affiliation(s)
- Alexander A Botsch
- Alexander A. Botsch is lead nurse practitioner, Division of Critical Care, Department of Medicine, Summa Health, Akron, Ohio
| | - Michael J Oravec
- Michael J. Oravec is research program director, Department of Medicine, Summa Health, Akron
| | - Brandon T Rapier
- Brandon T. Rapier is a critical care fellow, Department of Medicine, Summa Health, Akron
| | - Laine M Goff
- Laine M. Goff is a medical student, Northeast Ohio Medical University, Rootstown, Ohio
| | - Ashley L Desmett
- Ashley L. Desmett is an attending physician and program director, Pulmonary Disease and Critical Care Medicine Fellowship, Division of Critical Care, Department of Medicine, Summa Health, Akron
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Abi Abdallah G, Diop S, Jamme M, Legriel S, Ferré A. Respiratory Infection Triggering Severe Acute Exacerbations of Chronic Obstructive Pulmonary Disease. Int J Chron Obstruct Pulmon Dis 2024; 19:555-565. [PMID: 38440747 PMCID: PMC10909653 DOI: 10.2147/copd.s447162] [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: 11/15/2023] [Accepted: 02/15/2024] [Indexed: 03/06/2024] Open
Abstract
Background Data are scarce on respiratory infections during severe acute exacerbation of chronic obstructive pulmonary disease (COPD). This study aimed to investigate respiratory infection patterns in the intensive care unit (ICU) and identify variables associated with infection type and patient outcome. Methods A retrospective, single-centre cohort study. All patients admitted (2015-2021) to our ICU for severe acute exacerbation of COPD were included. Logistic multivariable regression analysis was performed to predict factors associated with infection and assess the association between infection and outcome. Results We included 473 patients: 288 (60.9%) had respiratory infection and 139 (29.4%) required invasive mechanical ventilation. Eighty-nine (30.9%) had viral, 81 (28.1%) bacterial, 34 (11.8%) mixed, and 84 (29.2%) undocumented infections. Forty-seven (9.9%) patients died in the ICU and 67 (14.2%) in hospital. Factors associated with respiratory infection were temperature (odds ratio [+1°C]=1.43, P=0.008) and blood neutrophils (1.07, P=0.002). Male sex (2.21, P=0.02) and blood neutrophils were associated with bacterial infection (1.06, P=0.04). In a multivariable analysis, pneumonia (cause-specific hazard=1.75, P=0.005), respiratory rate (1.17, P=0.04), arterial partial pressure of carbon-dioxide (1.08, P=0.04), and lactate (1.14, P=0.02) were associated with the need for invasive MV. Age (1.03, P=0.03), immunodeficiency (1.96, P=0.02), and altered performance status (1.78, P=0.002) were associated with hospital mortality. Conclusions Respiratory infections, 39.9% of which were bacterial, were the main cause of severe acute exacerbation of COPD. Body temperature and blood neutrophils were single markers of infection. Pneumonia was associated with the need for invasive mechanical ventilation but not with hospital mortality, as opposed to age, immunodeficiency, and altered performance status.
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Affiliation(s)
| | - Sylvain Diop
- Cardiothoracic Intensive Care Unit, Department of Anesthesiology, Marie Lannelongue Hospital, Le Plessis Robinson, France
| | - Matthieu Jamme
- Service de Réanimation Polyvalente, Hôpital Privé de l’Ouest Parisien, Ramsay-Générale de Santé, Trappes, France
- CESP, INSERM U1018, Equipe Epidémiologie Clinique, Villejuif, France
| | - Stéphane Legriel
- Intensive Care Unit, Versailles Hospital, Le Chesnay, France
- University Paris-Saclay, UVSQ, INSERM, CESP, Team ”PsyDev”, Villejuif, France
| | - Alexis Ferré
- Intensive Care Unit, Versailles Hospital, Le Chesnay, France
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Fahey AC, O'Connell M, Cornally N, Saab MM. High flow nasal cannula versus noninvasive ventilation in the treatment of acute hypercapnic respiratory failure: A systematic review and meta-analysis. THE CLINICAL RESPIRATORY JOURNAL 2023; 17:1091-1102. [PMID: 37700578 PMCID: PMC10632084 DOI: 10.1111/crj.13695] [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: 05/11/2023] [Revised: 08/01/2023] [Accepted: 08/29/2023] [Indexed: 09/14/2023]
Abstract
Chronic obstructive pulmonary disease can lead to acute hypercapnic respiratory failure (AHRF), often treated using noninvasive ventilation (NIV). Emerging research suggests the potential utility of high flow nasal cannula (HFNC) for AHRF. This systematic review and meta-analysis aimed to determine the effect of HFNC versus NIV on AHRF management. A search of electronic databases (CINAHL, MEDLINE, and Academic Search Complete), web sources, and trial registries was last conducted on 9 February 2023. Quality and risk of bias assessments were conducted. Meta-analyses were used to synthesise data. Seven randomised controlled trials were included. No statistically significant differences between HFNC and NIV were found within the following outcomes of interest: (i) correction of pCO2: standardised mean difference (SMD) = -0.16, 95% confidence interval (CI) (-0.34 to 0.02), p = 0.08; (ii) correction of pH: SMD = -0.05, 95% CI (-0.25 to 0.14), p = 0.59; (iii) correction of pO2: SMD = -0.15, 95% CI (-0.40 to 0.09), p = 0.22; (iv) intubation rates: risk ratio (RR) = 0.87, 95% CI (0.41 to 1.82), p = 0.71; (v) mortality rates: RR = 0.85, 95% CI (0.47 to 1.56), p = 0.61; and (vi) treatment switch: RR = 1.30, 95% CI (0.43 to 3.94), p = 0.64. More controlled trials with large sample sizes are required to investigate the management of AHRF of various aetiologies. HFNC may be used as a final exhaustive measure for COPD-related AHRF where NIV is not tolerated, and when it is not clinically indicated to extend to endotracheal intubation.
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Affiliation(s)
- Aisling C. Fahey
- Catherine McAuley School of Nursing and MidwiferyUniversity College CorkCorkIreland
| | - Martina O'Connell
- Catherine McAuley School of Nursing and MidwiferyUniversity College CorkCorkIreland
- Kerry Mental Health Services, Cork/Kerry Community HealthcareHealth Service ExecutiveTraleeCo. KerryIreland
- Health Service Executive National eRostering Project, Community Healthcare Operations Improvement and ChangeSt. Loman's HospitalLucanCo. DublinIreland
| | - Nicola Cornally
- Catherine McAuley School of Nursing and MidwiferyUniversity College CorkCorkIreland
| | - Mohamad M. Saab
- Catherine McAuley School of Nursing and MidwiferyUniversity College CorkCorkIreland
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Rittayamai N, Pravarnpat C, Srilam W, Bunyarid S, Chierakul N. Safety and efficacy of noninvasive ventilation for acute respiratory failure in general medical ward: a prospective cohort study. J Thorac Dis 2023; 15:5466-5474. [PMID: 37969272 PMCID: PMC10636453 DOI: 10.21037/jtd-23-732] [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: 05/02/2023] [Accepted: 09/01/2023] [Indexed: 11/17/2023]
Abstract
Background Noninvasive ventilation (NIV) is recommended for use in patients with acute respiratory failure of various etiologies. However, we do not know whether the use of NIV in general medical wards is safe and effective. This study aimed to evaluate the safety and efficacy of using NIV and factors associated with NIV failure in general medical wards. Methods A prospective cohort study was conducted in general medical wards of the University Hospital. Adult patients with acute respiratory failure treated with NIV were enrolled. The subjects were managed by a multidisciplinary care team that was well trained in the NIV device. The primary outcome was the rate of NIV failure at 48 hours. Secondary outcomes included hospital mortality and factors associated with NIV failure. Results A total of 86 patients were enrolled. The mean age was 70±17 years old. The Acute Physiology and Chronic Health Evaluation (APACHE) III and the Sequential Organ Failure Assessment (SOFA) scores were 56±17 and 4±3, respectively. The most common indication of NIV use was cardiogenic pulmonary edema (34.9%). The rate of NIV failure at 48 hours and hospital mortality were 20.9% and 12.8%, respectively. The SOFA score was associated with failure of NIV at 48 hours [odds ratio (OR) 1.48, 95% confidence interval (CI): 1.16-1.89; P=0.002]. Conclusions NIV was safe and effective on general medical wards. Cardiogenic pulmonary edema was the most common indication for the application of NIV. The SOFA score was associated with the failure of NIV at 48 hours.
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Affiliation(s)
- Nuttapol Rittayamai
- Division of Respiratory Disease and Tuberculosis, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Chalinee Pravarnpat
- Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Wichian Srilam
- Division of Respiratory Disease and Tuberculosis, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Satit Bunyarid
- Division of Respiratory Disease and Tuberculosis, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Nitipatana Chierakul
- Division of Respiratory Disease and Tuberculosis, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
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Schwager E, Liu X, Nabian M, Feng T, French RM, Amelung P, Atallah L, Badawi O. Machine learning prediction of the total duration of invasive and non-invasive ventilation During ICU Stay. PLOS DIGITAL HEALTH 2023; 2:e0000289. [PMID: 37703526 PMCID: PMC10499394 DOI: 10.1371/journal.pdig.0000289] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 05/30/2023] [Indexed: 09/15/2023]
Abstract
Predicting the duration of ventilation in the ICU helps in assessing the risk of ventilator-induced lung injury, ensuring sufficient oxygenation, and optimizing resource allocation. Prior models provided a prediction of total duration without distinguishing between invasive and non-invasive ventilation. This work proposes two independent gradient boosting regression models for predicting the duration of invasive and non-invasive ventilation based on commonly available ICU features. These models are trained on 2.6 million patient stays across 350 US hospitals between 2010 to 2019. The mean absolute error (MAE) for the prediction of duration was 2.08 days for invasive ventilation and 0.36 days for non-invasive ventilation. The total ventilation duration predicted by our model had MAE of 2.38 days, which outperformed the gold standard (APACHE) with MAE of 3.02 days. The feature importance analysis of the trained models showed that, for invasive ventilation, high average heart rate, diagnosis of respiratory infection and admissions from locations other than the operating room were associated with longer ventilation durations. For non-invasive ventilation, higher respiratory rates and having any GCS measurement were associated with longer durations.
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Affiliation(s)
- Emma Schwager
- Philips, Cambridge, Massachusetts, United States of America
| | - Xinggang Liu
- Johnson and Johnson, Rockville, Maryland, United States of America
| | - Mohsen Nabian
- Philips, Cambridge, Massachusetts, United States of America
| | - Ting Feng
- Philips, Cambridge, Massachusetts, United States of America
| | | | - Pam Amelung
- Philips, Cambridge, Massachusetts, United States of America
| | - Louis Atallah
- Philips, Cambridge, Massachusetts, United States of America
| | - Omar Badawi
- University of Maryland School of Pharmacy, Baltimore, Maryland, United States of America
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9
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Feng X, Wang D, Pan Q, Yan M, Liu X, Shen Y, Fang L, Cai G, Ning G. Reinforcement Learning Model for Managing Noninvasive Ventilation Switching Policy. IEEE J Biomed Health Inform 2023; 27:4120-4130. [PMID: 37159312 DOI: 10.1109/jbhi.2023.3274568] [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: 05/11/2023]
Abstract
Noninvasive ventilation (NIV) has been recognized as a first-line treatment for respiratory failure in patients with chronic obstructive pulmonary disease (COPD) and hypercapnia respiratory failure, which can reduce mortality and burden of intubation. However, during the long-term NIV process, failure to respond to NIV may cause overtreatment or delayed intubation, which is associated with increased mortality or costs. Optimal strategies for switching regime in the course of NIV treatment remain to be explored.For the goal of reducing 28-day mortality of the patients undergoing NIV, Double Dueling Deep Q Network (D3QN) of offline-reinforcement learning algorithm was adopted to develop an optimal regime model for making treatment decisions of discontinuing ventilation, continuing NIV, or intubation. The model was trained and tested using the data from Multi-Parameter Intelligent Monitoring in Intensive Care III (MIMIC-III) and evaluated by the practical strategies. Furthermore, the applicability of the model in majority disease subgroups (Catalogued by International Classification of Diseases, ICD) was investigated. Compared with physician's strategies, the proposed model achieved a higher expected return score (4.25 vs. 2.68) and its recommended treatments reduced the expected mortality from 27.82% to 25.44% in all NIV cases. In particular, for these patients finally received intubation in practice, if the model also supported the regime, it would warn of switching to intubation 13.36 hours earlier than clinicians (8.64 vs. 22 hours after the NIV treatment), granting a 21.7% reduction in estimated mortality. In addition, the model was applicable across various disease groups with distinguished achievement in dealing with respiratory disorders. The proposed model is promising to dynamically provide personalized optimal NIV switching regime for patients undergoing NIV with the potential of improving treatment outcomes.
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Özsancak Uǧurlu A, Ergan B. How do I wean a patient with acute hypercapnic respiratory failure from noninvasive ventilation? Pulmonology 2023; 29:144-150. [PMID: 36137890 DOI: 10.1016/j.pulmoe.2022.07.010] [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: 02/02/2022] [Revised: 07/07/2022] [Accepted: 07/20/2022] [Indexed: 11/18/2022] Open
Abstract
Noninvasive ventilation (NIV) has been increasingly used for the management of different etiologies of acute hypercapnic respiratory failure (AHRF). Although NIV implementation has been framed well by the guidelines, limited number of studies evaluated the NIV weaning strategies, including a gradual decrease in the level of ventilator support and/or duration of NIV as well as abrupt discontinuation, once respiratory acidosis and distress have resolved. None of the methods have yet been established to be superior to the other in terms of the success rate of weaning and duration of NIV; as well as mortality, length of stay (LOS) in hospital, respiratory ICU (RICU), and ICU. Patient-derived factors, such as etiology of AHRF, disease severity, history of prior NIV use, and clinical status can help to predict NIV weaning outcome and eventually choose the best method for each individual. In this paper, we have described the strategies for weaning a patient with AHRF from NIV and provided a quick guide for implementation of these data into daily practice based on our experience in and the current scientific evidence.
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Affiliation(s)
- A Özsancak Uǧurlu
- Department of Pulmonary Medicine, Baskent University, Istanbul, Turkey.
| | - B Ergan
- Dokuz Eylul University, Izmir, Turkey
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11
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Mosher CL, Weber JM, Adagarla BS, Neely ML, Palmer SM, MacIntyre NR. Timing of Treatment Outcomes and Risk Factors for Failure of BPAP in Patients Hospitalized for COPD Exacerbation. Respir Care 2022; 67:1517-1526. [PMID: 36195347 PMCID: PMC9994036 DOI: 10.4187/respcare.10155] [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] [Indexed: 11/05/2022]
Abstract
BACKGROUND Patients hospitalized for COPD exacerbation have an increased risk of mortality, particularly among those who fail bi-level positive airway pressure (BPAP) for hypercapnic respiratory failure subsequently requiring invasive mechanical ventilation. Therefore, we sought to investigate the treatment course of BPAP and factors associated with BPAP treatment failure. METHODS We performed a retrospective cohort study using real-world evidence to investigate subjects with COPD who were treated with BPAP during a hospitalization for COPD exacerbation. Treatment outcomes were defined within 7 d from BPAP initiation as either failure, persistent, or success. Failure was defined as death or progression to invasive ventilation. Persistent was defined as receiving BPAP during hospital day 7. Success was defined as liberation from BPAP prior to hospital day 7 and not meeting criteria for failure. Unadjusted multinomial logistic regression models were used to examine the association between BPAP treatment outcomes and 17 recipient characteristics. RESULTS Among the 427 clinical encounters, 78% were successful, 10% were persistent, and 12% experienced failure. The median time to failure and success was 8 h and 16 h, respectively. Increasing age, body mass index (BMI), bicarbonate level, and creatinine level were significantly associated with either BPAP treatment failure, persistent treatment, or both. CONCLUSIONS The first 8 h following initiation of BPAP is a critical time period where patients are at high risk for life-threatening decompensation. Careful consideration should be given to increasing age, BMI, bicarbonate level, and creatinine level as these factors were associated with BPAP treatment failure or persistent treatment.
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Affiliation(s)
- Christopher L Mosher
- Division of Pulmonary, Allergy, and Critical Care Medicine, Duke University Medical Center, Durham, North Carolina; and Duke Clinical Research Institute, Durham, North Carolina.
| | - Jeremy M Weber
- Duke University School of Medicine, Department of Biostatistics and Bioinformatics, Durham, North Carolina
| | | | - Megan L Neely
- Duke Clinical Research Institute, Durham, North Carolina; and Duke University School of Medicine, Department of Biostatistics and Bioinformatics, Durham, North Carolina
| | - Scott M Palmer
- Division of Pulmonary, Allergy, and Critical Care Medicine, Duke University Medical Center, Durham, North Carolina; and Duke Clinical Research Institute, Durham, North Carolina
| | - Neil R MacIntyre
- Division of Pulmonary, Allergy, and Critical Care Medicine, Duke University Medical Center, Durham, North Carolina
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12
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Dadeh AA, Kulparat M. Predictive Performance of the NEWS‒Lactate and NEWS Towards Mortality or Need for Critical Care Among Patients with Suspicion of Sepsis in the Emergency Department: A Prospective Observational Study. OPEN ACCESS EMERGENCY MEDICINE 2022; 14:619-631. [DOI: 10.2147/oaem.s382752] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Accepted: 11/11/2022] [Indexed: 11/18/2022] Open
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13
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Briones-Claudett KH, Briones-Claudett MH, Baños MDPC, Briones Zamora KH, Briones Marquez DC, Zimmermann LJI, Gavilanes AWD, Grunauer M. Noninvasive Mechanical Ventilation with Average Volume-Assured Pressure Support versus BiPAP S/T in De Novo Hypoxemic Respiratory Failure. Crit Care Res Pract 2022; 2022:4333345. [PMID: 35966802 PMCID: PMC9365614 DOI: 10.1155/2022/4333345] [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: 10/25/2021] [Revised: 03/21/2022] [Accepted: 07/13/2022] [Indexed: 12/05/2022] Open
Abstract
Background Bilevel positive airway pressure in spontaneous/time and average volume-assured pressure support (BiPAP·S/T-AVAPS) could maintain an adequate tidal volume by reducing the patient's inspiratory effort; however, this ventilatory strategy has not been compared with other ventilatory modes, especially the conventional BiPAP S/T mode, when noninvasive mechanical ventilation (NIMV) is used. The primary objective of this study was to determine the rate of success and failure of the use of BiPAP·S/T-AVAPS versus BiPAP·S/T alone in patients with mild-to-moderate "de novo" hypoxemic respiratory failure. Methods This was a matched-cohort study. Subjects with mild-to-moderate de novo hypoxemic respiratory failure were divided into two groups according to the ventilatory strategy used. The subjects in the BiPAP·S/T group were paired with those in the BiPAP·S/T-AVAPS group. Results A total of 58 subjects were studied. Twenty-nine subjects in the BiPAP·S/T group were paired with 29 subjects in the BiPAP·S/T-AVAPS group. Twenty patients (34.5%) presented with "failure of NIMV," while 38 (65.5%) patients did not. In addition, 13 (22.4%) patients died, while 45 (77.6%) recovered. No differences were found in the percentage of intubation (P=0.44) and mortality (P=0.1). Conclusion The BiPAP S/T-AVAPS ventilator mode was not superior to the BiPAP·S/T mode. A high mortality rate was observed in patients with NIMV failure in both modes. This trial is registered with https://doi.org/10.1186/ISRCTN17904857.
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Affiliation(s)
- Killen H. Briones-Claudett
- Universidad de Las Americas, Facultad de Medicina, Quito, Ecuador
- Intensive Care Unit, Ecuadorian Institute of Social Security (IESS), Babahoyo, Ecuador
| | - Mónica H. Briones-Claudett
- Intensive Care Unit, Ecuadorian Institute of Social Security (IESS), Babahoyo, Ecuador
- Physiology and Respiratory-Center, Ecuador
| | | | | | - Diana C. Briones Marquez
- Physiology and Respiratory-Center, Ecuador
- Universidad de Guayaquil, Facultad de Ciencias Médicas, Guayaquil, Ecuador
| | - Luc J. I. Zimmermann
- School for Oncology and Developmental Biology (GROW), University of Maastricht, Maastricht, Netherlands
| | - Antonio W. D. Gavilanes
- School for Oncology and Developmental Biology (GROW), University of Maastricht, Maastricht, Netherlands
| | - Michelle Grunauer
- School of Medicine, Universidad San Francisco de Quito, Quito, Ecuador
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14
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Farhadi N, Varpaei HA, Fattah Ghazi S, Amoozadeh L, Mohammadi M. Deciding When to Intubate a COVID-19 Patient. Anesth Pain Med 2022; 12:e123350. [PMID: 36818481 PMCID: PMC9923339 DOI: 10.5812/aapm-123350] [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: 02/17/2022] [Revised: 03/29/2022] [Accepted: 04/16/2022] [Indexed: 11/16/2022] Open
Abstract
Background The SARS-CoV-2 pandemic is one of the most significant challenges for healthcare providers, particularly in the critical care setting. The timing of intubation in COVID-19 patients seems to be challenging. Therefore, we aimed to investigate how it may have a survival benefit, and we determined which clinical characteristics were associated with outcomes. Methods This cross-sectional study was conducted in the Imam Khomeini Hospital Complex. We randomly selected patients admitted to intensive care units and, based on intubation status, categorized them into three subgroups (early, late, and not intubated). Early intubation is defined as intubation within 48 hours of ICU admission, and late intubation is defined as intubation after 48 hours of ICU admission. Results Early-intubated patients were more likely to have dyspnea than late-intubated patients, and late-intubated patients had a higher mean heart rate than early-intubated patients. The neutrophil/lymphocyte ratio was significantly (P < 0.05) lower in not-intubated patients than in other patients. There was no difference in NLR between early- and late-intubated patients. Mean serum creatine phosphokinase and troponin I levels were higher in late-intubated patients than in early- and not-intubated patients. Early-intubated patients had a lower ROX index than late-intubated patients. Patients with higher scores of APACHE 2, respiratory rates, and neutrophil to lymphocyte ratio were more likely to be intubated. Increasing APACHE and SOFA scores were associated with decreased odds of survival. Conclusions There were no statistically significant differences in total mortality between early- and late-intubated patients. APACHE 2 scores, NLR, RR, and history of ischemic heart disease are some of the appropriate predictors of intubation. Higher respiratory rates (tachypnea) can be an indicator of early intubation. The ROX index is one of the most sensitive and capable tools for predicting intubation. Intubation status is a potent predictor of in-hospital mortality.
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Affiliation(s)
| | - Hesam Aldin Varpaei
- Department of Nursing and Midwifery, Islamic Azad University Tehran Medical Sciences, Tehran, Iran
- Department of Surgical Nursing, Faculty of Nursing, Near East University, Nicosia, Cyprus
| | - Samrand Fattah Ghazi
- Department of Anesthesiology and Critical Care, Imam Khomeini Hospital Complex, Tehran University of Medical Sciences, Tehran, Iran
| | - Laya Amoozadeh
- Department of Anesthesiology and Critical Care, Imam Khomeini Hospital Complex, Tehran University of Medical Sciences, Tehran, Iran
| | - Mostafa Mohammadi
- Department of Anesthesiology and Critical Care, Imam Khomeini Hospital Complex, Tehran University of Medical Sciences, Tehran, Iran
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15
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Tetlow S, Anandanadesan R, Taheri L, Pagkalidou E, De Lavallade H, Metaxa V. High-flow nasal cannula oxygen in patients with haematological malignancy: a retrospective observational study. Ann Hematol 2022; 101:1191-1199. [PMID: 35394147 DOI: 10.1007/s00277-022-04824-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Accepted: 03/21/2022] [Indexed: 01/05/2023]
Abstract
Patients with haematological malignancies (HM) face high rates of intensive care unit (ICU) admission and mortality. High-flow nasal cannula oxygen (HFNCO) is increasingly used to support HM patients in ward settings, but there is limited evidence on the safety and efficacy of HFNCO in this group. We retrospectively reviewed all HM patients receiving ward-based HFNCO, supervised by a critical care outreach service (CCOS), from January 2014 to January 2019. We included 130 consecutive patients. Forty-three (33.1%) were weaned off HFNCO without ICU admission. Eighty-seven (66.9%) were admitted to ICU, 20 (23.3%) required non-invasive and 34 (39.5%) invasive mechanical ventilation. ICU and hospital mortality were 42% and 55% respectively. Initial FiO2 < 0.4 (OR 0.27, 95% CI 0.09-0.81, p = 0.019) and HFNCO use on the ward > 1 day (OR 0.16, 95% CI 0.04, 0.59, p = 0.006) were associated with reduced likelihood for ICU admission. Invasive ventilation was associated with reduced survival (OR 0.27, 95%CI 0.1-0.7, p = 0.007). No significant adverse events were reported. HM patients receiving ward-based HFNCO have higher rates of ICU admission, but comparable hospital mortality to those requiring CCOS review without respiratory support. Results should be interpreted cautiously, as the model proposed depends on the existence of CCOS.
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Affiliation(s)
- Simon Tetlow
- University College Hospital NHS Foundation Trust, 235 Euston Rd, Bloomsbury, London, NW1 2BU, UK.
| | | | - Leila Taheri
- Guy's and St Thomas' NHS Foundation Trust, Westminster Bridge Road, London, SE1 7EH, UK
| | - Eirini Pagkalidou
- School of Medicine, Aristotle University of Thessaloniki, University Campus, 54124, Thessaloniki, Greece
| | - Hugues De Lavallade
- Department of Haematological Medicine, King's College Hospital, Denmark Hill, Brixton, London, SE5 9RS, UK
| | - Victoria Metaxa
- Department of Critical Care, King's College Hospital, Denmark Hill, Brixton, London, SE5 9RS, UK
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16
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Im DD, Laksana E, Ledbetter DR, Aczon MD, Khemani RG, Wetzel RC. Development of a deep learning model that predicts Bi-level positive airway pressure failure. Sci Rep 2022; 12:8907. [PMID: 35618738 PMCID: PMC9135753 DOI: 10.1038/s41598-022-12984-x] [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: 12/30/2021] [Accepted: 05/16/2022] [Indexed: 11/09/2022] Open
Abstract
Delaying intubation for patients failing Bi-Level Positive Airway Pressure (BIPAP) may be associated with harm. The objective of this study was to develop a deep learning model capable of aiding clinical decision making by predicting Bi-Level Positive Airway Pressure (BIPAP) failure. This was a retrospective cohort study in a tertiary pediatric intensive care unit (PICU) between 2010 and 2020. Three machine learning models were developed to predict BIPAP failure: two logistic regression models and one deep learning model, a recurrent neural network with a Long Short-Term Memory (LSTM-RNN) architecture. Model performance was evaluated in a holdout test set. 175 (27.7%) of 630 total BIPAP sessions were BIPAP failures. Patients in the BIPAP failure group were on BIPAP for a median of 32.8 (9.2-91.3) hours prior to intubation. Late BIPAP failure (intubation after using BIPAP > 24 h) patients had fewer 28-day Ventilator Free Days (13.40 [0.68-20.96]), longer ICU length of stay and more post-extubation BIPAP days compared to those who were intubated ≤ 24 h from BIPAP initiation. An AUROC above 0.5 indicates that a model has extracted new information, potentially valuable to the clinical team, about BIPAP failure. Within 6 h of BIPAP initiation, the LSTM-RNN model predicted which patients were likely to fail BIPAP with an AUROC of 0.81 (0.80, 0.82), superior to all other models. Within 6 h of BIPAP initiation, the LSTM-RNN model would identify nearly 80% of BIPAP failures with a 50% false alarm rate, equal to an NNA of 2. In conclusion, a deep learning method using readily available data from the electronic health record can identify which patients on BIPAP are likely to fail with good discrimination, oftentimes days before they are intubated in usual practice.
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Affiliation(s)
- Daniel D Im
- Department of Pediatrics, Keck School of Medicine, University of Southern California, 2020 Zonal Ave, IRD 114, Los Angeles, CA, 90089, USA.
| | - Eugene Laksana
- Department of Anesthesiology and Critical Care Medicine, Children's Hospital Los Angeles, Los Angeles, CA, USA.,Laura P. and Leland K. Whittier Virtual Pediatric Intensive Care Unit, Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - David R Ledbetter
- Department of Anesthesiology and Critical Care Medicine, Children's Hospital Los Angeles, Los Angeles, CA, USA.,Laura P. and Leland K. Whittier Virtual Pediatric Intensive Care Unit, Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - Melissa D Aczon
- Department of Anesthesiology and Critical Care Medicine, Children's Hospital Los Angeles, Los Angeles, CA, USA.,Laura P. and Leland K. Whittier Virtual Pediatric Intensive Care Unit, Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - Robinder G Khemani
- Department of Pediatrics, Keck School of Medicine, University of Southern California, 2020 Zonal Ave, IRD 114, Los Angeles, CA, 90089, USA.,Department of Anesthesiology and Critical Care Medicine, Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - Randall C Wetzel
- Department of Pediatrics, Keck School of Medicine, University of Southern California, 2020 Zonal Ave, IRD 114, Los Angeles, CA, 90089, USA.,Department of Anesthesiology and Critical Care Medicine, Children's Hospital Los Angeles, Los Angeles, CA, USA.,Laura P. and Leland K. Whittier Virtual Pediatric Intensive Care Unit, Children's Hospital Los Angeles, Los Angeles, CA, USA.,Department of Anesthesiology, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
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17
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Smith LM, Glauser JM. Managing Severe Hypoxic Respiratory Failure in COVID-19. CURRENT EMERGENCY AND HOSPITAL MEDICINE REPORTS 2022; 10:31-35. [PMID: 35572208 PMCID: PMC9091541 DOI: 10.1007/s40138-022-00245-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/18/2022] [Indexed: 12/11/2022]
Abstract
Purpose of Review Adult respiratory distress syndrome is a life-threatening complication from severe COVID-19 infection resulting in severe hypoxic respiratory failure. Strategies at improving oxygenation have evolved over the course of the pandemic. Recent Findings Although non-invasive respiratory support reduces the need for intubation, a significant number of patients with COVID-19 progress to invasive mechanical ventilation. Once intubated, a lung protective ventilation strategy should be employed that limits tidal volumes to 6 ml/kg of predicted body weight and employs sufficient positive end-expiratory pressure to maximize oxygen delivery while minimizing the fraction of inspired oxygen. Intermittent prone positioning is effective at improving survival, and there is a growing body of evidence that it can be safely performed in spontaneously breathing patients to reduce the need for invasive mechanical ventilation. Inhaled pulmonary vasodilators have not been shown to improve survival or cost-effectiveness in COVID-19 and should be used selectively. Summary Finally, the best outcomes are likely achieved at centers with experience at severe ARDS management and protocols for escalation of care.
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Affiliation(s)
- Lane M. Smith
- Division of Critical Care Medicine, Department of Anesthesiology, University of Michigan Health System, 4172 Cardiovascular Center, 1500 East Medical Center Dr., SPC 5861, Ann Arbor, MI 48109-5861 USA
| | - Jonathan M. Glauser
- Department of Emergency Medicine, MetroHealth System and Case Western Reserve University, Cleveland, OH 44109 USA
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18
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Junhai Z, Jing Y, Beibei C, Li L. The value of ROX index in predicting the outcome of high flow nasal cannula: a systematic review and meta-analysis. Respir Res 2022; 23:33. [PMID: 35177091 PMCID: PMC8851822 DOI: 10.1186/s12931-022-01951-9] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Accepted: 02/03/2022] [Indexed: 12/01/2022] Open
Abstract
Background High flow nasal cannula (HFNC) therapy is widely employed in acute hypoxemic respiratory failure (AHRF) patients. However, the techniques for predicting HFNC outcome remain scarce. Methods PubMed, EMBASE, and Cochrane Library were searched until April 20, 2021. We included the studies that evaluated the potential predictive value of ROX (respiratory rate-oxygenation) index for HFNC outcome. This meta-analysis determined sensitivity, specificity, positive likelihood ratio (PLR), negative likelihood ratio (NLR), diagnostic score, diagnostic odds ratio (DOR), and pooled area under the summary receiver operating characteristic (SROC) curve. Results We assessed nine studies with 1933 patients, of which 745 patients experienced HFNC failure. This meta-analysis found that sensitivity, specificity, PLR, NLR, diagnostic score, and DOR of ROX index in predicting HFNC failure were 0.67 (95% CI 0.57–0.76), 0.72 (95% CI 0.65–0.78), 2.4 (95% CI 2.0–2.8), 0.46 (95% CI 0.37–0.58), 1.65(95% CI 1.37–1.93), and 5.0 (95% CI 4.0–7.0), respectively. In addition, SROC was 0.75 (95% CI 0.71–0.79). Besides, our subgroup analyses revealed that ROX index had higher sensitivity and specificity for predicting HFNC failure in COVID-19 patients, use the cut-off value > 5, and the acquisition time of other times after receiving HFNC had a greater sensitivity and specificity when compared to 6 h. Conclusions This study demonstrated that ROX index could function as a novel potential marker to identify patients with a higher risk of HFNC failure. However, the prediction efficiency was moderate, and additional research is required to determine the optimal cut-off value and propel acquisition time of ROX index in the future. PROSPERO registration number: CRD42021240607.
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Affiliation(s)
- Zhen Junhai
- Department of Critical Care Medicine, Zhejiang Hospital, Hangzhou, 310013, Zhejiang, China
| | - Yan Jing
- Department of Critical Care Medicine, Zhejiang Hospital, Hangzhou, 310013, Zhejiang, China
| | - Cao Beibei
- Department of Pathology, Zhejiang Hospital, Hangzhou, 310013, Zhejiang, China
| | - Li Li
- Department of Critical Care Medicine, Zhejiang Hospital, Hangzhou, 310013, Zhejiang, China.
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19
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McCormick JL, Clark TA, Shea CM, Hess DR, Lindenauer PK, Hill NS, Allen CE, Farmer MS, Hughes AM, Steingrub JS, Stefan MS. Exploring the Patient Experience with Noninvasive Ventilation: A Human-Centered Design Analysis to Inform Planning for Better Tolerance. CHRONIC OBSTRUCTIVE PULMONARY DISEASES (MIAMI, FLA.) 2022; 9:80-94. [PMID: 35018753 PMCID: PMC8893973 DOI: 10.15326/jcopdf.2021.0274] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 12/28/2021] [Indexed: 06/10/2023]
Abstract
BACKGROUND This study brings a human-centered design (HCD) perspective to understanding the patient experience when using noninvasive ventilation (NIV) with the goal of creating better strategies to improve NIV comfort and tolerance. METHODS Using an HCD motivational approach, we created a semi-structured interview to uncover the patients' journey while being treated with NIV. We interviewed 16 patients with chronic obstructive pulmonary disease (COPD) treated with NIV while hospitalized. Patients' experiences were captured in a stepwise narrative creating a journey map as a framework describing the overall experience and highlighting the key processes, tensions, and flows. We broke the journey into phases, steps, emotions, and themes to get a clear picture of the overall experience levers for patients. RESULTS The following themes promoted NIV tolerance: trust in the providers, the favorable impression of the facility and staff, understanding why the mask was needed, how NIV works and how long it will be needed, immediate relief of the threatening suffocating sensation, familiarity with similar treatments, use of meditation and mindfulness, and the realization that treatment was useful. The following themes deterred NIV tolerance: physical and psychological discomfort with the mask, impaired control, feeling of loss of control, and being misinformed. CONCLUSIONS Understanding the reality of patients with COPD treated with NIV will help refine strategies that can improve their experience and tolerance with NIV. Future research should test ideas with the best potential and generate prototypes and design iterations to be tested with patients.
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Affiliation(s)
- Jill L. McCormick
- TechSpring, Baystate Health, Springfield, Massachusetts, United States
| | - Taylar A. Clark
- Institute for Healthcare Delivery and Population Science, University of Massachusetts Chan Medical School – Baystate, Springfield, Massachusetts, United States
| | - Christopher M. Shea
- Department of Health Policy and Management, Gillings School of Global Public Health, University of North Carolina-Chapel Hill, Chapel Hill, North Carolina, United States
| | - Dean R. Hess
- College of Professional Studies, Respiratory Care Leadership, Northeastern University, Boston Massachusetts, United States
- Department of Respiratory Care, Massachusetts General Hospital, Boston, Massachusetts, United States
| | - Peter K. Lindenauer
- Institute for Healthcare Delivery and Population Science, University of Massachusetts Chan Medical School – Baystate, Springfield, Massachusetts, United States
- Department of Medicine, University of Massachusetts Chan Medical School - Baystate, Springfield, Massachusetts, United States
- Department of Population and Quantitative Health Sciences, University of Massachusetts Chan Medical School, Worcester, Massachusetts, United States
| | - Nicholas S. Hill
- Division of Pulmonary and Critical Care Medicine, Tufts University School of Medicine, Boston, Massachusetts, United States
| | - Crystal E. Allen
- TechSpring, Baystate Health, Springfield, Massachusetts, United States
| | - MaryJo S. Farmer
- Department of Medicine, University of Massachusetts Chan Medical School - Baystate, Springfield, Massachusetts, United States
- Division of Pulmonary and Critical Care, Department of Medicine, University of Massachusetts Chan Medical School - Baystate, Springfield, Massachusetts, United States
| | - Ashley M. Hughes
- College of Applied Health Science at the University of Illinois at Chicago, Chicago, Illinois, United States
| | - Jay S. Steingrub
- Department of Medicine, University of Massachusetts Chan Medical School - Baystate, Springfield, Massachusetts, United States
- Division of Pulmonary and Critical Care, Department of Medicine, University of Massachusetts Chan Medical School - Baystate, Springfield, Massachusetts, United States
| | - Mihaela S. Stefan
- Institute for Healthcare Delivery and Population Science, University of Massachusetts Chan Medical School – Baystate, Springfield, Massachusetts, United States
- Department of Medicine, University of Massachusetts Chan Medical School - Baystate, Springfield, Massachusetts, United States
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20
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Arranz M, Jacob J, Sancho-Ramoneda M, Lopez À, Navarro-Sáez MC, Cousiño-Chao JR, López-Altimiras X, López I Vengut F, García-Trallero O, German A, Farré-Cerdà J, Zorrilla J. Characteristics of prolonged noninvasive ventilation in emergency departments and impact upon effectiveness. Analysis of the VNICat registry. Med Intensiva 2021; 45:477-484. [PMID: 34475010 DOI: 10.1016/j.medine.2021.08.003] [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: 12/04/2019] [Accepted: 02/08/2020] [Indexed: 10/20/2022]
Abstract
OBJECTIVE To analyze the characteristics and variables associated with prolonged noninvasive ventilation performed completely in Emergency Departments (NIV-ED) and its influence upon effectiveness. DESIGN A prospective, multicenter, observational multipurpose cohort study was carried out. SETTING VNICAT Registry. SUBJECTS Patients in which NIV-ED was performed in 11 Catalan hospitals in the months of February or March 2015. INTERVENTION No. VARIABLES The study variable was NIV-ED, which as a function of time was defined as prolonged or not prolonged. The efficacy variable was the success of the technique in terms of patient improvement. RESULTS A total of 125 patients were included, with a median NIV-ED duration of 12 h, which was the cut-off point for the comparator groups. In 60 cases (48%) NIV-ED was not prolonged (<12 h), while in 65 cases (52%) ventilation was prolonged (≥12 h). Non-prolonged NIV-ED was associated to the indication of acute heart failure and prolonged ventilation to the presence of diabetes. There were no differences between non-prolonged and prolonged NIV-ED in terms of efficacy, and the success rate in terms of improvement was 68.3% and 76.9%, respectively, with an adjusted odds ratio of 1.49 (95%CI 0.61-3.60). CONCLUSIONS Prolonged NIV-ED is a frequent situation, but few variables associated to it have been studied. The presence of prolonged ventilation did not influence the success rate of NIV.
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Affiliation(s)
- M Arranz
- Servicio de Urgencias, Hospital de Viladecans, Viladecans, Barcelona, Spain
| | - J Jacob
- Servicio de Urgencias, Hospital Universitari de Bellvitge, L'Hospitalet de Llobregat, Barcelona, Spain.
| | - M Sancho-Ramoneda
- Servicio de Urgencias, Hospital Universitari Josep Trueta, Girona, Spain
| | - À Lopez
- Sistema d'Emergències Mèdiques (SEM), Barcelona, Spain
| | - M C Navarro-Sáez
- Servicio de Urgencias, Coorporació Sanitaria Parc Taulí, Sabadell, Barcelona, Spain
| | - J R Cousiño-Chao
- Servicio de Urgencias, Hospital Sant Jaume de Calella, Calella, Barcelona, Spain
| | - X López-Altimiras
- Servicio de Urgencias, Hospital de Mollet, Mollet del Vallès, Barcelona, Spain
| | - F López I Vengut
- Servicio de Urgencias, Parc sanitari Sant Joan de Déu, Sant Boi de Llobregat, Barcelona, Spain
| | - O García-Trallero
- Servicio de Urgencias, Hospital de Sant Joan Despí Moisès Broggi, Barcelona, Spain
| | - A German
- Servicio de Urgencias, Hospital Universitari Mútua de Terrassa, Terrassa, Barcelona, Spain
| | - J Farré-Cerdà
- Servicio de Urgencias, Hospital Sant Pau i Santa Tecla, Tarragona, Spain
| | - J Zorrilla
- Servicio de Urgencias, Xarxa Assistencial de Manresa, Fundació Althaia, Manresa, Barcelona, Spain
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21
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Feng X, Pan S, Yan M, Shen Y, Liu X, Cai G, Ning G. Dynamic prediction of late noninvasive ventilation failure in intensive care unit using a time adaptive machine model. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2021; 208:106290. [PMID: 34298473 DOI: 10.1016/j.cmpb.2021.106290] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2021] [Accepted: 07/09/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND Noninvasive ventilation (NIV) failure is strongly associated with poor prognosis. Nowadays, plenty of mature studies have been proposed to predict early NIV failure (within 48 hours of NIV), however, the prediction for late NIV failure (after 48 hours of NIV) lacks sufficient research. Late NIV failure delays intubation resulting in the increasing mortality of the patients. Therefore, it is of great significance to expeditiously predict the late NIV failure. In order to dynamically predict late NIV failure, we proposed a Time Updated Light Gradient Boosting Machine (TULightGBM) model. MATERIAL AND METHODS In this work, 5653 patients undergoing NIV over 48 hours were extracted from the database of Medical Information Mart for Intensive Care Ⅲ (MIMIC-Ⅲ) for model construction. The TULightGBM model consists of a series of sub-models which learn clinical information from updating data within 48 hours of NIV and integrates the outputs of the sub-models by the dynamic attention mechanism to predict late NIV failure. The performance of the proposed TULightGBM model was assessed by comparison with common models of logistic regression (LR), random forest (RF), LightGBM, eXtreme gradient boosting (XGBoost), artificial neural network (ANN), and long short-term memory (LSTM). RESULTS The TULightGBM model yielded prediction results at 8, 16, 24, 36, and 48 hours after the start of the NIV with dynamic AUC values of 0.8323, 0.8435, 0.8576, 0.8886, and 0.9123, respectively. Furthermore, the sensitivity, specificity, and accuracy of the TULightGBM model were 0.8207, 0.8164, and 0.8184, respectively. The proposed model achieved superior performance over other tested models. CONCLUSIONS The TULightGBM model is able to dynamically predict the late NIV failure with high accuracy and offer potential decision support for clinical practice.
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Affiliation(s)
- Xue Feng
- Department of Biomedical Engineering, Zhejiang University, 38 Zheda Road, Hangzhou 310027, China.
| | - Su Pan
- Department of Biomedical Engineering, Zhejiang University, 38 Zheda Road, Hangzhou 310027, China
| | - Molei Yan
- Department of Intensive Care Unit, Zhejiang Hospital, 12 Lingyin Road, Hangzhou 310013, China
| | - Yanfei Shen
- Department of Intensive Care Unit, Zhejiang Hospital, 12 Lingyin Road, Hangzhou 310013, China
| | - Xiaoqing Liu
- Deepwise AI LAB, 8 Haidian Road, Beijng 100089, China
| | - Guolong Cai
- Department of Intensive Care Unit, Zhejiang Hospital, 12 Lingyin Road, Hangzhou 310013, China.
| | - Gangmin Ning
- Department of Biomedical Engineering, Zhejiang University, 38 Zheda Road, Hangzhou 310027, China.
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22
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An Integrated Model including the ROX Index to Predict the Success of High-Flow Nasal Cannula Use after Planned Extubation: A Retrospective Observational Cohort Study. J Clin Med 2021; 10:jcm10163513. [PMID: 34441809 PMCID: PMC8397019 DOI: 10.3390/jcm10163513] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 08/03/2021] [Accepted: 08/04/2021] [Indexed: 11/17/2022] Open
Abstract
High-flow nasal cannula (HFNC) therapy is commonly used to prevent reintubation after planned extubation. In clinical practice, there are no appropriate tools to evaluate whether HFNC therapy was successful or failed after planned extubation. In this retrospective observational study, we investigated whether the use of the ROX index was appropriate to differentiate between HFNC success and failure within 72 h after extubation and to develop an integrated model including the ROX index to improve the prediction of HFNC success in patients receiving HFNC therapy after planned extubation. Of 276 patients, 50 patients (18.1%) were reintubated within 72 h of extubation. ROX index values of >8.7 at 2 h, >8.7 at 6 h, and >10.4 at 12 h after HFNC therapy were all meaningful predictors of HFNC success in extubated patients. In addition, the integrated model including the ROX index had a better predictive capability for HFNC success than the ROX index alone. In conclusion, the ROX index at 2, 6, and 12 h could be applied to extubated patients to predict HFNC success after planned extubation. To improve its predictive power, we should also consider an integrated model consisting of the ROX index, sex, body mass index, and the total duration of ventilator care.
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23
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Impact of HACOR Score on Noninvasive Ventilation Failure in Non-COPD Patients with Acute-on-Chronic Respiratory Failure. Can Respir J 2021; 2021:9960667. [PMID: 34336048 PMCID: PMC8321760 DOI: 10.1155/2021/9960667] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 06/15/2021] [Accepted: 07/15/2021] [Indexed: 11/23/2022] Open
Abstract
Background A rating scale that takes into account heart rate, acidosis, consciousness, oxygenation, and respiratory rate (the HACOR score) has been used to predict noninvasive ventilation (NIV) failure in patients with chronic obstructive pulmonary disease (COPD). However, the HACOR score has not been used to predict NIV failure in non-COPD patients with acute-on-chronic respiratory failure. Methods This study was performed in the respiratory intensive care unit of a teaching hospital. Data had been collected prospectively between June 2011 and January 2019. We enrolled non-COPD patients who received NIV due to acute-on-chronic respiratory failure, pH < 7.35, and PaCO2 >45 mmHg. NIV failure was defined as requiring intubation or dying during NIV. The HACOR score was determined at initiation and after 1-2, 12, and 24 h of NIV. Scores can range from 0 to 27, with higher scores indicating a higher risk of NIV failure. Results A total of 148 patients were enrolled in the study, 52 with sleep apnea-hypopnea syndrome, 34 with chronic thoracic sequelae, 31 with bronchiectasis, 14 with chest wall deformity, 5 with obesity-hypoventilation syndrome, and 12 with other conditions. Of the patients, 19 (13%) experienced NIV failure. From initiation to 24 h of NIV, the HACOR scores of patients who experienced NIV failure were much higher than those of patients who received successful NIV. The area under the receiver operating characteristic curve was 0.69, 0.91, 0.91, and 0.94 when the HACOR score was tested at initiation and after 1-2, 12, and 24 h of NIV, respectively. To obtain the best sensitivity and specificity, the cutoff value at initiation was 7 with a sensitivity of 68% and a specificity of 61%. After 1-2 h of NIV, it was 5 with a sensitivity of 90% and a specificity of 85%. After 12 h of NIV, it was 4 with a sensitivity of 82% and a specificity of 91%. After 24 h of NIV, it was 2 with a sensitivity of 100% and a specificity of 76%. Conclusions The HACOR score has high sensitivity and specificity for predicting NIV failure among non-COPD patients who receive NIV due to acute-on-chronic respiratory failure with respiratory acidosis.
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24
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See KC, Sahagun J, Taculod J. Patient characteristics and outcomes associated with adherence to the low PEEP/FIO2 table for acute respiratory distress syndrome. Sci Rep 2021; 11:14619. [PMID: 34272453 PMCID: PMC8285534 DOI: 10.1038/s41598-021-94081-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2021] [Accepted: 07/01/2021] [Indexed: 11/24/2022] Open
Abstract
It remains uncertain how best to set positive end-expiratory pressure (PEEP) for mechanically ventilated patients with the acute respiratory distress syndrome (ARDS). Among patients on low tidal volume ventilation (LTVV), we investigated if further adherence to the low PEEP/FIO2 (inspired oxygen fraction) table would be associated with better survival compared to nonadherence. Patients with ARDS, admitted directly from the Emergency Department to our 20-bed Medical Intensive Care Unit (ICU) from August 2016 to July 2017, were retrospectively studied. To determine adherence to the low PEEP/FIO2 table, PEEP and FIO2 12 h after ICU admission were used, to reflect ventilator adjustments by ICU clinicians after initial stabilization. Logistic regression was used to analyze hospital mortality as an outcome with adherence to the low PEEP/FIO2 as the key independent variable, adjusted for age, APACHE II score, initial P/F ratio and initial systolic blood pressure. 138 patients with ARDS were analysed. Overall adherence to the low PEEP/FIO2 table was 75.4%. Among patients on LTVV, nonadherence to the low PEEP/FIO2 table was associated with increased mortality compared to adherence (adjusted odds ratio 4.10, 95% confidence interval 1.68–9.99, P = 0.002). Patient characteristics at baseline were not associated with adherence to the low PEEP/FIO2 table.
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Affiliation(s)
- Kay Choong See
- Division of Respiratory & Critical Care Medicine, Department of Medicine, National University Hospital, 1E Kent Ridge Road, NUHS Tower Block Level 10, Singapore, 119228, Singapore. .,Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
| | - Juliet Sahagun
- Division of Critical Care-Respiratory Therapy, National University Hospital, Singapore, Singapore
| | - Juvel Taculod
- Division of Critical Care-Respiratory Therapy, National University Hospital, Singapore, Singapore
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25
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Koyauchi T, Yasui H, Enomoto N, Hasegawa H, Hozumi H, Suzuki Y, Karayama M, Furuhashi K, Fujisawa T, Nakamura Y, Inui N, Yokomura K, Suda T. Pulse oximetric saturation to fraction of inspired oxygen (SpO 2/FIO 2) ratio 24 hours after high-flow nasal cannula (HFNC) initiation is a good predictor of HFNC therapy in patients with acute exacerbation of interstitial lung disease. Ther Adv Respir Dis 2021; 14:1753466620906327. [PMID: 32046604 PMCID: PMC7016313 DOI: 10.1177/1753466620906327] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND High-flow nasal cannula (HFNC) oxygen therapy provides effective respiratory management in patients with hypoxemic respiratory failure. However, the efficacy and tolerability of HFNC for patients with acute exacerbation of interstitial lung disease (AE-ILD) have not been established. This study was performed to assess the efficacy and tolerability of HFNC for patients with AE-ILD and identify the early predictors of the outcome of HFNC treatment. METHODS We retrospectively reviewed the records of patients with AE-ILD who underwent HFNC. Overall survival, the success rate of HFNC treatment, adverse events, temporary interruption of treatment, discontinuation of treatment at the patient's request, and predictors of the outcome of HFNC treatment were evaluated. RESULTS A total of 66 patients were analyzed. Of these, 26 patients (39.4%) showed improved oxygenation and were successfully withdrawn from HFNC. The 30-day survival rate was 48.5%. No discontinuations at the patient's request were observed, and no serious adverse events occurred. The pulse oximetric saturation to fraction of inspired oxygen (SpO2/FIO2) ratio 24 h after initiating HFNC showed high prediction accuracy (area under the receiver operating characteristic curve, 0.802) for successful HFNC treatment. In the multivariate logistic regression analysis, an SpO2/FIO2 ratio of at least 170.9 at 24 h after initiation was significantly associated with successful HFNC treatment (odds ratio, 51.3; 95% confidence interval, 6.13-430; p < 0.001). CONCLUSIONS HFNC was well tolerated in patients with AE-ILD, suggesting that HFNC is a reasonable respiratory management for these patients. The SpO2/FIO2 ratio 24 h after initiating HFNC was a good predictor of successful HFNC treatment. The reviews of this paper are available via the supplemental material section.
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Affiliation(s)
- Takafumi Koyauchi
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan.,Department of Respiratory Medicine, Respiratory Disease Center, Seirei Mikatahara General Hospital, Hamamatsu, Shizuoka, Japan
| | - Hideki Yasui
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi Ward, Hamamatsu, Shizuoka 431-3192, Japan; Department of Emergency and Disaster Medicine, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan
| | - Noriyuki Enomoto
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan
| | - Hirotsugu Hasegawa
- Department of Respiratory Medicine, Respiratory Disease Center, Seirei Mikatahara General Hospital, Hamamatsu, Shizuoka, Japan
| | - Hironao Hozumi
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan
| | - Yuzo Suzuki
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan
| | - Masato Karayama
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan
| | - Kazuki Furuhashi
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan
| | - Tomoyuki Fujisawa
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan
| | - Yutaro Nakamura
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan
| | - Naoki Inui
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan
| | - Koshi Yokomura
- Department of Respiratory Medicine, Respiratory Disease Center, Seirei Mikatahara General Hospital, Hamamatsu, Shizuoka, Japan
| | - Takafumi Suda
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan
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26
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Nishikimi M, Nishida K, Shindo Y, Shoaib M, Kasugai D, Yasuda Y, Higashi M, Numaguchi A, Yamamoto T, Matsui S, Matsuda N. Failure of non-invasive respiratory support after 6 hours from initiation is associated with ICU mortality. PLoS One 2021; 16:e0251030. [PMID: 33930089 PMCID: PMC8087003 DOI: 10.1371/journal.pone.0251030] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2021] [Accepted: 04/19/2021] [Indexed: 12/28/2022] Open
Abstract
A previous study has shown that late failure (> 48 hours) of high-flow nasal cannula (HFNC) was associated with intensive care unit (ICU) mortality. The aim of this study was to investigate whether failure of non-invasive respiratory support, including HFNC and non-invasive positive pressure ventilation (NPPV), was also associated with the risk of mortality even if it occurs in the earlier phase. We retrospectively analyzed 59 intubated patients for acute respiratory failure due to lung diseases between April 2014 and June 2018. We divided the patients into 2 groups according to the time from starting non-invasive ventilatory support until their intubation: ≤ 6 hours failure and > 6 hours failure group. We evaluated the differences in the ICU mortality between these two groups. The multivariate logistic regression analysis showed the highest mortality in the > 6 hours failure group as compared to the ≤ 6 hours failure group, with a statistically significant difference (p < 0.01). It was also associated with a statistically significant increased 30-day mortality and decreased ventilator weaning rate. The ICU mortality in patients with acute respiratory failure caused by lung diseases was increased if the time until failure of HFNC and NPPV was more than 6 hours.
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Affiliation(s)
- Mitsuaki Nishikimi
- Department of Emergency and Critical Care Medicine, Nagoya University Graduate School of Medicine, Nagoya, Japan
- Department of Emergency Medicine, Northwell Health, NY, NY, United States of America
- Laboratory for Critical Care Physiology at the Feinstein Institutes for Medical Research, Northwell Health, NY, NY, United States of America
- * E-mail:
| | - Kazuki Nishida
- Department of Biostatistics, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Yuichiro Shindo
- Department of Respiratory Medicine, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Muhammad Shoaib
- Laboratory for Critical Care Physiology at the Feinstein Institutes for Medical Research, Northwell Health, NY, NY, United States of America
- Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY, United States of America
| | - Daisuke Kasugai
- Department of Emergency and Critical Care Medicine, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Yuma Yasuda
- Department of Emergency and Critical Care Medicine, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Michiko Higashi
- Department of Emergency and Critical Care Medicine, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Atsushi Numaguchi
- Department of Emergency and Critical Care Medicine, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Takanori Yamamoto
- Department of Emergency and Critical Care Medicine, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Shigeyuki Matsui
- Department of Biostatistics, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Naoyuki Matsuda
- Department of Emergency and Critical Care Medicine, Nagoya University Graduate School of Medicine, Nagoya, Japan
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27
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MacLeod M, Papi A, Contoli M, Beghé B, Celli BR, Wedzicha JA, Fabbri LM. Chronic obstructive pulmonary disease exacerbation fundamentals: Diagnosis, treatment, prevention and disease impact. Respirology 2021; 26:532-551. [PMID: 33893708 DOI: 10.1111/resp.14041] [Citation(s) in RCA: 78] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
In chronic obstructive pulmonary disease (COPD), exacerbations (ECOPD), characterized by an acute deterioration in respiratory symptoms, are fundamental events impacting negatively upon disease progression, comorbidities, wellbeing and mortality. ECOPD also represent the largest component of the socioeconomic burden of COPD. ECOPDs are currently defined as acute worsening of respiratory symptoms that require additional therapy. Definitions that require worsening of dyspnoea and sputum volume/purulence assume that acute infections, especially respiratory viral infections, and/or exposure to pollutants are the main cause of ECOPD. But other factors may contribute to ECOPD, such as the exacerbation of other respiratory diseases and non-respiratory diseases (e.g., heart failure, thromboembolism). The complexity of worsening dyspnoea has suggested a need to improve the definition of ECOPD using objective measurements such as blood counts and C-reactive protein to improve accuracy of diagnosis and a personalized approach to management. There are three time points when we can intervene to improve outcomes: acutely, to attenuate the length and severity of an established exacerbation; in the aftermath, to prevent early recurrence and readmission, which are common, and in the long-term, establishing preventative measures that reduce the risk of future events. Acute management includes interventions such as corticosteroids or antibiotics and measures to support the respiratory system, including non-invasive ventilation (NIV). Current therapies are broad and better understanding of clinical phenotypes and biomarkers may help to establish a more tailored approach, for example in relation to antibiotic prescription. Other unmet needs include effective treatment for viruses, which commonly cause exacerbations. Preventing early recurrence and readmission to hospital is important and the benefits of interventions such as antibiotics or anti-inflammatories in this period are not established. Domiciliary NIV in those patients who are persistently hypercapnic following discharge and pulmonary rehabilitation can have a positive impact. For long-term prevention, inhaled therapy is key. Dual bronchodilators reduce exacerbation frequency but in patients with continuing exacerbations, triple therapy should be considered, especially if blood eosinophils are elevated. Other options include phosphodiesterase inhibitors and macrolide antibiotics. ECOPD are a key component of the assessment of COPD severity and future outcomes (quality of life, hospitalisations, health care resource utilization, mortality) and are a central component in pharmacological management decisions. Targeted therapies directed towards specific pathways of inflammation are being explored in exacerbation prevention, and this is a promising avenue for future research.
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Affiliation(s)
- Mairi MacLeod
- National Heart and Lung Institute, Imperial College, London, UK
| | - Alberto Papi
- Department of Translational Medicine, University of Ferrara, Ferrara, Italy
| | - Marco Contoli
- Department of Translational Medicine, University of Ferrara, Ferrara, Italy
| | - Bianca Beghé
- Department of Respiratory Diseases, University of Modena and Reggio Emilia, Modena, Italy
| | | | | | - Leonardo M Fabbri
- Department of Translational Medicine, University of Ferrara, Ferrara, Italy.,Department of Respiratory Diseases, University of Modena and Reggio Emilia, Modena, Italy
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28
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Papathanassiou E, Papaioannou AI, Papanikolaou I, Antonakis E, Makou I, Hillas G, Mizi E, Bakakos P, Apollonatou V, Verykokou G, Roussakis N, Tsilogianni Z, Papiris S, Loukides S. Glycated Hemoglobin (HbA1c) as a Predictor of Outcomes during Acute Exacerbations of Chronic Obstructive Pulmonary Disease. COPD 2021; 18:219-225. [PMID: 33759663 DOI: 10.1080/15412555.2021.1902491] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Systemic inflammation may be the common denominator between COPD and type 2 diabetes and may explain the correlation in both diseases' development and progress. The aim of this prospective observational study is to examine the prognostic value of glycated hemoglobin levels (HbA1c) and HbA1c-adjusted glycemic variables (glycemic gap, stress hyperglycemia ratio και modified stress hyperglycemia ratio) in an acute exacerbation of COPD (AECOPD) as well as in COPD disease's morbidity and mortality during the following year. We evaluated patients hospitalized only for COPD exacerbations. Levels of HbA1c and HbA1c-adjusted glycemic variables were recorded upon admission. The study outcomes included duration of hospital stay, need for mechanical ventilation and exacerbation outcome. All subjects were followed up for one year. A total of 156 patients were included in the study (74.4% men, age [mean ± SD] 72 ± 7 years). Patients (21.8%) had type 2 diabetes and 67.9% of patients were receiving ICS treatment. The median value of HbA1c was 5.9 (IQR: 5.4, 6.5). Necessity for mechanical ventilation was significantly higher for patients with lower values of HbA1c [median: 5.3 (IQR 5.02, 6.3) vs. 5.9 (IQR 5.5, 6.5), p = .038]. However, duration of hospitalization, death during hospitalization as well as the number of new exacerbation events, time to next exacerbation and mortality during the following year did not differ significantly. Moreover, none of the HbA1c-adjusted glycemic variables examined, demonstrated any statistical significance. In conclusion neither the preceding nor the present glycemic state exhibit a predictive value regarding short- or long-term outcomes of an AECOPD.
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Affiliation(s)
- Evgenia Papathanassiou
- Second Respiratory Medicine Department, University of Athens, "Attikon" University Hospital, Athens, Greece
| | - Andriana I Papaioannou
- Second Respiratory Medicine Department, University of Athens, "Attikon" University Hospital, Athens, Greece
| | | | | | - Ioanna Makou
- Respiratory Medicine Department, Corfu General Hospital, Corfu, Greece
| | - Georgios Hillas
- Department of Critical Care and Pulmonary Services, University of Athens, Evangelismos Hospital, Athens, Greece
| | - Eleutheria Mizi
- Department of Critical Care and Pulmonary Services, University of Athens, Evangelismos Hospital, Athens, Greece
| | - Petros Bakakos
- First Respiratory Medicine Department, University of Athens, "Sotiria" Chest Hospital, Athens, Greece
| | - Vasiliki Apollonatou
- Second Respiratory Medicine Department, University of Athens, "Attikon" University Hospital, Athens, Greece
| | - Galateia Verykokou
- Second Respiratory Medicine Department, University of Athens, "Attikon" University Hospital, Athens, Greece
| | - Nikolaos Roussakis
- Second Respiratory Medicine Department, University of Athens, "Attikon" University Hospital, Athens, Greece
| | - Zoe Tsilogianni
- Second Respiratory Medicine Department, University of Athens, "Attikon" University Hospital, Athens, Greece
| | - Spyros Papiris
- Second Respiratory Medicine Department, University of Athens, "Attikon" University Hospital, Athens, Greece
| | - Stelios Loukides
- Second Respiratory Medicine Department, University of Athens, "Attikon" University Hospital, Athens, Greece
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29
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See KC, Sahagun J, Cove M, Sum CL, Garcia B, Chanco D, Misanes S, Abastillas E, Taculod J. Managing patient-ventilator asynchrony with a twice-daily screening protocol: A retrospective cohort study. Aust Crit Care 2021; 34:539-546. [PMID: 33632607 DOI: 10.1016/j.aucc.2020.11.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2020] [Revised: 09/26/2020] [Accepted: 11/01/2020] [Indexed: 11/27/2022] Open
Abstract
PURPOSE Severe patient-ventilator asynchrony (PVA) might be associated with prolonged mechanical ventilation and mortality. It is unknown if systematic screening and application of conventional methods for PVA management can modify these outcomes. We therefore constructed a twice-daily bedside PVA screening and management protocol and investigated its effect on patient outcomes. MATERIALS AND METHODS A retrospective cohort study of patients who were intubated in the emergency department and directly admitted to the medical intensive care unit (ICU). In phase 1 (6 months; August 2016 to January 2017), patients received usual care comprising lung protective ventilation and moderate analgesia/sedation. In phase 2 (6 months; February 2017 to July 2017), patients were additionally managed with a PVA protocol on ICU admission and twice daily (7 am, 7 pm). RESULTS A total of 280 patients (160 in phase 1, 120 in phase 2) were studied (age = 64.5 ± 21.4 years, 107 women [38.2%], Acute Physiology and Chronic Health Evaluation II score = 27.1 ± 8.5, 271 [96.8%] on volume assist-control ventilation initially). Phase 2 patients had lower hospital mortality than phase 1 patients (20.0% versus 34.4%, respectively, P = 0.011), even after adjustment for age and Acute Physiology and Chronic Health Evaluation II scores (odds ratio = 0.46, 95% confidence interval = 0.25-0.84). CONCLUSIONS Application of a bedside PVA protocol for mechanically ventilated patients on ICU admission and twice daily was associated with decreased hospital mortality. There was however no association with sedation-free days or mechanical ventilation-free days through day 28 or length of hospital stay.
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Affiliation(s)
- Kay Choong See
- Division of Respiratory & Critical Care Medicine, Department of Medicine, National University Health System, Singapore; Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.
| | - Juliet Sahagun
- Division of Critical Care - Respiratory Therapy, National University Hospital, Singapore.
| | - Matthew Cove
- Division of Respiratory & Critical Care Medicine, Department of Medicine, National University Health System, Singapore; Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.
| | - Chew Lai Sum
- Department of Nursing, National University Hospital, Singapore.
| | - Bimbo Garcia
- Division of Critical Care - Respiratory Therapy, National University Hospital, Singapore.
| | - David Chanco
- Division of Critical Care - Respiratory Therapy, National University Hospital, Singapore.
| | - Sherill Misanes
- Division of Critical Care - Respiratory Therapy, National University Hospital, Singapore.
| | - Emily Abastillas
- Division of Critical Care - Respiratory Therapy, National University Hospital, Singapore.
| | - Juvel Taculod
- Division of Critical Care - Respiratory Therapy, National University Hospital, Singapore.
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30
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Kim T, Kim JS, Choi EY, Chang Y, Choi WI, Hwang JJ, Moon JY, Lee K, Kim SW, Kang HK, Sim YS, Park TS, Park SY, Park S, Cho JH. Utilization of pain and sedation therapy on noninvasive mechanical ventilation in Korean intensive care units: a multi-center prospective observational study. Acute Crit Care 2020; 35:255-262. [PMID: 33161687 PMCID: PMC7808848 DOI: 10.4266/acc.2020.00164] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Accepted: 09/10/2020] [Indexed: 11/30/2022] Open
Abstract
Background The use of sedative drugs may be an important therapeutic intervention during noninvasive ventilation (NIV) in intensive care units (ICUs). The purpose of this study was to assess the current application of analgosedation in NIV and its impact on clinical outcomes in Korean ICUs. Methods Twenty Korean ICUs participated in the study, and data was collected on NIV use during the period between June 2017 and February 2018. Demographic data from all adult patients, NIV clinical parameters, and hospital mortality were included. Results A total of 155 patients treated with NIV in the ICUs were included, of whom 26 received pain and sedation therapy (sedation group) and 129 did not (control group). The primary cause of ICU admission was due to acute exacerbation of obstructed lung disease (45.7%) in the control group and pneumonia treatment (53.8%) in the sedation group. In addition, causes of NIV application included acute hypercapnic respiratory failure in the control group (62.8%) and post-extubation respiratory failure in the sedation group (57.7%). Arterial partial pressure of carbon dioxide (PaCO2) levels before and after 2 hours of NIV treatment were significantly decreased in both groups: from 61.9±23.8 mm Hg to 54.9±17.6 mm Hg in the control group (P<0.001) and from 54.9±15.1 mm Hg to 51.1±15.1 mm Hg in the sedation group (P=0.048). No significant differences were observed in the success rate of NIV weaning, complications, length of ICU stay, ICU survival rate, or hospital survival rate between the groups. Conclusions In NIV patients, analgosedation therapy may have no harmful effects on complications, NIV weaning success, and mortality compared to the control group. Therefore, sedation during NIV may not be unsafe and can be used in patients for pain control when indicated.
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Affiliation(s)
- Taehee Kim
- Department of Pulmonary, Allergy and Critical Care Medicine, Hallym University Kangnam Sacred Heart Hospital, Seoul, Korea
| | - Jung Soo Kim
- Department of Pulmonary and Critical Care Medicine, Inha University College of Medicine, Incheon, Korea
| | - Eun Young Choi
- Department of Pulmonary and Critical Care Medicine, Yeungnam University Hospital, Daegu, Korea
| | - Youjin Chang
- Department of Pulmonary and Critical Care Medicine, Inje University Sanggye Paik Hospital, Seoul, Korea
| | - Won-Il Choi
- Department of Internal Medicine, Myongji Hospital, Goyang, Korea
| | - Jae-Joon Hwang
- Department of Pulmonary and Critical Care Medicine, Kyung Hee University Hospital at Gangdong, Seoul, Korea
| | - Jae Young Moon
- Department of Pulmonary and Critical Care Medicine, Chungnam National University Hospital, Daejeon, Korea
| | - Kwangha Lee
- Department of Internal Medicine, Pusan National University Hospital, Busan, Korea
| | - Sei Won Kim
- Department of Pulmonary, Critical Care and Sleep Medicine, St. Paul's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Hyung Koo Kang
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Inje University Ilsan Paik Hospital, Goyang, Korea
| | - Yun Su Sim
- Department of Pulmonary, Allergy and Critical Care Medicine, Hallym University Kangnam Sacred Heart Hospital, Seoul, Korea
| | - Tai Sun Park
- Department of Internal Medicine, Hanyang University Guri Hospital, Guri, Korea
| | - Seung Yong Park
- Department of Pulmonary, Allergy and Critical Care Medicine, Jeonbuk National University Hospital, Jeonju, Korea
| | - Sunghoon Park
- Department of Pulmonary, Allergy and Critical Care Medicine, Hallym University Sacred Heart Hospital, Anyang, Korea
| | - Jae Hwa Cho
- Department of Internal Medicine, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
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Chen T, Bai L, Hu W, Han X, Duan J. Risk Factors Associated with Late Failure of Noninvasive Ventilation in Patients with Chronic Obstructive Pulmonary Disease. Can Respir J 2020; 2020:8885464. [PMID: 33123301 PMCID: PMC7582075 DOI: 10.1155/2020/8885464] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Revised: 09/25/2020] [Accepted: 09/29/2020] [Indexed: 11/26/2022] Open
Abstract
Background Risk factors for noninvasive ventilation (NIV) failure after initial success are not fully clear in patients with acute exacerbation of chronic obstructive pulmonary disease (COPD). Methods Patients who received NIV beyond 48 h due to acute exacerbation of COPD were enrolled. However, we excluded those whose pH was higher than 7.35 or PaCO2 was less than 45 mmHg which was measured before NIV. Late failure of NIV was defined as patients required intubation or died during NIV after initial success. Results We enrolled 291 patients in this study. Of them, 48 (16%) patients experienced late NIV failure (45 received intubation and 3 died during NIV). The median time from initiation of NIV to intubation was 4.8 days (IQR: 3.4-8.1). Compared with the data collected at initiation of NIV, the heart rate, respiratory rate, pH, and PaCO2 significantly improved after 1-2 h of NIV both in the NIV success and late failure of NIV groups. Nosocomial pneumonia (odds ratio (OR) = 75, 95% confidence interval (CI): 11-537), heart rate at initiation of NIV (1.04, 1.01-1.06 beat per min), and pH at 1-2 h of NIV (2.06, 1.41-3.00 per decrease of 0.05 from 7.35) were independent risk factors for late failure of NIV. In addition, the Glasgow coma scale (OR = 0.50, 95% CI: 0.34-0.73 per one unit increase) and PaO2/FiO2 (0.992, 0.986-0.998 per one unit increase) were independent protective factors for late failure of NIV. In addition, patients with late failure of NIV had longer ICU stay (median 9.5 vs. 6.6 days) and higher hospital mortality (92% vs. 3%) compared with those with NIV success. Conclusions Nosocomial pneumonia; heart rate at initiation of NIV; and consciousness, acidosis, and oxygenation at 1-2 h of NIV were associated with late failure of NIV in patients with COPD exacerbation. And, late failure of NIV was associated with increased hospital mortality.
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Affiliation(s)
- Tao Chen
- The Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Linfu Bai
- The Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Wenhui Hu
- The Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xiaoli Han
- The Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Jun Duan
- The Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
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Gungor S, Mocin OY, Tuncay E, Aksoy E, Goksenoglu NC, Ocakli B, Irmak I, Salturk C, Adiguzel N, Karakurt Z. Risk factors of unfavorable outcomes in chronic obstructive pulmonary disease patients treated with noninvasive ventilation for acute hypercapnic respiratory failure. CLINICAL RESPIRATORY JOURNAL 2020; 14:1083-1089. [PMID: 32762016 DOI: 10.1111/crj.13245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2019] [Revised: 07/03/2020] [Accepted: 07/31/2020] [Indexed: 11/28/2022]
Abstract
BACKGROUND-AIM Noninvasive mechanical ventilation (NIV) failure rate is reported to be 5%-60% of intensive care unit (ICU) patients. Despite all precautions and well-known reasons, the risk factors of NIV failure are unclear for chronic obstructive pulmonary disease (COPD) with acute respiratory failure (ARF). The aim of this study was to examine risk factors for NIV failure in COPD patients with ARF, other than well defined. METHODS The retrospective cohort study was done in ICU of a chest disease hospital. All consecutive COPD patients with hypercapnic ARF were enrolled in study. Demographics, comorbidities, arterial blood gases, reasons of ARF and length of ICU stay were recorded. NIV success was defined as discharge from ICU and NIV failure was defined as need for intubation or died during NIV. Patients were grouped into; NIV failure and success. The groups were compared and NIV failure risk factors were analyzed. RESULTS About 265 NIV success and 142 NIV failure patients were enrolled into the study. Logistic regression test showed the risk factors for NIV failure; higher APACHE-II (≥ 29) (OR:11.71, CI95%4.39-31.18, P < 0.001), culture positivity (OR:7.59, CI95%3.21-17.92, P < 0.001), sepsis (OR:6.53 CI95%3.59-11.85, P < 0.001) and pneumonia (OR:3.71 CI95%0.60-2.02, P < 0.043) significantly. COPD patients using home-based NIV had less risk for NIV failure (OR: 0.49 CI95%0.28-0.87, P < 0.014). CONCLUSIONS APACHE II ≥ 29 score, culture positivity, sepsis and pneumonia are the risk factors for NIV failure in COPD patients with ARF. COPD patients previously on home-based NIV showed half times less risk for NIV failure.
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Affiliation(s)
- Sinem Gungor
- Department of Pulmonary Diseases, Health Sciences University Sureyyapasa Pulmonary Disease and Pulmonary Surgery Training and Research Hospital, Istanbul, Turkey
| | - Ozlem Yazicioglu Mocin
- Department of Pulmonary Diseases, Health Sciences University Sureyyapasa Pulmonary Disease and Pulmonary Surgery Training and Research Hospital, Istanbul, Turkey
| | - Eylem Tuncay
- Department of Pulmonary Diseases, Health Sciences University Sureyyapasa Pulmonary Disease and Pulmonary Surgery Training and Research Hospital, Istanbul, Turkey
| | - Emine Aksoy
- Department of Pulmonary Diseases, Health Sciences University Sureyyapasa Pulmonary Disease and Pulmonary Surgery Training and Research Hospital, Istanbul, Turkey
| | - Nezihe Ciftaslan Goksenoglu
- Department of Pulmonary Diseases, Health Sciences University Sureyyapasa Pulmonary Disease and Pulmonary Surgery Training and Research Hospital, Istanbul, Turkey
| | - Birsen Ocakli
- Department of Pulmonary Diseases, Health Sciences University Sureyyapasa Pulmonary Disease and Pulmonary Surgery Training and Research Hospital, Istanbul, Turkey
| | - Ilim Irmak
- Hacettepe University Medical Faculty, Department of Pulmonary Diseases, Ankara, Turkey
| | - Cuneyt Salturk
- Yeni Yüzyıl University Medical Faculty, Department of Pulmonary Diseases, Istanbul, Turkey
| | - Nalan Adiguzel
- Department of Pulmonary Diseases, Health Sciences University Sureyyapasa Pulmonary Disease and Pulmonary Surgery Training and Research Hospital, Istanbul, Turkey
| | - Zuhal Karakurt
- Department of Pulmonary Diseases, Health Sciences University Sureyyapasa Pulmonary Disease and Pulmonary Surgery Training and Research Hospital, Istanbul, Turkey
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Pisani L, Nava S, Desiderio E, Polverino M, Tonetti T, Ranieri VM. Extracorporeal CO2 removal (ECCO2R) in patients with stable COPD with chronic hypercapnia: a proof-of-concept study. Thorax 2020; 75:897-900. [DOI: 10.1136/thoraxjnl-2020-214744] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Revised: 05/26/2020] [Accepted: 05/26/2020] [Indexed: 11/03/2022]
Abstract
AbstractDomiciliary non-invasive ventilation (NIV) effectively reduces arterial carbon dioxide pressure (PaCO2) in patients with stable hypercapnic chronic obstructive pulmonary disease, but a consistent percentage of them may remain hypercapnic. We hypothesised that extracorporeal CO2 removal (ECCO2R) may lower their PaCO2. Ten patients hypercapnic despite ≥6 months of NIV underwent a 24-hour trial of ECCO2R. Six patients completed the ECCO2R-trial with a PaCO2 drop ranging between 23% and 47%. Time to return to baseline after interruption ranged 48–96 hours. In four patients, mechanical events led to ECCO2R premature interruption, despite a decreased in PaCO2. This time window ‘free’ from hypercapnia might allow to propose the concept of ‘CO2 dialysis’.
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Predictive Factors for Failure of Noninvasive Ventilation in Adult Intensive Care Unit: A Retrospective Clinical Study. Can Respir J 2020; 2020:1324348. [PMID: 32831978 PMCID: PMC7421696 DOI: 10.1155/2020/1324348] [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: 05/30/2020] [Revised: 06/30/2020] [Accepted: 07/16/2020] [Indexed: 11/18/2022] Open
Abstract
Background Noninvasive ventilation (NIV) has been reported to be beneficial for patients with acute respiratory failure in intensive care unit (ICU); however, factors that influence the clinical outcome of NIV were unclarified. We aim to determine the factors that predict the failure of NIV in critically ill patients with acute respiratory failure (ARF). Setting. Adult mixed ICU in a medical university affiliated hospital. Patients and Methods. A retrospective clinical study using data from critical adult patients with initial NIV admitted to ICU in the period August 2016 to November 2017. Failure of NIV was regarded as patients needing invasive ventilation. Logistic regression was employed to determine the risk factor(s) for NIV, and a predictive model for NIV outcome was set up using risk factors. Results Of 101 included patients, 50 were unsuccessful. Although more than 20 variables were associated with NIV failure, multivariate logistic regression demonstrated that only ideal body weight (IBW) (OR 1.110 (95%1.027-1.201), P=0.009), the maximal heart rate during NIV period (HR-MAX) (OR 1.024 (1.004-1.046), P=0.021), the minimal respiratory rate during NIV period (RR-MIN) (OR 1.198(1.051-1.365), P=0.007), and the highest body temperature during NIV period (T-MAX) (OR 1.838(1.038-3.252), P=0.037) were independent risk factors for NIV failure. We set up a predictive model based on these independent risk factors, whose area under the receiver operating characteristic curve (AUROC) was 0.783 (95% CI: 0.676-0.899, P < 0.001), and the sensitivity and specificity of model were 68.75% and 71.43%, respectively, with the optimal cut-off value of 0.4863. Conclusion IBW, HR-MAX, RR-MIN, and T-MAX were associated with NIV failure in patients with ARF. A predictive model based on the risk factors could help to discriminate patients who are vulnerable to NIV failure.
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Arranz M, Jacob J, Sancho-Ramoneda M, Lopez À, Navarro-Sáez MC, Cousiño-Chao JR, López-Altimiras X, López I Vengut F, García-Trallero O, German A, Farré-Cerdà J, Zorrilla J. Characteristics of prolonged noninvasive ventilation in emergency departments and impact upon effectiveness. Analysis of the VNICat registry. Med Intensiva 2020; 45:S0210-5691(20)30065-6. [PMID: 32303369 DOI: 10.1016/j.medin.2020.02.007] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 01/31/2020] [Accepted: 02/08/2020] [Indexed: 11/17/2022]
Abstract
OBJECTIVE To analyze the characteristics and variables associated with prolonged noninvasive ventilation performed completely in Emergency Departments (NIV-ED) and its influence upon effectiveness. DESIGN A prospective, multicenter, observational multipurpose cohort study was carried out. SETTING VNICat Registry. SUBJECTS Patients in which NIV-ED was performed in 11 Catalan hospitals in the months of February or March 2015. INTERVENTION No. VARIABLES The study variable was NIV-ED, which as a function of time was defined as prolonged or not prolonged. The efficacy variable was the success of the technique in terms of patient improvement. RESULTS A total of 125 patients were included, with a median NIV-ED duration of 12hours, which was the cut-off point for the comparator groups. In 60 cases (48%) NIV-ED was not prolonged (<12hours), while in 65 cases (52%) ventilation was prolonged (≥12hours). Non-prolonged NIV-ED was associated to the indication of acute heart failure and prolonged ventilation to the presence of diabetes. There were no differences between non-prolonged and prolonged NIV-ED in terms of efficacy, and the success rate in terms of improvement was 68.3% and 76.9%, respectively, with an adjusted odds ratio of 1.49 (95%CI 0.61-3.60). CONCLUSIONS Prolonged NIV-ED is a frequent situation, but few variables associated to it have been studied. The presence of prolonged ventilation did not influence the success rate of NIV.
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Affiliation(s)
- M Arranz
- Servicio de Urgencias, Hospital de Viladecans, Viladecans, Barcelona, España
| | - J Jacob
- Servicio de Urgencias, Hospital Universitari de Bellvitge, L'Hospitalet de Llobregat, Barcelona, España.
| | - M Sancho-Ramoneda
- Servicio de Urgencias, Hospital Universitari Josep Trueta, Girona, España
| | - À Lopez
- Sistema d'Emergències Mèdiques (SEM), Barcelona, España
| | - M C Navarro-Sáez
- Servicio de Urgencias, Coorporació Sanitària Parc Taulí, Sabadell, Barcelona, España
| | - J R Cousiño-Chao
- Servicio de Urgencias, Hospital Sant Jaume de Calella, Calella, Barcelona, España
| | - X López-Altimiras
- Servicio de Urgencias, Hospital de Mollet, Mollet del Vallès, Barcelona, España
| | - F López I Vengut
- Servicio de Urgencias, Parc sanitari Sant Joan de Déu, Sant Boi de Llobregat, Barcelona, España
| | - O García-Trallero
- Servicio de Urgencias, Hospital de Sant Joan Despí Moisès Broggi, Barcelona, España
| | - A German
- Servicio de Urgencias, Hospital Universitari Mútua de Terrassa, Terrasa, Barcelona, España
| | - J Farré-Cerdà
- Servicio de Urgencias, Hospital Sant Pau i Santa Tecla, Tarragona, España
| | - J Zorrilla
- Servicio de Urgencias, Xarxa Assistencial de Manresa, Fundació Althaia, Manresa, Barcelona, España
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Aldibbiat AM, Al-Sharefi A. Do Benefits Outweigh Risks for Corticosteroid Therapy in Acute Exacerbation of Chronic Obstructive Pulmonary Disease in People with Diabetes Mellitus? Int J Chron Obstruct Pulmon Dis 2020; 15:567-574. [PMID: 32214806 PMCID: PMC7084124 DOI: 10.2147/copd.s236305] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2019] [Accepted: 02/21/2020] [Indexed: 12/22/2022] Open
Abstract
Chronic obstructive pulmonary disease (COPD) and diabetes mellitus (DM) are chronic health conditions with significant impacts on quality and extent of life. People with COPD and DM appear to have worse outcomes in each of the comorbid conditions. Treatment with corticosteroids in acute exacerbation of COPD (AECOPD) has been shown to reduce treatment failure and exacerbation relapse, and to shorten length of hospital stay, but not to affect the inexorable gradual worsening of lung function. Treatment with corticosteroids can lead to a wide spectrum of side effects and complications, including worsening hyperglycemia and deterioration of diabetes control in those with pre-existing DM. The relationship between COPD and DM is rather complex and accumulating evidence indicates a distinct phenotype of the comorbid state. Several randomized controlled trials on corticosteroid treatment in AECOPD excluded people with DM or did not report on outcomes in this subgroup. As such, the perceived benefits of corticosteroids in AECOPD in people with DM have not been validated. In people with COPD and DM, the detrimental side effects of corticosteroids are guaranteed, while the benefits are not confirmed and only presumed based on extrapolation from the general COPD population. Therefore, the potential for harm when prescribing corticosteroids for AECOPD in people with DM cannot be excluded.
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Affiliation(s)
- Ali M Aldibbiat
- Dasman Diabetes Institute, Kuwait City, Kuwait
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Ahmed Al-Sharefi
- Metabolic and Diabetes Unit, Sunderland Royal Hospital, South Tyneside and Sunderland NHS Foundation Trust, Sunderland, UK
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Tams C, Stephan PJ, Euliano NR, Martin AD, Patel R, Ataya A, Gabrielli A. Breathing variability predicts the suggested need for corrective intervention due to the perceived severity of patient-ventilator asynchrony during NIV. J Clin Monit Comput 2019; 34:1035-1042. [PMID: 31664660 DOI: 10.1007/s10877-019-00408-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2019] [Accepted: 10/21/2019] [Indexed: 10/25/2022]
Abstract
Patient-ventilator asynchrony is associated with intolerance to noninvasive ventilation (NIV) and worsened outcomes. Our goal was to develop a tool to determine a patient needs for intervention by a practitioner due to the presence of patient-ventilator asynchrony. We postulated that a clinician can determine when a patient needs corrective intervention due to the perceived severity of patient-ventilator asynchrony. We hypothesized a new measure, patient breathing variability, would indicate when corrective intervention is suggested by a bedside practitioner due to the perceived severity of patient-ventilator asynchrony. With IRB approval data was collected on 78 NIV patients. A panel of experts reviewed retrospective data from a development set of 10 NIV patients to categorize them into one of the three categories. The three categories were; "No to mild asynchrony-no intervention needed", "moderate asynchrony-non-emergent corrective intervention required", and "severe asynchrony-immediate intervention required". A stepwise regression with a F-test forward selection criterion was used to develop a positive linear logic model predicting the expert panel's categorizations of the need for corrective intervention. The model was incorporated into a software tool for clinical implementation. The tool was implemented prospectively on 68 NIV patients simultaneous to a bedside practitioner scoring the need for corrective intervention due to the perceived severity of patient-ventilator asynchrony. The categories from the tool and the practitioner were compared with the rate of agreement, sensitivity, specificity, and receiver operator characteristic analyses. The rate of agreement in categorizing the suggested need for clinical intervention due to the perceived presence of patient-ventilator asynchrony between the tool and experienced bedside practitioners was 95% with a Kappa score of 0.85 (p < 0.001). Further analysis found a specificity of 84% and sensitivity of 99%. The tool appears to accurately match the suggested need for corrective intervention by a bedside practitioner. Application of the tool allows for continuous, real time, and non-invasive monitoring of patients receiving NIV, and may enable early corrective interventions to ameliorate potential patient-ventilator asynchrony.
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Affiliation(s)
- Carl Tams
- Convergent Engineering, 107 SW 140th Terrace, STE 1, Newberry, FL, 32669, USA
| | - Paul J Stephan
- Convergent Engineering, 107 SW 140th Terrace, STE 1, Newberry, FL, 32669, USA
| | - Neil R Euliano
- Convergent Engineering, 107 SW 140th Terrace, STE 1, Newberry, FL, 32669, USA.
| | - A Daniel Martin
- Department of Physical Therapy, College of Public Health & Health Professions, University of Florida, Gainesville, FL, 32610, USA
| | - Rohit Patel
- Department of Anesthesiology and Department of Emergency Medicine, College of Medicine, University of Florida, 1600 SW Archer Road, PO Box 100254, Gainesville, FL, 32610, USA
| | - Ali Ataya
- Department of Pulmonary, Critical Care and Sleep Medicine, College of Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL, 32610, USA
| | - Andrea Gabrielli
- Department of Anesthesiology Perioperative Medicine and Pain Management, University of Miami Health System, 1611 NW 12th Ave (C-301), Miami, FL, 33136, USA
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Duan J, Wang S, Liu P, Han X, Tian Y, Gao F, Zhou J, Mou J, Qin Q, Yu J, Bai L, Zhou L, Zhang R. Early prediction of noninvasive ventilation failure in COPD patients: derivation, internal validation, and external validation of a simple risk score. Ann Intensive Care 2019; 9:108. [PMID: 31565779 PMCID: PMC6766459 DOI: 10.1186/s13613-019-0585-9] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Accepted: 09/21/2019] [Indexed: 01/04/2023] Open
Abstract
Background Early identification of noninvasive ventilation (NIV) failure is a promising strategy for reducing mortality in chronic obstructive pulmonary disease (COPD) patients. However, a risk-scoring system is lacking. Methods To develop a scale to predict NIV failure, 500 COPD patients were enrolled in a derivation cohort. Heart rate, acidosis (assessed by pH), consciousness (assessed by Glasgow coma score), oxygenation, and respiratory rate (HACOR) were entered into the scoring system. Another two groups of 323 and 395 patients were enrolled to internally and externally validate the scale, respectively. NIV failure was defined as intubation or death during NIV. Results Using HACOR score collected at 1–2 h of NIV to predict NIV failure, the area under the receiver operating characteristic curves (AUC) was 0.90, 0.89, and 0.71 for the derivation, internal-validation, and external-validation cohorts, respectively. For the prediction of early NIV failure in these three cohorts, the AUC was 0.91, 0.96, and 0.83, respectively. In all patients with HACOR score > 5, the NIV failure rate was 50.2%. In these patients, early intubation (< 48 h) was associated with decreased hospital mortality (unadjusted odds ratio = 0.15, 95% confidence interval 0.05–0.39, p < 0.01). Conclusions HACOR scores exhibited good predictive power for NIV failure in COPD patients, particularly for the prediction of early NIV failure (< 48 h). In high-risk patients, early intubation was associated with decreased hospital mortality.
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Affiliation(s)
- Jun Duan
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Chongqing Medical University, Youyi Road 1, Yuzhong District, Chongqing, 400016, People's Republic of China.
| | - Shengyu Wang
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Xi'an Medical University, Xi'an, 710077, People's Republic of China
| | - Ping Liu
- Department of Respiratory and Critical Care Medicine, The People's Hospital of Changshou, Chongqing, 401220, People's Republic of China
| | - Xiaoli Han
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Chongqing Medical University, Youyi Road 1, Yuzhong District, Chongqing, 400016, People's Republic of China
| | - Yao Tian
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Xi'an Medical University, Xi'an, 710077, People's Republic of China
| | - Fan Gao
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Xi'an Medical University, Xi'an, 710077, People's Republic of China
| | - Jing Zhou
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Xi'an Medical University, Xi'an, 710077, People's Republic of China
| | - Junhuan Mou
- Department of Respiratory and Critical Care Medicine, The People's Hospital of Changshou, Chongqing, 401220, People's Republic of China
| | - Qian Qin
- Department of Respiratory and Critical Care Medicine, The People's Hospital of Changshou, Chongqing, 401220, People's Republic of China
| | - Jingrong Yu
- Department of Respiratory and Critical Care Medicine, The People's Hospital of Changshou, Chongqing, 401220, People's Republic of China
| | - Linfu Bai
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Chongqing Medical University, Youyi Road 1, Yuzhong District, Chongqing, 400016, People's Republic of China
| | - Lintong Zhou
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Chongqing Medical University, Youyi Road 1, Yuzhong District, Chongqing, 400016, People's Republic of China
| | - Rui Zhang
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Chongqing Medical University, Youyi Road 1, Yuzhong District, Chongqing, 400016, People's Republic of China
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Trethewey SP, Edgar RG, Morlet J, Mukherjee R, Turner AM. Late presentation of acute hypercapnic respiratory failure carries a high mortality risk in COPD patients treated with ward-based NIV. Respir Med 2019; 151:128-132. [PMID: 31047109 DOI: 10.1016/j.rmed.2019.04.013] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2019] [Revised: 04/11/2019] [Accepted: 04/12/2019] [Indexed: 11/18/2022]
Abstract
INTRODUCTION Non-invasive ventilation (NIV) is recommended for treatment of acute hypercapnic respiratory failure (AHRF) refractory to medical management in patients with COPD. This study investigated the relationship between time from hospital presentation to diagnosis of AHRF and in-hospital mortality. METHODS Retrospective analysis of hospitalised COPD patients treated with a first episode of ward-based NIV for AHRF at a large UK teaching hospital between 2004 and 2017. Data collected prospectively as part of NIV service evaluation. Multivariable logistic regression performed to identify predictors of in-hospital mortality. RESULTS In total, 547 unique patients were studied comprising 245 males (44.8%), median age 70.6 years, median FEV1% predicted 34%. Overall in-hospital mortality was 19% (n = 104); median survival was 1.7 years. In univariate analysis, a longer time between hospital presentation to diagnosis of AHRF was associated with in-hospital mortality (median [IQR]: 8.7 [0.7-75.8] hours vs. 1.9 [0.3-13.6] hours, p < 0.0001). In multivariable logistic regression, significant predictors of in-hospital mortality were AHRF >24 h after hospital presentation (odds ratio [95% CI]: 2.29 [1.33-3.95], p = 0.003), pneumonia on admission (1.81 [1.07-3.08], p = 0.027), increased age (1.10 [1.07-1.14], p < 0.001) and NIV as ceiling of treatment (5.86 [2.87-11.94], p < 0.001). CONCLUSIONS Hospitalised COPD patients with late presentation of AHRF, requiring acute ward-based NIV, may have increased in-hospital mortality. These patients may benefit from closer monitoring and earlier specialist respiratory review.
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Affiliation(s)
- Samuel P Trethewey
- Respiratory Medicine, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Ross G Edgar
- Therapy Services, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK; Institute of Applied Health Research, University of Birmingham, Birmingham, UK
| | - Julien Morlet
- Respiratory Medicine, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Rahul Mukherjee
- Respiratory Medicine, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Alice M Turner
- Respiratory Medicine, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK; Institute of Applied Health Research, University of Birmingham, Birmingham, UK.
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Wang J, Shang H, Yang X, Guo S, Cui Z. Procalcitonin, C-reactive protein, PaCO2, and noninvasive mechanical ventilation failure in chronic obstructive pulmonary disease exacerbation. Medicine (Baltimore) 2019; 98:e15171. [PMID: 31027061 PMCID: PMC6831316 DOI: 10.1097/md.0000000000015171] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
It is unclear whether procalcitonin (PCT) is correlated with noninvasive ventilation (NIV) failure. This retrospective case-control study aimed to compare PCT levels, C-reactive protein (CRP) levels, and PaCO2 in patients (05/2014-03/2015 at the Harrison International Peace Hospital, China) with acute exacerbation of chronic obstructive pulmonary disease (AECOPD) and NIV failure/success.This was a retrospective case-control study of patients with AECOPD who required NIV between May 2014 and March 2015. All consecutive patients with AECOPD admitted at the Department of Critical Care Medicine and transferred from the general ward were included in the study. Hemogram, PCT, erythrocyte sedimentation rate (ESR), arterial blood gas (ABG), and CRP levels were measured ≤1 hour before NIV was used. NIV was considered to have failed if at least one of the following criteria was met: cardiac arrest or severe hemodynamic instability; respiratory arrest or gasping; mask intolerance; difficulty in clearing bronchial secretions; or worsening of ABGs or sensorium level during NIV. The factors associated with NIV failure were determined.A total of 376 patients were included: 286 with successful NIV and 90 wither NIV failure. The multivariate analysis showed that PCT (OR = 2.0, 95%CI: 1.2-3.2, P = .006), CRP (OR = 1.2, 95%CI: 1.1-1.3, P < .001), and PaCO2 (OR = 1.1, 95%CI: 1.1-1.2, P < .001) ≤1 hour before NIV were independently associated with NIV failure. The optimal cutoff were 0.31 ng/mL for PCT (sensitivity, 83.3%; specificity, 83.7%), 15.0 mg/mL for CRP (sensitivity, 75.6%; specificity, 93.0%), and 73.5 mm Hg for PaCO2 (sensitivity, 71.1%; specificity, 100%). The area under the curve (AUC) was 0.854 for PCT, 0.849 for CRP, and 0.828 for PaCO2. PCT, CRP, and PaCO2 were used to obtain a combined prediction factor, which achieved an AUC of 0.978 (95%CI: 0.961-0.995).High serum PCT, CRP, and PaCO2 levels predict NIV failure for patients with AECOPD. The combination of these three parameters might enable even more accurate prediction.
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Korula PJ, Nayyar V, Stachowski E, Karuppusami R, Peter JV. An observational study on the practice of noninvasive ventilation at a tertiary level Australian intensive care unit. Aust Crit Care 2019; 33:89-96. [PMID: 30670345 DOI: 10.1016/j.aucc.2018.11.067] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Revised: 11/16/2018] [Accepted: 11/23/2018] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Failure of Non-Invasive Ventilation (NIV) is associated with increased morbidity and mortality among critically ill patients. Although there is evidence of association between disease related factors and NIV failure, it is unclear whether factors related to NIV application contribute to NIV failure. OBJECTIVES To evaluate NIV failure rate and factors associated with NIV failure. DESIGN, SETTINGS AND OUTCOMES Prospective, observational, pilot study conducted in a 23-bed, tertiary care Intensive Care Unit (ICU). NIV failure was defined as application of NIV resulting in intubation or death in ICU. RESULTS Amongst 238 patients admitted with respiratory failure, NIV was administered to 60 patients (34 males, 26 females) for a total of 70 application episodes. The etiology of respiratory failure included acute pulmonary edema (28.6%), acute lung injury (22.9%) and pneumonia (15.7%). The mean (SD) age was 62 (17.6) years, BMI 32.0 (8.5) kg/m2 and median APACHE-II score 17.5 (14.0-23.8). NIV failure occurred in 22 out of 70 applications (31.4% [95%CI 20.0-43.0]). NIV failure assessed by simple logistic regression analysis, was associated with admission diagnosis (OR 6.0, 95%CI: 1.3-28.7, p = 0.03), use of bi-level NIV-PS (OR 5.00, 95%CI: 1.04-24.1, p = 0.04), presence of nasogastric tube (OR 6.20, 95%CI: 1.9-19.8, p < 0.01) and with short NIV breaks in the 2nd 24-hours (OR 0.96, 95%CI: 0.91-0.99, p = 0.04). CONCLUSION NIV failure was observed in 31.4%. Factors associated with NIV failure were etiology of respiratory illness, type of NIV support and short NIV breaks, presumably reflecting illness severity or progress of disease. The presence of a nasogastric tube during application of NIV may adversely impact NIV application.
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Affiliation(s)
| | - Vineet Nayyar
- University of Sydney, Intensive Care Unit, Westmead, Australia
| | | | - Reka Karuppusami
- Dept of Biostatistics, Christian Medical College and Hospital, Vellore, India
| | - John Victor Peter
- Division of Critical Care, Christian Medical College, Vellore, India
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Nicolini A, Ferrando M, Solidoro P, Di Marco F, Facchini F, Braido F. Non-invasive ventilation in acute respiratory failure of patients with obesity hypoventilation syndrome. Minerva Med 2019; 109:1-5. [PMID: 30642143 DOI: 10.23736/s0026-4806.18.05921-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
INTRODUCTION Non-invasive ventilation (NIV) has been used successfully for the management of acute respiratory failure (ARF) more often in the last two decades compared to prior decades. There are particular groups of patients that are more likely to benefit from NIV. One of these groups is patients with obesity hypoventilation syndrome (OHS). The aim of this review is to evalue the effectiveness of NIV in acute ARF. EVIDENCE ACQUISITION MEDLINE, EMBASE, CINHAIL, Cochrane Central Register of Controlled Trials, DARE, the Cochrane Database of Systematic Reviews, and the ACP Journal Club database were searched from January 2001 to December 2017. EVIDENCE SYNTHESIS More than 30% of them have been diagnosed when hospitalized for ARF. NIV rarely failed in reversing ARF. OHS patients who exhibited early NIV failure had a high severity score and a low HCO3 level at admission; more than half of hypercapnic patients with decompensated OHS exhibited a delayed but successful response to NIV. CONCLUSIONS Patients with decompensation of OHS have a better prognosis and response to NIV than other hypercapnic patients. They required more aggressive NIV settings, a longer time to reduce paCO2 levels, and showed more frequently a delayed but successful response to NIV.
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Affiliation(s)
- Antonello Nicolini
- Unit of Respiratory Diseases, Hospital of Sestri Levante, Sestri Levante, Italy -
| | - Matteo Ferrando
- Unit of Respiratory Diseases and Allergies, Department of Internal Medicine (DiMI), San Martino University Hospital, Genoa, Italy
| | - Paolo Solidoro
- Unit of Pneumology, Department of Cardiovascular and Thoracic Surgery, Molinette University Hospital, Città della Salute e della Scienza, Turin, Italy
| | | | - Fabrizio Facchini
- Department of Pulmonary Medicine, Valiant Clinic, Meraas HealthCare, Dubai, United Arab Emirates
| | - Fulvio Braido
- Unit of Respiratory Diseases and Allergies, Department of Internal Medicine (DiMI), San Martino University Hospital, Genoa, Italy
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Vanoni NM, Carugati M, Borsa N, Sotgiu G, Saderi L, Gori A, Mantero M, Aliberti S, Blasi F. Management of Acute Respiratory Failure Due to Community-Acquired Pneumonia: A Systematic Review. Med Sci (Basel) 2019; 7:medsci7010010. [PMID: 30646626 PMCID: PMC6359640 DOI: 10.3390/medsci7010010] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2018] [Revised: 01/03/2019] [Accepted: 01/08/2019] [Indexed: 01/15/2023] Open
Abstract
Community-acquired pneumonia (CAP) is a leading cause of mortality worldwide. CAP mortality is driven by the development of sepsis and acute respiratory failure (ARF). We performed a systematic review of the available English literature published in the period 1 January 1997 to 31 August 2017 and focused on ARF in CAP. The database searches identified 189 articles—of these, only 29 were retained for data extraction. Of these 29 articles, 12 addressed ARF in CAP without discussing its ventilatory management, while 17 evaluated the ventilatory management of ARF in CAP. In the studies assessing the ventilatory management, the specific treatments addressed were: high-flow nasal cannula (HFNC) (n = 1), continuous positive airway pressure (n = 2), non-invasive ventilation (n = 9), and invasive mechanical ventilation (n = 5). When analyzed, non-invasive ventilation (NIV) success rates ranged from 20% to 76% and they strongly predicted survival, while NIV failure led to an increased risk of adverse outcome. In conclusion, ARF in CAP patients may require both ventilatory and non-ventilatory management. Further research is needed to better evaluate the use of NIV and HFNC in those patients. Alongside the prompt administration of antimicrobials, the potential use of steroids and the implementation of severity scores should also be considered.
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Affiliation(s)
- Nicolò Maria Vanoni
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Internal Medicine Department, Respiratory unit and Adult Cystic Fibrosis Center, 20122 Milan, Italy.
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy.
| | - Manuela Carugati
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Internal Medicine Department, Infectious Diseases Unit, 20122 Milan, Italy.
- Division of Infectious Diseases, Duke University, 27710 Durham, NC, USA.
| | - Noemi Borsa
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Internal Medicine Department, Respiratory unit and Adult Cystic Fibrosis Center, 20122 Milan, Italy.
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy.
| | - Giovanni Sotgiu
- Clinical Epidemiology and Medical Statistics Unit, Department of Medical, Surgical and Experimental Sciences, University of Sassari, 07100 Sassari, Italy.
| | - Laura Saderi
- Clinical Epidemiology and Medical Statistics Unit, Department of Medical, Surgical and Experimental Sciences, University of Sassari, 07100 Sassari, Italy.
| | - Andrea Gori
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy.
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Internal Medicine Department, Infectious Diseases Unit, 20122 Milan, Italy.
| | - Marco Mantero
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Internal Medicine Department, Respiratory unit and Adult Cystic Fibrosis Center, 20122 Milan, Italy.
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy.
| | - Stefano Aliberti
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Internal Medicine Department, Respiratory unit and Adult Cystic Fibrosis Center, 20122 Milan, Italy.
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy.
| | - Francesco Blasi
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Internal Medicine Department, Respiratory unit and Adult Cystic Fibrosis Center, 20122 Milan, Italy.
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy.
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Ferreira L, Moniz AC, Carneiro AS, Miranda AS, Fangueiro C, Fernandes D, Silva I, Palhinhas I, Lemos J, Antunes J, Leal M, Sampaio N, Faria S. The impact of glycemic variability on length of stay and mortality in diabetic patients admitted with community-acquired pneumonia or chronic obstructive pulmonary disease. Diabetes Metab Syndr 2019; 13:149-153. [PMID: 30641688 DOI: 10.1016/j.dsx.2018.08.028] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2018] [Accepted: 08/27/2018] [Indexed: 01/07/2023]
Abstract
AIM To investigate the influence of glycemic variability (GV) on length of stay and in-hospital mortality in non-critical diabetic patients. METHODS A observation retrospective study was performed. Diabetic patients admitted between January and June 2016 with the diagnosis of community-acquire pneumonia (CAP) and/or acute exacerbation of chronic obstructive pulmonary disease (COPD) were enrolled and glycemic control (persistent hyperglycemia, hypoglycemia, mean glucose level (MGL) and respective standard deviation (SD) and coefficient of variation (CV)) were evaluated. Primary outcomes were length of stay and in-hospital mortality. RESULTS Data from 242 patients were analyzed. Fifty-eight percent of the patients were male, with a median age of 77 years (min-max, 29-98). Patients had on average 2.1 glucose readings-day and the MGL was 193.3 mg/dl (min-max, 84.3-436.6). Hypoglycemia was documented in 13.4% of the patients and 55.4% had persistent hyperglycemia. The median length of hospital stay was 10 days (min-max, 1-66) and in-hospital mortality was 7.4%. We found a significant higher in-hospital mortality in older patients, with history of cancer and with nosocomial infections. We did not find any correlation between MGL, SD, CV, hypoglycemia or persist hyperglycemia and in-hospital mortality. A longer length of stay was observed in patients with heavy alcohol consumption and nosocomial infections. The length of stay was negatively correlated with the mean glucose level (r2-0.147; p < 0.05) and positively correlated with the coefficient of variation (p 0.162; p < 0.05). CONCLUSION This study confirmed the negative impact of the glycemic variability in the outcomes of diabetic patients admitted with CAP or acute exacerbation of COPD.
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Affiliation(s)
- L Ferreira
- Department of Endocrinology, Centro Hospitalar do Porto, Porto, Portugal.
| | - A C Moniz
- Instituto Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - A S Carneiro
- Instituto Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - A S Miranda
- Instituto Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - C Fangueiro
- Instituto Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - D Fernandes
- Instituto Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - I Silva
- Instituto Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - I Palhinhas
- Instituto Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - J Lemos
- Instituto Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - J Antunes
- Instituto Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - M Leal
- Instituto Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - N Sampaio
- Instituto Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - S Faria
- Instituto Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
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Bajaj A, Kumar S, Inamdar AH, Agrawal L. Noninvasive ventilation in acute hypoxic respiratory failure in medical intensive care unit: A study in rural medical college. Int J Crit Illn Inj Sci 2019; 9:36-42. [PMID: 30989067 PMCID: PMC6423923 DOI: 10.4103/ijciis.ijciis_40_18] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Introduction: Noninvasive ventilation (NIV) has emerged as an important tool for the management of acute hypoxic respiratory failure (AHRF) and has been the area of research in the last two decades. In this study, we have tried to find out the outcome of NIV in patients with AHRF. Materials and Methods: In this prospective, observational study, all the patients of AHRF requiring NIV were enrolled, and heart rate (HR), respiratory rate (RR), arterial blood gas parameters, and NIV settings at baseline, 1 h, and 4 h were collected. The patients were classified as AHRF with acute respiratory distress syndrome (ARDS) and AHRF without ARDS, which were further classified according to the outcome. Results: Among 200 patients admitted in medical intensive care unit (ICU), 50 patients (27 with ARDS and 23 without ARDS) were put on NIV. There was a significant improvement in HR, RR, PaO
2, and inspiratory positive airway pressure after 1 and 4 h and significant improvement at 4 h in expiratory positive airway pressure in all the groups on NIV. Length of ICU stay and hospital stay was less in the nonintubated group. Mortality rate was 25.92% in the intubated group, while it was nil in the nonintubated group. Conclusion: NIV found to reduce the endotracheal intubation and mortality, by improving the outcome of the patient.
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Affiliation(s)
- Aditya Bajaj
- Department of Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Medical Sciences (Deemed to be University), Wardha, Maharashtra, India
| | - Sunil Kumar
- Department of Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Medical Sciences (Deemed to be University), Wardha, Maharashtra, India
| | - Anil H Inamdar
- Department of Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Medical Sciences (Deemed to be University), Wardha, Maharashtra, India
| | - Laxmi Agrawal
- Department of Pathology, Jawaharlal Nehru Medical College, Datta Meghe Institute of Medical Sciences (Deemed to be University), Wardha, Maharashtra, India
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Bourke SC, Piraino T, Pisani L, Brochard L, Elliott MW. Beyond the guidelines for non-invasive ventilation in acute respiratory failure: implications for practice. THE LANCET RESPIRATORY MEDICINE 2018; 6:935-947. [DOI: 10.1016/s2213-2600(18)30388-6] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/30/2018] [Revised: 09/13/2018] [Accepted: 09/13/2018] [Indexed: 12/31/2022]
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Shaheen M, Daabis RG, Elsoucy H. Outcomes and predictors of success of noninvasive ventilation in acute exacerbation of chronic obstructive pulmonary disease. THE EGYPTIAN JOURNAL OF BRONCHOLOGY 2018. [DOI: 10.4103/ejb.ejb_112_17] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
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Exploring Causative Pathology Is Essential for Validating Harmful Effects of Late Intubation. Crit Care Med 2018; 44:e770-1. [PMID: 27428149 DOI: 10.1097/ccm.0000000000001787] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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49
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Oppersma E, Doorduin J, Gooskens PJ, Roesthuis LH, van der Heijden EHFM, van der Hoeven JG, Veltink PH, Heunks LMA. Glottic patency during noninvasive ventilation in patients with chronic obstructive pulmonary disease. Respir Physiol Neurobiol 2018; 259:53-57. [PMID: 30026086 DOI: 10.1016/j.resp.2018.07.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2018] [Revised: 07/13/2018] [Accepted: 07/16/2018] [Indexed: 11/17/2022]
Abstract
BACKGROUND Non-invasive ventilation (NIV) provides ventilatory support for patients with respiratory failure. However, the glottis can act as a closing valve, limiting effectiveness of NIV. This study investigates the patency of the glottis during NIV in patients with acute exacerbation of Chronic Obstructive Pulmonary Disease (COPD). METHODS Electrical activity of the diaphragm, flow, pressure and videolaryngoscopy were acquired. NIV was randomly applied in pressure support (PSV) and neurally adjusted ventilatory assist (NAVA) mode with two levels of support. The angle formed by the vocal cords represented glottis patency. RESULTS Eight COPD patients with acute exacerbation requiring NIV were included. No differences were found in median glottis angle during inspiration or peak inspiratory effort between PSV and NAVA at low and high support levels. CONCLUSIONS The present study showed that glottis patency during inspiration in patients with an acute exacerbation of COPD is not affected by mode (PSV or NAVA) or level of assist (5 or 15 cm H2O) during NIV.
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Affiliation(s)
- Eline Oppersma
- Cardiovascular and Respiratory Physiology, Faculty of Science and Technology, University of Twente, Postbox 217, 7500 AE, Enschede, The Netherlands; Biomedical Signals and Systems, Faculty of Electrical Engineering, Mathematics and Computer Science, University of Twente, Postbox 217, 7500 AE, Enschede, The Netherlands; Department of Intensive Care Medicine, Radboud University Medical Center, Postbox 9101, 6500 HB, Nijmegen, The Netherlands.
| | - Jonne Doorduin
- Department of Intensive Care Medicine, Radboud University Medical Center, Postbox 9101, 6500 HB, Nijmegen, The Netherlands; Department of Neurology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Postbox 9101, 6500 HB, Nijmegen, The Netherlands.
| | - Petra J Gooskens
- Cardiovascular and Respiratory Physiology, Faculty of Science and Technology, University of Twente, Postbox 217, 7500 AE, Enschede, The Netherlands; Department of Intensive Care Medicine, Radboud University Medical Center, Postbox 9101, 6500 HB, Nijmegen, The Netherlands.
| | - Lisanne H Roesthuis
- Department of Intensive Care Medicine, Radboud University Medical Center, Postbox 9101, 6500 HB, Nijmegen, The Netherlands.
| | - Erik H F M van der Heijden
- Department of Pulmonology, Radboud University Medical Center, Postbox 9101, 6500 HB, Nijmegen, The Netherlands.
| | - Johannes G van der Hoeven
- Department of Intensive Care Medicine, Radboud University Medical Center, Postbox 9101, 6500 HB, Nijmegen, The Netherlands.
| | - Peter H Veltink
- Biomedical Signals and Systems, Faculty of Electrical Engineering, Mathematics and Computer Science, University of Twente, Postbox 217, 7500 AE, Enschede, The Netherlands.
| | - Leo M A Heunks
- Department of Intensive Care Medicine, Radboud University Medical Center, Postbox 9101, 6500 HB, Nijmegen, The Netherlands; Department of Intensive Care Medicine, Amsterdam UMC, Location VUmc, Postbox 7057, 1007MB, Amsterdam, The Netherlands.
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Abstract
Noninvasive ventilation (NIV) has assumed a central role in the treatment of selected patients with acute respiratory failure due to exacerbated chronic obstructive pulmonary disease or acute cardiogenic pulmonary edema. Recent advances in the understanding of physiologic aspects of NIV application through different interfaces and ventilator settings have led to improved patient-machine interaction, enhancing favorable NIV outcome. In recent years, the growing role of NIV in the acute care setting has led to the development of technical innovations to overcome the problems related to gas leakage and dead space, improving the quality of the devices and optimizing ventilation modes.
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Affiliation(s)
- Giuseppe Bello
- Department of Anesthesia and Intensive Care, Fondazione Policlinico Universitario Agostino Gemelli, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, Rome 00168, Italy.
| | - Alessandra Ionescu Maddalena
- Department of Anesthesia and Intensive Care, Fondazione Policlinico Universitario Agostino Gemelli, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, Rome 00168, Italy
| | - Valentina Giammatteo
- Department of Anesthesia and Intensive Care, Fondazione Policlinico Universitario Agostino Gemelli, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, Rome 00168, Italy
| | - Massimo Antonelli
- Department of Anesthesia and Intensive Care, Fondazione Policlinico Universitario Agostino Gemelli, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, Rome 00168, Italy
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