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Calle-Peña ST, Diaz Tavara ED, Aguirre-Milachay E, León-Figueroa DA, Valladares-Garrido MJ. Predictors of high-flow nasal cannula failure in COVID-19 patients in a northern Peruvian hospital. BMC Pulm Med 2024; 24:414. [PMID: 39198776 PMCID: PMC11351638 DOI: 10.1186/s12890-024-03241-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Accepted: 08/21/2024] [Indexed: 09/01/2024] Open
Abstract
OBJECTIVES To determine predictors of high-flow nasal cannula (HFNC) failure in COVID-19 patients in a hospital in northern Peru. METHODOLOGY A retrospective cohort study was conducted during the months of March and May 2021. Data collection was based on a follow-up of 156 hospitalized patients with a diagnosis of COVID-19 who were users of HFNC. Epidemiological factors and clinical outcomes of treatment were analyzed from medical records. Epidemiological, analytical, and HFNC use-related characteristics were described using measures of absolute and relative frequencies, measures of central tendency, and dispersion. A multivariate Poisson regression analysis with robust variance and a 95% confidence interval was performed. RESULTS We found that age, SpO2/FiO2, work of breathing (WOB scale) at admission, degree of involvement, type of infiltrate on CT scan, lymphocytes, c-reactive protein, and D-dimer were significantly associated with failure of HFNC (p < 0.05). In addition, the WOB scale, PaO2/FiO2, SaO2/FiO2, and ROX index were variables that presented statistical significance (p < 0.0001). In the multivariate analysis model, a risk of failure of HFNC was determined with age > = 60 years [RRa 1.39 (1.05-1.85)] and PaO2/FiO2 score less than 100 [Rra 1.65 (0.99-2.76)]. CONCLUSIONS Predictors to failure of HFNC are age older than 60 years and minimally significantly lower PaO2/FiO2 than 100.
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Affiliation(s)
| | | | | | | | - Mario J Valladares-Garrido
- Universidad Continental, Lima, 15046, Peru.
- Oficina de Inteligencia Sanitaria, Red Prestacional EsSalud Lambayeque, Chiclayo, 14008, Peru.
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Fajardo-Campoverdi A, Orellana-Cáceres JJ, Fernández V, Poblete F, Reyes P, Rebolledo K. Effectiveness of Helmet-CPAP in mild to moderate coronavirus type 2 hypoxemia: An observational study. Med Intensiva 2024; 48:437-444. [PMID: 38538497 DOI: 10.1016/j.medine.2024.03.007] [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: 12/09/2023] [Accepted: 02/28/2024] [Indexed: 07/30/2024]
Abstract
OBJECTIVE To determine the relative effectiveness of Helmet-CPAP (H_CPAP) with respect to high-flow nasal cannula oxygen therapy (HFNO) in avoiding greater need for intubation or mortality in a medium complexity hospital in Chile during the year 2021. DESIGN Cohort analytical study, single center. SETTING Units other than intensive care units. PATIENTS Records of adults with mild to moderate hypoxemia due to coronavirus type 2. INTERVENTIONS None. MAIN VARIABLES OF INTEREST Need for intubation or mortality. RESULTS 159 patients were included in the study, with a ratio by support of 2:10 (H_CPAP:HFNO). The 46.5% were women, with no significant differences by sex according to support (p = 0.99, Fisher test). The APACHE II score, for HFNO, had a median of 10.5, 3.5 units higher than H_CPAP (p < 0.01, Wilcoxon rank sum). The risk of intubation in HFNO was 42.1% and in H_CPAP 3.8%, with a significant risk reduction of 91% (95% CI: 36.9%-98.7%; p < 0.01). APACHE II does not modify or confound the support and intubation relationship (p > 0.2, binomial regression); however, it does confound the support and mortality relationship (p = 0.82, RR homogeneity test). Despite a 79.1% reduction in mortality risk with H_CPAP, this reduction was not statistically significant (p = 0.11, binomial regression). CONCLUSIONS The use of Helmet CPAP, when compared to HFNO, was an effective therapeutic ventilatory support strategy to reduce the risk of intubation in patients with mild to moderate hypoxemia caused by coronavirus type 2 in inpatient units other than intensive care. The limitations associated with the difference in size, age and severity between the arms could generate bias.
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Affiliation(s)
| | - Juan José Orellana-Cáceres
- Centro de Investigación y Gestión para la Salud Basada en Evidencia (CIGES), Facultad de Medicina, Universidad de la Frontera, Temuco, Chile
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Ai T, Zhang Z, Tan Z, Shi Z, Li H, Zhang S, Zhao X, Yao Y, Li W, Gao Y, Zhu M. Modified Respiratory Rate Oxygenation Index: An Early Warning Index for the Need of Intubation in COVID-19 Patients with High-Flow Nasal Cannula Therapy. J Emerg Med 2023; 65:e93-e100. [PMID: 37479639 PMCID: PMC10212589 DOI: 10.1016/j.jemermed.2023.04.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2022] [Revised: 04/21/2023] [Accepted: 04/25/2023] [Indexed: 07/23/2023]
Abstract
BACKGROUND High-flow nasal cannula oxygen therapy (HFNC) is recommended for patients with COVID-19. However, the increasing use of HFNC brings a risk of delayed intubation. The optimal timing of switching from HFNC to invasive mechanical ventilation (IMV) remains unclear. An effective predictor is needed to assist in deciding on the timing of intubation. Respiratory rate and oxygenation (ROX) index, defined as (SpO2/FiO2) / respiratory rate, has already shown good diagnostic accuracy. Modified ROX (mROX) index, defined as (PaO2 /FiO2) / respiratory rate, might be better than the ROX index in predicting HFNC failure. OBJECTIVE The aim was to evaluate the predictive value of mROX for HFNC failure in patients with COVID-19. METHODS Severe or critical patients with COVID-19 treated with HFNC were enrolled in two clinical centers. Laboratory indicators, respiratory parameters, and mROX index at 0 h and 2 h after initial HFNC were collected. Based on the need for IMV after HFNC initiation, the patients were divided into an HFNC failure group and an HFNC success group. The predictive value of mROX index for IMV was evaluated by the area under the receiver operating characteristic curve (AUROC) and logistic regression analysis. We performed Kaplan-Meier survival analysis using the log-rank test. RESULTS Sixty patients with COVID-19 (mean ± SD age, 62.8 ± 14.1 years; 42 patients were male) receiving HFNC were evaluated, including 18 critical and 42 severe cases. A total of 33 patients had hypertension; 14 had diabetes; 17 had chronic cardiac disease; 11 had chronic lung disease; 13 had chronic kidney disease; and 17 had a history of stroke. The AUROC of mROX index at 2 h was superior to that of other respiratory parameters to predict the need for IMV (0.959; p < 0.001). At the mROX index cutoff point of 4.45, predicting HFNC failure reached the optimal threshold, with specificity of 94% and sensitivity of 92%. Logistic regression analysis showed that 2-h mROX index < 4.45 was a protective factor for IMV (odd radio 0.18; 95% CI 0.05-0.64; p = 0.008). In the HFNC failure group, the median time from HFNC to IMV was 22.5 h. The 28-day mortality of the late intubation patients (≥ 22.5 h) was higher than that of the early intubation patients (< 22.5 h) (53.8% vs. 8.3%; p = 0.023). CONCLUSIONS mROX at 2 h is a good early warning index of the need for IMV in patients with COVID-19 after HFNC initiation. Early intubation may lead to better survival in patients with 2-h mROX index < 4.45.
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Affiliation(s)
- Tianyi Ai
- Department of Critical Care Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Zhiyun Zhang
- Department of Critical Care Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Zhangjun Tan
- Department of Critical Care Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Zhiqiang Shi
- Department of Critical Care Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Hui Li
- Department of Critical Care Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Shuyi Zhang
- Department of Critical Care Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Xianyuan Zhao
- Department of Critical Care Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yulong Yao
- Department of Critical Care Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Wen Li
- Department of Critical Care Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yuan Gao
- Department of Critical Care Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
| | - Mingli Zhu
- Department of Critical Care Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
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González-Castro A, Cuenca Fito E, Fernandez A, Peñasco Y, Modesto I Alport V, Medina Villanueva A, Fajardo A, Escude-Acha P. [Cost-effectiveness analysis high flow oxygen therapy in the treatment of SARS-CoV-2 pneumonia]. J Healthc Qual Res 2023; 38:152-157. [PMID: 36400703 PMCID: PMC9595363 DOI: 10.1016/j.jhqr.2022.10.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 09/29/2022] [Accepted: 10/17/2022] [Indexed: 02/08/2023]
Abstract
INTRODUCTION high-oxygen nasal cannulas in patients with respiratory failure secondary to SARS-CoV-2 pneumonia have not been studied from a cost-effectiveness point of view. METHODS Retrospective analysis of patients who had entered the COVID-area of an intensive medicine service in a third reference hospital, between March-December 2020. An effectiveness cost analysis was carried out comparing 2therapeutic decisions: the experimental strategy was defined as a mixed strategy consisting of the initial application of high flow nasal oxygen (HFNO) and application of VMI only to HFNO failures. The optimal rational decision was defined as maximizing expected profit, and economic efficiency was assessed by calculating the Incremental Cost-Effectiveness Ratio (ICER) for years of life gained. RESULTS Of the 185 patients tested, 101 (55%) received invasive mechanical ventilation immediately and 84 (45%) were treated with HFNO at the outset. In the cost-effectiveness analysis, comparing both therapeutic strategies, the probability that the experimental strategy would be more effective was 0.974, reaching statistical significance: Difference in average proportions -0.113; 95% CI:-0.018 to -0.208. This corresponds to an NNT of 9 patients. The optimal decision was HFNO's strategy followed by VMI in HFNO failures. This option had an RCEI of 5582 euros per year of life gained. CONCLUSIONS It is important to establish in the future reliable markers in the use of HFNO so that this therapy improves its cost-effective benefits.
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Affiliation(s)
- A González-Castro
- Servicio de Medicina Intensiva, Hospital Universitario Marqués de Valdecilla, Santander, Cantabria, España.
| | - E Cuenca Fito
- Servicio de Medicina Intensiva, Hospital Universitario Marqués de Valdecilla, Santander, Cantabria, España
| | - A Fernandez
- Servicio de Medicina Intensiva, Hospital Universitario Marqués de Valdecilla, Santander, Cantabria, España
| | - Y Peñasco
- Servicio de Medicina Intensiva, Hospital Universitario Marqués de Valdecilla, Santander, Cantabria, España; Unidad de Cuidados Intensivos Pediátricos, Hospital Universitari i Politècnic La Fe, Valencia, España; Unidad de Cuidados Intensivos Pediátricos, Hospital Central de Asturias, Oviedo, Asturias, España; Unidad de Cuidados Intensivos, Hospital de Quilpué, Valparaíso, Chile
| | - V Modesto I Alport
- Unidad de Cuidados Intensivos Pediátricos, Hospital Universitari i Politècnic La Fe, Valencia, España
| | - A Medina Villanueva
- Unidad de Cuidados Intensivos Pediátricos, Hospital Central de Asturias, Oviedo, Asturias, España
| | - A Fajardo
- Unidad de Cuidados Intensivos, Hospital de Quilpué, Valparaíso, Chile
| | - P Escude-Acha
- Servicio de Medicina Intensiva, Hospital Universitario Marqués de Valdecilla, Santander, Cantabria, España
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Reyes LF, Bastidas Goyes A, Tuta Quintero EA, Pedreros KD, Mantilla YF, Herrera M, Carmona GA, Saza LD, Bello LE, Muñoz CA, Chaves JC, Arias JC, Alcaraz PM, Hernández MD, Nonzoque AP, Trujillo N, Pineda AF, Montaño GS. Validity of the ROX index in predicting invasive mechanical ventilation requirement in pneumonia. BMJ Open Respir Res 2022; 9:9/1/e001320. [PMID: 36104104 PMCID: PMC9476132 DOI: 10.1136/bmjresp-2022-001320] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Accepted: 08/15/2022] [Indexed: 11/16/2022] Open
Abstract
Background The ROX index (Respiratory rate-OXygenation) has been described as a prediction tool to identify the need for invasive mechanical ventilation (IMV) in community-acquired pneumonia (CAP) with acute hypoxaemic respiratory failure treated with high-flow nasal cannula in order to avoid delay of a necessary intubation. However, its use in predicting the need for ventilatory support in hospitalised patients with CAP has not been validated. Methods This is a retrospective cohort study including subjects with CAP treated in the general ward, emergency service or intensive care unit of a third-level centre in Cundinamarca, Colombia, between January 2001 and February 2020. The ROX index was estimated as the ratio of oxygen saturation/fraction of inspired oxygen to respiratory rate. Results A total of 895 patients were included, of whom 93 (10%) required IMV. The ROX index proved to be a good predictor, presenting an area under the curve of receiver operating characteristics (AUROC) of 0.733 (95% CI 0.671 to 0.795, p<0.001) when determined by pulse oximetry and an AUROC of 0.779 (95% CI 0.699 to 0.859, p<0.001) when estimated by arterial blood gas (ABG) parameters, with an intraclass correlation of 0.894. The estimated cut-off point was 14.8; a score less than 14.8 indicates high risk of requiring IMV. Conclusion The ROX index is a good predictor of IMV in hospitalised patients with CAP. It presents good performance when calculated through pulse oximetry and can replace the one calculated by ABG.
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Affiliation(s)
- Luis F Reyes
- Clínica Universidad de La Sabana, Chía, Colombia.,Faculty of Medicine, Universidad de La Sabana, Chía, Colombia
| | | | | | | | | | - Manuela Herrera
- Faculty of Medicine, Universidad de La Sabana, Chía, Colombia
| | | | - Laura D Saza
- Faculty of Medicine, Universidad de La Sabana, Chía, Colombia
| | - Laura E Bello
- Faculty of Medicine, Universidad de La Sabana, Chía, Colombia
| | - Carlos A Muñoz
- Faculty of Medicine, Universidad de La Sabana, Chía, Colombia
| | - Juan C Chaves
- Faculty of Medicine, Universidad de La Sabana, Chía, Colombia
| | | | - Paula M Alcaraz
- Faculty of Medicine, Universidad de La Sabana, Chía, Colombia
| | | | | | | | - Andrés F Pineda
- Faculty of Medicine, Universidad de La Sabana, Chía, Colombia
| | - Gina S Montaño
- Faculty of Medicine, Universidad de La Sabana, Chía, Colombia
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Prediction of high-flow nasal cannula outcomes at the early phase using the modified respiratory rate oxygenation index. BMC Pulm Med 2022; 22:227. [PMID: 35698120 PMCID: PMC9189451 DOI: 10.1186/s12890-022-02017-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 06/02/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND This study was designed to explore the early predictive value of the respiratory rate oxygenation (ROX) index modified by PaO2 (mROX) in high-flow nasal cannula (HFNC) therapy in patients with acute hypoxemia respiratory failure (AHRF). METHOD Seventy-five patients with AHRF treated with HFNC were retrospectively reviewed. Respiratory parameters at baseline and 2 h after HFNC initiation were analyzed. The predictive value of the ROX (ratio of pulse oximetry/FIO2 to respiratory rate) and mROX (ratio of arterial oxygen /FIO2 to respiratory rate) indices with two variations by adding heart rate to each index (ROX-HR and mROX-HR) was evaluated. RESULTS HFNC therapy failed in 24 patients, who had significantly higher intensive care unit (ICU) mortality and longer ICU stay. Both the ROX and mROX indices at 2 h after HFNC initiation can predict the risk of intubation after HFNC. Two hours after HFNC initiation, the mROX index had a higher area under the receiver operating characteristic curve (AUROC) for predicting HFNC success than the ROX index. Besides, baseline mROX index of greater than 7.1 showed a specificity of 100% for HFNC success. CONCLUSION The mROX index may be a suitable predictor of HFNC therapy outcomes at the early phase in patients with AHRF.
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Daniel MF, Mario GD, Edgar B, Mario V, Alejandra H, Nicolas G, Pablo V, Victor N, Albert V, Diego G, Antonio VS, Ramon MJ. Use of High-Flow Nasal Cannula in Patients With Pneumonia and Hypoxemic Respiratory Failure at Altitudes Above 2600 m: What Is the Best Predictor of Success? J Intensive Care Med 2021; 37:1199-1205. [PMID: 34812065 DOI: 10.1177/08850666211057503] [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: 12/24/2022]
Abstract
Introduction: The use of high-flow nasal cannulas (HFNC) in patients with hypoxemic ventilatory failure reduces the need for mechanical ventilation and does not increase mortality when intubation is promptly applied. The aim of the study is to describe the behavior of HFNC in patients who live at high altitudes, and the performance of predictors of success/failure of this strategy. Methods: Prospective multicenter cohort study, with patients aged over 18 years recruited for 12 months in 2020 to 21. All had a diagnosis of hypoxemic respiratory failure secondary to pneumonia, were admitted to intensive care units, and were receiving initial management with a high-flow nasal cannula. The variables assessed included need for intubation, mortality in ICU, and the validation of SaO2, respiratory rate (RR) and ROX index (IROX) as predictors of HFNC success / failure. Results: One hundred and six patients were recruited, with a mean age of 59 years and a success rate of 74.5%. Patients with treatment failure were more likely to be obese (BMI 27.2 vs 25.5; OR: 1.03; 95% CI: .95-1.1) and had higher severity scores at admission (APACHE II 12 vs 20; OR 1.15; 95% CI: 1.06-1.24). Respiratory rates after 12 (AUC .81 CI: .70-.92) and 18 h (AUC .85 CI: .72-0.90) of HFNC use were the best predictors of failure, performing better than those that included oxygenation. ICU mortality was higher in the failure group (6% vs 29%; OR 8.8; 95% CI:1.75-44.7). Conclusions: High-flow oxygen cannula therapy in patients with hypoxemic respiratory failure living at altitudes above 2600 m is associated with low rates of therapy failure and a reduced need for mechanical ventilation in the ICU. The geographical conditions and secondary physiological changes influence the performance of the traditionally validated predictors of therapy success. Respiratory rate <30 proved to be the best indicator of early success of the device at 12 h of use.
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Affiliation(s)
- Molano Franco Daniel
- San José Hospital, 42709Fundación Universitaria De Ciencias de la Salud (FUCS), CIMCA research group, Bogotá, Colombia
| | - Gómez Duque Mario
- San José Hospital, 42709Fundación Universitaria De Ciencias de la Salud (FUCS), CIMCA research group, Bogotá, Colombia
| | - Beltrán Edgar
- San José Hospital, 42709Fundación Universitaria De Ciencias de la Salud (FUCS), CIMCA research group, Bogotá, Colombia
| | - Villabon Mario
- San José Hospital, 42709Fundación Universitaria De Ciencias de la Salud (FUCS), CIMCA research group, Bogotá, Colombia
| | - Hurtado Alejandra
- San José Hospital, 42709Fundación Universitaria De Ciencias de la Salud (FUCS), CIMCA research group, Bogotá, Colombia
| | - Gómez Nicolas
- San José Hospital, 42709Fundación Universitaria De Ciencias de la Salud (FUCS), CIMCA research group, Bogotá, Colombia
| | - Vásquez Pablo
- Critical Care Pediatric Unit, Ethics Committee, Hospital San José, Bogotá, Colombia
| | - Nieto Victor
- 28009Universidad el Bosque, GRIBOS research group, Bogotá, Colombia
| | - Valencia Albert
- 28009Universidad el Bosque, GRIBOS research group, Bogotá, Colombia
| | - Garzón Diego
- 503424Clínica Reina Sofia, Fundación Universitaria Unisanitas, Bogotá, Colombia
| | - Viruez-Soto Antonio
- Hospital el Alto and Hospital Agramont, GRIMIA research group, El Alto, La Paz, Bolivia
| | - Masclans Joan Ramon
- Department of Experimental and Health Sciences (DCEXS) of the Pompeu Fabra University (UPF), Barcelona, Spain
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Kljakovic Gaspic T, Pavicic Ivelja M, Kumric M, Matetic A, Delic N, Vrkic I, Bozic J. In-Hospital Mortality of COVID-19 Patients Treated with High-Flow Nasal Oxygen: Evaluation of Biomarkers and Development of the Novel Risk Score Model CROW-65. Life (Basel) 2021; 11:735. [PMID: 34440479 PMCID: PMC8399648 DOI: 10.3390/life11080735] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2021] [Revised: 07/20/2021] [Accepted: 07/21/2021] [Indexed: 01/16/2023] Open
Abstract
To replace mechanical ventilation (MV), which represents the cornerstone therapy in severe COVID-19 cases, high-flow nasal oxygen (HFNO) therapy has recently emerged as a less-invasive therapeutic possibility for those patients. Respecting the risk of MV delay as a result of HFNO use, we aimed to evaluate which parameters could determine the risk of in-hospital mortality in HFNO-treated COVID-19 patients. This single-center cohort study included 102 COVID-19-positive patients treated with HFNO. Standard therapeutic methods and up-to-date protocols were used. Patients who underwent a fatal event (41.2%) were significantly older, mostly male patients, and had higher comorbidity burdens measured by CCI. In a univariate analysis, older age, shorter HFNO duration, ventilator initiation, higher CCI and lower ROX index all emerged as significant predictors of adverse events (p < 0.05). Variables were dichotomized and included in the multivariate analysis to define their relative weights in the computed risk score model. Based on this, a risk score model for the prediction of in-hospital mortality in COVID-19 patients treated with HFNO consisting of four variables was defined: CCI > 4, ROX index ≤ 4.11, LDH-to-WBC ratio, age > 65 years (CROW-65). The main purpose of CROW-65 is to address whether HFNO should be initiated in the subgroup of patients with a high risk of in-hospital mortality.
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Affiliation(s)
- Toni Kljakovic Gaspic
- Department of Anesthesiology and Intensive Medicine, University Hospital of Split, 21000 Split, Croatia; (T.K.G.); (N.D.)
| | - Mirela Pavicic Ivelja
- Department of Infectious Diseases, University Hospital of Split, 21000 Split, Croatia; (M.P.I.); (I.V.)
| | - Marko Kumric
- Department of Pathophysiology, University of Split School of Medicine, 21000 Split, Croatia;
| | - Andrija Matetic
- Department of Cardiology, University Hospital of Split, 21000 Split, Croatia;
| | - Nikola Delic
- Department of Anesthesiology and Intensive Medicine, University Hospital of Split, 21000 Split, Croatia; (T.K.G.); (N.D.)
| | - Ivana Vrkic
- Department of Infectious Diseases, University Hospital of Split, 21000 Split, Croatia; (M.P.I.); (I.V.)
| | - Josko Bozic
- Department of Pathophysiology, University of Split School of Medicine, 21000 Split, Croatia;
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Kulkarni AR, Athavale AM, Sahni A, Sukhal S, Saini A, Itteera M, Zhukovsky S, Vernik J, Abraham M, Joshi A, Amarah A, Ruiz J, Hart PD, Kulkarni H. Deep learning model to predict the need for mechanical ventilation using chest X-ray images in hospitalised patients with COVID-19. BMJ INNOVATIONS 2021; 7:261-270. [PMID: 34192015 PMCID: PMC7931213 DOI: 10.1136/bmjinnov-2020-000593] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Revised: 01/18/2021] [Accepted: 02/13/2021] [Indexed: 01/28/2023]
Abstract
OBJECTIVES There exists a wide gap in the availability of mechanical ventilator devices and their acute need in the context of the COVID-19 pandemic. An initial triaging method that accurately identifies the need for mechanical ventilation in hospitalised patients with COVID-19 is needed. We aimed to investigate if a potentially deteriorating clinical course in hospitalised patients with COVID-19 can be detected using all X-ray images taken during hospitalisation. METHODS We exploited the well-established DenseNet121 deep learning architecture for this purpose on 663 X-ray images acquired from 528 hospitalised patients with COVID-19. Two Pulmonary and Critical Care experts blindly and independently evaluated the same X-ray images for the purpose of validation. RESULTS We found that our deep learning model predicted the need for mechanical ventilation with a high accuracy, sensitivity and specificity (90.06%, 86.34% and 84.38%, respectively). This prediction was done approximately 3 days ahead of the actual intubation event. Our model also outperformed two Pulmonary and Critical Care experts who evaluated the same X-ray images and provided an incremental accuracy of 7.24%-13.25%. CONCLUSIONS Our deep learning model accurately predicted the need for mechanical ventilation early during hospitalisation of patients with COVID-19. Until effective preventive or treatment measures become widely available for patients with COVID-19, prognostic stratification as provided by our model is likely to be highly valuable.
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Affiliation(s)
- Anoop R Kulkarni
- Innotomy Consulting, Bengaluru, India
- Lata Medical Research Foundation, Nagpur, India
| | - Ambarish M Athavale
- Department of Medicine, Division of Nephrology, Cook County Hospital, Chicago, Illinois, USA
| | - Ashima Sahni
- Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois Hospital and Health Sciences System, Chicago, Illinois, USA
| | - Shashvat Sukhal
- Department of Medicine, Division of Pulmonary and Critical Care, Cook County Hospital, Chicago, Illinois, USA
| | - Abhimanyu Saini
- Department of Medicine, Division of Cardiology, Cook County Hospital, Chicago, Illinois, USA
| | - Mathew Itteera
- Department of Medicine, Division of Nephrology, Cook County Hospital, Chicago, Illinois, USA
| | - Sara Zhukovsky
- Rush Medical College, Rush University Medical Center, Chicago, Illinois, USA
| | - Jane Vernik
- Department of Medicine, Division of Nephrology, Cook County Hospital, Chicago, Illinois, USA
| | - Mohan Abraham
- Department of Medicine, Division of Nephrology, Cook County Hospital, Chicago, Illinois, USA
| | - Amit Joshi
- Department of Medicine, Division of Nephrology, Cook County Hospital, Chicago, Illinois, USA
| | - Amatur Amarah
- Department of Medicine, Division of Nephrology, Cook County Hospital, Chicago, Illinois, USA
| | - Juan Ruiz
- Department of Medicine, Division of Nephrology, Cook County Hospital, Chicago, Illinois, USA
| | - Peter D Hart
- Department of Medicine, Division of Nephrology, Cook County Hospital, Chicago, Illinois, USA
| | - Hemant Kulkarni
- Lata Medical Research Foundation, Nagpur, India
- M&H Research LLC, San Antonio, Texas, USA
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Liu C, Cheng WY, Li JS, Tang T, Tan PL, Yang L. High-Flow Nasal Cannula vs. Continuous Positive Airway Pressure Therapy for the Treatment of Children <2 Years With Mild to Moderate Respiratory Failure Due to Pneumonia. Front Pediatr 2020; 8:590906. [PMID: 33304868 PMCID: PMC7693448 DOI: 10.3389/fped.2020.590906] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Accepted: 10/05/2020] [Indexed: 11/13/2022] Open
Abstract
Background: The aim of this prospective randomized controlled study was to further compare the clinical benefits and adverse reactions of HFNC with CPAP in the treatment of mild to moderate respiratory failure due to pneumonia in children below 2 years old. Methods: Using a prospective randomized controlled study method, 84 patients with pneumonia and mild to moderate respiratory failure admitted to the Children's Hospital Affiliated to Chongqing Medical University from January 2018 to December 2019 were randomly divided into the HFNC group and the CPAP group. It was registered as a clinical trial at clinical trials.gov, registration number: ChiCTR2000030463. Results: The analyses included 84 patients. No differences were observed between the two groups in baseline demographic or physiological characteristics. Treatment failure necessitating intubation and transfer to the PICU was noted in six of 43 infants (14%) in the HFNC group, as compared with four of 41 infants (10%) in the CPAP group (P > 0.05). There were no significant differences between the two groups in the duration of hospital stay, the duration of non-invasive respiratory support, and mortality. The 10 infants who experienced treatment failure had more severe hypoxemia with lower PaO2/FiO2 (HFNC 182 ± 11.5 and CPAP 172 ± 8.6). We found that both the HFNC group and the CPAP group showed significantly improved oxygenation and relief of respiratory distress after treatment. No differences were observed between the two groups in the development improvement of RR, PaO2, PaCO2, SpO2, and PH. Assessment of the occurrence of adverse events showed that the HFNC group had a lower level of nasal injury, a lower risk of abdominal distension, a lower intensity and frequency of sedation, and better tolerance. Conclusion: HFNC is an effective and safe initial respiratory support treatment in children <2 years with mild to moderate respiratory failure due to pneumonia, and the incidence of intubation and death is very low; concurrently, the comfort and tolerance of HFNC are better. To some extent, HFNC is a well-tolerated alternative to CPAP.
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Affiliation(s)
- Cong Liu
- Department of Infectious Diseases, Children's Hospital of Chongqing Medical University, Chongqing, China.,National Clinical Research Center for Child Health and Disorders, Chongqing Medical University, Chongqing, China.,Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Medical University, Chongqing, China.,Chongqing Key Laboratory of Pediatrics, Chongqing Medical University, Chongqing, China
| | - Wei Yu Cheng
- National Clinical Research Center for Child Health and Disorders, Chongqing Medical University, Chongqing, China.,Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Medical University, Chongqing, China.,Chongqing Key Laboratory of Pediatrics, Chongqing Medical University, Chongqing, China.,Department of Emergency, Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Jun Shao Li
- National Clinical Research Center for Child Health and Disorders, Chongqing Medical University, Chongqing, China.,Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Medical University, Chongqing, China.,Chongqing Key Laboratory of Pediatrics, Chongqing Medical University, Chongqing, China.,Department of Emergency, Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Tian Tang
- National Clinical Research Center for Child Health and Disorders, Chongqing Medical University, Chongqing, China.,Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Medical University, Chongqing, China.,Chongqing Key Laboratory of Pediatrics, Chongqing Medical University, Chongqing, China.,Department of Emergency, Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Ping Li Tan
- National Clinical Research Center for Child Health and Disorders, Chongqing Medical University, Chongqing, China.,Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Medical University, Chongqing, China.,Chongqing Key Laboratory of Pediatrics, Chongqing Medical University, Chongqing, China.,Department of Emergency, Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Lin Yang
- National Clinical Research Center for Child Health and Disorders, Chongqing Medical University, Chongqing, China.,Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Medical University, Chongqing, China.,Chongqing Key Laboratory of Pediatrics, Chongqing Medical University, Chongqing, China.,Department of Emergency, Children's Hospital of Chongqing Medical University, Chongqing, China
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