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The respiratory oxygenation index for identifying the risk of orotracheal intubation in COVID-19 patients receiving high-flow nasal cannula oxygen

ABSTRACT

Objective:

To assess whether the respiratory oxygenation index (ROX index) measured after the start of high-flow nasal cannula oxygen therapy can help identify the need for intubation in patients with acute respiratory failure due to coronavirus disease 2019.

Methods:

This retrospective, observational, multicenter study was conducted at the intensive care units of six Brazilian hospitals from March to December 2020. The primary outcome was the need for intubation up to 7 days after starting the high-flow nasal cannula.

Results:

A total of 444 patients were included in the study, and 261 (58.7%) were subjected to intubation. An analysis of the area under the receiver operating characteristic curve (AUROC) showed that the ability to discriminate between successful and failed high-flow nasal cannula oxygen therapy within 7 days was greater for the ROX index measured at 24 hours (AUROC 0.80; 95%CI 0.76 - 0.84). The median interval between high-flow nasal cannula initiation and intubation was 24 hours (24 - 72), and the most accurate predictor of intubation obtained before 24 hours was the ROX index measured at 12 hours (AUROC 0.75; 95%CI 0.70 - 0.79). Kaplan-Meier curves revealed a greater probability of intubation within 7 days in patients with a ROX index ≤ 5.54 at 12 hours (hazard ratio 3.07; 95%CI 2.24 - 4.20) and ≤ 5.96 at 24 hours (hazard ratio 5.15; 95%CI 3.65 - 7.27).

Conclusion:

The ROX index can aid in the early identification of patients with acute respiratory failure due to COVID-19 who will progress to the failure of high-flow nasal cannula supportive therapy and the need for intubation.

Keywords:
COVID-19; Coronavirus infections; Cannula; Intubation; Respiratory insufficiency; Respiratory rate; Oxygen

RESUMO

Objetivo:

Avaliar se o índice de oxigenação respiratória medido após o início da terapia de oxigênio com cânula nasal de alto fluxo pode ajudar a identificar a necessidade de intubação em pacientes com insuficiência respiratória aguda devido à COVID-19.

Métodos:

Este estudo retrospectivo, observacional e multicêntrico foi realizado nas unidades de terapia intensiva de seis hospitais brasileiros, de março a dezembro de 2020. O desfecho primário foi a necessidade de intubação até 7 dias após o início da cânula nasal de alto fluxo.

Resultados:

O estudo incluiu 444 pacientes; 261 (58,7%) foram submetidos à intubação. Uma análise da área sob a curva receiver operating characteristic (ASC ROC) mostrou que a capacidade de discriminar entre o sucesso e o fracasso da oxigenoterapia com cânula nasal de alto fluxo dentro de 7 dias foi maior para o índice de oxigenação respiratória medido em 24 horas (ASC ROC 0,80; IC95% 0,76 - 0,84). O intervalo médio entre o início da cânula nasal de alto fluxo e a intubação foi de 24 horas (24 - 72), e o preditor mais preciso de intubação obtido antes de 24 horas foi o índice de oxigenação respiratória medido em 12 horas (ASC ROC 0,75; IC95% 0,70 - 0,79). As curvas de Kaplan-Meier revelaram maior probabilidade de intubação em 7 dias em pacientes com índice de oxigenação respiratória ≤ 5,54 em 12 horas (razão de risco 3,07; IC95% 2,24 - 4,20) e ≤ 5,96 em 24 horas (razão de risco 5,15; IC95% 3,65 - 7,27).

Conclusões:

O índice de oxigenação respiratória pode ajudar na identificação precoce de pacientes com insuficiência respiratória aguda devido à COVID-19 que evoluirão para o fracasso da terapia de suporte com cânula nasal de alto fluxo e a necessidade de intubação.

Descritores:
COVID-19; Infecções por coronavírus; Cânula; Intubação; Insuficiência respiratória; Taxa respiratória; Oxigenação

INTRODUCTION

The high-flow nasal cannula (HFNC) is an oxygen supply system that can deliver up to 100% heated and humidified oxygen through the nasal interface at a maximum flow rate of 60L/minute (some devices allow a maximum flow of 80L/minute).(11 Roca O, Riera J, Torres F, Masclans JR. High-flow oxygen therapy in acute respiratory failure. Respir Care. 2010;55(4):408-13.) In addition to enabling the supply of high fractions of inspired oxygen (FiO2), the use of HFNC can improve ventilatory efficiency, reduce dead space and favor a decrease in carbon dioxide.(22 Möller W, Feng S, Domanski U, Franke KJ, Celik G, Bartenstein P, et al. Nasal high flow reduces dead space. J Appl Physiol. 2017;122(1):191-7.)

Oxygen therapy with a HFNC has been gaining attention as a strategy for noninvasive ventilatory support in patients with pneumonia and severe acute hypoxemia. This technique has been associated with improved alveolar ventilation and reduced respiratory effort.(33 Dysart K, Miller TL, Wolfson MR, Shaffer TH. Research in high flow therapy: mechanisms of action. Respir Med. 2009;103(10):1400-5.

4 Lee JH, Rehder KJ, Williford L, Cheifetz IM, Turner DA. Use of high flow nasal cannula in critically ill infants, children, and adults: a critical review of the literature. Intensive Care Med. 2013;39(2):247-57.

5 Sotello D, Rivas M, Mulkey Z, Nugent K. High-flow nasal cannula oxygen in adult patients: a narrative review. Am J Med Sci. 2015;349(2):179-85.
-66 Vargas F, Saint-Leger M, Boyer A, Bui NH, Hilbert G. Physiologic effects of high-flow nasal cannula oxygen in critical care subjects. Respir Care. 2015;60(10):1369-76.) In patients with coronavirus disease 2019 (COVID-19), HFNC therapy can reduce the need for intubation, as well as the length of intensive care unit (ICU) stay, with no apparent effect on mortality.(77 Ospina-Tascón GA, Calderón-Tapia LE, Alberto F García AF, Zarama V, Gómez-Álvarez F, Álvarez-Saa T, Pardo-Otálvaro S, Bautista-Rincón DF, Vargas MP, Aldana-Díaz JL, Marulanda Á, Gutiérrez A, Varón J, Gómez M, Ochoa ME, Escobar E, Umaña M, Díez J, Tobón GJ, Albornoz LL, Celemín Flórez CA, Ruiz GO, Cáceres EL, Reyes LF, Damiani LP, Cavalcanti AB; HiFLo-Covid Investigators. Effect of high-flow oxygen therapy vs conventional oxygen therapy on invasive mechanical ventilation and clinical recovery in patients with severe COVID-19: a randomized clinical trial. JAMA. 2021;326(21):2161-71.

8 Frat JP, Quenot JP, Badie J, Coudroy R, Guitton C, Ehrmann S, Gacouin A, Merdji H, Auchabie J, Daubin C, Dureau AF, Thibault L, Sedillot N, Rigaud JP, Demoule A, Fatah A, Terzi N, Simonin M, Danjou W, Carteaux G, Guesdon C, Pradel G, Besse MC, Reignier J, Beloncle F, La Combe B, Prat G, Nay MA, de Keizer J, Ragot S, Thille AW; SOHO-COVID Study Group and the REVA Network. Effect of high-flow nasal cannula oxygen vs standard oxygen therapy on mortality in patients with respiratory failure due to COVID-19: the SOHO-COVID randomized clinical trial. JAMA. 2022;328(12):1212-22.
-99 Perkins GD, Ji C, Connolly BA, Couper K, Lall R, Baillie JK, Bradley JM, Dark P, Dave C, De Soyza A, Dennis AV, Devrell A, Fairbairn S, Ghani H, Gorman EA, Green CA, Hart N, Hee SW, Kimbley Z, Madathil S, McGowan N, Messer B, Naisbitt J, Norman C, Parekh D, Parkin EM, Patel J, Regan SE, Ross C, Rostron AJ, Saim M, Simonds AK, Skilton E, Stallard N, Steiner M, Vancheeswaran R, Yeung J, McAuley DF; RECOVERY-RS Collaborators. Effect of noninvasive respiratory strategies on intubation or mortality among patients with acute hypoxemic respiratory failure and COVID-19: the RECOVERY-RS randomized clinical trial. JAMA. 2022;327(6):546-58.) Although the use of HFNC therapy in hypoxemic patients is associated with positive results,(1010 Frat JP, Ragot S, Girault C, Perbet S, Prat G, Boulain T, Demoule A, Ricard JD, Coudroy R, Robert R, Mercat A, Brochard L, Thille AW; REVA network. Effect of non-invasive oxygenation strategies in immunocompromised patients with severe acute respiratory failure: a post-hoc analysis of a randomised trial. Lancet Respir Med. 2016;4(8):646-52.,1111 Frat JP, Thille AW, Mercat A, Girault C, Ragot S, Perbet S, Prat G, Boulain T, Morawiec E, Cottereau A, Devaquet J, Nseir S, Razazi K, Mira JP, Argaud L, Chakarian JC, Ricard JD, Wittebole X, Chevalier S, Herbland A, Fartoukh M, Constantin JM, Tonnelier JM, Pierrot M, Mathonnet A, Béduneau G, Delétage-Métreau C, Richard JC, Brochard L, Robert R; FLORALI Study Group; REVA Network. High-flow oxygen through nasal cannula in acute hypoxemic respiratory failure. N Engl J Med. 2015;372(23):2185-96.) delayed intubation can lead to poor outcomes, including increased mortality.(1212 Kang BJ, Koh Y, Lim CM, Huh JW, Baek S, Han M, et al. Failure of high-flow nasal cannula therapy may delay intubation and increase mortality. Intensive Care Med. 2015;41(4):623-32.

13 Grieco DL, Menga LS, Eleuteri D, Antonelli M. Patient self-inflicted lung injury: implications for acute hypoxemic respiratory failure and ARDS patients on non-invasive support. Minerva Anestesiol. 2019;85(9):1014-23.
-1414 Bellani G, Laffey JG, Pham T, Madotto F, Fan E, Brochard L, Esteban A, Gattinoni L, Bumbasirevic V, Piquilloud L, van Haren F, Larsson A, McAuley DF, Bauer PR, Arabi YM, Ranieri M, Antonelli M, Rubenfeld GD, Thompson BT, Wrigge H, Slutsky AS, Pesenti A; LUNG SAFE Investigators; ESICM Trials Group. Noninvasive ventilation of patients with acute respiratory distress syndrome: insights from the LUNG SAFE Study. Am J Respir Crit Care Med. 2017;195(1):67-77.) High-flow nasal cannulas have been widely used in and outside the ICU, and recognizing patients who will deteriorate and need ICU admission and mechanical ventilation (MV) is extremely important.(1515 Vega ML, Dongilli R, Olaizola G, Colaianni N, Sayat MC, Pisani L, et al. COVID-19 pneumonia and ROX index: time to set a new threshold for patients admitted outside the ICU. Pulmonology. 2022;28(1):13-7.)

The respiratory oxygenation index (ROX index), which is defined as the ratio of peripheral oxygen saturation (SpO2) to FiO2 divided by the respiratory rate, has been proposed as a measure to identify patients who are at increased risk of failure of noninvasive support with HFNC therapy during hypoxemic respiratory failure. In patients with pneumonia and acute hypoxemic respiratory failure, the ROX index measured within 12 hours after HFNC therapy initiation is a good predictor of a greater risk of HFNC failure.(1616 Zhou X, Liu J, Pan J, Xu Z, Xu J. The ROX index as a predictor of high-flow nasal cannula outcome in pneumonia patients with acute hypoxemic respiratory failure: a systematic review and meta-analysis. BMC Pulm Med. 2022;22(1):121.,1717 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(1):33.) Different studies have shown that a ROX index ≤ 4.88 measured in the first hours of HFNC therapy has good discriminatory ability for identifying the risk of intubation in hypoxemic patients,(1818 Roca O, Messika J, Caralt B, García-de-Acilu M, Sztrymf B, Ricard JD, et al. Predicting success of high-flow nasal cannula in pneumonia patients with hypoxemic respiratory failure: the utility of the ROX index. J Crit Care. 2016;35:200-5.,1919 Roca O, Caralt B, Messika J, Samper M, Sztrymf B, Hernández G, et al. An index combining respiratory rate and oxygenation to predict outcome of nasal high-flow therapy. Am J Respir Crit Care Med. 2019;199(11):1368-76.) including patients with COVID-19.(2020 Zucman N, Mullaert J, Roux D, Roca O, Ricard JD; Contributors. Prediction of outcome of nasal high flow use during COVID-19-related acute hypoxemic respiratory failure. Intensive Care Med. 2020;46(10):1924-6.

21 ColaianniAlfonso N, Montiel GC, CastroSayat M, Roca O, Grieco DL. ROX index to predict CPAP outcome in hypoxemic respiratory failure due to COVID-19. Intensive Care Med. 2022;48(12):1818-9.

22 Chandel A, Patolia S, Brown AW, Collins AC, Sahjwani D, Khangoora V, et al. High-flow nasal cannula therapy in COVID-19: using the ROX index to predict success. Respir Care. 2021;66(6):909-19.
-2323 Prakash J, Bhattacharya PK, Yadav AK, Kumar A, Tudu LC, Prasad K. ROX index as a good predictor of high flow nasal cannula failure in COVID-19 patients with acute hypoxemic respiratory failure: a systematic review and meta-analysis. J Crit Care. 2021;66:102-8.) The ROX index could reflect a specific moment in time instead of the clinical evolution of the patient, and some authors also suggested that the ROX index score at the time of intubation was associated with improved survival to hospital discharge and may reflect the severity of respiratory disease.(2424 Vest MT, Caplan R, Fawcett M, Deitchman AR, Valentino D, Gajera M, et al. Intubation timing in COVID-19 based on ROX index and association with patient outcomes. Respir Care. 2022;67(10):1291-9.)

However, few studies have analyzed the ROX index in patients with COVID-19. Most of them were single-center studies with small sample sizes. None of the studies were conducted in Brazil. The meta-analysis showed that heterogeneity among studies was high, and different cutoff values of the ROX index were used. The aim of this study was to assess whether the ROX index measured after the start of HFNC therapy can help identify the need for intubation in patients with acute respiratory failure due to COVID-19.

METHODS

Study design and setting

This retrospective, observational, multicenter study was conducted at the ICUs of six Brazilian hospitals from March to December 2020. The Research Ethics Committees of all centers approved the study protocol (Ethical Clearance Certificate: 46574321.1.1001.5362). Since this study was retrospective, informed consent was not necessary.

Participants

We included patients who were older than 18 years, admitted to the ICU, had acute respiratory failure due to confirmed COVID-19, and who were receiving HFNC oxygen therapy. Acute respiratory failure was diagnosed based on the clinical judgment of the teams. The presence of COVID-19 was confirmed by reverse transcription polymerase chain reaction (RT-PCR), antigen testing, or serological testing (IgM positive).(2525 World Health Organization (WHO). Clinical management of COVID-19: Living guideline, 23 June 2022. Geneva: WHO; 2022. Available from: https://www.who.int/publications/i/item/WHO-2019-nCoV-clinical-2022-1
https://www.who.int/publications/i/item/...
,2626 World Health Organization (WHO). Diagnostic testing for SARS-CoV-2: interim guidance, 11 September 2020. Geneva: WHO; 2020. Available from: https://apps.who.int/iris/handle/10665/334254
https://apps.who.int/iris/handle/10665/3...
)

The exclusion criteria were the presence of acute respiratory failure without laboratory confirmation of COVID-19 and with a more likely alternative diagnosis or laboratory confirmation of another etiological agent; orotracheal intubation on ICU admission; postextubation or postoperative HFNC therapy; end-stage disease or exclusive palliative care; and incomplete records regarding data on the primary outcome.

Outcomes

The primary outcome was the need for orotracheal intubation within 7 days after the start of HFNC therapy. The secondary outcome was the need for orotracheal intubation within 48 hours after HFNC therapy started. No formal standardization was performed among the participating centers in terms of intubation criteria since no validated criteria for orotracheal intubation of COVID-19 patients were available during the study period.

Data sources and measurement

The following variables were collected and recorded for analysis: sex, age, and Simplified Acute Physiology Score 3 (SAPS 3). Physiological data such as heart rate, mean arterial pressure, respiratory rate, SpO2, FiO2, and oxygen flow were recorded at least every two hours on patient monitoring forms at the bedside according to routine procedures of the services. The ROX index was calculated using the following formula: (SpO2/FiO2)/respiratory rate. The variables were obtained from the medical records, and the ROX index was calculated in the following chronological order: start of HFNC therapy (ROX-baseline) and after 2 (ROX-2 h), 6 (ROX-6 h), 12 (ROX-12 h) and 24 hours (ROX-24 h). Each patient was followed until hospital discharge or death. The data were collected from the patients’ medical records and transferred to a paper or electronic case report form. During and after the end of data collection, research coordinators from the study coordinating center maintained contact with the participating centers to ensure correct completion of the data and the use of reliable information to avoid missing data and to mitigate the risk of bias.

Sample size

The minimum estimated sample size to confirm or refute the study hypothesis was 243 patients, assuming a type 1 error of 0.05, a type 2 error of 0.20, an area under the receiver operating characteristic curve (AUROC) of 0.80 and an AUROC null hypothesis equal to 0.70, considering an intubation rate of 28-35% based on previous studies.(1818 Roca O, Messika J, Caralt B, García-de-Acilu M, Sztrymf B, Ricard JD, et al. Predicting success of high-flow nasal cannula in pneumonia patients with hypoxemic respiratory failure: the utility of the ROX index. J Crit Care. 2016;35:200-5.,1919 Roca O, Caralt B, Messika J, Samper M, Sztrymf B, Hernández G, et al. An index combining respiratory rate and oxygenation to predict outcome of nasal high-flow therapy. Am J Respir Crit Care Med. 2019;199(11):1368-76.,2727 Mandrekar JN. Receiver operating characteristic curve in diagnostic test assessment. J Thorac Oncol. 2010;5(9):1315-6.)

Statistical methods

All analyses were performed using MedCalc Statistical Software, version 20.2 (MedCalc Software Ltd., Ostend, Belgium) [https://www.medcalc.org; 2022]. The Kolmogorov-Smirnov test was used to evaluate the distribution of the data. Continuous variables are reported as medians and the respective interquartile ranges (IQRs) and were compared using the Mann-Whitney U test. Categorical variables are presented as absolute and relative frequencies and were compared using the chi-squared test. A p value < 0.05 was considered to indicate statistical significance. However, the results of the secondary outcome and other analyses should be considered exploratory (95% confidence interval [95%CI] and p value) because they were not adjusted for multiple hypothesis testing. We determined the AUROC to determine the ROX index that defines the success or failure of HFNC oxygen therapy at the start of this therapy and after 2, 6, 12 and 24 hours. An AUROC of 0.70 to 0.79 indicates moderate discriminatory ability, and an AUROC ≥ 0.80 indicates excellent discrimination.(2727 Mandrekar JN. Receiver operating characteristic curve in diagnostic test assessment. J Thorac Oncol. 2010;5(9):1315-6.) The respective sensitivity and specificity were also obtained. After defining the best ROX index in the AUROC analysis corresponding to the maximization of Youden's index, Kaplan-Meier curves were constructed to analyze the time to intubation, and the groups were compared using the log-rank test. A sensitivity analysis was performed for the primary outcome among patients who were intubated before and after the median interval between HFNC therapy initiation and intubation to reduce the effect of selection bias. Patients with incomplete records of the primary outcome were excluded from the study.

RESULTS

Participants

A total of 489 patients were admitted to ICUs because of respiratory failure due to COVID-19 and underwent HFNC therapy. Of these, 444 met the eligibility criteria and were included in the study (Figure 1); 261 (58.7%) progressed to need intubation. The intubated patients were younger (59 [49 - 73] versus 65 [54 - 77] years; p = 0.001), were more critically ill (SAPS 3: 44 [37 - 52] versus 42 [36 - 47]; p < 0.001), and more frequently required noninvasive mask ventilation (69.3% versus 58.4%; p = 0.01). The groups were similar in terms of comorbidities, Charlson Comorbidity Index (CCI) score, awake prone positioning, and types of oxygen delivery devices used before HFNC therapy (Table 1).

Figure 1
Patients selection.
Table 1
Clinical data of patients admitted to intensive care units who received high-flow nasal cannula oxygen therapy

During follow-up, the intubated patients exhibited longer ICU (p < 0.001) and hospital (p < 0.001) stays and greater ICU and hospital mortality (p < 0.001) (Table 2). All deaths occurred after intubation. Among the patients who required invasive ventilatory support, 245 (94.5%) were intubated within 7 days, and 184 (71.0%) were intubated within 48 hours after HFNC therapy started (Supplementary Material - Figure 1S). The duration of MV was 10 days (5 - 21) (Supplementary Material - Table 1S).

Table 2
Follow-up data of patients admitted to intensive care units who received high-flow nasal cannula oxygen therapy

Respiratory parameters

By comparing basal vital signs, SpO2, parameters adjusted during HFNC therapy, and the ROX index between intubated and nonintubated patients at different durations of HFNC therapy, we observed that the respiratory rate was similar between groups from baseline to the 6th hour but was higher in the first 12 hours (24 [21 - 27] versus 22 [19 - 25]; p = 0.002) and 24 hours (25 [22 - 27] versus 22 [19 - 24]; p < 0.001) after HFNC therapy started. Intubated patients also had significantly higher flow and FiO2 and a lower ROX index at all time points, while the SpO2 was lower after the 6th hour (Supplementary Material - Table 2S).

Accuracy of the different parameters

Primary outcome: an analysis of the AUROCs revealed a greater capacity to discriminate between successful and failed HFNC therapy within 7 days for ROX-24 h (AUROC 0.80; 95%CI 0.76 - 0.84), followed by SpO2/FiO2 at 24 hours (AUROC 0.76; 95%CI 0.71 - 0.80). The median interval between HFNC therapy initiation and intubation was 24 hours (24 - 72), and the most accurate predictor of intubation measured before 24 hours was ROX-12 h (AUROC 0.75; 95%CI 0.70 - 0.79), followed by ROX-6 h (AUROC 0.71; 95%CI 0.67 - 0.76). Using the best cutoff value of each of these parameters, ROX-24 h ≤ 5.96 showed 80.6% sensitivity and 68.9% specificity for predicting the need for intubation within 7 days compared to SpO2/FiO2 ≤ 129 at 24 hours (sensitivity: 71.0%, specificity: 70.2%), ROX-12 h ≤ 5.54 (sensitivity: 67.3%, specificity: 72.8%), and ROX-6 h ≤ 6.08 (sensitivity: 69.4%, specificity: 65.9). When ROX-12 h ≤ 4.88 (reported as the cutoff value of the ROX index in non-COVID-19 patients)(1919 Roca O, Caralt B, Messika J, Samper M, Sztrymf B, Hernández G, et al. An index combining respiratory rate and oxygenation to predict outcome of nasal high-flow therapy. Am J Respir Crit Care Med. 2019;199(11):1368-76.,2020 Zucman N, Mullaert J, Roux D, Roca O, Ricard JD; Contributors. Prediction of outcome of nasal high flow use during COVID-19-related acute hypoxemic respiratory failure. Intensive Care Med. 2020;46(10):1924-6.) was used arbitrarily, the sensitivity was 57% (95%CI 47 - 72), and the specificity was 78% (95%CI 72 - 84; Youden index J = 0.40; Z statistic = 10.1). The sensitivity, specificity and positive and negative predictive values for the different cutoffs of each parameter are shown in table 3 and table 3S (Supplementary Material).

Table 3
Analysis of the area under the receiver operating characteristic curve and cutoff values of the respiratory oxygenation index for identifying the success or failure of high-flow nasal cannula therapy and the need for orotracheal intubation within 7 days and 48 hours

Secondary outcome: in general, an analysis of intubation within 48 hours revealed slightly lower AUROCs than those observed for the 7-day analysis (Table 3 and Table 3S - Supplementary Material).

Sensitivity analysis

For patients who were intubated within 24 hours, the ROX-12 h had an AUROC of 0.74 (95%CI 0.69 - 0.78). For a ROX-12 h ≤ 5.26, the sensitivity was 73.1%, and the specificity was 66.7%. An important reduction in the accuracy of the variables analyzed was observed in the population intubated after 24 hours of HFNC oxygen therapy (Table 4S - Supplementary Material).

Comparison of ROC curves

A comparison between the AUROCs of the ROX indices obtained at the different time points (baseline and 2, 4, 6, 12 and 24 hours) revealed significant differences in favor of measurements performed 12 and 24 hours after the initiation of HFNC therapy compared to measurements collected for up to 6 hours for both the primary and secondary outcomes (Figure 2 and Figure 2S and Table 5S in the Supplementary Material). For the subgroup of patients included in the sensitivity analysis, the ROX-12 h measurements differed from those performed up to 6 hours after HFNC therapy started (Figure 2S - Supplementary Material).

Figure 2
Area under the receiver operating characteristic curve and 95% confidence intervals for respiratory oxygenation index measurements at different time intervals from the start of high-flow nasal cannula therapy (baseline, 2, 4, 6, 12 and 24 hours) and its association with orotracheal intubation within 7 days.

Kaplan-Meier curves

The Kaplan-Meier curves showed a greater probability of orotracheal intubation within 7 days among patients with ROX-12 h ≤ 5.54 (hazard ratio 3.07; 95%CI 2.24 - 4.20) and ROX-24 h ≤ 5.96 (hazard ratio 5.15; 95%CI 3.65 - 7.27) (Figure 3).

Figure 3
Kaplan-Meier curves.

DISCUSSION

In this retrospective cohort study, we observed that the ROX index was a good predictor for identifying the need for intubation in COVID-19 patients in the ICU who received HFNC therapy. More precisely, a ROX index ≤ 5.96 after 24 hours of HFNC supportive therapy was more accurate for identifying the risk of intubation within 7 days. Although ROX-12 h ≤ 5.54 did not indicate the need for intubation with the same accuracy, its discriminatory capacity was moderate, similar to the findings of other authors.(2020 Zucman N, Mullaert J, Roux D, Roca O, Ricard JD; Contributors. Prediction of outcome of nasal high flow use during COVID-19-related acute hypoxemic respiratory failure. Intensive Care Med. 2020;46(10):1924-6.

21 ColaianniAlfonso N, Montiel GC, CastroSayat M, Roca O, Grieco DL. ROX index to predict CPAP outcome in hypoxemic respiratory failure due to COVID-19. Intensive Care Med. 2022;48(12):1818-9.

22 Chandel A, Patolia S, Brown AW, Collins AC, Sahjwani D, Khangoora V, et al. High-flow nasal cannula therapy in COVID-19: using the ROX index to predict success. Respir Care. 2021;66(6):909-19.
-2323 Prakash J, Bhattacharya PK, Yadav AK, Kumar A, Tudu LC, Prasad K. ROX index as a good predictor of high flow nasal cannula failure in COVID-19 patients with acute hypoxemic respiratory failure: a systematic review and meta-analysis. J Crit Care. 2021;66:102-8.)

During the COVID-19 pandemic, HFNC therapy was widely used after doubts and fears regarding the safety of the health team had been overcome,(2828 Hamilton FW, Gregson FK, Arnold DT, Sheikh S, Ward K, Brown J, et al. Aerosol emission from the respiratory tract: an analysis of aerosol generation from oxygen delivery systems. Thorax. 2022;77(3):276-82.,2929 Ferioli M, Cisternino C, Leo V, Pisani L, Palange P, Nava S. Protecting healthcare workers from SARS-CoV-2 infection: practical indications. Eur Respir Rev. 2020;29(155):200068.) and HFNC therapy was found to be a very interesting alternative to noninvasive ventilatory support in hypoxemic patients with severe acute respiratory syndrome due to COVID-19.(3030 Mellado-Artigas R, Ferreyro BL, Angriman F, Hernández-Sanz M, Arruti E, Torres A, Villar J, Brochard L, Ferrando C; COVID-19 Spanish ICU Network. High-flow nasal oxygen in patients with COVID-19-associated acute respiratory failure. Crit Care. 2021;25(1):58.

31 Demoule A, Vieillard Baron A, Darmon M, Beurton A, Géri G, Voiriot G, et al. High-flow nasal cannula in critically ill patients with severe COVID-19. Am J Respir Crit Care Med. 2020;202(7):1039-42.

32 Frat JP, Marchasson L, Arrivé F, Coudroy R. High-flow nasal cannula oxygen therapy in acute hypoxemic respiratory failure and COVID-19-related respiratory failure. J Intensive Med. 2023;3(1):20-6.

33 Ranieri VM, Tonetti T, Navalesi P, Nava S, Antonelli M, Pesenti A, et al. High-flow nasal oxygen for severe hypoxemia: oxygenation response and outcome in patients with COVID-19. Am J Respir Crit Care Med. 2022;205(4):431-9.

34 Xia J, Zhang Y, Ni L, Chen L, Zhou C, Gao C, et al. High-flow nasal oxygen in coronavirus disease 2019 patients with acute hypoxemic respiratory failure: a multicenter, retrospective cohort study. Crit Care Med. 2020;48(11):e1079-86.

35 Grieco DL, Menga LS, Cesarano M, Rosà T, Spadaro S, Bitondo MM, Montomoli J, Falò G, Tonetti T, Cutuli SL, Pintaudi G, Tanzarella ES, Piervincenzi E, Bongiovanni F, Dell’Anna AM, Delle Cese L, Berardi C, Carelli S, Bocci MG, Montini L, Bello G, Natalini D, De Pascale G, Velardo M, Volta CA, Ranieri VM, Conti G, Maggiore SM, Antonelli M; COVID-ICU Gemelli Study Group. Effect of helmet noninvasive ventilation vs high-flow nasal oxygen on days free of respiratory support in patients with COVID-19 and moderate to severe hypoxemic respiratory failure: the HENIVOT randomized clinical trial. JAMA. 2021;325(17):1731-43.

36 Weerakkody S, Arina P, Glenister J, Cottrell S, Boscaini-Gilroy G, Singer M, et al. Non-invasive respiratory support in the management of acute COVID-19 pneumonia: considerations for clinical practice and priorities for research. Lancet Respir Med. 2022;10(2):199-213.
-3737 Colaianni-Alfonso N, Montiel G, Castro-Sayat M, Siroti C, Laura Vega M, Toledo A, et al. Combined noninvasive respiratory support therapies to treat COVID-19. Respir Care. 2021;66(12):1831-9.) Oxygen therapy with a HFNC significantly reduced the need for MV and the time of clinical recovery compared to conventional oxygen therapy, with no impact on mortality or the length of ICU stay.(77 Ospina-Tascón GA, Calderón-Tapia LE, Alberto F García AF, Zarama V, Gómez-Álvarez F, Álvarez-Saa T, Pardo-Otálvaro S, Bautista-Rincón DF, Vargas MP, Aldana-Díaz JL, Marulanda Á, Gutiérrez A, Varón J, Gómez M, Ochoa ME, Escobar E, Umaña M, Díez J, Tobón GJ, Albornoz LL, Celemín Flórez CA, Ruiz GO, Cáceres EL, Reyes LF, Damiani LP, Cavalcanti AB; HiFLo-Covid Investigators. Effect of high-flow oxygen therapy vs conventional oxygen therapy on invasive mechanical ventilation and clinical recovery in patients with severe COVID-19: a randomized clinical trial. JAMA. 2021;326(21):2161-71.

8 Frat JP, Quenot JP, Badie J, Coudroy R, Guitton C, Ehrmann S, Gacouin A, Merdji H, Auchabie J, Daubin C, Dureau AF, Thibault L, Sedillot N, Rigaud JP, Demoule A, Fatah A, Terzi N, Simonin M, Danjou W, Carteaux G, Guesdon C, Pradel G, Besse MC, Reignier J, Beloncle F, La Combe B, Prat G, Nay MA, de Keizer J, Ragot S, Thille AW; SOHO-COVID Study Group and the REVA Network. Effect of high-flow nasal cannula oxygen vs standard oxygen therapy on mortality in patients with respiratory failure due to COVID-19: the SOHO-COVID randomized clinical trial. JAMA. 2022;328(12):1212-22.
-99 Perkins GD, Ji C, Connolly BA, Couper K, Lall R, Baillie JK, Bradley JM, Dark P, Dave C, De Soyza A, Dennis AV, Devrell A, Fairbairn S, Ghani H, Gorman EA, Green CA, Hart N, Hee SW, Kimbley Z, Madathil S, McGowan N, Messer B, Naisbitt J, Norman C, Parekh D, Parkin EM, Patel J, Regan SE, Ross C, Rostron AJ, Saim M, Simonds AK, Skilton E, Stallard N, Steiner M, Vancheeswaran R, Yeung J, McAuley DF; RECOVERY-RS Collaborators. Effect of noninvasive respiratory strategies on intubation or mortality among patients with acute hypoxemic respiratory failure and COVID-19: the RECOVERY-RS randomized clinical trial. JAMA. 2022;327(6):546-58.,3838 Ferreyro BL, Angriman F, Munshi L, Del Sorbo L, Ferguson ND, Rochwerg B, et al. Association of noninvasive oxygenation strategies with all-cause mortality in adults with acute hypoxemic respiratory failure: a systematic review and meta-analysis. JAMA. 2020;324(1):57-67.)

Early identification of the need for intubation in patients receiving noninvasive ventilatory support is associated with the patient prognosis.(1212 Kang BJ, Koh Y, Lim CM, Huh JW, Baek S, Han M, et al. Failure of high-flow nasal cannula therapy may delay intubation and increase mortality. Intensive Care Med. 2015;41(4):623-32.) However, this identification is challenging because of the inaccuracy of the individual use of common clinical parameters, such as the respiratory rate, oxygen concentration, and SpO2.(1818 Roca O, Messika J, Caralt B, García-de-Acilu M, Sztrymf B, Ricard JD, et al. Predicting success of high-flow nasal cannula in pneumonia patients with hypoxemic respiratory failure: the utility of the ROX index. J Crit Care. 2016;35:200-5.,1919 Roca O, Caralt B, Messika J, Samper M, Sztrymf B, Hernández G, et al. An index combining respiratory rate and oxygenation to predict outcome of nasal high-flow therapy. Am J Respir Crit Care Med. 2019;199(11):1368-76.) Although evidence indicates that a HFNC can reduce the inspiratory effort of patients with acute respiratory failure due to COVID-19,(3939 Schifino G, Vega ML, Pisani L, Prediletto I. Effects of non-invasive respiratory supports on inspiratory effort in moderate-severe COVID-19 patients. A randomized physiological study. Eur J Intern Med. 2022;100:110-8.) uncertainties persist regarding the ideal time when invasive MV should be started, as well as regarding the relative risks of lung injury self-inflicted by the patient versus ventilator-induced lung injury.(4040 Gattinoni L, Marini JJ, Camporota L. The respiratory drive: an overlooked tile of COVID-19 pathophysiology. Am J Respir Crit Care Med. 2020;202(8):1079-80.

41 Tobin MJ, Jubran A Laghi F. P-SILI is not justification for intubation of COVID-19 patients. Ann Intensive Care. 2020;10(1):157.

42 Downs JB, Weled B, Räsänen J, Haines KL, Vidyasagar D, Stock MC, et al. Proposal for coronavirus disease 2019 management. Crit Care Explor. 2020;2(5):e0127.

43 Cruces P, Retamal J, Hurtado DE, Erranz B, Iturrieta P, González C, et al. A physiological approach to understand the role of respiratory effort in the progression of lung injury in SARS-CoV-2 infection. Crit Care. 2020;24(1):494.
-4444 Yoshida T, Fujino Y, Amato MB, Kavanagh BP. Fifty years of research in ARDS. Spontaneous breathing during mechanical ventilation. Risks, mechanisms, and management. Am J Respir Crit Care Med. 2017;195(8):985-92.) Knowing the predictive value of the ROX index in the prepandemic scenario, some authors have evaluated the potential of this parameter in monitoring COVID-19 patients to identify the failure of HFNC therapy or noninvasive mask ventilation and have found good accuracy of this index in predicting the need for intubation.(1818 Roca O, Messika J, Caralt B, García-de-Acilu M, Sztrymf B, Ricard JD, et al. Predicting success of high-flow nasal cannula in pneumonia patients with hypoxemic respiratory failure: the utility of the ROX index. J Crit Care. 2016;35:200-5.

19 Roca O, Caralt B, Messika J, Samper M, Sztrymf B, Hernández G, et al. An index combining respiratory rate and oxygenation to predict outcome of nasal high-flow therapy. Am J Respir Crit Care Med. 2019;199(11):1368-76.

20 Zucman N, Mullaert J, Roux D, Roca O, Ricard JD; Contributors. Prediction of outcome of nasal high flow use during COVID-19-related acute hypoxemic respiratory failure. Intensive Care Med. 2020;46(10):1924-6.

21 ColaianniAlfonso N, Montiel GC, CastroSayat M, Roca O, Grieco DL. ROX index to predict CPAP outcome in hypoxemic respiratory failure due to COVID-19. Intensive Care Med. 2022;48(12):1818-9.
-2222 Chandel A, Patolia S, Brown AW, Collins AC, Sahjwani D, Khangoora V, et al. High-flow nasal cannula therapy in COVID-19: using the ROX index to predict success. Respir Care. 2021;66(6):909-19.) Because HFNC therapy has been widely used during the COVID-19 pandemic in the ICU and outside the ICU, the ROX index has become an important tool for identifying patients who may deteriorate and need ICU admission and MV.(1515 Vega ML, Dongilli R, Olaizola G, Colaianni N, Sayat MC, Pisani L, et al. COVID-19 pneumonia and ROX index: time to set a new threshold for patients admitted outside the ICU. Pulmonology. 2022;28(1):13-7.)

With the aim of evaluating the predictive performance of the ROX index for successful weaning from HFNC therapy in pneumonia patients with acute hypoxemic respiratory failure, a systematic review and meta-analysis of thirteen observational studies involving 1,751 patients revealed that the ROX index, measured within 12 hours after HFNC therapy initiation, exhibited good performance at predicting successful weaning from HFNC therapy, with mean and median cutoff values of the ROX index of 4.8 (95%CI 4.2 - 5.4) and 5.3 (95%CI 4.2 - 5.5), respectively.(1616 Zhou X, Liu J, Pan J, Xu Z, Xu J. The ROX index as a predictor of high-flow nasal cannula outcome in pneumonia patients with acute hypoxemic respiratory failure: a systematic review and meta-analysis. BMC Pulm Med. 2022;22(1):121.) Similar results were reported by other authors.(1717 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(1):33.) When analyzing the accuracy of the ROX index in patients with acute respiratory failure due to COVID-19, another systematic review and meta-analysis of eight studies involving 1,301 patients indicated good discriminatory power of the ROX index in identifying the failure of HFNC therapy (summary AUROC 0.81; 95%CI 0.77 - 0.84).(2323 Prakash J, Bhattacharya PK, Yadav AK, Kumar A, Tudu LC, Prasad K. ROX index as a good predictor of high flow nasal cannula failure in COVID-19 patients with acute hypoxemic respiratory failure: a systematic review and meta-analysis. J Crit Care. 2021;66:102-8.)

We observed acceptable accuracy of the ROX-12 h index in discriminating patients with respiratory failure due to COVID-19 who may progress to HFNC therapy failure (AUROC = 0.75), which was supported by the sensitivity analysis. The median interval between HFNC therapy initiation and intubation was 24 hours, indicating that half of the patients underwent orotracheal intubation within 24 hours. Therefore, the ROX-24 h index was obtained just before intubation or after intubation in half of the patients. We must emphasize that the ROX index was determined during HFNC therapy, and patients who were intubated after 12 hours of HFNC therapy were not considered in the analysis of the ROX-24 h index. Roca et al.(1818 Roca O, Messika J, Caralt B, García-de-Acilu M, Sztrymf B, Ricard JD, et al. Predicting success of high-flow nasal cannula in pneumonia patients with hypoxemic respiratory failure: the utility of the ROX index. J Crit Care. 2016;35:200-5.,1919 Roca O, Caralt B, Messika J, Samper M, Sztrymf B, Hernández G, et al. An index combining respiratory rate and oxygenation to predict outcome of nasal high-flow therapy. Am J Respir Crit Care Med. 2019;199(11):1368-76.) reported very similar results regarding the predictive capacity of the ROX index measured 12 hours after the start of HFNC therapy in patients with hypoxemic respiratory failure due to community pneumonia. Furthermore, these authors found a greater accuracy of the ROX index in predicting intubation due to failure of HFNC therapy compared to other commonly used variables, such as the respiratory rate, oxygen flow and SpO2, as also observed in the present study.

Within this context, although the ROX-24 h index is more accurate (AUROC = 0.80) than the commonly used parameters, identifying the need for intubation only 24 hours after starting HFNC therapy seems to be late and may negatively affect patient prognosis.(1212 Kang BJ, Koh Y, Lim CM, Huh JW, Baek S, Han M, et al. Failure of high-flow nasal cannula therapy may delay intubation and increase mortality. Intensive Care Med. 2015;41(4):623-32.) We found that the rate of failure and need for intubation were still significant within 7 days after the start of HFNC therapy, with 75 (28.7%) of the patients intubated after 48 hours and up to 7 days (Figure 1S - Supplementary Material). These findings suggest that the ROX index might be used to identify patients who have a more severe respiratory disease, who may have an unfavorable outcome and who deserve greater surveillance and monitoring in an intensive care unit. However, the ROX index can reflect a specific moment in time instead of the clinical evolution of the patient, and these parameters can easily vary throughout the day or in different clinical situations (fever, mobilization, fatigue, pain, acidosis, and hypotension). This result suggests that other parameters, such as neurological deterioration, work of breathing, mental status alterations, agitation, drowsiness, and stupor, should not be ignored. Regarding the external validity of our findings, the database of this multicenter study included critically ill adult patients in many Brazilian states who were managed in different settings. Additionally, all patients had a confirmed diagnosis of COVID-19 and were subjected to HFNC oxygen therapy with similar criteria for acute respiratory failure.

Our study has several limitations. Although it is a multicenter study involving institutions from different places and with different characteristics, as well as with a history of participation in multicenter studies, it has all the limitations inherent to its retrospective design. The selection of the time with the best AUROC and of the cutoff value of the ROX index with the best sensitivity were post hoc procedures and may reflect random errors; these procedures have not been validated in independent samples. The participating centers did not use a single protocol with preestablished criteria for the use of HFNC therapy; hence, we may have inadvertently excluded patients who met the criteria for the use of this therapy or even included others who did not meet the criteria. Likewise, the criteria for defining therapeutic failure and the indication for intubation have not been standardized previously; however, the participating centers did not lack resources that could delay intubation. Different brands of HFNC devices with different characteristics were used for oxygen therapy. In some of the participating centers, HFNC therapy started to be used during the pandemic, which indicates a short period of familiarization with the method. Some data were not recorded, including the interval between the diagnosis of respiratory failure and the start of HFNC therapy; in addition, the duration of noninvasive ventilation, which was used before and during HFNC therapy, was not recorded or standardized.

CONCLUSION

Our results suggest that the respiratory oxygenation index can help identify patients who will progress to failure of high-flow nasal cannula supportive therapy. This index is more accurate than commonly used parameters, such as the respiratory rate or peripheral oxygen saturation. These findings are important for assisting intensive care and emergency care professionals in the early identification of these patients and avoiding delays in intubation.

ACKNOWLEDGMENTS

Special thanks to all the intensive care professionals who assisted in the management of patients during the COVID-19 pandemic.

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Edited by

Responsible editor: Irene Aragão https://orcid.org/0000-0001-5750-2739

Publication Dates

  • Publication in this collection
    01 July 2024
  • Date of issue
    2024

History

  • Received
    09 Aug 2023
  • Accepted
    05 Feb 2024
Associação de Medicina Intensiva Brasileira - AMIB Rua Arminda, 93 - 7º andar - Vila Olímpia, CEP: 04545-100, Tel.: +55 (11) 5089-2642 - São Paulo - SP - Brazil
E-mail: ccs@amib.org.br