Weaning predictors do not predict extubation failure in simple-to-wean patients
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Journal of Critical Care (2012) 27, 221.e1–221.e8 Weaning predictors do not predict extubation failure in simple-to-wean patients☆,☆☆ Augusto Savi RPT a, b,⁎, Cassiano Teixeira MD, PhD a, c , Joyce Michele Silva RPT a , Luis Guilherme Borges RPT a , Priscila Alves Pereira RPT a , Kamile Borba Pinto RPT a , Fernanda Gehm RPT a , Fernanda Callefe Moreira RPT, MsC a , Ricardo Wickert RPT a , Cristiane Brenner Eilert Trevisan RPT, MsC d , Juçara Gasparetto Maccari MD a, c , Roselaine Pinheiro Oliveira MD, PhD a, c , Silvia Regina Rios Vieira MD, PhD a, b, d and Gaúcho Weaning Study Group1 a Intensive Care Unit of Moinhos de Vento Hospital, Porto Alegre, Rua Ramiro Barcelos 910, 90035-001 Brazil b Posgraduate Program in Medical Sciences, Medical School, Universidade Federal do Rio Grande do Sul, Rua Ramiro Barcelos, 2400 - 2° andar, 90035-003 Porto Alegre, RS, Brazil Porto Alegre, Brazil c Central Intensive Care Unit of Santa Casa Hospital, Rua Professor Annes Dias, 135, 90020-090 Porto Alegre, Brazil d Intensive Care Unit of Hospital de Clínicas, Rua Ramiro Barcelos, 2350, 90035-903 Porto Alegre, Brazil Keywords: Abstract Mechanical ventilation; Background: Predictor indexes are often included in weaning protocols and may help the intensive care Predictive index; unit (ICU) staff to reach expected weaning outcome in patients on mechanical ventilation. Weaning; Objective: The objective of this study is to evaluate the potential of weaning predictors during extubation. Extubation; Design: This is a prospective clinical study. Cutoff values; Settings: The study was conducted in 3 medical-surgical ICUs. Receiver operating Patients: Five hundred consecutive unselected patients ventilated for more than 48 hours were included. characteristic curve Methods and Measurements: All patients were extubated after 30 minutes of successful spontaneous breathing trial and followed up for 48 hours. The protocol evaluated hemodynamics, ventilation parameters, arterial blood gases, and the weaning indexes frequency to tidal volume ratio; compliance, respiratory rate, oxygenation, and pressure; maximal inspiratory pressure; maximal expiratory pressure; ☆ Authors' contributions: AS conducted data collection, screened and prepared initial and subsequent drafts of the manuscript, and included comments from other authors into the revised versions. SRRV and CT added major comments to the manuscript. JMS, LGAB, PAP, KBP, FG, FCM, RW, and CBET performed data collection. JGM and RPO provided methodological orientation of the manuscript and statistical analysis of data. ☆☆ The authors have not disclosed any potential conflicts of interest. ⁎ Corresponding author. Rua Ramiro Barcelos, 910–Porto Alegre 900035-001, Brasil. Tel.: +55 51 33143385. E-mail address: gutosavi@bol.com.br (A. Savi). 1 Gaúcho Weaning Study Group: Eubrando Silvestre Oliveira, MD; Soraia Genebra Ibrahim, RPT; Flavio Cardona Alves, MD; Jorge Amilton Höher, MD; Sérgio Fernando Monteiro Brodt, MD; José Hervê Diel Barth, MD; Leonardo Silveira da Silva, RPT; Túlio Frederico Tonietto, MD; Ricardo Viegas Cremonese, MD; André Santana Machado, MD; Patrícia de Campos Balzano, MD; Luciano Marques Furlanetto, MD; Régis Bueno Albuquerque, MD; Daniele Munareto Dallegrave, MD; Eduardo de Oliveira Fernandes, PhD; Maicon Becker, MD; Sergio Pinto Ribeiro, PhD; Alexandre Cordella da Costa, MD; Marcelo de Mello Rieder, RPT; Marisa Helena Pilenghi Correa, MD; Cristiane Magalhães Siqueira de Campos Morais, MD; Márcio Pereira Hetzel, MD; André Periti Torelly, MD; Roger Weingartner, MD; Patrícia Pickersgill de Leon, MD; Robledo Condessa, RPT; and Wagner da Silva Naue, RPT. 0883-9441/$ – see front matter © 2012 Elsevier Inc. All rights reserved. doi:10.1016/j.jcrc.2011.07.079
221.e2 A. Savi et al. PaO2/fraction of inspired oxygen; respiratory frequency; and tidal volume during mechanical ventilation and in the 1st and 30th minute of spontaneous breathing trial. Results: Reintubation rate was 22.8%, and intensive care mortality was higher in the reintubation group (10% vs 31%; P b .0001). The areas under the receiver operating characteristic curve showed that tests did not discriminate which patients could tolerate extubation. Conclusion: Usual weaning indexes are poor predictors for extubation outcome in the overall ICU population. © 2012 Elsevier Inc. All rights reserved. 1. Introduction to-wean criteria: (a) improvement of the underlying condition that led to acute respiratory failure; (b) adequate Weaning from mechanical ventilation (MV) is an oxygenation indicated by PaO2 greater than 60 mm Hg on important issue because early or delayed extubation can fraction of inspired oxygen (FiO2) less than 0.4, positive end- be detrimental for the patient's health, increasing length of expiratory pressure (PEEP) less than 8 cm H2O, and hospital stay and risk of death [1-3]. The weaning process PaO2/FiO2 greater than 150; (c) cardiovascular stability comprises 2 stages: the progressive withdrawal from (heart rate [HR] b130 beats per minute and mean arterial invasive ventilatory support and removal of the endotra- pressure [MAP] greater than 60 mm Hg) with no or minimal queal tube. Time spent in the first stage represents 40% to pressors; (d) afebrile; (e) adequate hemoglobin level greater 50% of the total period of MV [4]. Moreover, MV costs than 8 g/dL; (f) adequate mental status (arousal, Glasgow are very high [5]. Coma Scale [GCS] N10, with no continuous sedative Several patients after a successful spontaneous breathing infusions); (g) presence of audible cough during suctioning; trial (SBT) fail in the second stage of the weaning process, and (h) normal acid-basic and electrolytes, according to the requiring reintubation in 24 to 72 hours [6,7]. The rationale Evidence-Based Medicine Task Force of the American of these indexes is to discriminate patients who can tolerate College of Chest Physicians [2] and to the statement of an SBT [8]. Previous studies have reported on the the Sixth International Consensus Conference on Intensive significance of predicting weaning success using many Care [10]. variables of weaning predictors, from simple subjective evaluations to complex measurements [9]. However, can 2.3. Weaning protocol weaning predictors anticipate extubation outcome? This suggests that to identify independent predictors of successful Patients meeting the above criteria were then weaned extubation is important. using a weaning protocol (measurements of weaning To address this issue, a large prospective, multicentric predictors followed by a T tube trial for 30 minutes). evaluation of some predictors of weaning in a consecutive unselected sample of critically ill patients was conducted to 2.3.1. Measurements of ventilatory paramenters assess the potential of these predictors for extubation outcome. Measurements of ventilatory parameters and weaning predictors were carried out by the respiratory physiotherapy staff of each ICU and recorded at the 1st and 30th minute of 2. Methods SBT. The attending physician of each patient was blinded for results of weaning predictor measurements. To measure 2.1. Design the respiratory frequency to tidal volume ratio (f/VT), the patient was disconnected from MV, and the endotracheal tube was connected to a spirometer (Anesthesia Associates, This is a prospective, multicentric clinical study per- Inc. Ainca model 00-295; San Marcos, Calif). After 1 minute formed in 3 medical-surgical intensive care units (ICUs). It of disconnection, the minute ventilation (VE) was obtained, was approved by the Health Research and Ethics Committee and the respiratory frequency (f) was counted during (00-147), and informed consent was obtained for each patient from next of kin. 1 minute of monitoring. Tidal volume (VT) was determined by the equation VT = VE/f. The maximal inspiratory pressure (MIP) and maximal expiratory pressure (MEP) were 2.2. Patients measured with an aneroid manometer (Suporte Famabras, Itaquaquecetuba Brazil) and defined as the most negative All patients enrolled in the study were on MV for more (and positive, respectively) value produced by 3 consecutive than 48 hours with Servo 900C, Servo 300 (Siemens-Elema, respiratory efforts after 30 seconds of occlusion against a AB, Sweden), or Evita 4 (Dräger, Lübeck, Germany). They unidirectional valve (NIF-TEE, nonrebreathing T-Piece; were assessed daily for presence of the following readiness- Smiths Medical, Keene, NH) [11]. To measure MIP, the
Weaning predictors do not predict EF 221.e3 inspiratory port of the valve was blocked permitting only Measured weaning indexes were f/VT, CROP, MIP, MEP, exhalation, thus allowing patients to perform the maximal PaO2/FiO2, f, and VT. Change in the respiratory pattern was inspiratory effort at a lung volume approaching residual assessed by the percent change of f/VT during SBT (relative volume. To measure MEP, the expiratory port of the valve to the first minute). The primary outcome was reintubation at was blocked permitting only inhalation, thus allowing 48 hours, and the secondary was death in the ICU. Patients patients to perform the maximal expiratory effort at a lung with previous failure in a weaning trial were excluded from volume approaching the total lung capacity. Respiratory analyses. Results from our protocol were previously compliance, respiratory rate, oxygenation, and pressure presented in the form of an abstract [12]. (CROP) index was measured immediately before SBT and calculated by the formula 2.4. Sample size ½Cdyn × MIP × ðPaO2 = PA O2 Þ = f To calculate sample size, we used the criteria adopted where Cdyn is dynamic compliance; PAO2, alveolar oxygen by Yang and Tobin [13] considering that a weaning pressure; and f, respiratory frequency. success index must present at least 95% of sensitivity and 65% of specificity. Therefore, for the index of extubation success (ES) to reach 80% of power, the sample must 2.3.2. T-Tube trial include a minimum of 88 patients with EF. Assuming a The T-Tube trial was used to perform SBT with patient in reintubation rate of about 20%, the sample size calculated semirecumbent position. Supplemental oxygen was given to for this study was 440 patients. ensure an SpO2 of 90% up to a maximum flow of 8 L/min. 2.5. Statistical analysis 2.3.3. Extubation procedure Extubation was made after checking adequate clinical All data were expressed as mean ± SD for continuous tolerance to SBT, defined as f less than 38 breaths per variables or as percentages for categorical variables. minute, arterial oxyhemoglobin saturation (SatO2) greater Differences between the 2 groups at baseline were analyzed than 90%, HR less than 130 beats per minute, with no by use of the Student t test or the Mann-Whitney U test for hemodynamic instability (changes b20% for systolic or continuous variables and the χ 2 test for categorical variables diastolic pressure), no change in mental status (drowsiness, as well as the Fisher exact test. Incremental analysis of the coma, anxiety), without signs of respiratory discomfort, area under the receiver operating characteristic (ROC) curve diaphoresis, or signs of increased work of breathing (such as was performed for presence of threshold effect and for the use of accessory respiratory muscles or paradoxical thoracoabdominal ventilation) at the end of the trial. Patients intolerant to SBT were returned to MV and excluded from Patients admitted to our ICU n = 4,322 the study. Patients were reintubated if they met at least 1 of the Were not on MV following criteria: lack of improvement and/or worsening of n = 2,955 arterial pH or PaCO2; decreased mental status; decrease in oxygen saturation to less than 88%, despite use of a high Patients were on MV FiO2; no improvement in signs of respiratory muscle fatigue; n = 1,367 hypotension, with a systolic blood pressure less than 90 mm Were on MV for less Hg for more than 30 minutes despite adequate volume than 48hs loading and or use of vasopressors; and copious secretions n = 773 that the patient could not remove adequately. Extubation Eligible for the study failure (EF) was defined as reintubation within less than 48 n = 594 hours. Noninvasive ventilation was used to prevent Refused to participate respiratory distress after extubation in all patients with n = 21 Did not tolerate the chronic obstructive pulmonary disease (COPD) and heart first SBT failure. The use of noninvasive ventilation was not n = 73 considered an EF. Participants n = 500 Data collected were demographic, Acute Physiology and Chronic Health Evaluation II (APACHE II) score at first 24 hours of ICU stay and at extubation, ICU admission Extubation success Extubation failure diagnosis, comorbidities, GCS, days in ICU, MV days, n = 386 n = 114 drugs used (neuromuscular blocking agents, benzodiaze- pines, opioids, and adrenocortical steroids), and vital signs. Fig. 1 Flow diagram of study participants.
221.e4 A. Savi et al. accuracy for all possible predictors of EF (f/VT, CROP, MIP, Table 2 Ventilatory, hemodynamic parameters, and arterial MEP, PaO2/FiO2, ff, and VT). All statistical analyses were blood gas data at MV and SBT conducted with commercially available software (Statistical Variable ES EF P Package for Social Science 16.0; SPSS Inc, Chicago, Ill). (n = 386) (n = 114) Statistical significance was set at P b .05. Blood gases on MV a pH 7.41 ± 0.08 7.42 ± 0.08 .81 3. Results PaCO2 (mm Hg) 37 ± 10 38 ± 10 .26 Pao2 (mm Hg) 120 ± 43 105 ± 36 .001 SatO2 (%) 97 ± 3 96 ±6 .03 From January 2003 to December 2007, 594 patients Parameters measured at first minute of SBT fulfilled the study entry criteria and were extubated (Fig. 1). Ventilatory f/VT 59 ± 32 72 ± 36 .002 We excluded from analysis 21 patients for refusal to (breaths per minute per liter) Table 1 Demographic characteristics, clinical parameters, f (rpm) 24 ± 6 26 ±6 .001 drug use, and ventilator settings VT (mL) 502 ± 214 435 ± 162 .02 MIP (cm H2O) 40 ± 16 40 ± 16 .60 Variables ES EF P MEP (cm H2O) 30 ± 13 29 ± 14 .28 (n = 386) (n = 114) CROP 52 ± 54 36 ± 29 .004 Age (y) 56 ± 19 62 ± 19 .002 Hemodynamic Age N65 y (%) 142 (37) 58 (51) .002 HR (beats per minute) 91 ± 18 95 ± 21 .06 Male (%) 188 (49) 67 (59) .06 SAP (mm Hg) 133 ± 21 131 ± 22 .20 Admission APACHE II 19 ± 7 20 ± 7 .24 DAP (mm Hg) 74 ± 13 72 ± 15 .34 Extubation APACHE II 10 ± 5 11 ± 5 .054 MAP (mm Hg) 94 ± 14 92 ± 15 .20 GCS at extubation 14 ± 2 14 ± 2 .48 Parameters measured at 30th minute of SBT Hemoglobin concentration 10.1 ± 1.8 9.4 ± 1.3 .81 Blood gases pH 7.39 ± 0.06 7.38 ± 0.08 .45 (g/dL) PaCO2 36 ± 10 38 ± 11 .1 MV days 7±5 7±5 .74 PaO2 99 ± 32 † 88 ± 27 † .02 ICU admission (%) SatO2 95 ± 4 † 94 ± 4⁎ .02 Sepsis 150 (40) 55 (47) .10 Ventilatory Stroke 32 (8) 9 (8) .46 f/VT (breaths per 63 ± 36 ⁎ 82 ± 47 .000004 Postsurgical 44 (11) 4 (4) .01 minute per liter) Exacerbated asthma 23 (6) 4 (4) .35 f (rpm) 25 ± 6 ⁎ 28 ±6 .0002 Pulmonary thromboembolism 19 (5) 11 (10) .05 VT (mL) 475 ± 170 ⁎ 422 ± 166 .003 Congestive heart failure 12 (3) 6 (5) .35 MIP (cm H2O) 39 ± 16 35 ± 16 .06 Exacerbated COPD 40 (10) 8 (7) .9 MEP (cm H2O) 34 ± 19 32 ± 17 .3 Trauma 18 (5) 3 (3) .01 Hemodynamic Comorbidities (%) HR (beats per minute) 95 ± 18 ⁎ 100 ± 20 .01 Hypertension 109 (28) 37 (33) .38 SAP (mm Hg) 135 ± 21 134 ± 21 .76 COPD 87 (23) 33 (29) .16 DAP (mm Hg) 77 ± 13 76 ± 15 .88 Diabetes 69 (18) 16 (14) .34 MAP (mm Hg) 95 ± 18 94 ± 19 .78 Chronic renal failure 49 (13) 10 (8) .38 SAP indicates systolic arterial pressure; DAP, diastolic arterial pressure. a Neuromuscular disease 18 (5) 7 (6) .52 Values are given as the mean ± SD. Immunosuppressed 19 (5) 7 (7) .49 ⁎ P b .05 comparing 1st to 30th minute of SBT † Stroke 56 (15) 21 (18) .31 P b .003 comparing 1st to 30th minute of SBT. Cancer 29 (8) 12 (11) .35 Drug use (d) Neuromuscular antagonists 0.4 ± 1 0.4 ± 1 .54 participate and 73 for not tolerating the first SBT. At Opioids 3±7 2±7 .22 extubation time, the success and failure groups had similar Benzodiazepines 3±4 3±4 .16 APACHE II score, GCS, hemoglobin concentration, MV Adrenocortical steroids 4 ± 10 4 ± 10 .57 days before SBT, ICU admission diagnosis, days of drugs Ventilator settings at weaning trial use, and ventilator settings (Table 1). Respiratory sepsis PEEP (cm H2O) 5±1 5±1 .57 (29%) was the most frequent ICU admission diagnosis, and Peak pressure (cm H2O) 18 ± 4 19 ± 4 .60 the ICU mortality rate was 14%. Overall, EF occurred in 114 VT (mL) 552 ± 162 528 ± 161 .17 (22.8%) of the 500 patients included in this analysis. The Cdyn (mL/cm H2O) 46 ± 23 47 ± 25 .95 major reasons for reintubation of patients were respiratory Fio2 (%) 36 ± 4 36 ± 4 .59 PaO2/FiO2 336 ± 127 292 ± 123 .0008 distress (45/114; 40%), hypoxemia (23/114; 20%), retained ETT size 8.4 ± 0.5 8.2 ± 0.7 .007 secretions (18/114; 16%), hemodynamic instability (12/114; 10%), upper airway obstruction (8/114; 7%), and decreased Cdyn indicates dynamic compliance; ETT, endotracheal tube. level of consciousness (7/114; 6%). Reintubation occurred in
Weaning predictors do not predict EF 221.e5 Table 3 Outcomes was higher in the group that failed extubation (37% vs ES (n = 386) EF (n = 114) P 51%; P = .002). Extubation failure correlated with higher mortality rate and longer ICU stays (Table 3). ICU LOS 15 ± 12 19 ± 13 .002 Receiver operating characteristic curves were tested for Hospital LOS 38 ± 38 38 ± 31 .43 presence of a threshold effect, and no cutoff point for the Mortality in ICU (%) 35 (9) 34 (30) b.0001 indexes tested was identified. Furthermore, tested variables LOS indicates length of stay. showed only small areas under the ROC curve (Fig. 2). The change in respiratory pattern assessed by the percent changes of f/VT during the SBT as well as the f/VT in the 21 ± 11 hours after extubation. Patients who required 1st and 30th minute of SBT alone did not discriminate the reintubation were older (62 ± 19 years vs 56 ± 19 years; outcome of extubation. P = .002), presented a lower PaO2/FiO2 ratio (292 ± 123 vs 336 ± 127; P = .0008) before SBT, had a smaller endotracheal tube size (8.2 ± 0.7 vs 8.4 ± 0.5; P = .005) (Table 1), and had a higher f/VT ratio at the 1st and 30th 4. Discussion minute (72 ± 36 vs 59 ± 32, P = .002; 82 ± 47 vs 63 ± 36, P = .000004), respectively (Table 2). Moreover, the This study planned to evaluate the performance of presence of older patients, that is, older than 65 years, weaning predictors in the extubation period and included a A B 1,0 1,0 0,8 0,8 Sensitivity Sensitivity 0,6 0,6 0,4 0,4 0,2 0,2 0,0 0,0 0,0 0,2 0,4 0,6 0,8 1,0 0,0 0,2 0,4 0,6 0,8 1,0 1 - Specificity 1 - Specificity C D 1,0 1,0 0,8 0,8 Sensitivity Sensitivity 0,6 0,6 0,4 0,4 0,2 0,2 0,0 0,0 0,0 0,2 0,4 0,6 0,8 1,0 0,0 0,2 0,4 0,6 0,8 1,0 1 - Specificity 1 - Specificity -- PaO /FiO -- CROP -- PaCO -- PaO -- f -- V -- f/V -- MIP 2 2 2 2 T T Fig. 2 Receiver operating characteristic curve testing weaning predictors frequently used in clinical practice. A, On MV and first minute of SBT. B, At 30th minute of SBT. C, Variation (δ) from first to 30th minute of SBT. D, Variation (percentages) from 1st to 30th minute of SBT.
221.e6 A. Savi et al. heterogeneous population of 3 medical-surgical ICU to Assessment for extubation follows successful completion portray the activity of our everyday clinical practice. In this of SBT. Between 25% and 40% of patients develop signs of relatively large cohort of patients, we did not identify any respiratory distress after extubation [19-21]. Extubation predictor index that discriminated patients who had EF. failure, when defined as reintubation within the subsequent Weaning failure is defined as failure of an SBT (when 24 to 72 hours, occurs in 5% to 20% of patients, depending patients were not extubated) or as failure of extubation upon the patient population [22]. Risk is highest for medical after a successful SBT. All patients included in our and neurologic patients. Reintubated patients exhibit in- analysis passed the SBT, but 23% failed in extubation at creased hospital mortality, prolonged ICU and hospital stays, the first 48 hours. As such, in our daily practice, it is greater need for tracheostomy, and more often a need for important to identify patients who might be subject to long-term acute care [23-25]. Conversely, avoidable delays EF; however, accurate prediction of extubation outcome in extubation prolong ICU stay, heighten risk for pneumonia, continues to be a challenge. and increase hospital mortality. In our cohort, the EF A comprehensive evidence-based review identified more occurred in 23%. These patients presented a mortality rate 3 than 50 objective physiologic tests as tools for assessing times greater than those with ES, corroborating previous readiness for SBT. Only 5 of those were associated with findings [26]. clinically significant changes in the probability of weaning Because both extubation delay and EF are related to success or failure, but predictive capacity was modest [1,9]. adverse outcomes, strategies have been sought to more Many authors [13-15] have suggested that the f/VT ratio is accurately predict and prevent postextubation respiratory one of the best available predictors of combined liberatio- failure. It has been shown that measuring blood gases at the n/extubation outcomes in patients who have not yet end of the SBT does not accurately predict extubation successfully completed an SBT. Because f/VT does not outcome [27,28]. However, the role of blood gases in the help to distinguish extubation outcomes suggests, as extubation decision has been extensively studied. In expected, that it evaluates the ability to breathe without the general, for extubation outcome, weaning predictors ventilator. Our results showed that, in patients who tolerate perform poorly [29]. Ko et al [30] found that weaning SBT, the isolated assessment of weaning predictors at both parameters do not predict EF in neurocritical care patients. the 1st and 30th minute of test cannot discriminate patients Although 1 study found it useful to assess the f/VT at SBT who will succeed from those who will fail. A recent conclusion [31], another found that serial measurements at randomized, blinded, controlled trial with 304 patients 1, 30, and 120 minutes did not improve prediction of risk showed that to include the f/VT ratio in a weaning protocol for EF [32]. One promising technique demonstrated that prolongs the time expected for withdrawal of patients from risk of EF is associated with more time needed to return to ventilatory support. Furthermore, this predictor did not baseline minute ventilation after resumption of full reduce the incidence of EF [16]. In contrast, Navalesi et al ventilatory support [33]. Measuring the airway occlusion [17] found in 318 patients enrolled in a weaning protocol pressure at 0.1 second (P0.1) and the degree of expiratory or control group that combining weaning parameters with flow limitation seem to be good predictors, but measure- an assessment of mental status, secretions, and cough ment at bedside is not simple and requires specific improves prediction of extubation outcome without extend- equipment and trained person [21]. Furthermore, a study ing MV days. We did not evaluate these criteria; however, that enrolled 900 patients described predictors of EF that 16% of our patients required reintubation for retained included positive fluid balance in the 24 hours before secretions, suggesting the importance of such assessment extubation [29] and, in patients with COPD, identifying a for extubation outcome. pathogen by quantitative culture of tracheobronchial A recent review of weaning prediction tests, especially secretions obtained at 72 hours of extubation [20]. The the f/VT ratio, demonstrates a reduction of the threshold f/VT measured during the initial 1 to 3 minutes of unassisted value previously published [18]. This review concluded breathing was the most accurate, although only associated that f/VT is not a consistent predictor of weaning success with a moderate change in the probability of success or but that heterogeneity of the population caused variation in failure [34]. the pretest probability and, consequently, test referral bias. Different from our results, the recent study by Segal et al To minimize influences of predisposition for EF, we, [35] with 72 patients showed that evolution of the breathing therefore, excluded patients who failed in the first SBT pattern, assessed by percent change in f/VT during SBT, was from our analysis. This is an issue in the new classification a better predictor of successful extubation than a single of weaning, where there could be a difference in their determination of f/VT. A 5% increase in f/VT at 30 minutes performance. Another issue is related to how measure- showed an 83% of sensitivity, 78% of specificity, and an area ments are made. In our study, measurement of f/VT was under the ROC curve of 0.83. In addition, the optimal carried out by experienced respiratory physiotherapists threshold during 2 hours of SBT was 20% (sensitivity of using a properly calibrated spirometer; moreover, all the 89% and specificity of 89%). Another recent study proposed protocol procedures were systematically reviewed, and the a new integrative weaning index to assess the outcome of 3 ICU staffs were trained. discontinuing MV [36]. The authors evaluated 331 patients
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