Literature DB >> 26753114

Prediction of extubation failure in newborns, infants and children: brief report of a prospective (blinded) cohort study at a tertiary care paediatric centre in India.

Bedangshu Saikia1, Nirmal Kumar1, Vishnubhatla Sreenivas2.   

Abstract

BACKGROUND: Extubation failure (EF), defined as need for re-intubation within 24-72 h, is multifactorial. Factors predicting EF in adults generally are not useful in children.
OBJECTIVE: To determine the factors associated with EF and to facilitate prediction of EF in mechanically ventilated infants and children less than 12 years of age.
MATERIAL AND METHODS: Design Prospective cohort study. Setting PICU and NICU of a multispecialty tertiary care institute. Patients All consecutive newborns, infants and children, who remained on the ventilator for more than 12 h, were included. Patients with upper airway obstruction, neuromuscular disorders, complex anatomic malformations, accidental extubation, tracheostomy or death before extubation were excluded. Methods The pre-extubation clinical, laboratory and ventilatory parameters were collected for 92 cases over a one and half year period. The EF rate was calculated for each variable using STATA 9. All the treating physicians were blinded to the data collection procedure. MEASUREMENTS AND
RESULTS: Demographics were comparable between the extubation success and EF groups. Respiratory failure was the main cause requiring ventilation (46.74 %, 95 % CI 0.37-0.57) as well as EF (30.23 %, 95 % CI 0.08-0.23). 76.92 % (95 % CI 0.58-0.89) of patients that failed extubation had alterations in respiratory effort, 38.46 % (95 % CI 0.22-0.57) each had either poor or increased respiratory effort. Poor cough reflex (p = 0.001), thick endotracheal secretions (p = 0.02), failed spontaneous breathing trial (SBT) (p = 0.001) and higher rapid shallow breathing index (RSBI) (p = 0.001) were found to be associated with EF.
CONCLUSIONS: Paediatric EF is multifactorial. Increased or poor respiratory effort and failed SBT are potential factors in deciding re-intubation. Increased RSBI, poor cough reflex and thick.

Entities:  

Keywords:  Extubation failure; Poor cough reflex; Rapid shallow breathing index; Respiratory effort; Spontaneous breathing trial; Thick secretions

Year:  2015        PMID: 26753114      PMCID: PMC4695462          DOI: 10.1186/s40064-015-1607-1

Source DB:  PubMed          Journal:  Springerplus        ISSN: 2193-1801


Background

After resolution of illness, mechanically ventilated patients are disconnected from the ventilator; extubation is the final step in this process. Extubation failure (EF) is defined as an inability to sustain spontaneous breathing and need for re-intubation within 24–72 h after extubation (Rothar and Epstein 2003). Prediction of EF is essential, as both delayed and failed extubation have detrimental consequences (Rothar and Epstein 2003). The incidence of EF varies between 2 to 47 % (Rothar and Epstein 2003; Kulkarni and Aggarwal 2008). It can be as high as 22 to 28 % in premature neonates (Khan et al. 1996). A variety of patho-physiologic causes lead to EF. The prediction of EF is difficult (Rothar and Epstein 2003; Kulkarni and Aggarwal 2008). Newth et al. reported limited guidance on paediatric weaning and extubation from their literature review (Newth et al. 2009). Indices developed to predict weaning and extubation success (ES) are no better than clinical judgment (Newth et al. 2009). Similarly, Leclerc and Schindler observed that adult weaning predictors proposed by the Task Force of the American College of Chest Physicians have very poor predictive power in children (Yang and Tobin 1991; Leclerc et al. 2005; Schindler. 2005). We undertook this study in newborns, infants and children to explore factors that may predict EF.

Methods

This prospective cohort study was conducted at PICU and NICU of a multispecialty tertiary care institute in India over a period of one and half years (December 2008 to May 2010). All consecutive infants and children less than 12 years of age, admitted and ventilated for more than 12 h were included in the study. Patients with upper airway obstruction, accidental extubation, tracheostomy, or death before extubation were excluded. The sample size was calculated using 95 % confidence interval, 10 % margin of error and 30 % estimated incidence of EF in the study area. We did a retrospective analysis of PICU register books to find out the incidence of EF in our PICU. We looked at the previous 2 years data and approximated the incidence of EF in our PICU to be around 30 %. We used the formula, n = tx p (1−p) x 1/m where ‘n’ is required sample size, ‘t’ is confidence level at 95 %, ‘p’ is estimated incidence of EF in the project area and ‘m’ is margin of error at 10 % (Calculating the sample size—IFAD). This gave us the minimum sample required for the study as 81 and we collected data for 92 patients. The research team was not involved directly in the clinical care. All decisions related to patient’s care were taken by the treating physician and they were blinded to data collection and analysis procedure. The parameters that were collected were divided into: (1) Demographic data: Age, sex, weight, diagnosis on admission, indication for ventilation and duration of intubation, (2) Clinical parameters: Haemoglobin concentration, heart rate, spontaneous respiratory rate, blood pressure, peripheral oxygen saturation (SpO2), work of breathing, presence of cough reflex, amount and consistency of secretion, use of ionotropes, use of sedation and use of dexamethasone, (3) Blood gas parameters (venous gases): pH, partial pressure of carbon dioxide (PCO2), bicarbonate (HCO3−), base excess (BE), lactate and (4) Ventilatory parameters: Ventilator mode, ventilator rate, peak inspiratory pressure (PIP), positive end-expiratory pressure (PEEP), fraction of inspired oxygen (FiO2), inspiratory time (Ti), expiratory time (Te), spontaneous breathing trial (SBT), rapid shallow breathing index (RSBI) and use of bubble CPAP following extubation. These parameters were measured pre-extubation, post-extubation (whenever necessary), and at the time of any re-intubation.

Derived parameters

Indices that incorporated more than one measurement of respiratory function i.e., mean airway pressure {MAP = [(PIP − PEEP) (Ti)/Ti + Te] + PEEP} and ventilator index {VI = [Ventilatory rate × (PIP − PEEP)*PCO2]/1000} were calculated.

Data analysis

EF rate was calculated for each variable using the statistical software STATA 9, version 17. Data was presented in frequency percentage with confidence intervals and mean (SD) and median (minimum–maximum). In the continuous parameters, average (mean/median) between the two groups was compared by using t test and Wilcoxan rank sum test. In the categorical variable, two groups were compared by using Chi-square and Fisher’s exact test. p value <0.05 was taken as significant.

Ethics, consent and permissions

Institute’s ethics committee approval was obtained and patients were recruited after written informed parental consent.

Consent to publish

Parental permissions were obtained for presentation of study results in conferences and also publication in journals.

Results

Two hundred and eleven infants and children were ventilated during the study period. 119 patients could not be included into the study (38 did not meet inclusion criteria, 46 died while on ventilator, 19 left hospital against medical advice and 16 patients referred out). 92 patients were included into the study; 66 patients successfully extubated (success rate 71.7 %, 95 % CI 0.62–0.79) whereas 26 patients failed extubation (failure rate 28.3 %, 95 % CI 0.21–0.38). The demographic data of the two groups are shown in Table 1.
Table 1

Demographics of the two groups

ParametersGroup A (extubation success; n = 66)Group B (extubation failure; n = 26)Probability(p value)
Age (category wise)Birth–1 month40150.617
1–12 months127
1–12 years144
Weight in kg (mean ± SD)Birth–1 month2.39 ± 0.922.02 ± 1.020.942
1–12 months4.33 ± 1.514.16 ± 1.53
1–12 years17.93 ± 7.2313.95 ± 6.35
Gestational age of newborns (NB: All babies <35 received ante natal corticosteroid therapy in the form of maternal betamethasone) Term (37 weeks and above)1970.07
Pre-term (35 to <37 weeks)50
Pre-term (32 to <35 weeks)81
Pre-term (<32 weeks)56
Neonate (birth–1 month)with birth weight (kgs) (NB: All preterm babies <37 weeks weighed <2.5kgs) ≥2.5 kgs1760.867
<2.5 kgs239
System involvedRespiratory and cardio–respiratory31150.711
Multisystem144
Others217
Demographics of the two groups Table 2 shows diagnosis of patients requiring mechanical ventilation. Most common indication of ventilation was pneumonia and sepsis accounting for 14 (15.2 %) cases each. In the neonatal category, most of babies were ventilated for hyaline membrane disease, birth asphyxia, meconium aspiration syndrome and congenital pneumonia, accounting for 11 (11.9 %), 8 (8.7 %), 7 (7.6 %) and 7 (7.6 %) cases respectively. Post-operative state accounted for 9 (9.8 %) cases, whereas 8 (8.7 %) cases were ventilated as a part of the management protocol in cases of refractory status epilepticus. Others being acute respiratory distress syndrome [3 (3.3 %) cases], acute bilirubin encephalopathy [1 (1.1 %) case], bronchiolitis [2 (2.2 %) cases], CNS bleed (vitamin K deficiency bleed) with seizures [1 (1.1 %) case], congenital diaphragmatic hernia (right) [1 (1.1 %) case], congenital heart disease with cardiac failure [1 (1.1 %) case], congenital pneumothorax [1 (1.1 %) case], refractory apnea of prematurity [1 (1.1 %) case], refractory status asthmaticus [2 (2.2 %) cases] and viral meningoencephalitis [1 (1.1 %) case].
Table 2

Diagnosis of study cases along with total number in each category (percentage of total) for which ventilation was needed

DiagnosisNo of cases (%)DiagnosisNo of cases (%)
Acute bilirubin encephalopathy1 (1.1)Meconium aspiration syndrome with PPHN7 (7.6)
Acute respiratory distress syndrome3 (3.3)Pneumonia14 (15.2)
Bronchiolitis2 (2.2)Post-operative state9 (9.8)
CNS bleed (VKDB) with seizures1 (1.1)Refractory apnea of prematurity1 (1.1)
Congenital diaphragmatic hernia (Right)1 (1.1)Refractory status asthmaticus2 (2.2)
Congenital heart disease with cardiac failure1 (1.1)Refractory status epilepticus8 (8.7)
Congenital pneumonia7 (7.6)Severe birth asphyxia8 (8.7)
Congenital pneumothorax1 (1.1)Severe Sepsis14 (15.2)
Hyaline membrane disease11 (11.9)Viral meningoencephalitis1 (1.1)
Diagnosis of study cases along with total number in each category (percentage of total) for which ventilation was needed Of the total 92 ventilated patients, 43 had pulmonary involvement (46.74 %, 95 % CI 0.27–0.57), 13 failed extubation (30.23 %, 95 % CI 0.18–0.45). 19 patients had central nervous system involvement (20.65 %, 95 % CI 0.14–0.31), four (21.05 %, 95 % CI 0.08–0.43) had EF. Multisystemic involvement (more than one system involvement) was seen in 18 patients (19.56 %, 95 % CI 0.13–0.29); four had EF (22.22 %, 95 % CI 0.1–0.45). Nine (9.78 %, 95 % CI 0.05–0.18) were ventilated post-operatively; three (33.33 %, 95 % CI 0.12–0.65) failed extubation. Three (3.26 %, 95 % CI 0.01–0.1) cases were ventilated for cardio–respiratory system involvement; two (66.67 %, 95 % CI 0.21–0.94) failed extubation. The patients were divided into various categories depending upon the involvement of system; multisystemic refers to more than two system involvement. Out of the 26 cases with EF, 10 each 38.46 % (95 % CI 0.22–0.57) had either poor or increased respiratory effort; therefore alteration in the respiratory effort accounted for 76.38 % (95 % CI 0.58–0.89) of EF (two each had recurrence of seizures and post seizure respiratory arrest respectively, one developed pneumothorax and another one had recurrence of apnoea of prematurity). We observed that poor cough reflex contributes to EF. In the EF group, one patient had good cough reflex and the rest 25 had poor cough reflex, whereas in the ES group, 33 had good cough reflex and the other 33 had poor cough reflex, p = 0.001. We also observed that thick secretions contributes to EF as well, 15 patients in the EF group and 21 patients in the ES group had thick secretions (p = 0.02), whereas the amount of secretion was not significant, p = 0.12. Another observation was—patients who passed 30 min SBT were successfully extubated (n = 48), whereas all patients who failed SBT and extubated subsequently had EF (n = 7); p = 0.001. Our study also showed that a higher RSBI was associated with EF, p = 0.001, 91 in ES vs 169 in EF Details in Table 3.
Table 3

Study results

ParametersGroup A (extubation success; n = 66)Group B (extubation failure; n = 26)Probability(p value)
Cough reflex
 Good3310.001
 Poor3325
Consistency of secretion
 Thick21150.022
 Thin4511
Amount of secretion
 Plenty760.122
 Minimal5920
Sedation
 Yes45130.104
 No2113
Ionotropes
 Yes49180.627
 No178
Spontaneous breathing trial (SBT)
 Passed4890.001
 Fail07
Spontaneous respiratory rate (per minute)31 (8–90)a 37 (8–76)a 0.298
Base excess−1.7 (−18.8–6.6)a −3.3 (−10.3–1.6)a 0.017
Serum lactate1.7 (0.6–6.6)a 1.7 (0.7 5.1)a 0.883
Expiratory time2.6 (0.91–9.55)a 2.6 (0.95–11.5)a 0.872
Duration of ventilation (in hours)66 (13–314.5)a 52.5 (13–247.5)a 0.422
Rapid shallow breathing index (RSBI)91 (58–173)a 169 (67–564)a 0.001
Hemoglobin (gm/dL)12.96 ± 2.82b 12.68 ± 3.13b 0.679
SpO2 96.68 ± 2.32b 96.54 ± 3.06b 0.809
pH7.38 ± 0.07b 7.36 ± 0.06b 0.339
PaCO2 37.64 ± 6.84b 37.65 ± 6.82b 0.994
Bicarbonate (HCO3)21.64 ± 3.96b 20.89 ± 3.16b 0.397
Inspiratory time0.52 ± 0.16b 0.49 ± 0.12b 0.444
Positive inspiratory pressure (PIP)14.71 ± 2.72b 15.08 ± 1.87b 0.533
Positive end expiratory pressure (PEEP)5.68 ± 1.78b 5.78 ± 0.81b 0.729
Fraction of inspired oxygen (FiO2)0.31 ± 0.09b 0.33 ± 0.12b 0.391
Mean airway pressure (MAP)7.13 ± 1.32b 7.29 ± 1.14b 0.769
Ventilator index (VI)6.94 ± 4.49b 6.94 ± 4.49b 0.996
Continuous positive airway pressure (CPAP)6.11 ± 0.78b 6.11 ± 0.32b 1.0

[Cough reflex (p = 0.001) and thick secretions (p = 0.022) has shown strong relationship extubation failure. We also found that all patients who passed SBT were successfully extubated, whereas all patients who failed SBT ultimately failed extubation (p = 0.001). Similarly higher RSBI was associated with extubation failure (p = 0.001)]

N.B.: a median values (minimum–maximum)

b mean value ± SD

Study results [Cough reflex (p = 0.001) and thick secretions (p = 0.022) has shown strong relationship extubation failure. We also found that all patients who passed SBT were successfully extubated, whereas all patients who failed SBT ultimately failed extubation (p = 0.001). Similarly higher RSBI was associated with extubation failure (p = 0.001)] N.B.: a median values (minimum–maximum) b mean value ± SD Please see Appendix 1 for definitions used in this study.

Discussion

We found that paediatric EF could be multifactorial. We considered a host of different factors which could possibly cause EF as observed in previous studies. We found that respiratory system involvement, failure to pass SBT and altered respiratory effort following extubation are major concerns towards EF as well as poor cough reflex and thick secretions. The major challenge we encountered was paucity of data from this part of the world on paediatric EF. Paediatric and neonatal EF is a very well addressed issue in the resourced countries unlike in the resource poor countries and therefore we think it would be unwise to compare our findings with the studies done previously in resourced countries. At the same time we would like to say, this is the first kind of study on EF from the entire Indian subcontinent including all age groups and variety of factors. Several patient characteristics have been implicated in paediatric ES and EF (Rothar and Epstein 2003; Kulkarni and Aggarwal 2008). As compared to most neonatal and paediatric ICU’s in developed countries, we found a high EF rate, 28.3 % (95 % CI 0.21–0.38). Previous studies show incidences separately for neonatal and paediatric extubation failures. Our study population was a mixed one, but surprisingly we could not find any intergroup difference (0–1 m vs 1–12 m vs 1–12 year). Moreover, we could not find any data on neonatal or paediatric EF rates from Indian subcontinent to compare with. In the current study, we noticed that 50 % of the children who failed extubation had a pre-morbid respiratory system involvement. EF amongst post-operative cases were possibly because of premature weaning and extubation by the treating team. Irrespective of the system involvement more than 3/4th (76.92 %) of the patients who failed extubation had a change in the respiratory effort (poor or increased). It has been shown in previously that paediatric EF is in part disease specific and pre-existing respiratory conditions predispose to re-intubation (Kurachek et al. 2003). Prematurity, low birth weight, younger age, prolonged duration of ventilation, CPAP after extubation, use of inotropes, sedation and analgesia are known to contribute to EF, but our study failed to show any difference (Fontela et al. 2005; Hiremath et al. 2009; Epstein 2002a, 2002b; Dimitriou et al. 2002; Stawicki. 2007). Post-extubation nasopharyngeal bubble CPAP (Kaur et al. 2008) was used mostly for cases with respiratory system involvement. Likewise, poor oxygenation is an established risk factor for re-intubation. We could not look into A-a gradient, PaO2/FiO2 ratio and oxygenation index although it was planned. In our ICU setting most clinicians prefer venous blood gases (VBG) for determining acid–base status of the body as pH, PCO2, HCO3 and BE are comparable in both venous and arterial blood gases (Ahmet et al. 2006; Chu et al. 2003) and also relatively easy to perform in resource poor setting. We, in this study could not find any difference in terms of blood gas and ventilatory parameters in the two groups. In the current study, we found that failure of SBT has a strong correlation with EF (p value 0.001). As a measure of extubation readiness, our ITUs have a policy of performing a 30 min SBT in in our NICU and PICU patients; the same protocol as that for a 2 h SBT, as suggested by Randolph et al. was followed but with adaptable modification (Curley et al. 2006; Venkataraman 2006; Thiagarajan et al. 1999). When found to have no clinical need for increased ventilatory need in the previous 12 h, spontaneously breathing, good effort of breathing, good tidal volume (VT) and SpO2 >95 %, child was started on SBT after stopping feeds and titrating sedation to minimum or stopped at least 4 h beforehand. Ventilator settings changed to flow triggered CPAP–PSV mode with FiO2 0.5, positive end expiratory pressure (PEEP) 5 cm H2O and pressure support (PS) as per the size of endotracheal tube (ETT); 10 cm H2O if ETT 3–3.5 mm; 8 cm H2O if ETT 4–4.5 mm; and 6 cm H2O if ETT ≥5 mm). SpO2, exhaled VT and respiratory rate (RR) monitored and if found to be in the target range at the end of 30 min, child was declared to pass SBT and prepared for extubation, otherwise patients were put back on the same pre-test ventilator settings. [Targets: SpO2 ≥95 %, exhaled VT ≥5 ml/kg and RR-<6 month, 20–60/min; 6 month–2years, 15–45/min; 2–5years, 15–40 and >5years, 10–35/min]. In our study, SBT was performed in 64 study patients. 48 patients passed SBT and all of them were successfully extubated. In EF group, nine patients passed SBT and extubated but eventually they failed extubation; whereas seven patients were extubated despite they failed SBT and all of them failed extubation. Farius and Kamlin also observed a similar association in their study (Paret et al. 1998; Kamlin et al. 2006). We also observed RSBI as a potentially useful index that can predict EF—the higher the value, the higher the chances of EF (ES 91 vs EF 169, p = 0.005). Previously, role of RSBI was described as controversial. Some researchers concluded it as a good indicator (Paret et al. 1998; Baumeister et al. 1997) whereas some labelled RSBI as a poor predictor (Farias et al. 2002; Venkataraman et al. 2000; Leclerc et al. 2002). We also found that poor cough reflex and thick secretion are potential risk factors for EF (p value 0.001 and 0.022 respectively); we could not find any relationship with secretion volume and EF (p value 0.122), though we could not exactly quantify secretion volume due to operational problems. These were, although been described as risk factors for EF in previous studies (Epstein 2002a, 2002b). In the current study, we could not observe any difference in the use of pre extubation use of dexamethasone in preventing EF (p = 0.632). Previously, adult studies have proven the benefit of pre extubation steroid use in preventing EF, but paediatric studies have shown mixed results (McCaffrey et al. 2009; Sinha et al. 2010; Matthew. 2008; Khemani et al. 2008).

Limitation of the study

The consistency and amount of endotracheal secretions were subjective. Arterial blood gases would be a better parameter to use than venous blood gases (VBG). VBG was chosen as the pragmatic alternative. The study of more specific ventilation variables like CROP (compliance, rate, oxygenation and pressure) (Paret et al. 1998; Farias et al. 2002; Venkataraman et al. 2000). Simplified weaning index (SWI), compliance of respiratory system (CRS), rapid shallow breathing occlusion pressure (ROP) (Kulkarni and Aggarwal 2008; Dimitriou et al. 2002; Paret et al. 1998). Maximal inspiratory pressure during an occlusion test (Pimax), modified tension timed index (TTI) (Matthew. 2008; Noizet et al. 2005; Jabour et al. 1991) and dead space to tidal volume ratio (VD/VT) (Harikumar et al. 2009) would have strengthened the study. As the measurement of these variables requires expertise and special instruments we were unable to perform the same.

Conclusion

Paediatric EF may be multifactorial and in part disease specific. The measurement of respiratory effort and SBT could be vital parameters in deciding re-intubation. In addition, increased RSBI, poor cough reflex and thick secretions may augment prediction of EF. This study also forms the basis for future studies on this topic. We believe this study would attract neonatologist, paediatricians and intensivists especially from resource limited countries for further discussions and research on EF.
  30 in total

1.  Clinical risk factors associated with extubation failure in ventilated neonates.

Authors:  G M Hiremath; K Mukhopadhyay; A Narang
Journal:  Indian Pediatr       Date:  2009-04-01       Impact factor: 1.411

2.  A simple circuit to deliver bubbling CPAP.

Authors:  Charanjit Kaur; Akatoli Sema; Rajbir S Beri; Jacob M Puliyel
Journal:  Indian Pediatr       Date:  2008-04       Impact factor: 1.411

3.  Prediction of arterial blood gas values from venous blood gas values in patients with acute exacerbation of chronic obstructive pulmonary disease.

Authors:  Ahmet Ak; Cemile Oztin Ogun; Aysegul Bayir; Seyit Ali Kayis; Ramazan Koylu
Journal:  Tohoku J Exp Med       Date:  2006-12       Impact factor: 1.848

4.  Evaluation of predictors of weaning from mechanical ventilation in pediatric patients.

Authors:  B L Baumeister; M el-Khatib; P G Smith; J L Blumer
Journal:  Pediatr Pulmonol       Date:  1997-11

5.  Ventilation index and outcome in children with acute respiratory distress syndrome.

Authors:  G Paret; T Ziv; A Barzilai; R Ben-Abraham; A Vardi; Y Manisterski; Z Barzilay
Journal:  Pediatr Pulmonol       Date:  1998-08

Review 6.  Corticosteroids to prevent extubation failure: a systematic review and meta-analysis.

Authors:  John McCaffrey; Clare Farrell; Paul Whiting; Arina Dan; Sean M Bagshaw; Anthony P Delaney
Journal:  Intensive Care Med       Date:  2009-04-08       Impact factor: 17.440

Review 7.  Corticosteroids for the prevention and treatment of post-extubation stridor in neonates, children and adults.

Authors:  B P Markovitz; A G Randolph; R G Khemani
Journal:  Cochrane Database Syst Rev       Date:  2008-04-16

Review 8.  Extubation failure: magnitude of the problem, impact on outcomes, and prevention.

Authors:  Robert C Rothaar; Scott K Epstein
Journal:  Curr Opin Crit Care       Date:  2003-02       Impact factor: 3.687

9.  Aerosolized L-epinephrine vs budesonide for post extubation stridor: a randomized controlled trial.

Authors:  A Sinha; M Jayashree; S Singhi
Journal:  Indian Pediatr       Date:  2009-09-03       Impact factor: 1.411

10.  [Multi-parameter indices of weaning from mechanical ventilation in children].

Authors:  F Leclerc; T Lecine; Y Riou; B Grandbastien; O Noizet; A Dorkenoo; S Leteurtre; V Nève; A Sadik; R Cremer
Journal:  Rev Mal Respir       Date:  2002-02       Impact factor: 0.622

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Authors:  Robinder G Khemani; Tro Sekayan; Justin Hotz; Rutger C Flink; Gerrard F Rafferty; Narayan Iyer; Christopher J L Newth
Journal:  Crit Care Med       Date:  2017-08       Impact factor: 7.598

2.  Rapid Shallow Breathing Index as a Predictor of Extubation Outcomes in Pediatric Patients Underwent Cardiac Surgeries at King Faisal Cardiac Center.

Authors:  Farid A Munshi; Ziad M Bukhari; Hassan Alshaikh; Majd Saem Aldahar; Turki Alsafrani; Mostafa Elbehery
Journal:  Cureus       Date:  2020-06-21

3.  High Breath-by-Breath Variability Is Associated With Extubation Failure in Children.

Authors:  Kelby E Knox; Leonardo Nava-Guerra; Justin C Hotz; Christopher J L Newth; Michael C K Khoo; Robinder G Khemani
Journal:  Crit Care Med       Date:  2020-08       Impact factor: 9.296

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