Literature DB >> 33735250

Prediction of extubation outcome in mechanically ventilated patients: Development and validation of the Extubation Predictive Score (ExPreS).

Antuani Rafael Baptistella1,2,3, Laura Maito Mantelli1, Leandra Matte3, Maria Eduarda da Rosa Ulanoski Carvalho3, João Antonio Fortunatti1, Iury Zordan Costa1, Felipe Gabriel Haro1, Vanda Laís de Oliveira Turkot1, Shaline Ferla Baptistella1,3, Diego de Carvalho1,2, João Rogério Nunes Filho1,3.   

Abstract

Despite the best efforts of intensive care units (ICUs) professionals, the extubation failure rates in mechanically ventilated patients remain in the range of 5%-30%. Extubation failure is associated with increased risk of death and longer ICU stay. This study aimed to identify respiratory and non-respiratory parameters predictive of extubation outcome, and to use these predictors to develop and validate an "Extubation Predictive Score (ExPreS)" that could be used to predict likelihood of extubation success in patients receiving invasive mechanical ventilation (IMV). Derivation cohort was composed by patients aged ≥18 years admitted to the ICU and receiving IMV through an endotracheal tube for >24 hours. The weaning process followed the established ICU protocol. Clinical signs and ventilator parameters of patients were recorded during IMV, in the end phase of weaning in pressure support ventilation (PSV) mode, with inspiratory pressure of 7 cm H2O over the PEEP (positive end expiratory pressure). Patients who tolerated this ventilation were submitted to spontaneous breathing trial (SBT) with T-tube for 30 minutes. Those who passed the SBT and a subsequent cuff-leak test were extubated. The primary outcome of this study was extubation success at 48 hours. Parameters that showed statistically significant association with extubation outcome were further investigated using the receiver operating characteristics (ROC) analysis to assess their predictive value. The area under the curve (AUC) values were used to select parameters for inclusion in the ExPreS. Univariable logistic regression analysis and ROC analysis were performed to evaluate the performance of ExPreS. Patients' inclusion and statistical analyses for the prospective validation cohort followed the same criteria used for the derivation cohort and the decision to extubate was based on the ExPreS result. In the derivation cohort, a total of 110 patients were extubated: extubation succeeded in 101 (91.8%) patients and failed in 9 (8.2%) patients. Rapid shallow-breathing index (RSBI) in SBT, dynamic lung compliance, duration of IMV, muscle strength, estimated GCS, hematocrit, and serum creatinine were significantly associated with extubation outcome. These parameters, along with another parameter-presence of neurologic comorbidity-were used to create the ExPreS. The AUC value for the ExPreS was 0.875, which was higher than the AUCs of the individual parameters. The total ExPreS can range from 0 to 100. ExPreS ≥59 points indicated high probability of success (OR = 23.07), while ExPreS ≤44 points indicated low probability of success (OR = 0.82). In the prospective validation cohort, 83 patients were extubated: extubation succeeded in 81 (97.6%) patients and failed in 2 (2.4%) patients. The AUC value for the ExPreS in this cohort was 0.971. The multiparameter score that we propose, ExPreS, shows good accuracy to predict extubation outcome in patients receiving IMV in the ICU. In the prospective validation, the use of ExPreS decreased the extubation failure rate from 8.2% to 2.4%, even in a cohort of more severe patients.

Entities:  

Year:  2021        PMID: 33735250      PMCID: PMC7971695          DOI: 10.1371/journal.pone.0248868

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


  41 in total

1.  Reduced breathing variability as a predictor of unsuccessful patient separation from mechanical ventilation.

Authors:  Marc Wysocki; Christophe Cracco; Antonio Teixeira; Alain Mercat; Jean-Luc Diehl; Yannick Lefort; Jean-Philippe Derenne; Thomas Similowski
Journal:  Crit Care Med       Date:  2006-08       Impact factor: 7.598

2.  Influence of peripheral muscle strength on the decannulation success rate.

Authors:  Andrezza Lemos Bezerra; Marçal Durval Siqueira Paiva Júnior; Flávio Maciel Dias Andrade; Eduardo Eriko Tenório França
Journal:  Rev Bras Ter Intensiva       Date:  2011-09

3.  The conundrum of the Glasgow Coma Scale in intubated patients: a linear regression prediction of the Glasgow verbal score from the Glasgow eye and motor scores.

Authors:  W Meredith; R Rutledge; S M Fakhry; S Emery; S Kromhout-Schiro
Journal:  J Trauma       Date:  1998-05

4.  Predicting eventual success or failure to wean in patients receiving long-term mechanical ventilation.

Authors:  E H Gluck
Journal:  Chest       Date:  1996-10       Impact factor: 9.410

5.  Predictive factors of weaning from mechanical ventilation and extubation outcome: A systematic review.

Authors:  Antuani Rafael Baptistella; Fabio Junior Sarmento; Karina Ribeiro da Silva; Shaline Ferla Baptistella; Marcelo Taglietti; Radamés Ádamo Zuquello; João Rogério Nunes Filho
Journal:  J Crit Care       Date:  2018-08-20       Impact factor: 3.425

6.  Involuntary cough strength and extubation outcomes for patients in an ICU.

Authors:  Wen-Lin Su; Yeong-Hwang Chen; Chien-Wen Chen; Shih-Hsing Yang; Chien-Ling Su; Wann-Cherng Perng; Chin-Pyng Wu; Jenn-Han Chen
Journal:  Chest       Date:  2010-01-22       Impact factor: 9.410

7.  Predictors of weaning after 6 weeks of mechanical ventilation.

Authors:  D J Scheinhorn; M Hassenpflug; B M Artinian; L LaBree; J L Catlin
Journal:  Chest       Date:  1995-02       Impact factor: 9.410

8.  Prediction of successful ventilator weaning using airway occlusion pressure and hypercapnic challenge.

Authors:  A B Montgomery; R H Holle; S R Neagley; D J Pierson; R B Schoene
Journal:  Chest       Date:  1987-04       Impact factor: 9.410

9.  Diaphragm ultrasound as a new method to predict extubation outcome in mechanically ventilated patients.

Authors:  Shereen Farghaly; Ali A Hasan
Journal:  Aust Crit Care       Date:  2016-04-22       Impact factor: 2.737

10.  Obesity and Weaning from Mechanical Ventilation-An Exploratory Study.

Authors:  Ogugua Ndili Obi; Mark Mazer; Charles Bangley; Zuheir Kassabo; Khalid Saadah; Wayne Trainor; Kenneth Stephens; Patricia L Rice; Robert Shaw
Journal:  Clin Med Insights Circ Respir Pulm Med       Date:  2018-09-18
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  3 in total

1.  Prediction Model of Extubation Outcomes in Critically Ill Patients: A Multicenter Prospective Cohort Study.

Authors:  Aiko Tanaka; Daijiro Kabata; Osamu Hirao; Junko Kosaka; Nana Furushima; Yuichi Maki; Akinori Uchiyama; Moritoki Egi; Ayumi Shintani; Hiroshi Morimatsu; Satoshi Mizobuchi; Yoshifumi Kotake; Yuji Fujino
Journal:  J Clin Med       Date:  2022-04-29       Impact factor: 4.964

2.  Predictors of post-extubation stridor in patients on mechanical ventilation: a prospective observational study.

Authors:  Aiko Tanaka; Akinori Uchiyama; Yu Horiguchi; Ryota Higeno; Ryota Sakaguchi; Yukiko Koyama; Hironori Ebishima; Takeshi Yoshida; Atsuhiro Matsumoto; Kanaki Sakai; Daisuke Hiramatsu; Naoya Iguchi; Noriyuki Ohta; Yuji Fujino
Journal:  Sci Rep       Date:  2021-10-07       Impact factor: 4.379

3.  Predictive Factors of Extubation Failure in COVID-19 Mechanically Ventilated Patients.

Authors:  Natália Godoy Guzatti; Fernanda Klein; Julia Almeida Oliveira; Gustavo Bruno Rático; Marcos Freitas Cordeiro; Luana Patrícia Marmitt; Diego de Carvalho; João Rogério Nunes Filho; Antuani Rafael Baptistella
Journal:  J Intensive Care Med       Date:  2022-04-14       Impact factor: 2.889

  3 in total

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