Literature DB >> 24721387

Controlling mechanical ventilation in acute respiratory distress syndrome with fuzzy logic.

Binh Nguyen1, David B Bernstein2, Jason H T Bates3.   

Abstract

PURPOSE: The current ventilatory care goal for acute respiratory distress syndrome (ARDS) and the only evidence-based approach for managing ARDS is to ventilate with a tidal volume (VT) of 6 mL/kg predicted body weight (PBW). However, it is not uncommon for some caregivers to feel inclined to deviate from this strategy for one reason or another. To accommodate this inclination in a rationalized manner, we previously developed an algorithm that allows for VT to depart from 6 mL/kg PBW based on physiological criteria. The goal of the present study was to test the feasibility of this algorithm in a small retrospective study.
MATERIALS AND METHODS: Current values of peak airway pressure, positive end-expiratory pressure (PEEP), and arterial oxygen saturation are used in a fuzzy logic algorithm to decide how much VT should differ from 6 mL/kg PBW and how much PEEP should change from its current setting. We retrospectively tested the predictions of the algorithm against 26 cases of decision making in 17 patients with ARDS.
RESULTS: Differences between algorithm and physician VT decisions were within 2.5 mL/kg PBW, except in 1 of 26 cases, and differences between PEEP decisions were within 2.5 cm H2O, except in 3 of 26 cases. The algorithm was consistently more conservative than physicians in changing VT but was slightly less conservative when changing PEEP.
CONCLUSIONS: Within the limits imposed by a small retrospective study, we conclude that our fuzzy logic algorithm makes sensible decisions while at the same time keeping practice close to the current ventilatory care goal.
Copyright © 2014 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  6 mL/kg predicted body weight; Arterial oxygen saturation; Peak airway pressure; Positive end-expiratory pressure; Protocol; Retrospective study

Mesh:

Substances:

Year:  2014        PMID: 24721387      PMCID: PMC4061256          DOI: 10.1016/j.jcrc.2014.03.009

Source DB:  PubMed          Journal:  J Crit Care        ISSN: 0883-9441            Impact factor:   3.425


  18 in total

1.  Evidence-based medicine. A new approach to teaching the practice of medicine.

Authors: 
Journal:  JAMA       Date:  1992-11-04       Impact factor: 56.272

2.  PEEP and "reverse mismatch". A case where less PEEP is best.

Authors:  F H Hawker; P J Torzillo; A E Southee
Journal:  Chest       Date:  1991-04       Impact factor: 9.410

3.  Impact of positive end-expiratory pressure on chest wall and lung pressure-volume curve in acute respiratory failure.

Authors:  M Mergoni; A Martelli; A Volpi; S Primavera; P Zuccoli; A Rossi
Journal:  Am J Respir Crit Care Med       Date:  1997-09       Impact factor: 21.405

4.  Barriers to low tidal volume ventilation in acute respiratory distress syndrome: survey development, validation, and results.

Authors:  Cheryl R Dennison; Pedro A Mendez-Tellez; Weiwei Wang; Peter J Pronovost; Dale M Needham
Journal:  Crit Care Med       Date:  2007-12       Impact factor: 7.598

5.  Potential reasons why physicians underuse lung-protective ventilation: a retrospective cohort study using physician documentation.

Authors:  Mark E Mikkelsen; Pali M Dedhiya; Ravi Kalhan; Robert J Gallop; Paul N Lanken; Barry D Fuchs
Journal:  Respir Care       Date:  2008-04       Impact factor: 2.258

6.  Effect of a protective-ventilation strategy on mortality in the acute respiratory distress syndrome.

Authors:  M B Amato; C S Barbas; D M Medeiros; R B Magaldi; G P Schettino; G Lorenzi-Filho; R A Kairalla; D Deheinzelin; C Munoz; R Oliveira; T Y Takagaki; C R Carvalho
Journal:  N Engl J Med       Date:  1998-02-05       Impact factor: 91.245

7.  Automatic control of pressure support mechanical ventilation using fuzzy logic.

Authors:  T Nemoto; G E Hatzakis; C W Thorpe; R Olivenstein; S Dial; J H Bates
Journal:  Am J Respir Crit Care Med       Date:  1999-08       Impact factor: 21.405

8.  Variability in usual care mechanical ventilation for pediatric acute lung injury: the potential benefit of a lung protective computer protocol.

Authors:  Robinder G Khemani; Katherine Sward; Alan Morris; J Michael Dean; Christopher J L Newth
Journal:  Intensive Care Med       Date:  2011-10-01       Impact factor: 17.440

9.  Respiratory controversies in the critical care setting. Should tidal volume be 6 mL/kg predicted body weight in virtually all patients with acute respiratory failure?

Authors:  Kenneth P Steinberg; Robert M Kacmarek
Journal:  Respir Care       Date:  2007-05       Impact factor: 2.258

10.  Elucidating the fuzziness in physician decision making in ARDS.

Authors:  David B Bernstein; Binh Nguyen; Gilman B Allen; Jason H T Bates
Journal:  J Clin Monit Comput       Date:  2013-03-06       Impact factor: 2.502

View more
  1 in total

1.  A Damaged-Informed Lung Ventilator Model for Ventilator Waveforms.

Authors:  Deepak K Agrawal; Bradford J Smith; Peter D Sottile; David J Albers
Journal:  Front Physiol       Date:  2021-10-01       Impact factor: 4.566

  1 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.