DocumentCode :
1556843
Title :
Identification of Adequate Neurally Adjusted Ventilatory Assist (NAVA) During Systematic Increases in the NAVA Level
Author :
Ververidis, Dimitrios ; Van Gils, Mark ; Passath, Christina ; Takala, Jukka ; Brander, Lukas
Author_Institution :
VTT Tech. Res. Centre of Finland, Tampere, Finland
Volume :
58
Issue :
9
fYear :
2011
Firstpage :
2598
Lastpage :
2606
Abstract :
Neurally adjusted ventilatory assist (NAVA) delivers airway pressure (Paw) in proportion to the electrical activity of the diaphragm (EAdi) using an adjustable proportionality constant (NAVA level, cm·H2O/μV). During systematic increases in the NAVA level, feedback-controlled down-regulation of the EAdi results in a characteristic two-phased response in Paw and tidal volume (Vt). The transition from the 1st to the 2nd response phase allows identification of adequate unloading of the respiratory muscles with NAVA (NAVAAL). We aimed to develop and validate a mathematical algorithm to identify NAVAAL. Paw, Vt, and EAdi were recorded while systematically increasing the NAVA level in 19 adult patients. In a multistep approach, inspiratory Paw peaks were first identified by dividing the EAdi into inspiratory portions using Gaussian mixture modeling. Two polynomials were then fitted onto the curves of both Paw peaks and Vt. The beginning of the Paw and Vt plateaus, and thus NAVAAL, was identified at the minimum of squared polynomial derivative and polynomial fitting errors. A graphical user interface was developed in the Matlab computing environment. Median NAVAAL visually estimated by 18 independent physicians was 2.7 (range 0.4 to 5.8) cm·H2O/μV and identified by our model was 2.6 (range 0.6 to 5.0) cm·H2O/μV. NAVAAL identified by our model was below the range of visually estimated NAVAAL in two instances and was above in one instance. We conclude that our model identifies NAVAAL in most instances with acceptable accuracy for application in clinical routine and research.
Keywords :
bioelectric potentials; biological organs; biomechanics; graphical user interfaces; medical computing; neuromuscular stimulation; pneumodynamics; Gaussian mixture modeling; Matlab computing; NAVA level; airway pressure; diaphragm; electrical activity; feedback-controlled down regulation; graphical user interface; inspiratory portion; mathematical algorithm; multistep approach; neurally adjusted ventilatory assist; polynomial fitting error; respiratory muscle; squared polynomial derivative; tidal volume; Electronic mail; Indexes; Mathematical model; Medical services; Muscles; Polynomials; Visualization; Diaphragm electrical activity; neurally adjusted ventilatory assist; patient-ventilator interaction; Adult; Algorithms; Diaphragm; Humans; Reproducibility of Results; Respiration, Artificial; Signal Processing, Computer-Assisted; Tidal Volume;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/TBME.2011.2159790
Filename :
5887397
Link To Document :
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