Literature DB >> 21474696

Model-based characterization of ventilatory stability using spontaneous breathing.

Shamim Nemati1, Bradley A Edwards, Scott A Sands, Philip J Berger, Andrew Wellman, George C Verghese, Atul Malhotra, James P Butler.   

Abstract

Cyclic ventilatory instabilities are widely attributed to an increase in the sensitivity or loop gain of the chemoreflex feedback loop controlling ventilation. A major limitation in the conventional characterization of this feedback loop is the need for labor-intensive methodologies. To overcome this limitation, we developed a method based on trivariate autoregressive modeling using ventilation, end-tidal Pco(2) and Po(2); this method provides for estimation of the overall "loop gain" of the respiratory control system and its components, chemoreflex gain and plant gain. Our method was applied to recordings of spontaneous breathing in 15 anesthetized, tracheostomized, newborn lambs before and after administration of domperidone (a dopamine D(2)-receptor antagonist that increases carotid body sensitivity). We quantified the known increase in hypoxic ventilatory sensitivity in response to domperidone; controller gain for O(2) increased from 0.06 (0.03, 0.09) l·min(-1)·mmHg(-1) to 0.09 (0.08, 0.13) l·min(-1)·mmHg(-1); median (interquartile-range). We also report that domperidone increased the loop gain of the control system more than twofold [0.14 (0.12, 0.22) to 0.40 (0.15, 0.57)]. We observed no significant changes in CO(2) controller gain, or plant gains for O(2) and CO(2). Furthermore, our estimate of the cycle duration of periodic breathing compared favorably with that observed experimentally [measured: 7.5 (7.2, 9.1) vs. predicted: 7.9 (7.0, 9.2) breaths]. Our results demonstrate that model-based analysis of spontaneous breathing can 1) characterize the dynamics of the respiratory control system, and 2) provide a simple tool for elucidating an individual's propensity for ventilatory instability, in turn allowing potential therapies to be directed at the underlying mechanisms.

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Year:  2011        PMID: 21474696      PMCID: PMC3137535          DOI: 10.1152/japplphysiol.01358.2010

Source DB:  PubMed          Journal:  J Appl Physiol (1985)        ISSN: 0161-7567


  52 in total

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  17 in total

1.  Tracking progression of patient state of health in critical care using inferred shared dynamics in physiological time series.

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5.  Data-driven phenotyping : graphical models for model-based phenotyping of sleep apnea.

Authors:  Shamin Nemati; Jeremy Orr; Atul Malhotra
Journal:  IEEE Pulse       Date:  2014 Sep-Oct       Impact factor: 0.924

6.  Resonance as the Mechanism of Daytime Periodic Breathing in Patients with Heart Failure.

Authors:  Scott A Sands; Yoseph Mebrate; Bradley A Edwards; Shamim Nemati; Charlotte H Manisty; Akshay S Desai; Andrew Wellman; Keith Willson; Darrel P Francis; James P Butler; Atul Malhotra
Journal:  Am J Respir Crit Care Med       Date:  2017-01-15       Impact factor: 21.405

7.  Model-based estimation of loop gain using spontaneous breathing: a validation study.

Authors:  Elnaz Gederi; Shamim Nemati; Bradley A Edwards; Gari D Clifford; Atul Malhotra; Andrew Wellman
Journal:  Respir Physiol Neurobiol       Date:  2014-07-17       Impact factor: 1.931

8.  A physiological time series dynamics-based approach to patient monitoring and outcome prediction.

Authors:  Li-wei H Lehman; Ryan P Adams; Louis Mayaud; George B Moody; Atul Malhotra; Roger G Mark; Shamim Nemati
Journal:  IEEE J Biomed Health Inform       Date:  2014-06-30       Impact factor: 5.772

9.  Respiration and heart rate complexity: effects of age and gender assessed by band-limited transfer entropy.

Authors:  Shamim Nemati; Bradley A Edwards; Joon Lee; Benjamin Pittman-Polletta; James P Butler; Atul Malhotra
Journal:  Respir Physiol Neurobiol       Date:  2013-06-27       Impact factor: 1.931

10.  Discovering shared cardiovascular dynamics within a patient cohort.

Authors:  Shamim Nemati; Li-wei H Lehman; Ryan P Adams; Atul Malhotra
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2012
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