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Convexity, Jensens Inequality and Benefits of Noisy Mechanical Ventilation

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Funk et al. Resp Res 2004. The Inverse Function for the. Venegas Equation ... Girling, Craig Haberman, Duane Funk, Leanne Docking, Stephen Kowalski, Greg ... – PowerPoint PPT presentation

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Title: Convexity, Jensens Inequality and Benefits of Noisy Mechanical Ventilation


1
Improving Life Support Devices with Fractal
Inputs Management of Acute Lung Injury from Da
Nang to Today
  • W.A.C. Mutch, M.D. FRCP(C)
  • Professor and Vice-Chairman
  • Department of Anesthesiology
  • University of Manitoba
  • VP Research
  • Biovar Life Support Inc.

2
Conduct of this Talk
  • Introduction to Da Nang Lung or Acute Respiratory
    Distress Syndrome (ARDS)
  • Biologically Variable Life Support
  • Mechanical Ventilation
  • Organ Networking Respiratory Sinus Arrhythmia
  • Organ Perfusion Cardiopulmonary Bypass and
    Support for Transplantation

3
Patient with Da Nang Lung
Normal
ARDS
4
Definitions of Acute Lung Injury
  • Acute Onset
  • Bilateral Infiltrates on Chest X-ray
  • PCWP lt 18 cm H2O
  • PaO2 FIO2 lt 300, then ALI
  • PaO2 FIO2 lt 200, then ARDS

5
Improving Management of ARDS
  • Better fluid management
  • Better support of other end organ failure
  • Understanding that mechanical ventilation can be
    injurious
  • ARDSNet study low tidal volume strategies
  • Understanding that variability is important to
    improve life support?

6
Introduction to Biological Noise
  • Noise in Breathing

7
Human InstantaneousRespiratory Rate
Funk et al. Resp Res 2004
8
BVV vs CMV
McMullen et al. Anesthesiology 2006
9
Introduction to Mathematical Modelling of the P-V
Curve
  • The Venegas Equation

10
The P-V Curve in ARDS
Bigatello et al. Anesthesiology 1999
11
P-V Curve Modellingwith the Venegas Equation
Venegas et al JAP 1998
12
Where to Ventilate for ARDS?
  • Patients with ARDS have a sigmoidal P-V curve
  • Current management of ARDS says to ventilate at
    6-8 ml/kg (ARDSNet algorithm)
  • In these circumstances ventilation is occurring
    on the convex portion of the Venegas curve
  • Can we optimize ventilation on this convex
    portion of the P-V curve?

13
Introduction to Jensens Inequality
  • As Applied to the P-V Curve

14
Jensens InequalityMathematical Notation
If F(P) V is any convex function defined on an
interval (r, s), and if pressure (P ) is a random
variable taking values in (r, s), then the mean
or expected value (E) at F(P) E(F(P)) gt F at the
mean or expected value of P F(E(P)). Such
conditions are met with BVV since noisy
ventilation provides a series of individualized
observations of pressure (P), that are
transformed to volume F(P) as determined by
Venegas curve fitting.
JL Jensen Acta Math 1906
15
The Happy Marriage of Venegas and Jensen
Brewster et al. J R Soc Interface 2005
16
Applications of the Concept
  • Computational Medicine in Action

17
BVV and Improved Oxygenation
Funk et al. Resp Res 2004
18
The Inverse Function for theVenegas Equation
19
BVV vs CMV with Recruitment
Funk et al. Resp Res 2004
20
BVV and RSA
Mutch et al. Resp Res 2005
21
BVV vs CMV with ARDS
Mutch et al. Resp Res 2005
22
Other Applications of Biologically Variable Life
Support
  • Many physiologic processes present with convex
    functions describing their behaviour
  • Critical opening pressure of vascular beds is one
    such example
  • Is it possible that a noisy signal as in
    biological variability is fundamental for these
    processes to be maximized?
  • Jensens Inequality can explain the enhanced
    function or output with the addition of noise

23
Biologically VariableDelivery of Cardioplegia
Graham et al. JTCVS 2001
24
Convex Nature of Cardioplegia Flow
Aldea et al. JTCVS 99 1990
25
Diastolic Dysfunction post Bypass
Graham et al. JTCVS 2001
26
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27
Cooling and Rewarmingfrom DHCA
Singal et al. 2005
28
Enzymuria with DHCABVP vs Apulsatile Bypass
Singal et al. 2005
29
Urine Proteomics DHCA Apulsatile CPB vs BVP
BL
Pre Arrest
1 hr Post
2 hr Post
3 hr Post
Apulsatile CPB
BVP
Nickerson et al. 2005
30
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31
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32
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33
Conclusions
  • Injecting complexity or biological noise may well
    be important to maximize performance of life
    support devices and permit or maintain organ
    networking
  • Computational biology has an important place to
    play in 21st century medicine
  • Important knowledge translation can occur with
    medicine embracing computational approaches
  • Jensens Inequality was first described nearly
    100 years ago. Here is we think the first
    application to medicine

34
Acknowledgements
BVV Ruth Graham, Linda Girling, Craig Haberman,
Duane Funk, Leanne Docking, Stephen Kowalski,
Greg Doak, Bruce McManus, Keith Walley,
Elizabeth Walker, Gerry Lefevre BVP Ruth
Graham, Linda Girling, Keith Warrian, Darren
Thiessen, Rohit Singal, Leanne Docking, Peter
Nickerson, Gerry Lefevre BVC Ruth Graham, Linda
Girling, Keith Warrian Mathematical Modelling
John Brewster, Ian Sturdy Funding Support CIHR,
Biovar Life Support, IRAP, Respironics
Inc., Crocus Fund
35
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36
Where to and where not to Ventilate with BVV
.
c
37
BVC with Capillary Closure
Graham et al. JTCVS 2001
38
Relationship between Oxygenation and Compliance
39
P-V Curve Fit forARDS Experimental Data
F (p)
40
A Simple Convex Curvey x2 or f(x) x2
41
BVV vs CMV for OLV
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