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Mathematical Model of
Ventilation Response to
Inhaled Carbon Monoxide
Stuhmiller & Stuhmiller, J Appl. Physiol. 98:
2033-44 (2005)
Raymond Yakura
May 31, 2006
BIOEN 589
Uses of Model
Fires generate noxious gases
• Results in increased carbon dioxide,
increased carbon monoxide and reduced
oxygen
Dramatic effects on ventilation which
vary with gas composition and
exposure duration
Model Summary
Dynamic Physiological Model
Authors used Matlab with Simulink
Incorporates models from many
different sources into one integrated
model
• Sources include Duffin et al., Ursino et
al., Hill et al., Gomez, Roughton and
Darling, Doblar et al.
Results from Publication
With CO acute
inhalation,
hyperventilation first
results and then a
subsequent ventilation
depression
• Hyperventilation caused
by hypoxia which
activates the peripheral
chemoreceptors
• Ventilation depression
caused by generation of
lactic acid in the brain
and decreased brain
activity
Publication Results
Buildup of carboxyhemoglobin with
reduction in oxygen delivery to the
brain leads to anaerobic glycolysis
and buildup of lactate
Model Subsets
Metabolism
• Oxygen metabolism, oxygen transfer to the brain, lactic acid
generation, anaerobic limit
Cardiac Output
• Blood flow to the brain increases during hypoxia
Circulatory System
• Mass balance equations for O2, CO2 and CO
Blood Chemistry
• Hemoglobin saturation, O2 /CO partition, acid-base balance,
CO2 dissociation
Ventilation
• Chemoreceptor response
• Brain activity response
• Combined ventilatory response
Respiration System
• Total ventilation and effects of dead space and humidification
Model Schematic
JSIM model
JSim 1.6.62 used for this project
Event driven to input O2, CO2 and CO
Introduced memory into system to
detect Lactate changes analogous to
a D-Flip Flop in digital circuit design
JSIM Model Results - Ventilation
With increase in
CO & CO2, and
decrease of O2,
ventilation
initially increased
and then
decreased
JSIM results – Lactate Generation
Lactate
generation in
the brain due to
increased
anaerobic
respiration due
to hypoxia
JSIM results: Brain activity
Brain activity
decreased
due to lower
pressure in
the brain
capillaries
JSIM results: Tidal volume and
Breathing Frequency
Tidal volume
increased due to
CO2 increase
Combined f
(breathing
frequency) started
to initially increase
due to
chemoreceptors
activation, but
decreased later on
due to lower brain
activity
JSIM results: CO2 components
CO2
components
• HCO3- is
majority of
the CO2
• Carbamino
and CO2 in
plasma is in
small amounts
of CO2
Model Limitations
Article
• Errors and notational changes in the article
• Model Schematic and equations do not indicate
a feedback loop, although the graphs implicitly
indicate a feedback loop
Model in JSIM
• Not a feedback loop
• P_O2_Brain and O2art are separate events
• Convergence issues due to the number of
equations and initiation values resulting in
increasing the error tolerance that decreases
accuracy.