Department of Biomedical Engineering and Center for
Computational Medicine and Biology, School of Medicine, Johns
Hopkins University, Baltimore, Maryland 21205
Experimental measurements have suggested
a consumption rate of nitric oxide (NO) by red blood cells (RBCs) that
is orders of magnitude smaller than that of an equivalent concentration of free hemoglobin in solution. This difference has been attributed to
external diffusion limitations in the transport of NO from the plasma
to the surface of the RBC or to resistance in the transport through the
erythrocytic membrane. A detailed mathematical model is developed to
quantify the resistance to NO transport around a single RBC and to
predict the consumption rate in the presence and absence of
extracellular hemoglobin. We provide a description for the NO
consumption rate as a function of hematocrit, RBC radius, membrane
permeability, and extracellular hemoglobin concentration. We predict a
first-order rate constant for NO consumption in blood between 7.5 × 102 and 6.5 × 103 s
1 at
a hematocrit of 45% for membrane permeability values between 0.1 and
40 cm/s. Our results suggest that the difference in NO uptake by RBCs
and free hemoglobin is smaller than previously reported and it is
hematocrit dependent.
 |
INTRODUCTION |
NITRIC
OXIDE (NO) is a signal transduction molecule of extreme
physiological importance. It is produced in a number of cells through
the enzymatic degradation of L-arginine by one of several isoforms of nitric oxide synthase (NOS). NO is a relatively reactive molecule with a short half-life in vivo. It can be degraded by a number
of reactions, but under physiological conditions, NO concentrations are
submicromolar, and it is the first-order reactions with superoxide and
heme-containing proteins such as hemoglobin (Hb) and guanylate cyclase
that should dominate its chemistry in vivo (3).
One of the important roles that NO plays in the body is the regulation
of vascular smooth muscle tone. NO produced in the vascular endothelial
cells can diffuse freely across cell membranes to the adjacent smooth
muscle where it activates the enzyme soluble guanylate cyclase, leading
to an increase in the intracellular cGMP concentration and to smooth
muscle relaxation. The close proximity of the red blood cells (RBC) to
the site of NO production and the fast consumption of NO by both oxy-
and deoxyHb observed in vitro (10, 16) suggest, however,
that a significant amount of NO will be scavenged by the blood. Thus it
is unclear how much of the endothelium-derived NO is able to reach the
smooth muscle where it needs to sustain physiologically significant
concentrations for the activation of soluble guanylate cyclase.
A number of experimental and theoretical studies have been performed to
investigate the diffusional spread of NO away from its site of
production (5, 21, 24, 36, 40). Theoretical studies have
recently been reviewed by Buerk (4). They represent a
first generation of models that consider only transport of free NO.
They do not account for preservation of NO-related bioactivity through
the formation of more stable intermediates such as
S-nitrosothiols. Theoretical simulations by Lancaster
(21) showed that physiological amounts of Hb (2 mM)
flowing in the lumen of a 20-µm arteriole scavenges significant
amounts of NO, leading to a dramatic reduction of the NO concentration
in the arteriolar smooth muscle. The result questioned earlier
experimental observations that free NO is the endothelium-derived
relaxing factor (12, 20, 26). Butler et al.
(5) included in their theoretical model a layer free of
RBCs next to the endothelium. They demonstrated that despite the
significant scavenging of NO by Hb, a substantial amount of NO diffuses
toward the smooth muscle; at least for vessels with diameters >160
µm that were examined. They also suggested that the reaction of NO
with the Hb "packed" in RBCs might be slower than the reaction of
NO with free Hb due to transport resistance through the membrane. Using
a detailed mathematical model, Vaughn et al. (36) also
suggested the importance of the RBC-free layer in the NO diffusion
toward the smooth muscle; however, they concluded that the uptake of NO
by RBCs has to be several orders of magnitude smaller than the uptake
by an equivalent amount of free Hb in solution for the concentration in
the smooth muscle to reach physiologically significant levels. It
became obvious that a more detailed description of the NO uptake by
RBCs must be incorporated in the modeling studies of NO diffusion.
Recently, two research groups performed experimental studies combined
with theoretical analyses to acquire a more detailed description for
the uptake of NO by RBCs. Liu et al. (22) measured the
disappearance of NO in a suspension of RBCs in a phosphate-buffered solution with the use of an NO-sensitive electrode. Small
concentrations of RBCs were utilized (three orders of magnitude less
than blood). The disappearance of NO followed a first-order reaction
rate with a half-life on the order of seconds. This corresponds to a
reaction rate constant ~650 times less than that of free Hb.
Utilizing a mathematical model for current flow around a
microelectrode, Lui et al. (22) were able to reproduce
their experimental observations. Thus they attributed the
significant reduction in the reaction rate to external diffusion
resistance in the transport of NO from the solution to the RBC
membrane. Assuming that this resistance remains the same independent of
hematocrit (Hct), they suggested a linear relationship between NO
consumption rate and Hct and extrapolated their prediction to normal Hct.
Vaughn et al. (35) used the "competition experiment,"
where RBCs in a suspension with free Hb are competing for NO generated in a homogenous phase by an NO donor, to measure the NO uptake by RBCs
at high Hct under conditions that should minimize the external
diffusion resistance. Measurement of the extracellular methemoglobin
(MetHb) concentration that is formed allows the estimation of the ratio
of the rate of uptake of NO by the RBC and by free Hb and, thus the
ratio of the reaction rate constants. Vaughn et al. (35)
noted that the external diffusion resistance should decrease with
increasing Hct due to a smaller plasma layer around each RBC.
Their experimental data, however, suggested that the reaction rate for
the RBCs plateaus for Hct >5%. They attributed this behavior to a
significant resistance in transport through the RBC membrane or
intracellular diffusion limitations, which become the rate-limiting
step of NO uptake at higher Hct. In experiments performed at higher Hct
(15.6%), changes in the NO donor or free Hb concentrations did not
alter the rate of uptake by RBCs, providing additional indications that
NO transport is not external diffusion limited, at least under these
experimental conditions. The NO consumption by the RBCs was a 1,000 times less than that of an equivalent concentration of free Hb.
In a subsequent study (34), they utilized a more detailed
model for the analysis of the competition experiment. The model takes
into consideration internal, external, and membrane diffusion
limitations. The model was fitted to the experimental data for the
estimation of membrane permeability or the intracellular reaction rate
constant. The predicted value in either case was 2,000 times smaller
than expected. Although the competition experiment could not
distinguish between the two resistances, the fact that significantly
reducing the intracellular Hb concentration did not affect the rate of
uptake suggested that it is likely the membrane permeability that
limits the NO transport. However, NO is a small and highly diffusible
molecule that has been previously thought to have a high membrane
permeability (3, 24, 30).
Recently, Huang et al. (17) proposed a mechanism to
explain such a significant resistance to NO transport in the RBC
membrane. They utilized the same competition experiment to estimate the rate of NO uptake by pretreated RBCs. The results suggested that altering the band 3 binding to cytoskeleton or altering metHb and
denatured Hb binding to the RBC membrane or cytoskeleton, significantly
alters NO uptake by the RBC. They concluded that RBC membrane- and
cytoskeleton-associated NO-inert proteins provide a significant barrier
for NO diffusion into the cell. In another experiment, changes in the
viscosity of the solution did not alter the NO uptake rate
significantly, suggesting negligible external diffusion limitation at
least under the conditions of the competition experiment, thus
providing additional indications that membrane resistance is the
limiting factor for NO uptake.
Administration of extracellular Hb-based oxygen carriers (HBOCs) holds
promise as an alternative to blood transfusion. The hypertensive
effects often seen after administration, however, are considered a
significant obstacle to the potential use of HBOCs (1, 29,
31-33, 38, 39). This phenomenon has been attributed to the
scavenging of NO by the plasma-based Hb. Plasma-based Hb should be able
to get closer to the endothelial cells in the lumen and can possibly
extravasate to the space between the endothelial cells and the smooth
muscle. In addition, the consumption of NO by a mixture containing RBCs
and free Hb would be different from that of RBC alone.
The purpose of this paper is to provide an analytic description for the
consumption of NO by the blood in the presence and absence of
plasma-based Hb and for different levels of Hct. Such a description is
needed for the development of detailed NO transport models in the
presence of Hb-based blood substitutes. In the process, we examine
previous hypotheses for the importance of the membrane and
extracellular transport resistances for the uptake of NO by the RBCs.
The theoretical predictions will be compared with previous analyses and
available experimental data.
 |
METHODS |
Model development.
A spherically symmetric model was utilized to characterize the uptake
of NO by an RBC as illustrated in Fig. 1.
An RBC is assumed spherical and is surrounded by a plasma layer. NO
diffuses through the plasma layer and the membrane of the RBC, reaching the intracellular region, where it reacts with the Hb through an
irreversible, fast, first-order reaction. Hb is present in abundance
inside the cell, and its concentration does not decrease significantly
from the reaction with NO. Thus we assume that the RBC represents an
infinite sink for NO. To characterize the NO uptake, we need to take
into consideration both external and internal resistances to mass
transfer as well as resistance for transport through the membrane.

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Fig. 1.
Schematic representation of the model. A spherical red
blood cell (RBC) is surrounded by a plasma layer with thickness that
depends on hematocrit (Hct). Concentration at the outer boundary of the
RBC is assumed constant. Simultaneous solution of the diffusion
reaction equations in all three layers yields a concentration profile.
Gradient of the concentration at the surface of the RBC is utilized to
estimate the consumption rate of nitric oxide (NO) by the RBC.
Integration of the profile yields the average NO concentration over the
plasma layer or over the entire simulation volume.
RR, RBC radius; RC,
cytoplasm radius; RP, plasma radius;
CP, concentration of outer boundary of plasma;
RP, radius of plasma layer. See text and
equations for other definitions of mathematical abbreviations.
|
|
In the analysis below, we assume no convective mixing facilitation of
NO transport in the plasma layer. The plasma layer
(Rp) has a finite thickness as determined by the
local Hct according to the equation
|
(1)
|
where RR is the effective radius of the
RBC, defined as the radius of a sphere with the same volume or surface
area as the RBC (a corresponding range of RR
values will be considered). NO can be consumed by a number of
substrates in the plasma layer, including superoxide and thiols and by
plasma-based Hb. An overall first-order rate expression is used to
model the NO consumption inside the plasma. Negligible consumption of
NO is assumed inside the membrane of RBC. A first-order rate expression
is used to model the NO consumption inside the RBC as well, where we
assume that it is dominated by the reaction with erythrocytic Hb.
Second-order reactions of NO such as the reaction with oxygen are
considered negligible. Differential steady-state mass balances in each
region then yield
|
(2)
|
|
(3)
|
|
(4)
|
where Dpl, Dm, and
Dcy are the diffusivity coefficients of NO in
plasma, membrane, and cytoplasm, respectively, and
kpl and kcy are the
first-order reaction rate constants of NO consumption in the plasma and
cytosolic regions.
Continuity of partial pressure and flux at the interfaces
provide the following boundary conditions
|
(5)
|
|
(6)
|
|
(7)
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|
(8)
|
|
(9)
|
|
(10)
|
where CP is the concentration at the outer boundary
of the plasma layer and is assumed constant, and
FRBC is the rate of NO uptake by the RBC per
unit area. CP will be eliminated from the final
results and its value will not be required in the calculations. The
partition coefficient
was utilized to account for the increased solubility of NO in the membrane relative to the plasma and cytosol. For simplicity, we assumed same solubilities for NO in the plasma and
cytosol. Because we assumed negligible consumption of NO in the
erythrocytic membrane, the flux of NO at the inner and outer boundaries
of the membrane will be inversely proportional to the ratio of the
surface areas. The equations and boundary conditions are
nondimensionilized by introducing the following dimensionless variables
Plasma layer.
The solution of Eq. 2 gives the concentration profile of NO
in the plasma
|
(11)
|
where
P =
(
) = 1 and
R =
(1). Differentiation of the
solution at r = 1+ gives the rate of NO
uptake by the RBC per unit RBC area (FRBC)
|
(12a)
|
|
(12b)
|
|
(12c)
|
A more convenient description for FRBC
can be obtained by expressing the flux as a function of the average
concentration of NO in the plasma layer (
pl)
|
(13a)
|
|
(13b)
|
|
(13c)
|
Replacing
P with the dimensionless average
concentration estimated over the plasma layer (
pl)
in Eq. 12 utilizing Eq. 13, we get
|
(14a)
|
|
(14b)
|
|
(14c)
|
RBC membrane.
The solution of Eq. 3 utilizing Eqs. 6 and 7 provides the concentration profile in the membrane.
Differentiation of the solution at r = 1
provides the flux at the outer boundary
|
(15a)
|
|
(15b)
|
where
C =
(
) and Pm
represents the membrane permeability, which is commonly used to
describe the transport of species through a membrane.
Intracellular region.
The solution of the differential mass balance in the intracellular
region, Eq. 4 using Eqs. 7 and 10
yields
|
(16)
|
Differentiating Eq. 16 at r = 
utilizing Eq. 9, we get an expression for
FRBC
|
(17a)
|
where
|
(17b)
|
Equations 14, 15, and 17 describe the flux into the RBC as a function of concentration gradients
in the plasma, membrane, and cytoplasm. The three equations can be
combined by adding the three in-series resistances as follows
|
(18a)
|
where
|
(18b)
|
The total uptake of NO per unit RBC volume will be
|
(19)
|
and the local consumption of NO per unit blood volume
|
(20)
|
The average concentration of NO in the RBC (membrane and
intracellular) will be
|
(21a)
|
where
|
(21b)
|
|
(21c)
|
|
(21d)
|
Then the local (average) NO concentration CNO will
be
|
(22)
|
Replacing
pl in Eq. 20 gives
|
(23)
|
where kblood is the observed first-order
rate constant of NO consumption in the blood. Note that because of the
linearity of Eqs. 2-4, the calculated reaction rates
kRBC and kblood are
independent of the concentration CP. The half-life of NO in
the whole blood (t
) and
plasma (t
) will be
|
(24)
|
|
(25)
|
Note that the two definitions of NO half-life are equivalent for
very dilute RBC solutions (Hct
0) or for negligible NO concentration in the membrane and cytosol of the RBC
(g
0).
Parameter values.
Values used in calculations are presented in Table
1. RR can be
estimated such as to conserve either the volume (90-98
µm3) or the surface area (130-144 µm2)
of a human RBC (2, 11). Thus we examine a range of values for RR between 2.8 and 3.38 µm. The
Dpl was set to 3.3 × 10
5
cm2/s at 37°C based on the data from Malinski et al.
(24). Dpl at 25°C was assumed
2.6 × 10
5 cm2/s based on the
diffusivity of NO in water at 25°C. The Dcy
should be decreased compared with the plasma due to the high
concentration of Hb present. We set Dcy to half
the value of Dpl (i.e., 1.6 × 10
5 cm2/s at 37°C) based on the ratio of
the extracellular and intracellular diffusivities for O2
from experimental measurements (14, 28) and assuming a
similar dependence for NO. Malinski et al. (24) suggested
values for the diffusivity of NO in the lipophilic environment of a
membrane (Dm) of 0.3 × 10
5
cm2/s and a partition coefficient (
) of 6.5 for the
membrane-water system, based on measurements performed on a
1-octanol-water system at 37°C. Denicola et al. (9)
measured the diffusion coefficient of NO in the RBC plasma membrane
(0.4 × 10
5 cm2/s) and in liposomes
(1.3 × 10
5 cm2/s) at 20°C by
utilizing a fluorescence quenching technique. Thus, based on value of
0.4 × 10
5 cm2/s for
Dm and a membrane thickness of ~7 nm,
Eq. 15b suggests a Pm of ~40 cm/s.
This value is in agreement with the value of 93 cm/s reported by
Subczynski et al. (30). The value for
Pm utilized by Vaughn et al. (34)
to explain the competition experiment is 2,000 times smaller (0.041 cm/s).
Previous modeling studies have used a reaction rate constant for the
reaction of NO with oxyHb (koxy) of 25 and 34 µM
1 · s
1 (per heme) (22,
34, 35). Cassoly and Gibson (7) determined the
reaction rate by stopped-flow spectroscopy of 25 µM
1 · s
1 at 20°C and pH 7.0. Eich et al. (10) reported reaction rate constants in the
range of 30-50 µM
1 · s
1 and
similar reaction rates between oxy- and deoxyHb. In a recent study,
Herold et al. (16) suggested a reaction rate of 89 µM
1 · s
1 at 20°C and pH 7.0;
the reaction rate increases at higher pH. The temperature dependence of
the reaction is not known. Carlsen and Comroe (6) and
Cassoly and Gibson (7) suggested a temperature coefficient
of 1.25 and 1.4, respectively, per 10°C for the reaction of CO with
deoxyHb. If we assume a temperature coefficient of 1.4 per 10°C for
koxy and extrapolate the value proposed by
Herold et al. (16), we obtain koxy
at 25° and 37°C as high as 106 and 160 µM
1 · s
1, respectively.
Throughout the paper, extrapolation of the value of
koxy at 25° or 37°C is needed to simulate in
vitro experimental data or physiological conditions, respectively. We
utilize for the extrapolations a temperature coefficient of 1.4 and
note the temperature of extrapolation with a superscript on
koxy. The reaction rate constants of plasma
(kpl) and cytoplasm
(kcy), can be estimated from the product of
koxy with the heme concentration in the plasma (C
) and cytoplasm (C
), respectively. In addition, we add a small value (~1
s
1) to kpl to account for the
consumption of NO by other substrates present in the plasma. Such a
value is justified based on the reaction rate of NO with
O
[4,300 µM
1 · s
1 (13)] and
a concentration of O
in the plasma in the
subnanomolar range. The consumption of NO in the plasma is dominated by
the reaction with free Hb and in the absence of plasma-based Hb; small
consumption of NO occurs in the plasma layer mostly through reaction
with O
.
For the simulations below unless otherwise stated, we chose reference
parameter values of 45% for Hct, 2.8 µm for
RR, 40 cm/s for Pm,
3.30 × 10
5 cm2/s for
Dpl at 37°C, and 160 µM
1 · s
1 for
koxy at 37°C. We examine, however, the effect
of variation in the parameter values within the previously described ranges.
 |
RESULTS |
Model analysis.
The solution of model equations for the reference values of parameters
is presented in Fig. 2. The dimensionless
concentration (
) is plotted as a function of dimensionless distance
(r) from the center of the RBC. Control parameter values are
utilized and simulations are performed for two different levels of Hct:
45% (Fig. 2A) and 15% (Fig. 2B). The average
dimensionless concentration estimated over the plasma layer
(
pl) or over the total plasma and RBC volume
(
NO = CNO/CP) is
also plotted. There is a discontinuity in the NO concentration profile
at the RBC membrane due to the increased solubility of NO in the
lipophilic environment of the membrane. The thickness of the plasma
layer changes with Hct leading to changes in the NO uptake by the RBC.

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Fig. 2.
Dimensionless concentration as a function of
dimensionless distance from the center of the RBC. Model simulations
are performed for the reference parameter values and for two different
Hct levels, 45% (A) and 15% (B). Dimensionless
average plasma concentration ( pl) and the
dimensionless average concentration over the entire volume
( NO = CNO/CP) are also
presented. See text and equations for definitions of other mathematical
abbreviations.
|
|
In Fig. 3, we present the model
predictions for the observed kblood as a
function of model parameters within a wide range of parameter
variation. The effect of variation in a single parameter is explored
while keeping the others at the control values. Figure 3A
presents the dependence of kblood on the RBC
effective radius. The two estimations of RR
(based on the volume or surface area of human RBCs) are highlighted for
reference. The consumption rate of NO decreases with increasing RBC
radius. At the control value (solid circle)
kblood is 6.5 × 103
s
1. For a change in radius from 2.8 to 3.38 µm, there
is a 30% decrease in the NO consumption. Figure 3B examines
the dependence of kblood on
koxy. The control value is shown as a solid
circle. NO consumption is essentially constant for a wide range of
koxy values that include previously reported
values for koxy by Cassoly and Gibson
(7) and Vaughn et al. (34) (solid triangle),
Eich et al. (10) and Liu et al. (22) (solid
square), and Herold et al. (16) (open circle). In Fig.
3C the Pm changes over a wide range
of values that include the value proposed by Vaughn et al.
(34) (solid triangle) and the experimental estimate by
Subczynski et al. (30) (solid square). For
Pm values higher than 1 cm/s the dependence of
the consumption rate on Pm is small. NO
consumption decreases significantly when Pm
becomes <1 cm/s. At the value proposed by Vaughn et al.
(34) kblood is reduced more than 20 times compared with the control (solid circle).

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Fig. 3.
Observed first-order reaction rate constant of NO
consumption in the blood (kblood) as a function
of RR (A), bimolecular reaction rate
constant of NO with free hemoglobin (Hb) (koxy)
(B), and membrane permeability (Pm)
(C). Solid circles represent the reference parameter values.
Other previously reported values for the parameters are also
highlighted for reference (see text).
|
|
Comparison with experimental data.
In Fig. 4 the model predictions are
compared with previously reported measurements of NO consumption by
RBCs. The erythrocytic NO consumption rate per RBC volume and per
average plasma concentration (kRBC) is plotted
as a function of Hct. Experimental data from a dilute suspension of rat
RBCs (Hct was more than 2,000 times less than normal) at 25°C are
presented (solid circles) (22). The extrapolation to
normal Hct proposed by Liu et al. (22) is also shown
(dashed line). Note that the data and model by Liu et al. were
presented in Ref. 22 on a per blood volume basis (Eq. 10 of Ref. 22) and have been converted in
this figure on a per RBC volume by dividing with Hct. Thus their model
predicts a constant kRBC independent of Hct.
Data from Carlsen and Comroe (6) are represented by a
solid triangle. Our theoretical predictions are also shown as a solid
line. To simulate the experimental conditions, we utilized a value for
RR of 2.44 µm to account for a smaller size of
rat RBC (volume of 60 µm3),
k
of 106 µM
1 · s
1 (based on a
koxy at 20°C of 89 µM
1 · s
1 and extrapolation to
25°C using a temperature coefficient of 1.4 per 10°C) and
Dpl of 2.6 × 10
5
cm2/s (Fig. 4). There is a close agreement between the
models as the Hct approaches zero. At physiological Hct, however, our
results differ from those of Liu et al. (22) by a factor
of 6. Our prediction for the half-life of NO in blood at 30% Hct
(5 × 109 RBCs/ml) is 0.23 ms, which is significantly
less than the estimate of Liu et al. The experimental data collected at
very low Hct cannot be used to distinguish between the two models.
Simulation using values for Pm and
koxy of 0.04 cm/s and 25 µM
1 · s
1, respectively, is also
presented. These values lead to significant underestimation of the
experimental data of Liu et al. (22) and Carlsen and
Comroe (6). For this value of Pm
the effect of Hct on kblood is minimal.

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Fig. 4.
Model predictions for the rate of NO consumption per unit
RBC volume and per average plasma concentration
(kRBC) as a function of Hct. Model simulations
(solid lines) are presented for the control values for
Pm and k and
for a "low" Pm and
k (0.04 cm/s and 25 µM 1 · s 1, respectively). The
experimental data (solid circles) and the model predictions (dashed
line) of Liu et al. (22) are also presented. Simulations
for both models are performed with diffusivity of coefficient of NO in
plasma (Dpl) of 2.6 × 10 5
cm2/s and RR of 2.44 µm. Solid
triangle present data from Carlsen and Comroe (6).
|
|
Analysis of the "competition experiment."
In Fig. 5, we present results from the
"competition experiment" (35). The analysis of the
corresponding problem is presented in the APPENDIX. The
ratio of
kRBC/(k
C
) is presented as a function of Hct (Fig. 5A) or
C
(Fig. 5B).
Note that this is equivalent to the ratio of
kRBC/kHb in the studies
of Vaughn et al. (34, 35). Simulations are performed
utilizing the single cell model of Ref. 34 (see
APPENDIX) and for different scenarios of parameter values.
First, and in agreement with Ref. 34, we
utilized a "low" Pm (0.04 cm/s) and a
"low" k
(25 µM
1 · s
1). We also perform
simulations for a k
of 106 µM
1 · s
1 and a
Pm 1,000 times higher (40 cm/s). All simulations
were performed for Dpl of 2.6 × 10
5 cm2/s, RR of 3.38 µm, first-order reaction rate constant
(kd) = ln (2)/6
h
1, CNO donor of 10 µM, and
C
of 9 µM or Hct of 15.6%. The experimental
results presented as solid circles are extracted from Figs. 3 and 4 of
Ref. 35. The ratio kRBC/(k
C
) is essentially constant and independent of either Hct or
C
when the "low" Pm is
utilized. When the control value for Pm = 40 cm/s is utilized, a positive slope is observed in Fig. 5,
A and B. The model can simulate satisfactorily
the experimental data without the need for a 1,000 times reduction of
Pm when k
is
set to 106 µM
1 · s
1 instead of 25 µM
1 · s
1. Figure 5C
presents estimations for Pm utilizing the single
cell model of Ref. 34 and Eq. A8 in the
APPENDIX of this study. Parameter estimation is
performed for a wide range of values for
k
(25-175
µM
1 · s
1) and for values of the
ratio kRBC/(k
C
) in the range 0.0006-0.0024. Simulations were performed for Hct = 15%, Dpl of
2.6 × 10
5 cm2/s,
RR of 3.38 µm, C
of 9 µM, kd = ln(2)/6 h
1, and CNO donor of 10 µM. For high
k
values a wide range of
Pm values can produce ratios of
kRBC/(k
C
) that are in close agreement with the experimental measurements (34, 35). At low k
values only a small range of low Pm values are
in agreement with the experimental data. With typical values from
competition experiments at 15.6% Hct, of
kRBC/(k
C
) in the order of 0.0012 ± 0.0001 (35), and expected
k
within the range of 30-110
µM
1 · s
1, Fig. 5C
suggests acceptable values for Pm within the
range of 0.1-40 cm/s. On the basis of a ratio of 0.0012, an
empirical correlation was obtained that produces pairs of parameter
values for Pm and k
that satisfy the competition
experiment over the above ranges of variation for the two parameters
|
(26)
|
In Fig. 6 two independent
experimental observations are simulated for different values of
Pm. t
at
0.0126% Hct is simulated utilizing Eq. 25, RR
of 2.44 µm, and Dpl of 2.6 × 10
5 cm2/s. In addition, simulations of the
competition experiment (Eq. A8) are also performed in an
effort to simulate the change in
kRBC/(k
C
) after doubling the viscosity of the solution (Fig. 4 of Ref.
17). Simulations of the competition experiment are
performed for Hct of 15%, Dpl of 2.6 × 10
5 cm2/s, RR of 3.38 µm, C
of 9 µM, kd = ln (2)/6 h
1, and CNO donor of
10 µM. In the simulations at any given Pm, a
koxy value that satisfies Eq. 26 is
chosen and thus the pairs of Pm and
koxy utilized are in agreement
with a ratio of
kRBC(k
C
) of 0.0012. The results are compared with the experimental measurement (±SD) of 4.25 ± 0.2 s for t
(22) and the 15 ± 6% observed change in
kRBC after increasing the viscosity twofold
(17). The ranges of Pm values that
can reproduce these experimental observations with accuracy no worse
than twice the standard deviation of the measurement are highlighted.
Because these ranges do not overlap, there are no values for
Pm that would quantitatively explain both
experiments.

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Fig. 5.
Experimental results from the competition experiment
(solid circles) reproduced from Figs. 3 and 4 of Vaughn et al.
(35). The ratio of reaction rate constants of NO
consumption by RBC and free Hb
[kRBC/(k C )]
is plotted as a function of Hct (A) and extracellular Hb
(B) concentration. Simulations are performed utilizing the
model of Vaughn et al. (34) and for three different
scenarios of parameter values. First scenario includes values for
Pm and k of
40 cm/s and 106 µM 1 · s 1,
respectively. Values for the second scenario are 40 cm/s and 25 µM 1 · s 1, respectively, and
values for the third scenario are 0.041 cm/s and 25 µM 1 · s 1. The following
parameters values were utilized in all three scenarios:
Dpl of 2.6 × 10 5
cm2/s, RR of 3.38 µm,
kd of ln (2)/6 h 1,
CNO donor of 10 µM, and C of 9 µM or Hct of 15.6%. C: Eq. A8 in the
APPENDIX is utilized to estimate Pm
for different values for k = 25-175 µM 1 · s 1 and
different ratios of
kRBC/(k C ) = 0.0006-0.0024. Same values were utilized as before for the rest
of the parameters. The parameter values for Pm
and k utilized in the three
scenarios above are also highlighted for reference.
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Fig. 6.
Two independent experimental observations are simulated
for different values of Pm.
t at 0.0126% Hct is simulated
utilizing Eq. 25 and the following parameters:
RR =2.44 µm and
Dpl = 2.6 × 10 5
cm2/s. In addition, simulations of the "competition
experiment" Eq. A8 are also performed in an effort to
simulate the change in
kRBC/(k C )
after doubling the viscosity of the solution for Hct =15%,
Dpl = 2.6 × 10 5
cm2/s, RR = 3.38 µm,
C = 9 µM, kd = ln(2)/6 h 1, and
CNO donor = 10 µM. In the simulations at any
given Pm a value for
k that satisfies Eq. 26
is chosen. Experimental measurements (±SD) for
t from Ref. 22 and
for the percent change in kRBC after increasing
the viscosity twofold from Ref. 17 are also shown.
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NO consumption at physiological conditions.
In Fig. 7A, predictions for
kblood at physiological temperature
(k
) is presented as a function of
Hct. Different Pm values were utilized. For any
given Pm value, the corresponding
koxy at 25°C
k
was estimated utilizing Eq. 26. For the extrapolation of koxy at 37°C
(k
), a temperature factor of 1.4 per
10°C was used. The rest of the parameters were held at the reference
values. At 45% Hct, predictions for
k
vary between 7.5 × 102 and 6.5 × 103 s
1 when
Pm changes between 0.1 and 40 cm/s. In Fig.
7B, k
is compared with
the rate of reaction of free Hb. The ratio
HctC
k
/k
is plotted as a function of Pm for different
Hct. k
values are
shown in the secondary x-axis. For Pm
values between 0.1 and 40 cm/s, k
is 500-250 times less than the reaction with an equivalent
concentration of free Hb.