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Biophysical Journal 74: 109-114 (1998)
© 1998 the Biophysical Society
Biophys J, January 1998, p. 109-114, Vol. 74, No. 1
Department of Biomedical Engineering, Washington University, St. Louis, Missouri 63130 USA
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ABSTRACT |
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An optimization principle is proposed for the regulation of vascular morphology. This principle, which extends Murray's law, is based on the hypothesis that blood vessel diameter is controlled by a mechanism that minimizes the total energy required to drive the blood flow, to maintain the blood supply, and to support smooth muscle tone. A theoretical analysis reveals that the proposed principle predicts that the optimum shear stress on the vessel wall due to blood flow increases with blood pressure. This result agrees qualitatively with published findings that the fluid shear stress in veins is significantly smaller than it is in arteries.
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INTRODUCTION |
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Investigators have long hypothesized that
biological form is regulated by a set of physiological principles that
optimize function. Recognizing the importance of mechanics in the
cardiovascular system, Murray (1926)
proposed a minimum work principle
that led to what is now known as Murray's law. According to this
principle, vascular morphology is determined by a process that
minimizes the total energy cost required to maintain the blood supply
and to drive the blood through the vessels. As the vascular radius increases, less energy is needed for blood flow, but more is required to maintain a larger blood volume. Optimization leads to a compromise geometry, with the lumen radius being proportional to the cube root of
the volume flow rate. Over the years, this result has been confirmed by
numerous experimental studies (LaBarbera, 1990
).
About 50 years later, Rodbard (1975)
suggested that the fluid shear
stress
w on the vessel wall plays a major role in
regulating vascular lumen size, and Zamir (1977)
showed that a constant
shear stress hypothesis is consistent with Murray's law. Zamir,
however, found that available experimental data did not support a
uniformly constant value for
w throughout the vascular
system, and suggested that the variation is due to the differences in
function among the various types of vessels. This conclusion, however,
was based on the assumption of a constant blood viscosity. Thus Kamiya
et al. (1984)
examined whether the dependence of apparent viscosity on
vessel radius could account for the variations in
w. In
the dog, cat, and rat, these investigators found that the adjusted value of
w is controlled rather tightly in arteries and
capillaries, lying between ~10 and 25 dyn/cm2. But
w was still estimated to be significantly smaller in
veins (~1-6 dyn/cm2).
In searching for a functional cause for the different magnitudes of
w in arteries and veins, Pries et al. (1995)
speculated that the homeostatic value for
w depends locally on the
blood pressure. To test their pressure-shear hypothesis, these authors estimated the shear stress
w and the pressure
p in the rat mesentery, using direct measurements of flow in
conjunction with a theoretical model. A plot of
w versus
p revealed that their data for arterioles, capillaries, and
venules fall essentially on a single curve (see Fig.
1). Thus the lower
w in
veins corresponds to their relatively lower blood pressure.
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The present work examines the theoretical dependence of
w on p. We postulate that vasomotor
regulation of blood flow requires a significant portion of the energy
needed to run an efficient cardiovascular system. Thus Murray's law is
modified to include the energy cost due to maintaining smooth-muscle
contraction against the distending effects of wall stress, which in
turn depends on pressure and vessel geometry. Minimizing a modified
cost function yields a fluid shear stress that increases with the
pressure. The theoretical predictions agree qualitatively with
published data on shear stresses in blood vessels.
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OPTIMIZATION PRINCIPLE |
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A segment of a blood vessel is modeled as a thin-walled tube of radius R, thickness H, and length L. Blood flows through the tube with a mean pressure p and volume flow rate Q. In an average sense, the flow is treated as laminar and steady, with the details of the oscillatory flow pattern ignored. Moreover, as a first approximation, deformations are assumed to be small. The total power required to sustain a regulated flow of blood through the segment is assumed to be
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(1) |
For Poiseuille flow, the power needed to overcome the viscous drag on the blood flow through the vascular segment is
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(2) |
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(3) |
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(4) |
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(5) |
R2L). Thus, we take
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(6) |
b is a metabolic constant for the blood.
Murray's law is based on minimizing the power given by
Pf and Pb, but the vessel
wall also uses energy.
The energy costs of the vessel wall include those due to basal
metabolism and vasomotor tone. The basal metabolic energy is assumed to
be proportional to wall volume, and experimental data indicate that the
power required for smooth muscle contraction is proportional to the
active fiber stress
a (Paul, 1980
). Thus the total
smooth-muscle power per unit volume is
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(7) |
w and
w are passive (basal)
and active metabolic constants, respectively. Depending on the degree
of activation, the active muscle-fiber stress is some fraction
f of the total fiber stress
, which contains both active
and passive components. With the muscle fibers taken as primarily
circumferential, Laplace's law gives
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(8) |
a = f
) yields the wall maintenance power
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(9) |
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H/R is the
relative wall thickness.
We seek the optimal vessel geometry for given mean pressure and flow.
In addition, because a blood vessel maintains an approximately homeostatic wall stress during remodeling (Liu and Fung, 1989
; Matsumoto and Hayashi, 1994
), Eq. 8 shows that
is
fixed in a given vessel. Hence, after substitution of Eqs. 5, 6, and 9 into Eq. 1, the minimization conditions
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(10) |
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(11) |
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(12) |
w =
w = 0, these relations agree
with the results of Murray (1926)
b and µ are constant, the theory predicts a
constant value for
w. On the other hand, if
w
0, then
w increases with the
pressure.
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EXPERIMENTAL DATA ANALYSIS |
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Embryonic chick aorta
Pressure and flow data are available for the blood vessels of the
rat mesentery and the dorsal aorta of the chick embryo. For the rat,
Pries et al. (1995)
provided plots of
w versus
p. For the dorsal aorta of the chick embryo, we estimated
w by using the data of Hu and Clark (1989)
, who measured
blood-flow velocity and geometry during developmental stages 12-29
(days 2-6) of a 46-stage (21-day) incubation period. These stages
cover the period of primary cardiac morphogenesis, with sustained blood
flow beginning at about stage 12 (Romanoff, 1960
).
With the average flow velocity U given by pulsed Doppler
ultrasound, substituting the flow rate Q = (
R2)U into Eq. 12 yields the
average wall shear stress:
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(13) |
w (Table
1) once the effective viscosity µ was
determined as described below. For blood pressure, we used their
measurements in the vitelline artery, which is just downstream of the
aorta (Table 1).
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Parameter values
For a given blood pressure and vessel geometry, computing the
optimal wall stress from Eq. 12 requires values for the blood viscosity µ and the metabolic constants
b,
w, and
w. The experimental calculation requires a value for
µ, in addition to the measurements of U and R.
Effective blood viscosity depends on vessel diameter
(Fahraeus-Lindquist effect) and hematocrit (Pries et al., 1992
). To our knowledge, the effective viscosity of embryonic chick blood has not
been measured, but some data are available for the mature duck
(Gaehtgens et al., 1981a
,b
). Measured vessel diameters (Table 1) and
calculations of chick embryo hematocrit based on the data of Romanoff
(1960)
suggest that viscosity can be taken as roughly constant during
the studied stages. Thus we used µ = 3 cp as a first approximation in
all of our calculations for the chick. For the rat, Pries et al. (1995)
included the effects of both vessel diameter and hematocrit in their
measurements, but they did not provide enough information to enable us
to adjust the values for µ used in our theoretical computations. Thus
the theoretical shear stress for the rat was also computed using a
constant viscosity of µ = 3 cp.
Relatively limited information is available for determining the
metabolic parameters. To estimate the blood maintenance power, we used
the following published data for red blood cells (RBC), white blood
cells (WBC), and platelets (PL): 1) oxygen consumption rates (µmol
O2/h/1011 cells or thrombocytes), RBC 2.7, WBC
4000, PL 86.3 (Diem and Lentner, 1970
); 2) concentrations (number/ml
rat blood), RBC 8.4 × 109, WBC 7.8 × 106, PL 7 × 107 (Mayrovitz and Roy,
1983
). Combining these numbers with the conversions 2.09 × 105 erg/µl O2 and 0.0447 µmol
O2/µl yields the following metabolic rates (erg/ml-s):
RBC 295, WBC 405, PL 78.5. Thus the total maintenance power for rat
blood is
b = 778 erg/ml-s, which is the value used in
all computations.
The values of
w and
w were determined
using the basal and stimulated ATP utilization rates, respectively, for
smooth muscle reported by Paul (1980)
. With an energy production of
31.8 kJ/mol ATP and an efficiency of oxidative phosphorylation of 42%
(Weibel, 1984
), we obtained values of
w and
w for the rat portal vein, the bovine mesenteric vein,
and the porcine carotid artery (Table 2).
The value of
w for the rat portal vein is about half
that estimated for the rat aorta by Mayrovitz and Roy (1983)
.
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According to Paul (1980)
, the metabolic rates for smooth muscle depend
roughly on the inverse of animal size. Thus because data are not
available for the rat mesentery and chick aorta, we used the values for
w and
w for the rat portal vein in all calculations, unless stated otherwise.
Other assumptions
Although it is difficult to generalize results for diverse biological systems, observing some general trends is useful. The results presented in this paper are based on the following approximations:
1. For a particular type of blood vessel, e.g., the aorta, the relative
wall thickness
= H/R is
similar across species. In a given animal, however,
varies inversely with vessel size (Fung, 1996
).
2. Large-vessel blood viscosity is similar in magnitude in all animals.
Because of the Fahraeus-Lindquist effect, however, the effective
viscosity is lower in smaller vessels (Fung, 1993
).
3. In a given animal, the metabolic parameters are similar in all blood
vessels. The metabolic rates, however, vary inversely with animal size
(Paul, 1980
).
4. Average blood pressure is similar in most mammalian species
(McMahon, 1984
). In a given animal, the pressure decreases as the blood
passes through the arterioles, capillaries, and veins (Fung, 1996
).
5. Passive stresses, which may contribute 20% or so to the total wall
stress in an active vessel (Paul, 1980
), are ignored (f = 1).
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RESULTS |
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Validating the proposed optimization principle with experimental
measurements is crucial. However, because of incomplete physiological data, quantitative correlation of theoretical and experimental results
is quite limited. Thus we examine qualitative trends while making
quantitative comparisons where possible. Note that the parameters
contained in Eq. 12 are the viscosity µ, the relative wall thickness
, the blood pressure p, and the metabolic
parameters
w and
w. In general, only one
parameter is varied at a time.
Optimal wall shear stress increases with blood pressure
Qualitatively, this prediction is consistent with the relatively
low values of
w found in veins as compared to arteries
(Kamiya et al., 1984
) and with the pressure-shear hypothesis of Pries et al. (1995)
.
To check this prediction quantitatively, we first compute
w in large arteries and veins using µ = 3 cp,
= 0.1, and the data in Table 2. With
p = 100 mmHg for arteries, Eq. 12 yields
w = 38.0, 15.4, and 11.8 dyn/cm2 for the
rat, cow, and pig, respectively. With p = 2 mmHg for veins, the corresponding values are
w = 14.9, 9.9, and
8.4 dyn/cm2. These numbers can be compared to the values
12.0 and 6.3 dyn/cm2 reported by Kamiya et al. (1984)
for
the dog aorta and vena cava, respectively. The theoretical values for
the pig agree relatively well with those for the dog, as may be
expected because of the relatively similar sizes of these animals.
Next, theoretical values of the shear stress
w computed
from Eq. 12 are compared to the experimental data of Pries et al. (1995)
for vessels of the mature rat mesentery and to the results for
the dorsal aorta of the chick embryo given in Table 1 (Fig. 1). The
experimental results for the rat represent a conglomeration of data
from arterioles, capillaries, and venules of various diameters.
Theoretical results are shown for three values of
(Fig. 1). The predicted trend of the
w versus
p curve is similar to the experimental results for the rat
mesentery, as the shear stress increases at low pressures and tends to
level off at higher pressures. However, the theoretical values for
w are too high for relatively low pressures and too low
at high pressures, and the shear stress continues to increase like
p1/2 at high pressures, rather than approaching
the asymptotic value indicated by the experimental data. The
qualitative agreement improves as
decreases.
For the embryonic chick aorta, the theoretical results for
= 0 agree quite well with the measured
magnitude of
w (Fig. 1). Note that
w
generally increases with time during development (Table 1).
Calculations using the flow and geometry data of Hughes (1937)
for
extraembryonic vessels in the day 2-3 chick embryo give similar but
somewhat smaller values for the shear stress (results not shown).
Optimal wall shear stress increases with the relative vessel wall thickness
For p = 100 mmHg and the metabolic parameters for
the pig, Eq. 12 gives
w = 11.8, 13.6, and 17.9 dyn/cm2 for
= 0.1, 0.2, and 0.5, respectively. Because
generally increases as the
artery radius decreases (Fung, 1996
), these numbers compare reasonably
well with the reported values
w = 12.0, 10.4, and 18.6 dyn/cm2 for the aorta, large arteries, and small arteries
of the dog (Kamiya et al., 1984
). In arterioles, Kamiya et al. (1984)
estimated
w = 14.1 dyn/cm2; the lower value
(relative to small arteries) reflects the smaller pressure and
effective viscosity in these vessels.
Optimal wall shear stress increases with the rate of smooth muscle metabolism
This prediction is consistent with the inverse relation found
between
w and animal size (Langille, 1993
), because
smaller animals generally have higher smooth-muscle metabolic rates
(Paul, 1980
). There appear to be some inconsistencies in these trends, however, both in the reported values of
w and
w (see Table 2 for the cow and pig) and in the measured
values for
w (Langille, 1993
). The reasons for these
discrepancies are not clear.
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DISCUSSION |
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The main finding of the present study is that the pressure
dependence of the fluid shear stress
w in blood vessels
may be explained by an optimization principle that minimizes the total energy required to 1) drive the blood flow, 2) maintain the blood supply, and 3) maintain a regulatory smooth-muscle tone in the vessel
walls. The first two of these effects lead to Murray's law, which, for
constant blood viscosity µ and blood maintenance factor
b, predicts a constant shear stress throughout the
vascular system (Murray, 1926
; Zamir, 1977
). This prediction, however, is confounded by the relatively low value for
w in veins
(Kamiya et al., 1984
). Including vasomotor effects appears to alleviate this discrepancy between theory and experiment, while providing a
possible functional explanation for the dependence of
w
on blood pressure (Eq. 12).
Previous studies have shown that increased pressure or decreased flow
rate (and shear stress) induces a decrease in vessel radius, whereas
decreased pressure or increased flow rate leads to an increase in
radius (Rodbard, 1975
; Johnson, 1980
; Langille, 1993
). The present
model is consistent with the pressure-shear hypothesis of Pries et al.
(1995)
, who postulated that these effects are coupled. Our analysis
suggests that the homeostatic value for
w is set by the
pressure according to Eq. 12. Then, for a given flow rate Q,
the vessel radius adjusts according to Poiseuille's formula to
maintain this optimum value for
w. Consequently, the regional variation of pressure in the vascular system accounts for the
different homeostatic values for
w in arteries and
veins.
Implications
Implicit in our analysis is the assumption that all blood vessels,
regardless of function, follow the same optimization principles throughout life. This idea is consistent with the qualitative agreement
between our theory and available experimental data and with our
previous work on modeling of cardiovascular growth (Lin and Taber,
1995
; Taber and Eggers, 1996
). Moreover, during vasculogenesis in the
embryo, the structures of arteries and veins are similar until they
differentiate, as their loading conditions diverge (Murphy and Carlson,
1978
), indicating that vascular morphogenesis depends in part on
mechanical effects. According to the present theory, these mechanical
factors include both blood pressure and flow.
The relative similarity in the magnitude of
w across
species (Kamiya et al., 1984
; Langille, 1993
) and age range (Fig. 1) is
remarkable in view of the vast differences in flow rate. Compare, for
example, the values for Q of 105
mm3/s in an adult human and 2 mm3/s in the
6-day chick embryo (Table 1). More than a century ago, Thoma (1893)
speculated that the increasing flow rate drives vascular growth during
development, and our calculations support the view that the fluid
shear, as modulated by blood pressure, is the specific mechanical
factor that regulates the increase in lumen size.
It is known that mature blood vessels adapt to perturbations in
pressure and flow by altering their morphology (Rodbard, 1975
; Johnson,
1980
; Langille, 1993
). The acute response is due to active contraction
or relaxation of the medial smooth muscle. Then, if the altered loading
conditions persist, the vessel remodels to attain a similar but
"permanent" change in geometry. Our model is based on the
hypothesis that vessel geometry is determined by the acute response as
a worst-case basis for energy consumption. This hypothesis is
consistent with 1) the finding of Rodbard (1975)
that vessel radius
depends on peak, rather than resting, flow rate; and 2) the relatively
small energy cost of maintaining basal smooth muscle tone in arteries
(Paul, 1980
). Remodeling, then, is an adaptation that returns vascular
tone to the basal level.
In light of these observations, it is important to note that the aorta of the early chick embryo does not yet contain smooth muscle. Because muscle tone is a major feature of our analysis, the reasonable agreement between the theoretical and experimental results (Fig. 1) may be fortuitous. On the other hand, it may be that construction rules for vascular morphogenesis are set during early development, before the smooth muscle differentiates.
Limitations
Although the theoretical values of
w are in
qualitative agreement with measured data for blood vessels of some
species, the poor quantitative correlation with the results of Pries et
al. (1995)
is somewhat disconcerting (Fig. 1). If the proposed
optimization principle is valid, then the possible explanations for
this discrepancy include variations in effective viscosity in the
studied vessels and the mechanical effects of the mesenteric tissue
surrounding the vessels.
In addition, the present theory neglects several factors that may limit
its usefulness. For example, the analysis ignores nonlinear behavior
due to large-deformation, thick-wall effects, and the details of the
vessel microstructure. Furthermore, the oscillatory flow pattern and
local changes in flow characteristics near branches and in capillaries
are neglected. Oscillatory flow can be characterized by the Wolmersley
number Nw = R(2
fH
/µ)1/2,
where fH is the heart rate and
= 1 g/cm3 is the mass density of the blood (Fung, 1996
). In the
chick aorta, the value of Nw increases during
development, but remains less than unity at stage 29 (Table 1), and we
estimate that Nw < 0.1 in the rat mesentery.
These relatively small values indicate that viscous effects dominate
inertial effects in these vessels. Thus our assumption of Poiseuille
flow, which assumes negligible inertia, likely provides a good
approximation for the average flow characteristics. All of these
factors likely influence the results quantitatively but not
qualitatively.
On the other hand, some authors speculate that the varying functional
requirements of blood vessels, such as the metabolic demands of the
surrounding tissues, dictate their structure (Zamir, 1977
). Although
this idea continues to have merit, the present theory does not account
for these effects.
Despite these limitations and in view of the fact that Eq. 12 contains
no adjustable parameters (if the estimated values are valid), it seems
significant that the magnitudes of the theoretical and experimental
values for
w agree as well as they do.
In conclusion, we postulate that lumen size in the cardiovascular system is governed by a single optimization principle throughout the lifetime of an organism. Minimizing the total energy cost of driving and maintaining a regulated supply of blood suggests that a major controlling factor is the fluid shear stress, the homeostatic value of which is set by the blood pressure. Although available experimental data tentatively support this view, more measurements are needed to confirm this hypothesis. Moreover, the precise signaling mechanism on the molecular level remains to be determined.
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ACKNOWLEDGMENTS |
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I thank Drs. Giles Cokelet, Al Clark, Jay Humphrey, and Sal Sutera
for useful discussions on blood viscosity and on blood and
smooth-muscle metabolism. In addition, I thank Jeniffer Whatman (University of Rochester undergraduate) for providing calculations of
shear stress in the chick embryo based on the measurements of Hughes
(1937)
.
This research was supported by National Institutes of Health grant R01 HL46367.
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FOOTNOTES |
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Received for publication 8 January 1997 and in final form 14 October 1997.
Address reprint requests to Prof. Larry A. Taber, Department of Biomedical Engineering, Washington University, Campus Box 1097, One Brookings Drive, St. Louis, MO 63130. Tel.: 314-935-8544; Fax: 314-935-7448; E-mail: lat{at}biomed.wustl.edu.
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REFERENCES |
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Biophys J, January 1998, p. 109-114, Vol. 74, No. 1
© 1998 by the Biophysical Society 0006-3495/98/01/109/06 $2.00
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