Vol. 274, Issue 4, H1315-H1326, April 1998
Simplification of the quasiperiodic route to chaos in
agonist-induced vasomotion by iterative circle maps
S.
De Brouwer,
D. H.
Edwards, and
T. M.
Griffith
Department of Diagnostic Radiology, Cardiovascular Sciences Research
Group, University of Wales College of Medicine, Heath Park, Cardiff,
United Kingdom CF4 4XN
 |
ABSTRACT |
We have shown that the patterns of vasomotion
induced by histamine in isolated rabbit ear resistance arteries can be
described in terms of iterative circle maps that model the dynamics of
coupled nonlinear oscillators. Cyclopiazonic acid (CPA), an inhibitor of the sarcoplasmic reticulum
Ca2+-adenosinetriphosphatase pump,
consistently transformed chaotic behavior into characteristic periodic
oscillations known as mixed-mode responses, which consist of mixtures
of large- and small-amplitude excursions and represent frequency-locked
states. Quasiperiodicity, which reflects the interaction of oscillators
with incommensurate frequencies, was also observed, although in a
smaller number of experiments. The patterns of mixed-mode complexes
found at different CPA concentrations allowed the derivation of firing
numbers, i.e., number of large oscillations/sum of number of small and
large oscillations, and the sequences in which they emerged conformed to Farey arithmetic. Two-dimensional return maps derived by
Poincaré section of phase space representations of the dynamics
were used to compute the mean number of rotations per iteration on the
circle, i.e., the winding number. Plots of winding number against
firing number revealed a devil's staircase-type structure. Experiments with verapamil, a voltage-operated L-type
Ca2+-channel antagonist, confirmed
that influx of extracellular Ca2+
was essential to sustain chaos, quasiperiodicity, and mixed-mode responses. Nonlinear coupling between cytosolic and membrane events in
rabbit ear arteries thus results in a self-organized dynamics that
collapses to that predicted by the theory of simple circle maps.
sarcoplasmic reticulum; cyclopiazonic acid; verapamil; mixed-mode
dynamics; devil's staircase; Poincaré section
 |
INTRODUCTION |
PREVIOUS STUDIES HAVE SHOWN that the vasomotion induced
by histamine in buffer-perfused rabbit ear resistance arteries is an
endothelium-independent phenomenon that may be considered chaotic (11-13). This classification is based on observations of generic patterns of behavior that represent "universal" routes for the transition from regular to irregular dynamics and include a
period-doubling cascade and intermittency (11). Estimates of a
nonlinear statistical index, the correlation dimension, further
indicate that vasomotion in rabbit ear arteries is of relatively low
intrinsic complexity, being equivalent to the behavior of a nonlinear
system with just four dynamic state variables (11). Analyses of the
effects of specific pharmacological probes on experimental signals have
identified two distinct components:
1) a "slow" cytosolic
oscillation (period
minutes) generated by
Ca2+ cycling between the cytosol
and the sarcoplasmic reticulum (SR) and
2) a "fast" membrane
oscillation (period
seconds) generated by voltage-dependent
Ca2+ influx through L-type
channels that is opposed by the coordinated activity of multiple
membrane ion transport systems that promote hyperpolarization (8, 11,
12, 14).
Nonlinear interactions between these oscillators may permit the
emergence of highly characteristic oscillatory behavior known as
quasiperiodicity and mixed-mode dynamics, in addition to chaos (11, 13,
14). In the present study, we have used pharmacological interventions
to gain insights into the intracellular coupling mechanisms ultimately
responsible for these different patterns of response and to define the
relationship between them. Although mixed-mode behavior may
occasionally be observed in the presence of normal
Ca2+ uptake by the SR, it appears
consistently after pharmacological inhibition of the SR
Ca2+-adenosinetriphosphatase
(ATPase) pump with cyclopiazonic acid (CPA) or thapsigargin (11, 13,
14). In the present study, graded concentrations of CPA were used to
induce mixed-mode behavior, and because the action of this agent is
readily reversible on washout in rabbit ear arteries, specific
protocols could be reversed or repeated (14). The role of
Ca2+ influx in the maintenance of
the patterns of response observed in the presence of CPA was
investigated with the Ca2+ channel
antagonist verapamil.
In their simplest form, mixed-mode complexes may be classified
according to the notation
Mn, where
M large amplitude excursions are
associated with n small peaks. These
represent the frequency-locked states of resonant oscillators that
synchronize when the ratio of their "natural" frequencies is a
rational fraction, i.e.,
p/q,
where p and
q are integers (26, 27). The dynamics
of such behavior is therefore periodic and when represented in phase
space can be visualized as a closed orbit on the surface of a
three-dimensional torus. By contrast, when the dynamics is
quasiperiodic, the frequency ratio of the coupled oscillators is
irrational and the trajectories of their combined motion ultimately
cover the surface of a torus completely because no orbit ever repeats
twice. More complex chaotic orbits may arise when motion on the torus
becomes unstable and its surface wrinkles and fragments, a scenario
known as the quasiperiodic route to chaos (19, 27). The patterns of
motion on the surface of a torus can be visualized in two dimensions by
taking a planar section perpendicular to its axis (a Poincaré
section) to construct a return map. When the behavior is periodic, the
trajectories of the system intersect this plane at a finite number of
points, whereas the intersections of quasiperiodic orbits lie on a
closed curve that corresponds to the surface of the torus. Iterative one-dimensional maps constructed from Poincaré sections allow further simplification of the dynamics, the least complicated representation being the sine circle map, which models the progression of trajectories around a circle corresponding to the surface of a
smooth torus in cross section.
Constructions of circle maps have provided useful representations of a
wide range of experimental systems including oscillating Josephson
junctions (4, 29), fluctuations in crystal electrical conductivity
(17), and cardiac arrhythmias (9). In the present study, we show that
phase space portraits of rabbit ear artery vasomotion and the iterative
maps derived from them by Poincaré section similarly provide
evidence for the existence of motion on the surface of a torus. When
the coupling between two oscillators in a quasiperiodic system becomes
sufficiently strong, their frequencies may become locked into a
rational ratio. Plots of such frequency-locked states as a function of
the ratio of the natural frequencies of the oscillators generate a
staircase function. The derivation of such a staircase from
Poincaré sections of experimental signals of rabbit ear artery
vasomotion confirms that frequency-locked states and an associated
quasiperiodic transition to chaos closely conform to the scenario
described by discrete, iterative circle maps.
 |
METHODS |
Experiments were performed on isolated ear preparations from male New
Zealand White rabbits killed by injection of pentobarbital sodium (120 mg/kg iv) as previously described (11-14). First-generation vessels (1-1.5 cm long and ~150 µm in diameter) branching from the
central artery were identified and perfused with oxygenated (95%
O2-5%
CO2) Holman's buffer
(composition in mM: 120 NaCl, 5 KCl, 2.5 CaCl2, 1.3 NaH2PO4,
25 NaHCO3, 11 glucose, and 10 sucrose, pH 7.2-7.4) at 35°C in situ via a cannula secured in
the central ear artery, which was itself ligated distally so as to
divert all flow into the artery under study. The distal end of each
vessel was cut to allow free outflow of perfusate, and side branches were ligated where possible. Average flow was maintained at 0.5 ml/min
in all experiments, and superimposed fluctuations in flow and perfusion
pressure were monitored continuously by a transonic flow probe and a
pressure transducer connected via a side arm to the perfusion circuit.
Most experiments were conducted in the presence of 50 µM
NG-nitro-L-arginine methyl ester
(L-NAME) to inhibit nitric oxide synthesis and eliminate secondary effects dependent on nitric oxide
production. Histamine hydrochloride,
L-NAME, verapamil hydrochloride, and CPA were obtained from Sigma, and solutions were freshly prepared on the day of each experiment.
Theoretical considerations.
The simplest circle map (the sine map) consists of the iteration
|
(1)
|
where
n is the angle (normalized to
2
) that corresponds to the nth
iterate around the circle, K is an
index of the strength of the coupling between the two oscillators
generating the dynamics and thus the nonlinearity present in the
system, and
is the ratio of the frequencies of these oscillators in the absence of coupling (K = 0). This
map may be considered as the prototype for more complex behavior
generated by a general class of two-dimensional circle maps with which
it possesses close dynamic similarity. In such maps, there are two
iterated variables that couple a radial coordinate,
rn, with an
angular coordinate,
n, such
that
n+1 = f(
n,
rn) and
rn+1 = g(
n,
rn) where
g and
f are arbitrary functions but
f is periodic such that
f(
+ 1) = f(
) + 1 (19, 27). In the sine
circle map, rn
is constant and equal to 1.
The average number of rotations per iteration on a circle map, which is
a measure of the actual periodicity of the system, may be calculated as
the winding number
|
(2)
|
In the case of the sine circle map it follows directly from
Eq. 1 that
W =
only in the absence of
coupling (i.e., K = 0). It follows
that the nonlinearity present in the system modifies its
"intrinsic" periodicity. In coupled systems, the variable
n may converge under
iteration to a series that is periodic (
n+p =
n + p with rational winding number
W = p/q),
quasiperiodic (when the winding number is irrational), or chaotic
(where the map behaves irregularly). In the case of periodic and
quasiperiodic behavior, the relationship between the position of
present and future states of the sine circle map changes monotonically
and this smooth progression around the perimeter of a torus is
reflected in the map (Fig.
1A).
Chaos becomes possible only when iterates on the map no longer behave
in a monotonic fashion, i.e., the map becomes noninvertible. For the
sine circle map, it is readily shown that this occurs when the map
develops a local maximum and a local minimum at
= 1
(1/2
)cos
1(1/K)
or
(1/2
)cos
1(1/K),
respectively (Fig. 1A). These
extrema exist only for K > 1, so
that the line K = 1 marks the
possibility of chaos (Fig. 1B).

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Fig. 1.
Properties of sine circle map (Eq. 1). K may be
regarded as the strength of nonlinear coupling between 2 oscillators
whose natural frequencies are in the ratio .
A: an iteration that represents a
4-cycle is shown for K = 1 (left). For
K > 1, map develops a local minimum
and a local maximum and is no longer invertible, so that trajectories
may be chaotic (right). The 2 branches of the map can be sketched within the square 0 < n < 1, 0 < n+1 < 1, where is the angular coordinate, because of its periodic nature.
B: schematic plot of
K against . For
K < 1 and rational, there is
frequency locking within regions known as Arnol'd tongues (shaded).
These arise at every rational fraction
p/q
(p and
q are integers) in the interval = [0,1]; for clarity only a few examples are illustrated. As
K increases, the tongues move
together, but despite their finite width they do not intersect until
K = 1, when overlap is complete. Above
this critical value, chaos becomes possible but may coexist with order
so that tongues above K > 1 may
correspond to superstable, nonchaotic regimes associated with the
previous frequency-locked regions. C:
a plot of against the set of rational fractions
p/q
generates a complete devil's staircase at
K = 1, with each horizontal step
corresponding to a frequency-locked state. The staircase is
self-similar in the sense that small windows resemble the entire
staircase when magnified, i.e., the overall structure of the staircase
is fractal.
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|
A plot of
W(K,
)
as a function of
takes the form of a devil's staircase, so called
because for certain values of K and
it has infinitely many steps (e.g., the sine circle map at
K = 1; Fig.
1C). There is then a self-similar
fractal structure governed by Farey arithmetic, which provides a
compact method for representing the sequences that are generated by the
mixing of two basic states (2, 18, 25). Rational fractions of the form
p/q
may be organized into self-similar levels of increasing denominator
q by Farey numbers according to the
rule that the mediant between p1/q1
and
p2/q2
is (p1 + p2)/(q1 + q2), with the
ends of the unit interval designated as 0/1 and 1/1. For 0 < K < 1 in the sine circle map, the
winding number locks in at every rational number p/q
present in a nonzero interval of
, although the staircase remains
incomplete because there are quasiperiodic intervals between the
frequency-locked steps. The regimes in
-K space where
W assumes rational values are called
Arnol'd tongues, between which the winding number is irrational (Fig.
1B). The widths of the
frequency-locked resonances grow progressively with
K until, at
K = 1 ("criticality"), they
expand to fill a critical line and exclude all quasiperiodic orbits. At
K = 1, the devil's staircase is thus
said to be complete, because the probability of finding a rational
winding number equals one (Fig. 1C).
Above K = 1, an infinite number of
smaller steps are squeezed out when two steps on the staircase overlap
and the trajectories of the system are then able to jump between the
overlapping resonances in an irregular fashion. This is the mechanism
that allows the appearance of chaos, although for
K > 1 there may still be apparently
ordered but superstable behavior associated with the previous
mode-locked states. In two-dimensional circle maps, there is no unique
value of K defining a horizontal
critical line analogous to that for K = 1 in the sine circle map, but rather a "critical curve" on the
-K plane where the measure of the
frequency-locked intervals is complete and above which they begin to
overlap. In contrast to the behavior of the sine map beyond
criticality, the surface of the torus underlying a two-dimensional
circle map may no longer be smooth but may become wrinkled or
fragmented. Correspondingly, the intersections appearing on a
Poincaré section may not be continuously distributed (18, 27).
In the case of vasomotion in rabbit ear arteries, the natural
frequencies of the contributing cytosolic and membrane oscillators cannot be determined experimentally, and both may vary during interventions (see RESULTS) so that
their ratio is not fixed. Some insight into the
relationship between the winding number and the natural frequencies of
the contributing oscillators and the strength of the coupling between
them can be obtained by considering instability near a frequency-locked
plateau in the sine circle map. The increment in phase between two
iterations
n+1
n may then be
considered small, and the map may be represented as the continuous
differential approximation
|
(3)
|
which
can be integrated to give (15)
|
(4)
|
where
|
(5)
|
This
illustrates, albeit for a specific region of the staircase, how the
periodicity of the map (the winding number) reflects both the ratio of
the natural frequencies of the two interacting oscillators and their
coupling strength.
Derivation of circle maps from experimental data.
Standard techniques from dynamic systems theory were used to analyze
the interaction of the two contributing oscillators after preprocessing
of experimental data by singular value decomposition. This
transformation is a noise-reduction technique that "disentangles" phase space trajectories without altering winding numbers because it is
a one-to-one linear mapping that preserves the topology of phase space
(1). Measurements of flow or pressure at time t,
z(t),
were embedded in an m-dimensional
space by means of a time delay,
, whose optimal value was found by
inspection to be of the order of ~4 s. This procedure generated a
state matrix {Z(t),
Z(t +
)....,
Z[t + (m
1)
]}
where Z(t) = [z(t),
z(t + 1),...,
z(t + n)] for signal lengths varying
between n = 500-2,000 points.
Because the nearly periodic trajectories used to derive winding
numbers lie on the surface of a torus, which on small scales of
measurement has a topological dimension of 2 (8), an embedding
dimension of m = 4 was considered sufficiently large.
The eigenvalues of the first four principal eigenvectors generated by
decomposition of the state matrix varied from preparation to
preparation, but in each case the values obtained were insensitive to
the length of the signal used. Their relative magnitudes were generally
of the order 1, 0.8 ± 0.15, 0.3 ± 0.15, and 0.04 ± 0.01, thus confirming that the important dynamic information present in the
original signal was preserved in the first three principal eigenvectors
(1). The attractor was therefore reconstructed by plotting these
eigenvectors against each other. Poincaré sections were then
taken across suitably chosen planes, and the sequences in which
trajectories intersected these planes were used to construct one-dimensional discrete iterative return maps analogous to those of
Fig. 1A. The winding number for
these maps was computed according to Eq. 2, with
n, the
angle of the nth point on the Poincaré section measured with respect to an origin within the loop formed by the section, selected as the center of mass of the
points on the plane. According to Eq. 2, computations of the winding number for a small set
of points will depend on both
0 and n. A robust estimate, i.e.,
independent of
0, was therefore obtained from a least-squares linear approximation of a plot of f(
) against
n with the winding number calculated
as its slope. Fifty points were found sufficient to provide a stable
value of W (see Figs. 7 and
8).
Fractal dimension of the devil's staircase.
An index of the global structure of the staircase can be obtained by
calculating the dimension of the intervals between the steps as
follows. For a given pair of intervals
p1/q1
and
p2/q2, the length of the interval between them is denoted
ST. If the daughter state
(p1 + p2)/(q1 + q2) is found
and the gaps between this state and its parents are denoted as
S1 and
S2, respectively, the fractal dimension of the staircase
D may be obtained from
|
(6)
|
if
the construction is continued until a sufficiently large number of gaps
of sizes Si are
found (18, 27). This formulation of fractal dimension may be regarded
as a generalization of the Hausdorff box counting algorithm (19).
Numerical estimates of the fractal dimension of the staircases
generated by the sine circle map and more general two-dimensional
circle maps provide evidence for universal scaling behavior with
D
0.87 at the onset of
criticality (4-6, 15). Estimates of
D for the sine circle map based on
only two gaps in the staircase have been found to be accurate to within
a few percent (15).
Statistics.
The principal frequencies of the mixed-mode oscillations observed at
different concentrations of CPA and verapamil were determined by fast
Fourier transform and, in the case of verapamil, were compared by the
Student's t-test,
P < 0.05 being considered as significant. It was not always possible to identify definitively the
frequency corresponding to the fast membrane oscillator because of
overlapping harmonics generated by the slow component.
 |
RESULTS |
Mixed-mode behavior was observed in two arteries after administration
of histamine or the combination of histamine plus
L-NAME (see, e.g., Figs.
2 and
5A). In the example of Fig. 2,
administration of 50 µM L-NAME
transformed periodic mixed-mode complexes induced by histamine into a
quasiperiodic signal in association with a rise in perfusion pressure.
Phase space portraits constructed from these time series confirmed that
the trajectories of the dynamics could be visualized as motion on the
surface of a torus, with a Poincaré section approximating a
closed loop in the quasiperiodic case and thus providing evidence for
the existence of two interacting oscillators with an incommensurate
frequency ratio (Fig. 2). In a further 34 arteries 1 or 2.5 µM
histamine induced obviously chaotic oscillations in the presence of 50 µM L-NAME. CPA consistently (i.e., in >95% of all preparations) transformed such
responses into behavior possessing the typical characteristics of
mixed-mode dynamics before ultimately abolishing rhythmic activity at
high concentrations and causing a concentration-dependent fall in mean perfusion pressure (Figs.
3-6).
Chaotic behavior tended to persist at low CPA concentrations (see,
e.g., Figs. 3A and
6B) but was sometimes transformed
(~70% of all preparations) into quasiperiodicity before the
appearance of mixed-mode complexes (see, e.g., Fig. 4A). Chaotic patterns could
nevertheless occasionally emerge from simpler patterns of quasiperiodic
or mixed-mode dynamics on administration of CPA (see, e.g., Fig.
4B) or increases in the
concentration of CPA present in the perfusate (see, e.g., Fig.
6B).

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Fig. 2.
A: pressure trace in which a
23 mixed-mode response induced by
2.5 µM histamine (Hist) was transformed into a quasiperiodic signal
(Q) by 50 µM NG-nitro-L-arginine
methyl ester (L-NAME).
B and
C: 2-dimensional projections of
3-dimensional phase portraits of these signals.
D and
E: Poincaré sections showing
intersection of positively directed trajectories with planes indicated
by lines in B and
C. In the case of the mixed-mode
signal, the intersections locate to discrete regions of the section
(D); in the quasiperiodic case
(E) they approximate to a closed
loop that corresponds to the surface of the torus shown in
C.
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Fig. 3.
A: representative traces from an
artery perfused with 1 µM Hist and 50 µM
L-NAME in which chaotic
fluctuations in flow (top) and
pressure (bottom) were transformed
into mixed-mode behavior on administration of cyclopiazonic acid (CPA)
with an associated fall in perfusion pressure. Chaos and mixed-mode
states are identified as and as
12 and
10, respectively, and are evident
in both signals. CPA progressively slowed oscillatory behavior (and in
this example increased its amplitude) before vasomotion was finally
abolished. Frequencies indicated were calculated from period between
large-amplitude components of mixed-mode complexes (note 8-min time gap
between peaks in traces for 9 µM CPA). [CPA], CPA
concentration. B: plots of frequencies
of principal slow ( ) and fast ( ) components of typical mixed-mode
signals as a function of log [CPA] (dotted lines).
Frequency of 10-type mixed-mode
complexes is plotted separately because slow and fast oscillators then
behave synchronously ( , solid line). In each case, a linear
least-squares approximation was applied to the data points.
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Fig. 4.
Trace showing complex effects of CPA in arteries perfused with 2.5 µM
Hist and 50 µM L-NAME.
A: administration of 2 µM CPA
initially transformed chaotic behavior ( ) into quasiperiodic
dynamics (Q) before emergence of stable
12 mixed-mode complexes.
B: preparation in which graded
increases in CPA transformed a quasiperiodic signal into chaos before
inducing mixed-mode behavior. Vasomotion ceased at higher
[CPA] in both preparations, with perfusion pressure
declining towards preconstriction levels (not shown).
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Fig. 5.
Traces illustrating a spectrum of mixed-mode patterns in arteries
perfused with 1 µM Hist and 50 µM
L-NAME.
A: aperiodic dynamics.
B: high-order concatenations of
frequency-locked states in presence of CPA.
C: frequency-locked behavior showing
unstable drift between 12 and
11 patterns in presence of 2 µM
CPA. These complexes were stable both at higher and lower
[CPA].
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Fig. 6.
Experiments illustrating hysteresis and sensitivity to initial
conditions. A: preparation perfused
with 2.5 µM Hist and 50 µM
L-NAME in which mixed-mode
behavior was abolished by 7 µM CPA but reappeared when its
concentration was decreased. Identical patterns were not observed at
similar [CPA] when protocol was reversed. Final response
with 1 and 3 µM CPA could be classified either as
01 or
10. Bracketed
13 segment was unstable.
B: experiment repeated after washout
of CPA for 30 min (W) in continuous presence of 1 µM Hist and 50 µM
L-NAME. There were substantial
differences in patterns of dynamics observed at equivalent
[CPA].
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In most instances, mixed-mode complexes were periodic or nearly
periodic and exhibited stable
Mn patterns
(Figs. 2-6), whose frequency decreased progressively with CPA
concentration before vasomotion was abolished (see, e.g., Fig.
3A). The number of small
oscillations, n, present in each complex was inversely related to the concentration of CPA administered, so that the simplest patterns, i.e.,
11 or
10, became apparent just before
the disappearance of all oscillatory activity (Figs. 3 and 6). Fast
Fourier transforms were used to estimate the "effective" (rather
than natural) frequencies of the contributing slow and fast subsystems
during typical periodic mixed-mode behavior in which both components
could clearly be distinguished (n = 44; Fig. 3B). Both oscillators
exhibited an approximately linear decline in frequency as a function of
the log of CPA concentration, and a linear least-squares fit to the experimental data showed that this was approximately sixfold more pronounced in the case of the fast subsystem, thus reflecting convergence of the two oscillators toward a single frequency (i.e., an
exactly synchronized 10 state)
before the abolition of rhythmic activity. Plots of the frequency of
such 10 complexes, which emerged
over a range of CPA concentrations, also exhibited a linear falloff
that was similar to that observed for the slow component of more
complex mixed-mode patterns (n = 19).
Concatenations of periodic mixed-mode states conforming to the
sequences of rational numbers related by Farey arithmetic could also be
identified as the concentration of CPA was varied (Figs. 5B and
6B). Theoretically, there may be
daughter concatenations of the form
1p1q
between states of the form 1p and
1q, but these were not always
identified experimentally. Moreover, in some instances the dynamics was
clearly mixed mode in form but the overall behavior was aperiodic
because the number of small oscillations present was variable (see,
e.g., Fig. 5A). Transitions between
states satisfying Farey arithmetic were sometimes unstable, with the
system drifting reversibly between different frequency-locked modes
after a few cycles (e.g., 12 and
11; Fig.
5C). In some arteries it was not
possible to classify the observed complexes according to the standard
method of notation, and they are most appropriately described as
chaotic while nevertheless retaining features reminiscent of mixed-mode
dynamics (see, e.g., Fig. 6B).
In five experiments, the concentration of CPA perfusing the arteries
was first increased in a graded fashion to the point at which
vasomotion was abolished and then decreased to restore oscillatory
activity (see, e.g., Fig. 6A). The
precise patterns of mixed-mode dynamics observed were generally found
to differ during these reciprocal experimental protocols at equivalent
concentrations of CPA. This is likely to reflect hysteresis rather than
transient behavior, because at least 20 min of response were always
recorded at each CPA concentration to ensure that a steady state had
been attained. In four arteries, CPA was administered in a graded
fashion until vasomotion was abolished and was then washed out with
Holman's buffer containing the same concentration of histamine and
L-NAME for 30-40 min. When
the experimental protocol with CPA was repeated, identical patterns of
mixed-mode dynamics were usually not seen at equivalent concentrations
of CPA in such consecutive experiments (see, e.g., Fig.
6B). The unpredictable nature of
these observations can be interpreted as being characteristic of a
chaotic system.
Two-dimensional projections of the attractor of a nearly periodic
12 mixed-mode state induced by
administration of CPA are shown in Fig. 7,
B and
C, and a Poincaré section
through the associated attractor is shown in Fig.
7D. Careful inspection of the
experimental trace shows that the peaks of the signal vary slightly
from complex to complex. The spatial distribution of the points on the
corresponding Poincaré section confirms that the dynamics is not
strictly periodic, because the data points cluster into regions of the
plane in such a way as to suggest the existence of an underlying torus
whose surface is not smooth, but fragmented. This behavior is to be expected generically in two-dimensional circle maps close to the transition to chaos (4). In the case of fluctuations in flow that were
clearly chaotic (Fig. 8), phase space
portraits show that the trajectories of the dynamics were much less
well localized to specific regions of phase space than those of the
mixed-mode dynamics depicted in Fig. 7, and the corresponding
Poincaré section also has a more complex structure.
One-dimensional circle maps derived from the Poincaré sections of
these signals are shown in Figs. 7E
and 8E and in the irregular case
exhibit a well-defined minimum and maximum. This noninvertibility
confirms that the underlying behavior is chaotic.

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Fig. 7.
Derivation of a circle map from a nearly periodic flow signal.
A: trace exhibiting characteristics of
a 12 mixed-mode oscillation (drug
concentrations: CPA, 1 µM; Hist, 1 µM;
L-NAME, 50 µM).
B and
C: 2 projections of a 3-dimensional
phase portrait of dynamics rotated through ~90°.
D: Poincaré section showing
intersection of positively directed trajectories with plane normal to
the paper indicated by line in B and
C. This suggests the cross section of
a torus, although the spatial localization of the points indicates that
the surface of the torus has fragmented, as would be typical near the
onset of chaos in a 2-dimensional circle map.
E: circle map constructed from
Poincaré section, showing clustering in 3 regions of plane.
F: angular rotation as a function of
iteration number. Slope of this line gives winding number.
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Fig. 8.
Derivation of a circle map from a chaotic flow signal.
A: time series (drug concentrations:
CPA, 2.5 µM; Hist, 1 µM;
L-NAME, 50 µM).
B and
C: phase space portraits show that
trajectories of irregular experimental signal are less well localized
than in Fig. 7, although global structure of underlying attractor is
similar. D and
E: Poincaré section is complex,
and circle map derived from this section exhibits a minimum and a
maximum. This implies noninvertibility and confirms that the underlying
dynamics is chaotic. F: it was still
possible to derive a winding number from Poincaré section,
although chaotic nature of flow signal precludes derivation of a firing
number.
|
|
Plots of winding number against firing number, which in the present
study is defined as the fraction
M/(M + n) for a nearly periodic
mixed-mode oscillation of the form
Mn and
(M1 + M2)/(M1 + M2 + n1 + n2) for a
concatenation of the form
Mn11Mn21, reveal a devil's staircase-type structure, although the staircase was
incomplete (Fig. 9). In theory, the
staircase could be constructed indefinitely for circle maps at
criticality if there was sufficiently high experimental resolution,
because between any two periodic states there will be an infinite
number of other periodic states and concatenations. Then the firing
numbers would form an infinite self-similar staircase devil's
staircase as illustrated in Fig. 1 for the sine circle map. However,
evidence for the existence of mode-locked states that correspond to
narrow Arnol'd tongues and thus narrow steps on the staircase was
found only in a few preparations [e.g.,
(11)3
10 (Fig.
5B) and
(12)2(11)2
(Fig. 6B)]. An estimate of the
fractal dimension D of the staircase was obtained from the intervals between the
13 and
11 states and the mediant
12 state as described in
METHODS, the value obtained being
0.63.

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Fig. 9.
Winding number plotted against firing number for nearly periodic mixed
mode complexes, revealing presence of a devil's staircase. Fractal
dimension of staircase was estimated as 0.63 from intervals
S1,
S2, and
ST relating the
13,
12, and
11 steps (see
METHODS).
|
|
In six preparations, the contribution of
Ca2+ influx to the genesis of
mixed-mode dynamics was investigated with verapamil. High
concentrations abolished rhythmic activity completely and reduced
perfusion pressure, but low concentrations tended to transform mixed-mode complexes into quasiperiodic or nearly periodic sinusoidal responses, although chaos occasionally became evident as a transient phenomenon (Figs. 10 and
11). In three of six preparations, low concentrations of verapamil (0.03 µM) induced a "paradoxical" constrictor response that could subsequently be reversed by
administration of higher concentrations (see, e.g., Fig. 10). Although
verapamil influenced the form and amplitude of the overall dynamic
behavior, in marked contrast to CPA, it did not influence the frequency of either contributing oscillator until vasomotion abolished. The peak
in the power spectrum corresponding to the slow oscillator was 0.014 ± 0.001 Hz in the presence of CPA alone and 0.014 ± 0.001 Hz in
the additional presence of 0.3 µM verapamil. In the case of the fast
oscillator, these frequencies were 0.034 ± 0.004 Hz in the presence
of CPA alone and 0.032 ± 0.006 Hz in the additional presence of 0.3 µM verapamil. In neither case were these values significantly
different from each other.

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Fig. 10.
Effects of verapamil in a preparation in which CPA initially
transformed a quasiperiodic signal (Q) into
11-type complexes. A low
concentration of verapamil (0.03 µM; A) stimulated
appearance of chaos ( ) and "paradoxically" elevated perfusion
pressure, whereas higher concentrations (B) induced
dilatation and ultimately abolished chaotic vasomotion without
emergence of simpler mixed-mode patterns of response.
|
|

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Fig. 11.
A: "quiescent" preparation in
which CPA induced 11 mixed-mode
complexes that were subsequently transformed into a quasiperiodic
signal by 1 µM verapamil. B:
preparation in which verapamil abolished
11-type mixed-mode complexes.
|
|
 |
DISCUSSION |
The present study has provided insights into the dynamic patterns
generated by nonlinear interactions between the cytosolic and membrane
oscillators that contribute to vasomotion in rabbit ear arteries. These
include chaos, quasiperiodicity, and sequences of mixed-mode complexes
that conform to Farey arithmetic and can be organized into a devil's
staircase-type structure. The findings thus provide evidence for a
quasiperiodic route to chaos via overlapping frequency-locked
resonances that can be represented by iterative maps on the circle.
Physiological perspectives.
In all experiments, histamine was used to induce rhythmic activity and
the resulting fluctuations in pressure and flow were usually chaotic,
although simpler quasiperiodic and mixed-mode patterns were
occasionally apparent. The contribution of
Ca2+ sequestration by internal
stores to these distinct dynamic patterns was investigated by
manipulating the activity of the vascular smooth muscle SR
Ca2+-ATPase with CPA. Intermediate
concentrations of this inhibitor almost always transformed chaotic
responses into mixed-mode patterns whose frequency and complexity were
inversely related to the concentration of CPA administered, and in
~70% of preparations quasiperiodic dynamics could also be
identified. Experiments with verapamil, which modulates L-type
Ca2+ channel activity, confirmed
that oscillatory behavior was sustained by
Ca2+ influx from the extracellular
space, because concentrations
1 µM generally suppressed vasomotion
completely (12). Low concentrations of verapamil often converted
mixed-mode responses to simpler nearly sinusoidal or quasiperiodic
behavior, although chaos also sometimes became evident as a transient
phenomenon. These observations confirm that the interaction of the
participating oscillators is nonlinear and suggest that coupling
between them is effected via Ca2+
movements in the subplasmalemmal space that are influenced by the
buffering capacity of the SR and influx of
Ca2+ via voltage-operated
channels.
High concentrations of CPA suppressed the activity of both oscillators
completely and caused marked reductions in perfusion pressure. This may
be explained by reduced sequestration of
Ca2+ entering the subplasmalemmal
space, with consequent impairment of the superficial buffer barrier
function of the peripheral SR (3, 7, 14, 16, 28). The resulting
elevation in near-membrane Ca2+
concentration will promote membrane hyperpolarization by stimulating Ca2+-activated
K+ channels and enhancing
Na+-K+-ATPase
activity secondary to Na+ influx
via
Na+/Ca2+
exchange (8, 14, 21, 22, 24). Dynamic coupling between stores and the
membrane may be facilitated by anatomic colocalization of the
Na+/Ca2+
exchanger and the
Na+-K+-ATPase
to specific regions of the plasmalemma closely adjacent to the
peripheral SR (14, 20, 28). Spatial factors involved in the regulation
of Ca2+ movements could also
contribute to the paradoxical constrictor response evoked by low
concentrations of verapamil in the presence of CPA. Local reductions in
high near-membrane Ca2+
concentration may alter the balance between competing mechanisms of
contraction and dilatation involving ion transport systems that differ
in their proximity to peripheral SR buffering sites.
Quasiperiodic transition to chaos via frequency-locked resonances.
The complex patterns of vasomotion observed experimentally were reduced
to one-dimensional iterative circle maps after construction of phase
space portraits by time-delayed embedding, singular value decomposition, and Poincaré section. When the experimental
signals were irregular, these circle maps were noninvertible,
confirming that the dynamics could lie beyond criticality within a
chaotic regime. The form of the Poincaré sections suggests,
however, that rabbit ear artery vasomotion is of intrinsically higher
complexity than the behavior of the sine circle map, because they were
typical of higher-order circle maps that nevertheless exhibit identical universal scaling properties at criticality (4-6, 27). In the case
of nearly periodic mixed-mode signals, Poincaré sections thus
often revealed intersection points that clustered in specific regions
of the sectioning plane in such a way as to suggest motion on the
surface of a fragmented torus. In the context of chemical reactions,
similar experimental observations have been documented by Argoul et al.
(2), Maselko and Swinney (18), and Richetti et al. (25) for the
coexisting chaos, quasiperiodicity, and mixed-mode dynamics that can be
observed in the Belousov-Zhabotinskii (B-Z) reaction under small
variations in reaction conditions. Below criticality, quasiperiodicity
and frequency-locked states are generic in circle maps, and transitions
between them often became evident during the experimental protocols of
the present study. The more frequent occurrence of mixed-mode dynamics
may simply reflect the fact that frequency-locked regions are
statistically more probable near criticality in circle maps, whereas
the probability of quasiperiodicity increases as the coupling strength
between the oscillators decreases to zero. Indeed, above criticality, chaos and frequency-locked regions are densely interwoven but quasiperiodic behavior is no longer permitted as the Arnol'd tongues overlap completely (see METHODS).
In two-dimensional circle maps, points that mark the possibility of
chaos lie on a bell-shaped critical curve that relates the strength of
the coupling between the contributing oscillators, K, to the ratio of their natural
frequencies,
, on the K-
plane (4). Although neither parameter could be measured directly in the
present experiments, it is evident that changes in the relative
frequency of the membrane and cytosolic oscillators are likely to be an
important determinant of the patterns of vasomotion observed.
Inspection of the experimental traces indicates that the effective
frequency ratio of these oscillators lies between 1/10 and 1/20, and
this may be taken as an approximate index of
. In the case of the
simplest 10 frequency-locked state
induced by CPA, this ratio increases to unity because there is then
exact synchrony. Progressive inhibition of the SR
Ca2+-ATPase thus resulted in an
overall CPA concentration-dependent reduction in both the frequency and
complexity of the dynamics, with the simplest patterns being apparent
close to the point at which rhythmic activity ceased. As is to be
expected, this was associated with an increase in the winding number
(calculated from Poincaré sections of the experimental signals)
from ~0.2 to ~0.6. The continuum approximation of the
sine circle map near a mode-locked plateau (outlined in
METHODS) illustrates qualitatively how the winding number will increase as the natural frequencies of the
contributing oscillators converge and/or the coupling between them decreases.
Fast Fourier transforms showed that the frequency of the membrane
oscillator decreased approximately sixfold more rapidly than that of
the cytosolic oscillator after increases in CPA concentration, whereas
verapamil did not affect the principal frequency of either oscillator
until vasomotion was abolished. Furthermore, plots of the frequency of
the synchronized 10 mixed-mode
state as a function of CPA concentration closely matched the slower
dominant frequency of more complex mixed-mode patterns. These
observations suggest that the overall dynamics is "driven" by the
cytosolic oscillator and the influence of the membrane oscillator is
correspondingly weak. We have previously shown that a
ryanodine-sensitive, Ca2+-induced
Ca2+ release (CICR) mechanism
underpins the activity of the intracellular subsystem (12, 14). The
intrinsic nonlinearity of CICR readily explains the effects of CPA on
the frequency of this subsystem, because free cytosolic
Ca2+ will trigger the emptying of
stores only when they are sufficiently full (10). The diminished
sequestration resulting from administration of CPA will consequently
prolong the Ca2+ cycling time for
intracellular uptake and release.
Plots of winding number against firing number (derived by visual
inspection of the experimental signals) revealed a devil's staircase-type structure analogous to that reported for mixed-mode dynamics in chemical systems (2, 25, 26), although the staircase
exhibited just three well-defined steps corresponding to low-order
states (11,
12, and
13) and was therefore
incomplete. Figure 1B illustrates
theoretically how the probability of observing a given mode-locked
state should be highest for winding numbers that represent the simplest
rational ratios (e.g., 0/1, 1/2, 1/1) because there is a hierarchical
order with respect to the width of the Arnol'd tongues related to
their Farey numbers. It is therefore to be expected that such states will be the easiest to detect experimentally, given the limited pharmacological resolution possible in a complex biological system. Moreover, measurements derived from a Poincaré section through the phase space portrait of experimental signals are highly unlikely to
correspond exactly to the critical line or curve that defines the onset
of chaos in a circle map, which occurs at a unique set of control
parameters, i.e., K = 1 for the sine
circle map and a specific value of K
for each value of
in two-dimensional maps. Away from criticality,
the dynamics of the system will lie in a region of the
K-
plane where the staircase is
intrinsically incomplete. Below criticality, frequency-locked steps
occur within relatively narrow ranges and are interspersed with
quasiperiodic dynamics. Beyond criticality, the patterns of overlap of
superstable Arnol'd tongues become increasingly complicated. Near the
critical line or curve only small tongues overlap, whereas at larger
values of K wide tongues overlap and
high-order states tend to be squeezed out and destroyed by low-order
superstable states (see, e.g., Fig.
1B).
The finding that the estimated fractal dimension of the staircase
(~0.63) was lower than the universal value that characterizes the
complete devil's staircase of circle maps at criticality (~0.87) also suggests that the dynamics does not correspond exactly to a
critical line or curve. The dynamics could, for example, take a complex
path across the K-
plane under
variations of CPA concentration such that its intersection with the
Arnol'd tongues distorts their relative widths and estimates of the
true dimension of the staircase. Numerical investigations of the
scaling behavior of mode-locked intervals in the sine circle map also
demonstrate that intervals adjacent to different Arnol'd tongues are
compressed at different rates with increasing nonlinearity (i.e.,
coupling constant K) so that
universality in terms of the fractal dimension of the staircase is lost
(18). Intervals to either side of wide low-order states are maximally
squeezed because of strong resonance, so that calculations employing
such intervals lead to a lower value of
D than the intervals to either side of
narrower tongues that are minimally squeezed. Maselko and Swinney (18)
thus obtained values of D in the range
0.67-0.97 for the devil's staircase in the B-Z reaction,
according to which parent states and mediant were selected to make the
calculation in a given experiment. It has been suggested that there is
a lower bound of D
2/3 near the
widest mode-locked intervals for the B-Z reaction (18), which is very
close to the value for the low-order
11,
12, and
13 states used to estimate the
dimension of the staircase in the present study. Richetti et al. (25)
also obtained a similar value (D
0.67-0.71) for the B-Z reaction.
Many superstable states can be observed beyond criticality during
iteration of circle maps simply by selecting different values of the
starting angle
0, so that
sensitivity to initial conditions and hysteresis are present even in
the simplest sine circle map. In the present study, identical dynamic
patterns were generally not observed at the same concentration of CPA
when specific experimental protocols were either repeated or reversed
in the same artery. More complex mathematical simulations of mixed-mode
behavior with continuous-time systems of differential equations
consisting of three interacting nonlinear variables also demonstrate
sensitivity to initial conditions and hysteresis (23). Under changes in a single control parameter, such models show that mixed-mode states (e.g., 11,
12, or
13) lie on isolated branches of
limit cycles that coexist with regions of chaos formed by complex
mixing of parent states to form concatenations, so that the system may
converge asymptotically to the basins of attraction of separate
periodic or chaotic attractors when different starting points are
selected (23). The present experimental observations that high
concentrations of CPA sometimes promoted chaotic dynamics after lower
concentrations had induced periodic behavior are therefore an expected,
rather than surprising, finding in a nonlinear system.
In conclusion, nonlinear crosstalk between the cytosolic and membrane
oscillators in rabbit ear arteries allows the emergence of
frequency-locked states. Poincaré sections and the
one-dimensional iterative maps derived from them thus permit the
construction of an incomplete devil's staircase. The findings provide
strong evidence for motion on a torus and suggest that a quasiperiodic route to chaos via overlapping mode-locked resonances is dependent on
the kinetics of the SR Ca2+ pump
and Ca2+ influx through
voltage-operated channels. The dynamics of rabbit ear artery vasomotion
thus collapses to behavior that can be described by circle maps,
although the Poincaré sections suggest that the surface of the
underlying torus may be fragmented. Such findings are more
characteristic of two-dimensional circle maps than the simpler
one-dimensional sine prototype. The behavior of continuous-time systems
subject to external periodic forcing such as the driven pendulum,
Josephson junctions, and charge-density waves has analogously been
shown to collapse to two-dimensional circle maps (4). Dynamic vasomotion in rabbit ear arteries may, however, be considered "self-organized," because frequency-locked states appear
spontaneously in the absence of an external driving force.
 |
ACKNOWLEDGEMENTS |
This work was supported by the Medical Research Council. The
authors thank Wendy Simons and Ros Maylin for secretarial assistance.
 |
FOOTNOTES |
Address for reprint requests: T. M. Griffith, Dept. of Diagnostic
Radiology, Univ. of Wales College of Medicine, Heath Park, Cardiff, UK
CF4 4XN.
Received 2 September 1997; accepted in final form 18 December
1997.
 |
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