| Simulation of the Fertilization Ca Wave in Xenopus laevis Eggs Biophysical Journal, Volume 75, Issue 4, 1 October 1998, Pages 2088-2097 John Wagner, Yue-Xian Li, John Pearson and Joel Keizer Abstract In the preceding paper Fontanilla and Nuccitelli ( 75:2079–2087 (1998)) present detailed measurements of the shape and speed of the fertilization Ca wave in eggs. In order to help interpret their results, we develop here a computational technique based on the finite element method that allows us to carry out realistic simulations of the fertilization wave. Our simulations support the hypothesis that the physiological state of the mature egg is , i.e., that its cytoplasm can accommodate two alternative physiological Ca concentrations: a low concentration characteristic of the prefertilization state and a greatly elevated concentration characteristic of the state following the passage of the wave. We explore this hypothesis by assuming that the bistability is due to the release and re-uptake properties of the endoplasmic reticulum (ER) as determined by inositol trisphosphate (IP) receptor/Ca channels and sarcoendoplasmic reticulum calcium ATPase (SERCA) pumps. When combined with buffered diffusion of Ca in the cytoplasm, our simulations show that inhomogeneities in the Ca release properties near the plasma membrane are required to explain the temporal and spatial dependences of the shape and speed of these waves. Our results are consistent with an elevated IP concentration near the plasma membrane in the unfertilized egg that is augmented significantly near the site of fertilization. These gradients are essential in determining the concave shape of the Ca fertilization wave front. Abstract | Full Text | PDF (429 kb) |
| In Silico Evolved lac Operons Exhibit Bistability for Artificial Inducers, but Not for Lactose Biophysical Journal, Volume 91, Issue 8, 15 October 2006, Pages 2833-2843 M.J.A. van Hoek and P. Hogeweg Abstract Bistability in the operon of has been widely studied, both experimentally and theoretically. Experimentally, bistability has been observed when is induced by an artificial, nonmetabolizable, inducer. However, if the operon is induced with lactose, the natural inducer, bistability has not been demonstrated. We derive an analytical expression that can predict the occurrence of bistability both for artificial inducers and lactose. We find very different conditions for bistability in the two cases. Indeed, for artificial inducers bistability is predicted, but for lactose the condition for bistability is much more difficult to satisfy. Moreover, we demonstrate that in silico evolution of the operon generates an operon that avoids bistability with respect to lactose, but does exhibit bistability with respect to artificial inducers. The activity of this evolved operon strikingly resembles the experimentally observed activity of the operon. Thus our computational experiments suggest that the wild-type operon, which regulates lactose metabolism, is not a bistable switch. Nevertheless, for engineering purposes, this operon can be used as a bistable switch with artificial inducers. Abstract | Full Text | PDF (457 kb) |
| Dynamics of the Cell Cycle: Checkpoints, Sizers, and Timers Biophysical Journal, Volume 85, Issue 6, 1 December 2003, Pages 3600-3611 Zhilin Qu, W. Robb MacLellan and James N. Weiss Abstract We have developed a generic mathematical model of a cell cycle signaling network in higher eukaryotes that can be used to simulate both the G1/S and G2/M transitions. In our model, the positive feedback facilitated by CDC25 and wee1 causes bistability in cyclin-dependent kinase activity, whereas the negative feedback facilitated by SKP2 or anaphase-promoting-complex turns this bistable behavior into limit cycle behavior. The cell cycle checkpoint is a Hopf bifurcation point. These behaviors are coordinated by growth and division to maintain normal cell cycle and size homeostasis. This model successfully reproduces sizer, timer, and the restriction point features of the eukaryotic cell cycle, in addition to other experimental findings. Abstract | Full Text | PDF (479 kb) |
Copyright © 1999 The Biophysical Society. All rights reserved.
Biophysical Journal, Volume 77, Issue 1, 37-44, 1 July 1999
doi:10.1016/S0006-3495(99)76870-0
Biophysical Theory and Modeling
M. Falcke*, J.L. Hudson#, P. Camacho§ and J.D. Lechleiter¶,
, 
* Max Planck Institute for Physics of Complex Systems, 01187 Dresden, Germany
# Department of Chemical Engineering, University of Virginia, Charlottesville, Virginia 22903-2442 USA
§ Department of Physiology, University of Texas Health Sciences Center at San Antonio, San Antonio, Texas 78284-7756 USA
¶ Department of Molecular Medicine, Institute of Biotechnology, University of Texas Health Sciences Center at San Antonio, San Antonio, Texas 78245-3207 USA
Address reprint requests to Dr. James D. Lechleiter, Department of Molecular Medicine, Institute of Biotechnology, University of Texas Health Sciences Center, 15355 Lambda Drive, San Antonio, TX 78245-3207. Tel.: 210-567-7252; Fax: 210-567-7247.Cytoplasmic Ca2+ is a ubiquitous second messenger that regulates multiple cellular processes (Tsien and Tsien, 1990,Berridge, 1993,Fewtrell, 1993,Putney and Bird, 1993,Pozzan et al,Clapham, 1995). In many cells, hormone-stimulated IP3 production generates waves of intracellular Ca2+ release, which propagate across the cell (Cornell-Bell et al,Kasai and Augustine, 1990,Lechleiter et al,Lechleiter et al; Blatter and Wier, 1992,DeLisle and Welsch, 1992,Amundson and Clapham, 1993,Eidne et al,Yao and Parker, 1994,Nathanson et al,Wang and Augustine, 1995,Thomas et al). Our initial observation of rotating spirals and expanding target patterns of Ca2+ waves in Xenopus laevis oocytes demonstrated that intracellular Ca2+ release behaves as an excitable medium (Lechleiter et al,Lechleiter et al; Lechleiter and Clapham, 1992,Camacho and Lechleiter, 1995). Excitable media are locally stable such that a small perturbation results in the direct return of the system to the steady state. However, a supra-threshold disturbance causes the system to sojourn through a large nonlinear excursion before it returns to the stable steady state (Mikhailov, 1994). Target and/or spiral patterns of intercellular Ca2+ release have also recently been reported in rat liver tissue, in epithelial cells, and in hippocampal slice cultures (Sanderson et al,Robb-Gaspers and Thomas, 1995,Thomas et al,Harris-White et al), suggesting that the concept of an excitable medium is applicable to Ca2+ signaling in multicellular systems. Spatiotemporal Ca2+ signals have also been recently shown to control gene expression differentially (Gu and Spitzer, 1995,Dolmetsch et al,Li et al). Other biologically excitable systems exhibiting complex spatiotemporal patterns include the spread of excitation in heart muscle, the release of extracellular cAMP during Dictyostelium discoideum aggregation, and the K+ ion fluxes in retinal cells (Loomis, 1979,Devreotes et al,Goroleva and Bures, 1983,Davidenko et al,Rensing, 1993,Winfree, 1993,Karma, 1994,Newman and Zahs, 1997). Thus, a fundamental understanding of the mechanisms governing pattern selection as well as the creation and stability of spiral waves has been a topic of major interest in recent years (Rensing, 1993,Winfree, 1993,Karma, 1994), given their impact on such a wide variety of biological phenomena.
We have previously reported that changes in intracellular Ca2+ signaling are dependent on the rate of mitochondrial Ca2+ uptake (Jouaville et al). Increasing the rate of Ca2+ uptake by injection of respiratory chain substrates increases Ca2+ wave amplitude and velocity. Curiously, increased cytosolic Ca2+ sequestration increases the excitation threshold and once excited, mitochondrial Ca2+ uptake would be expected to decrease the peak amplitude and slow the wave velocity. In this paper we theoretically account for these seemingly paradoxical observations by incorporating the complete dynamics of mitochondrial Ca2+ cycling into the Tang and Othmer (TO) model of Ca2+ wave activity (Tang et al). Our simulations show that mitochondrial Ca2+ efflux is a significant determinant of pattern formation and that the cytosol can exhibit a bistable behavior.
Xenopus oocyte preparation and confocal imaging of intracellular Ca2+ was as previously described (Jouaville et al). Briefly, oocytes were injected with Calcium Green II (50 nl, ∼12.5μM final concentration, assuming a 1:20 dilution; Molecular Probes, Eugene, OR) 30–60min before each experiment. Images were acquired with a NORAN OZ confocal laser scanning microscope at zoom 0.7 attached to a Nikon Eclipse 200 with a 20× (0.75NA) Nikon objective lens at 1-s intervals. The confocal aperture was set at 15μm. Images were analyzed with ANALYZE software (Mayo Foundation, Rochester, MN) on a Silicon Graphics workstation. Ca2+ increases are reported as ΔF/F, which represents (Fpeak−Frest)/Frest. Ca2+ wave activity was induced by injecting a 50-nl bolus of IP3 (Calbiochem, San Diego, CA) of 6μM (∼300nM final). All recordings were made in the absence of extracellular Ca2+: 96mM NaCl, 2mM KCl, 2mM MgCl2, 5mM Hepes (pH 7.5) (GibcoBRL, Grand Island, NY), 1mM EGTA (Sigma, St. Louis, MO).
We used a scaled version of the mathematical model for numerical calculations. Integrations were performed using a Euler forward scheme, with a spatial discretization of 0.125 and a time step of 0.0005. Onset of wave propagation was in general for a spatial discretization of 0.8. Stationary states were determined as the concentration values yielding the right-hand sides of the equations in the Appendix set equal to 0. Their stability was determined by the eigenvalues of the Jacobian matrix.
Most current models of Ca2+ signaling (Dupont et al,DeYoung and Keizer, 1992,Atri et al,Li and Rinzel, 1994,Tang et al) are based on the observation that at low Ca2+ concentrations, IP3 and Ca2+ work as co-agonists leading to Ca2+-induced Ca2+ release (CICR), while at high concentrations, Ca2+ inhibits further Ca2+ release and the IP3R becomes refractory (Iino, 1990,Parker and Ivorra, 1990,Bezprozvanny et al,Finch et al). The TO model is also based on this dual modulatory role of Ca2+ on IP3-mediated Ca2+ release (Tang and Stephenson, 1996). We extended the TO model of Ca2+ signaling to incorporate the mechanisms of mitochondrial Ca2+ cycling by adding a third equation governing the uptake and release of Ca2+ by mitochondria and a corresponding term in the differential equation for cytosolic Ca2+ (see Appendix ). The third equation was empirically formulated, essentially based on the experimental data reviewed by Gunter and Pfeiffer, 1990. The reader is referred to a series of papers published by Magnus and Keizer for a detailed biophysical model of mitochondrial Ca2+ handling (Magnus and Keizer, 1997,Magnus and Keizer, 1998a,Magnus and Keizer, 1998b). An important feature of mitochondrial Ca2+ cycling is that Ca2+ uptake and efflux are distinct pathways, the latter being 10–100 times kinetically slower (Gunter and Pfeiffer, 1990). The Ca2+ uptake mechanism is believed to be a uniporter that facilitates the diffusion of Ca2+ down the electrochemical gradient across the mitochondrial membrane (Gunter and Pfeiffer, 1990). Its dependence on cytosolic Ca2+ is modeled as a Hill function with the higher-order kinetics associated with cooperativity and saturation (Bygrave et al,Scarpa and Graziotti, 1973). A Hill coefficient of 2 is used based on a review of experimental data (Gunter and Pfeiffer, 1990). The value for the maximum uptake velocity (Vmax(1)) were chosen according to Marinos and Billett, 1981, Marinos, 1985, and Gunter and Pfeiffer, 1990. We assume that the relevant Ca2+ efflux mechanism for mitochondria in Xenopus oocytes is the Na+/Ca2+ exchanger. This process was also modeled as a Hill function using a second-order Na+ dependence (Gunter and Pfeiffer, 1990). Consequently, the exchanger is electroneutral and the Ca2+ efflux does not depend on the mitochondrial membrane potential. A wide range of values, from 1 to 189μM, have been reported for the half-maximum value (Kd) (Gunter and Pfeiffer, 1990). However, physiological (Rizzuto et al,Rizzuto et al,Jouaville et al) and morphological evidence (Satoh et al) indicates that mitochondria are located in close proximity to the ER, where they experience Ca2+ concentrations considerably higher than those in bulk cytoplasm. Rizzuto et al,Rizzuto et al estimated that the uptake velocity of Ca2+ released from internal stores was an order of magnitude higher than that resulting from the average bulk concentration of Ca2+. We incorporated locally high Ca2+ concentrations into the model by multiplying the value of the Ca2+ concentration in the mitochondrial uptake term by a factor of 2.5, based on the data published by Rizzuto et al. This correction is equivalent to rescaling the half-maximum value of Kd to Kd/2.5. The resulting small value of Kd was essential for obtaining the results presented below.
In the experiments we modeled, mitochondria were energized by injection of oxidizable substrates increasing the membrane potential by ∼30mV (Jouaville et al). This corresponds to an increase of Vmax(1) by about a factor of 5. We present results for different values of Vmax(1) to parallel these experiments with and without energization of the mitochondria. Figure 1A shows the effect of mitochondria Ca2+ cycling on pulse profiles. For high mitochondrial Ca2+ uptake, the simulated pulse shows two phases of Ca2+ decay (Figure 1A), which were also observed experimentally (Jouaville et al). First, a rapid decay phase of cytosolic Ca2+ caused by Ca2+ uptake into the ER and mitochondria occurs (Camacho and Lechleiter, 1993,Hehl et al,Herrington et al). The second, slower phase of cytosolic Ca2+ decay can be attributed to mitochondrial Ca2+ efflux. The net flux of Ca2+ into mitochondria is initially inward, since Ca2+ efflux is much slower than uptake. However, as IP3-mediated Ca2+ release decreases, the net movement of Ca2+ changes to mitochondrial efflux. This results in a prolonged elevation of cytosolic Ca2+ and delays the recovery of the IP3R from the refractory state. For comparison, the dashed line in Figure 1A shows the Ca2+ pulse profile without energization of the mitochondria. These simulations suggest that mitochondrial Ca2+ cycling may modulate Ca2+ signaling by prolonging the recovery time of the IP3 receptor.
Two fundamental characteristics of an excitable medium are the dependence of the wave velocity (v) on the curvature of the wavefront and on the frequency (f) of periodic wave trains (Dockery et al). The latter is called the dispersion relation v(f). Simulations of repetitive Ca2+ waves at various levels of stimulation exhibited the expected dependence of wave velocity on frequency (Figure 1B) observed in many other excitable systems (Mikhailov, 1994). As the frequency of the Ca2+ waves increases, both the velocity and amplitude decrease.
In Xenopus oocytes, stable spirals are observed under conditions of low mitochondrial Ca2+ uptake (Lechleiter et al,Lechleiter et al; Lechleiter and Clapham, 1992,Camacho and Lechleiter, 1995). Our model simulations also indicate that spiral patterns are stable under these conditions. The formation of spiral wave patterns is due to the curvature-velocity relationship (Dockery et al); spirals originate at the free end of propagating waves, where the wavefront curvature is largest, resulting in lower velocity and the formation of the trademark curling pattern. With increasing Vmax(1), a decrease in rotational frequency is accompanied by a small increase in wave velocity and a small decrease in wave amplitude (Figure 1C); this behavior only holds for small values of Vmax(1), below a critical value to be described in the following paragraph.
When mitochondria are energized in Xenopus oocytes, spiral wave patterns become unstable, disappear, and do not reform. This model predicts, in agreement with these experiments, that spirals cease to exist at a certain critical value of mitochondrial Ca2+ uptake (Vmax,cr(1)=14μM s−1). Above this value, it is found that waves emitted from pacemakers form the pattern. Examples of these waves, as observed in experiments and simulation, are shown in Figure 2AB, and at the website http://www.mpipks-dresden.mpg.de/(falcke/thesite.html. A simulation was also carried out corresponding to an experiment (Jouaville et al) in which pyruvate/malate was injected into an oocyte. In this simulation, Vmax(1) was increased. The changing Ca2+ concentration at a point is shown in Figure 2C. In two-dimensional simulations, the Ca2+ oscillations associated with spiral waves cease as the system moves to a new steady state. This is followed by the dominance of waves emitted from a pacemaker.
Figure 3A shows the transient state of a spiral wave tip when Ca2+ uptake exceeds the critical value (Vmax(1)>Vmax,cr(1)). When the tip bends in the early stage of spiral formation, another small amplitude wave emerges from the back of the wave at the highest curvature (indicated by white arrow). Mitochondrial Ca2+ efflux is responsible for this secondary wave, which in turn is responsible for prolonging the refractory state of the IP3R and preventing spiral formation. Although efflux plays a fundamental role in the destabilization of the spiral core, it is not the sole determinant. Planar waves exist at frequencies higher than those at which spiral waves occur. This indicates that wavefront curvature also contributes to spiral core instability. Near the spiral tip, where the wavefront curvature is the highest, Ca2+ efflux is focused. This focal increase in Ca2+ further prolongs the refractory period of IP3Rs. Thus, both curvature and mitochondrial efflux are responsible for the generation of the secondary wave which forces the tip outward, thereby preventing spiral pattern formation (Figure 3B). This phenomenon was experimentally observed in the oocyte after energization as shown in Figure 3CD. The free end of a Ca2+ wave is forced outward by a secondary Ca2+ wave and the spiral fails to form.
When periodic wave patterns of different frequencies are present in a medium, they compete for space. As time goes on, the pattern with the highest frequency generally gains spatial control of the field (Mikhailov, 1994). We recently showed that spiral waves dominate pacemakers in Xenopus oocytes (Lechleiter, 1998); this indicates that the former have higher frequencies. Thus, it is only after the spirals disappeared above Vmax,cr(1)—when mitochondria are energized—that the lower-frequency pacemakers can govern the pattern formation in the oocyte. The dependence of the amplitude, frequency, and velocity of waves in oocytes on the state of energization of mitochondria can now be readily explained. Energization results in a wave pattern dominated by slow pacemakers. The smaller frequency leads to an increase in wave amplitude and velocity, according to the dispersion relation.
The local dynamics of our model yield three stationary states, each with different concentrations of cytosolic Ca2+. At low mitochondrial Ca2+ uptake (small Vmax(1)), only the state with the lowest cytosolic Ca2+ is stable and the cytosol behaves as an excitable system. Our calculations indicate that the system becomes bistable at the uptake value Vmax,b(1)=9.6μM s−1 (i.e., Vmax,b(1)<Vmax,cr(1)). At this point, the stationary state with the highest cytosolic Ca2+ concentration is stabilized by increased mitochondrial Ca2+ cycling. The system now has two stable stationary states. When both states exist at adjacent locations, the interface moves so that the volume occupied by one of the states grows at the expense of the other (see Mikhailov, 1994 for bistable systems in general). This moving interface is called a front and the state, which loses volume, is termed metastable. Whether the system switches by a front from low to high cytosolic Ca2+, or vice versa, depends on the degree of mitochondrial energization. In most of the bistable region that we consider, the state of high cytosolic Ca2+ is metastable. In our bistable system, both waves (pulses) and fronts occur and below Vmax,cr(1) spirals form. Above Vmax,cr(1), the region of high Ca2+ can expand if it is surrounded by a wave, even though it is the metastable state. Thus, a front of transition from low to high Ca2+ can occur in this parameter range if it immediately follows a wave. This occurs when the unstable spiral core expands (Figure 3A–D). If the wave leading the front is extinguished by collision with another wave, the front reverses its direction of motion. Another way that this patch of high Ca2+ in Figure 3B disappears is that a pacemaker inside it starts a front that returns the region to a state of low Ca2+. Finally, this creates a pattern in which the waves emitted by pacemakers become the dominant structure of the bistable system http://www.mpipks-dresden.mpg.de/~falcke/thesite.html).
At very high energization of the mitochondria (Vmax(1)>16.4μM s−1), the simulations show that fronts from low to high cytosolic Ca2+ continue to exist outside the spiral core. This indicates that the region of high cytosolic Ca2+ emerging from the spiral instability continues to expand even if the leading pulse becomes annihilated. Experimental evidence for such a transition in oocytes is shown in Figure 3E and F. Fronts from high to low Ca2+ cease to exist at Vmax(1)=23μM s−1, i.e., for 16.4μM s−1<Vmax(1)=23μM s−1 fronts in both directions and waves co-exist. Which waveform arises depends on the situation initiating it. If a front is initiated at Vmax(1)>23μM s−1, the resting Ca2+ concentration in the oocyte is predicted to switch to the stationary state with high cytosolic Ca2+, and wave activity stops.
The mechanism of mitochondrial-induced spiral instability described above suggests that spirals could be recovered by increasing cytosolic Ca2+ removal. Experimental studies in Xenopus oocytes show that overexpression of Ca2+-ATPases permits spiral wave formation even in the presence of energized mitochondria (Figure 4A). We simulated increased SERCA expression in our model by factoring an increase of 10% in the density of SERCAs. Calculations were performed assuming high mitochondrial Ca2+ uptake, where spiral wave formation is unstable. Consistent with our experimental observations, the simulation shows that an increase in SERCA density restores spiral formation (Figure 4B). This observation also supports the mechanism proposed above, in which pattern instability is attributed to increased mitochondrial Ca2+ cycling.
In summary, we have resolved an experimental paradox on the effects of energization of mitochondria on Ca2+ wave activity in Xenopus oocytes. Namely, that increased mitochondrial Ca2+ sequestration leads to increased Ca2+ wave amplitude and velocity (Jouaville et al). This outcome is theoretically predicted when both mitochondrial Ca2+ uptake and Ca2+ efflux are incorporated into the TO model of Ca2+ activity. Our simulations also demonstrate that mitochondria play a critical role in pattern formation and stability. We find that increased mitochondrial Ca2+ efflux destabilizes the formation of spirals. Furthermore, energization of mitochondria creates a bistable cytosol in which resting Ca2+ concentrations can stably exist at levels higher than normal. Interestingly, the sperm-induced Ca2+ wave in Xenopus eggs has also recently been modeled as a bistable system (Fontanilla and Nuccitelli, 1998,Wagner et al). Taken together, these model simulations provide a new understanding of the role played by mitochondrial Ca2+ cycling in pattern formation and in controlling intracellular Ca2+ levels.
We thank Drs. M. Bäer, E. Nasi, and J. Pearson for helpful discussions and critical reading of the manuscript.
This work was supported by National Institutes of Health Grant R01GM48451 (to J.L.). Animal care was in accordance with institutional guidelines.
In the TO model (Tang and Othmer, 1994,Tang et al), Ca2+ efflux of the endoplasmic reticulum (ER) is described by the first term of the c-dynamics (Eq. (A1)). The dependence of Ca2+ release on both IP3 and Ca2+ is modeled by assuming one site for IP3 binding, one activating and one inhibitory site for Ca2+ binding. The channel is open when IP3 and Ca2+ are bound at the activating site. Binding of Ca2+ at the inhibitory site closes the channel. It is assumed that IP3 is spatially and temporally constant since experimental data show that the turnover rate of IP3 in Xenopus oocytes is of the order of minutes (Allbritton et al). Extrusion of Ca2+ through the activity of plasma membrane ATPases and exchangers is modeled as a small leak term. The TO model assumes that the efflux of Ca2+ from the ER is proportional to the difference between lumenal and cytosolic Ca2+ concentration. This provides an additional feedback of the ER Ca2+ content on cytosolic Ca2+ dynamics. Once Ca2+ is released from the ER into the cytosol, the cycle of Ca2+ dynamics is closed by cytosolic Ca2+ removal. Resequestration of Ca2+ into internal stores is modeled by adding a term for sarcoendoplasmatic reticulum Ca2+-ATPases (SERCAs) activity.
The modified TO model of Ca2+ signaling is given in Eqs. (A1). We present the unscaled model for clarity. Dimensionless time and space were obtained in the standard manner by scaling with epsilon and the square root of (diffusion coefficient)/epsilon.
![]() | (A1) |
![]() |
![]() |
![]() | (A2) |
![]() | (A3) |
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