    Next: Averaging and weak Up: Phase-resetting and Phase-locking Previous: Phase-resetting and Phase-locking

## Phase-response curves

With the notion of phase defined, we now examine how a perturbation shifts the phase of the oscillator. In Figure 12A , we show the voltage time course for the Morris-Lecar system in the oscillating regime. At a fixed time, say t, after the voltage peak, we apply a brief depolarizing current pulse. This shifts the time of the next peak (Figure 12A) and this shift remains for all time (the solid curve is the perturbed oscillation and the dashed is the unperturbed - in this case the time for the next peak is shortened). If the time of the next peak is shortened from the natural time, we say that the stimulus has advanced the phase. If the time of the next peak is lengthened then we have delayed the phase. Let denote the time of the next peak. The phase shift is , and depends on the time t or the phase at which the stimulus is applied. Thus, we can define a phase shift . The graph of this function is called the phase response curve (PRC) for the oscillator. If is positive then the perturbation advances the phase and the peak will occur sooner. On the other hand, if is negative then the phase is delayed and the next peak will occur later. We can easily compute this function numerically and the same idea can be used to analyze an experimental system. Moreover, this curve can be used as a rough approximation of how the oscillator will be affected by repeated perturbation (periodic forcing) with the same current pulse. More complete descriptions and numerous examples of phase models and PRC's can be found in [13,38]. Figure 12b

Do exactly like you would do in Fig. 12 for a variety of different values of ph and manually compute the phase shift.

In Figure 12B, we show a typical PRC for the Morris-Lecar model computed for both a depolarizing stimulus (solid line) and a hyperpolarizing stimulus (dashed line). The stimulus consists of a current pulse of magnitude 480 applied for msec at different times after the voltage peak. The time of the next spike is determined and this yields the PRC as above. The figure agrees with our intuition; if the depolarizing stimulus comes while is increasing (i.e. during the upstroke or slow depolarization of recovery), the peak will occur earlier and we will see a phase-advance. If the stimulus occurs while is decreasing (i.e. during the downstroke), there will be a delay. The opposite occurs for hyperpolarizing stimuli. The curves show that it is difficult to delay the onset of an action potential with a depolarizing stimulus or advance it with a hyperpolarizing one. For different sets of parameters, these curves may change. As we have seen in the previous section, it is sometimes possible to completely stop the oscillation if a stimulus is given at the right time. In this case, the PRC is no longer defined; nearby phases can then have arbitrarily long latencies before firing.

We now show how this function can be used to analyze a periodically forced oscillator. Suppose that every P time units a current pulse is applied to the cell. Let denote the phase right before the time of the nth stimulus. This stimulus will either advance or delay the onset of the next peak depending on the phase at which the stimulus occurs. In any case, the new phase after time P and just before the next stimulus will be . To understand this, first consider the case where there is no stimulus. Then after time P the oscillator will advance in phase. But the stimulus advances or delays the phase by an amount so that this amount is just added to the unperturbed phase. This results in an equation for the new phase just before the next stimulus: This difference equation can be solved numerically. Here we will consider the natural question of whether the periodic stimulus can entrain the voltage oscillation. That is, we ask whether there is a periodic solution to this forced neural oscillation. In general, a periodic solution is one for which there are M voltage spikes for N stimuli where M and N are positive integers. When such a solution exists, we have what is known as M:N phase-locking.

Finding phase-locked solutions is quite easy. We require the oscillator to undergo M oscillations per stimulus period. In terms of (24) this means we seek a solution which satisfies for some value of . For if such a solution exists and if the solution is stable (to be defined below), then if we start near , we can iterate (24) and end up back at . This is the locking phase just before the next stimulus and since it doesn't change from stimulus to stimulus, the resulting solution must be periodic. Obviously, a necessary condition for a solution to (25) is that lie between the maximum and minimum of , i.e., we must solve: Having solved this, we need to determine the stability of the solution. For equations of the form (24) a necessary and sufficient condition for to be a stable solution is that . Since is periodic and continuous there will in general be two solutions to (26) (see Figure 12B), but only one of them will occur where has a negative slope, so that there will be a unique stable solution. We must also worry about whether the negative slope is too steep (i.e., more negative than -2); for small stimuli, this will never be the case - stability is assured. When (instability), very complex behavior can occur such as chaos (e.g., see ). The case of phase-locking where N > 1 is more difficult to explain so we will not consider it here. It is clear that if the stimulus is weak, the magnitude of will also be small so that must be small in order to achieve locking. On the other hand if the stimulus is too strong, then we must be concerned with the stability of the locked solution. We note that in a sense equation (24) is only valid for stimuli which are weak compared to the strength of attraction of the limit cycle, since for stronger stimuli it will take the solution more than a single oscillation to return to points close to the original cycle. The PRC in Figure 12B shows that, when the stimulus is depolarizing, it is easier to advance the Morris-Lecar oscillator and thus force it at a higher frequency ( ) than it is to force it at a lower frequency ( ). For hyperpolarizing stimuli, we can more easily drive it at frequencies lower than the natural frequency. (The counter results are possible but for small ranges of parameters; also, see .)

To illustrate these concepts, we have periodically stimulated the Morris-Lecar model (natural period of 95 msec) with the same brief depolarizing current pulse repeated every 76 msec time units. Figure 13 shows that the oscillation is quickly entrained to the new higher frequency. Equation (26) allows us to predict the time after the voltage peak that the stimulus will occur for phase-locking. From the PRC we can see that corresponds to two values of , one stable (cross in Fig 12B) and the other unstable. Thus the locking time after the voltage peak, i.e. when the stimulus occurs, is predicted from the PRC to be msec. This is exactly the shift observed in Figure 13. Figure 13

Integrate this equation. Then use the (Graphic stuff) (Add curve) to add the auxiliary variable stim so that you can see the relative phase shift of the stimulus and the oscillator. Change the period per of the stimulus and see how it affects things. Try to make it 110. Integrate for a longer time. Why can't you lock? Change s0 to -480 (hyperpolarizing). Can you lock now? Now change the period of the stimulus back to 76 keeping the hyperpolarizing current. Can you lock now? Explain the results of these experiments in terms of the PRC.

The technique illustrated here is useful for analyzing the behavior of a single oscillator when forced with a short pulsatile stimulus. For more continuous types of forcing, such as an applied sinusoidal current, other techniques must be used. One such technique is the method of averaging which is applicable when the forcing is weak. Since periodic forcing is just a special case of coupling, we will only describe the latter.   Next: Averaging and weak Up: Phase-resetting and Phase-locking Previous: Phase-resetting and Phase-locking

Bard Ermentrout
Mon Jul 29 17:47:46 EDT 1996