# Phase response curve

A phase response curve (PRC) tabulates the transient change in the cycle period of an oscillator induced by a perturbation as a function of the phase at which it is received.[1]

## Phase dynamics

Consider the dynamical system of the form

${\displaystyle {\frac {dx}{dt}}=f(x),}$

where ${\displaystyle x\in \mathbb {R} ^{n}}$  is the oscillator state variable, ${\displaystyle f(x)}$  is the vector field. We assume that the system has an exponentially stable periodic orbit ${\displaystyle \gamma }$  with period ${\displaystyle T_{0}}$ ; that is, ${\displaystyle \gamma (t+T_{0})=\gamma (t)}$ . Since ${\displaystyle \gamma }$  is exponentially stable periodic orbit, then it will attract an open neighborhood ${\displaystyle U}$  of ${\displaystyle \gamma }$ . Such a set ${\displaystyle U}$  is called the basin of attraction of the orbit ${\displaystyle \gamma }$ . It turns out that there is a unique function ${\displaystyle \phi (x)}$ , called the asymptotic phase of ${\displaystyle x}$ , such that

${\displaystyle \lim _{t\to \infty }|\varphi (t,x_{0})-\gamma (t+\phi (x))|=0\;\forall x\in {\mathcal {B}}(\gamma ),}$

where ${\displaystyle \varphi (t,x_{0})}$  is a flow of the dynamical system above starting with the initial point ${\displaystyle x(0)=x_{0}}$ . [2] An example showing a dynamical system with a unique stable periodic orbit it illustrated in Figure 1.

Figure 1: Direction fields and trajectories for various initial conditions of the systems of DEs: ${\displaystyle {\dot {x}}=x+y-x(x^{2}+y^{2});{\dot {y}}=-(x-y)-y(x^{2}+y^{2})}$ , where ${\displaystyle '}$ \$ denotes the derivative with respect to time ${\displaystyle t}$  has a unique non-zero periodic solution. The neighboring trajectories are attracted to the cycle.

We can now introduce the phase ${\displaystyle \phi }$  as a coordinate along the limit cycle ${\displaystyle \gamma }$ , such that it grows monotonically in the direction of the motion and gains ${\displaystyle 2\pi }$  during each rotation. Moreover, we demand that the phase grows uniformly in time so that it obeys the equation

${\displaystyle {\frac {d\phi }{dt}}=\omega ,}$

where ${\displaystyle \omega ={\frac {2\pi }{T}}}$  is the natural frequency of the oscillations. By the chain rule we then have

${\displaystyle {\frac {d\phi }{dt}}=\nabla \phi (\gamma )\cdot f(\gamma ),}$

where the gradient is evaluated along the limit cycle ${\displaystyle \gamma }$ .

## Isochrons

The phase variable could be defined in such a way that it rotates uniformly not only on the cycle but also in its neighborhood. To do this, we need to define the so-called isochrons, which were first introduced by Winfree(1967) and then by Guckenheimer(1975) and Kuramoto(1984). The construction of these curves in the vicinity of the limit cycle ${\displaystyle \gamma }$  is illustrated in Figure 2 below.

Phase response curves for light and for melatonin administration

In humans and animals, there is a regulatory system that governs the phase relationship of an organism's internal circadian clock to a regular periodicity in the external environment (usually governed by the solar day). In most organisms, a stable phase relationship is desired, though in some cases the desired phase will vary by season, especially among mammals with seasonal mating habits.

In circadian rhythm research, a PRC illustrates the relationship between a chronobiotic's time of administration (relative to the internal circadian clock) and the magnitude of the treatment's effect on circadian phase. Specifically, a PRC is a graph showing, by convention, time of the subject's endogenous day along the x-axis and the amount of the phase shift (in hours) along the y-axis. The curve has one peak and one nadir in each 24-hour cycle. Relative circadian time is plotted vs. phase shift magnitude. The treatment is usually narrowly specified as a set intensity and colour and duration of light exposure to the retina and skin, or a set dose and formulation of melatonin.

These curves are often consulted in the therapeutic setting. Normally, the body's various physiological rhythms will be synchronized within an individual organism (human or animal), usually with respect to a master biological clock. Of particular importance is the sleep–wake cycle. Various sleep disorders and externals stresses (such as jet lag) can interfere with this. People with non-24-hour sleep–wake disorder often experience an inability to maintain a consistent internal clock. Extreme chronotypes usually maintain a consistent clock, but find that their natural clock does not align with the expectations of their social environment. PRC curves provide a starting point for therapeutic intervention. The two common treatments used to shift the timing of sleep are light therapy, directed at the eyes, and administration of the hormone melatonin, usually taken orally. Either or both can be used daily. The phase adjustment is generally cumulative with consecutive daily administrations, and—at least partially—additive with concurrent administrations of distinct treatments. If the underlying disturbance is stable in nature, ongoing daily intervention is usually required. For jet lag, the intervention serves mainly to accelerate natural alignment, and ceases once desired alignment is achieved.

Note that PRC curves from the experimental setting are usually aggregates of the test population, that there can be mild or significant variation within the test population, that individuals with sleep disorders often respond atypically, and that the formulation of the chronobiotic might be specific to the experimental setting and not generally available in clinical practice (e.g. for melatonin, one sustained-release formulation might differ in its release rate as compared to another); also, while the magnitude is dose-dependent,[3] not all PRC graphs cover a range of doses. The discussions below are restricted to the PRCs for the light and melatonin in humans.

### Light

The time shown on the x-axis is vague: dawn – mid-day – dusk – night – dawn. These times do not refer to actual sun-up etc. nor to specific clock times. Each individual has her/his own circadian "clock" and chronotype, and dawn in the illustration refers to a person's time of spontaneous awakening when well-rested and sleeping regularly. The PRC shows when a stimulus, in this case light to the eyes, will effect a change, an advance or a delay. The curve's highest point coincides with the subject's lowest body temperature.

Starting about two hours before an individual's regular bedtime, exposure of the eyes to light will delay the circadian phase, causing later wake-up time and later sleep onset. The delaying effect gets stronger as evening progresses; it is also dependent on the wavelength and illuminance ("brightness") of the light. The effect is small in dim indoor lighting.

About five hours after usual bedtime, coinciding with the body temperature nadir (the lowest point of the core body temperature during sleep) the PRC peaks and the effect changes abruptly from phase delay to phase advance. Immediately after this peak, light exposure has its greatest phase-advancing effect, causing earlier wake-up and sleep onset. Again, illuminance greatly affects results; indoor light may be less than 500 lux while light therapy uses up to 10,000 lux. The effect diminishes until about two hours after spontaneous wake-up time, when it reaches approximately zero.

During the period between two hours after usual wake-up time and two hours before usual bedtime, light exposure has little or no effect on circadian phase (slight effects generally cancelling each other out).

Another image of the PRC for light is here (Figure 1). Within that image, the explanatory text is

• Delay region: evening light shifts sleepiness later and
• Advance region: morning light shifts sleepiness earlier.[4]

Light therapy, typically with a light box producing 10,000 lux at a prescribed distance, can be used in the evening to delay or in the morning to advance a person's sleep timing. Because losing sleep to obtain bright light exposure is considered undesirable by most people, and because it is very difficult to estimate exactly when the greatest effect (the PRC peak) will occur in an individual, the treatment is usually applied daily just prior to bedtime (to achieve phase delay), or just after spontaneous awakening (to achieve phase advance).

In addition to its use in the adjustment of circadian rhythms, light therapy is used as treatment for several affective disorders, especially seasonal affective disorder (SAD) but also nonseasonal unipolar depression and bipolar depression.[5][6][7] Some evidence (and clinical guidelines) suggest that midday or evening light may be best suited for the treatment of depressive episodes in bipolar patients, to avoid the triggering of (hypo)mania by morning light.[7][8]

In 2002 Brown University researchers led by David Berson announced the discovery of special cells in the human eye, ipRGCs (intrinsically photosensitive retinal ganglion cells),[9] which many researchers now believe control the light entrainment effect of the phase response curve. In the human eye, the ipRGCs have the greatest response to light in the 460–480 nm (blue) range. In one experiment, 400 lux of blue light produced the same effects as 10,000 lux of white light.[10] A theory of spectral opponency, in which the addition of other spectral colors renders blue light less effective for circadian phototransduction, was supported by research reported in 2005.[11]

### Melatonin

The phase response curve for melatonin is roughly twelve hours out of phase with the phase response curve for light.[12] At spontaneous wake-up time, exogenous (externally administered) melatonin has a slight phase-delaying effect. The amount of phase-delay increases until about eight hours after wake-up time, when the effect swings abruptly from strong phase delay to strong phase advance. The phase-advance effect diminishes as the day goes on until it reaches zero about bedtime. From usual bedtime until wake-up time, exogenous melatonin has no effect on circadian phase.[13][14]

The human body produces its own (endogenous) melatonin starting about two hours before bedtime, provided the lighting is dim. This is known as dim-light melatonin onset, DLMO.[15] This stimulates the phase-advance portion of the PRC and helps keep the body on a regular sleep-wake schedule. It also helps prepare the body for sleep.

Administration of melatonin at any time may have a mild hypnotic (sleep-inducing) effect. The expected effect on sleep phase timing, if any, is predicted by the PRC.

In a 2006 study Victoria L. Revell et al. showed that a combination of morning bright light and afternoon melatonin, both timed to phase advance according to the respective PRCs, produce a larger phase advance shift than bright light alone, for a total of up to 2​12 hours. All times are approximate and vary from one person to another. In particular, there is no convenient way to accurately determine the times of the peaks and zero-crossings of these curves in an individual. Administration of light or melatonin close to the time at which the effect is expected to change sense abruptly may, if the changeover time is not accurately known, produce an opposite effect to that desired.[16]

### Origin

The first published usage of the term "phase response curve" was in 1960 by Patricia DeCoursey. The "daily" activity rhythms of her flying squirrels, kept in constant darkness, responded to pulses of light exposure. The response varied according to the time of day—that is, the animals' subjective "day"—when light was administered. When DeCoursey plotted all her data relating the quantity and direction (advance or delay) of phase-shift on a single curve, she created the PRC. It has since been a standard tool in the study of biological rhythms.[17]

## In neurons

Phase response curve analysis can be used to understand the intrinsic properties and oscillatory behavior of regular-spiking neurons.[18] The neuronal PRCs can be classified as being purely positive (PRC type I) or as having negative parts (PRC type II). Importantly, the PRC type exhibited by a neuron is indicative of its input–output function (excitability) as well as synchronization behavior: networks of PRC type II neurons can synchronize their activity via mutual excitatory connections, but those of PRC type I can not.[19]

Experimental estimation of PRC in living, regular-spiking neurons involves measuring the changes in inter-spike interval in response to a small perturbation, such as a transient pulse of current. Notably, the PRC of a neuron is not fixed but may change when firing frequency[20] or neuromodulatory state of the neuron[21] is changed.

## References

1. ^ Carmen C. Canavier (2006). "Phase response curve". Scholarpedia. 1 (12): 1332. doi:10.4249/scholarpedia.1332.
2. ^ Josic, K. and Shea-Brown, E. T. and Moehlis, J. (2006). "Isochron". Scholarpedia. 1 (8): 1361. doi:10.4249/scholarpedia.1361.
3. ^ Burgess HJ, Revell VL, Eastman CI (January 2008). "A three pulse phase response curve to three milligrams of melatonin in humans". J. Physiol. 586 (2): 639–647. doi:10.1113/jphysiol.2007.143180. PMC 2375577. PMID 18006583.
4. ^ Kripke, DF; Loving, RT (2001). "Bringing Therapy to Light". Sleep Review (1).
5. ^ Walsh, JM; Atkinson, LA; Corlett, SA; Lall, GS (2014). "An insight into light as a chronobiological therapy". ChronoPhysiology and Therapy. 4: 79–85. doi:10.2147/CPT.S56589. Retrieved 31 May 2015.
6. ^ Penders, Thomas M.; Stanciu, Cornel N.; Schoemann, Alexander M.; Ninan, Philip T.; Bloch, Richard; Saeed, Sy A. (2016-10-20). "Bright Light Therapy as Augmentation of Pharmacotherapy for Treatment of Depression: A Systematic Review and Meta-Analysis". The primary care companion for CNS disorders. 18 (5). doi:10.4088/PCC.15r01906. ISSN 2155-7780. PMID 27835725.
7. ^ a b Kripke, D. F. (1998-5). "Light treatment for nonseasonal depression: speed, efficacy, and combined treatment". Journal of Affective Disorders. 49 (2): 109–117. ISSN 0165-0327. PMID 9609674. Check date values in: |date= (help)
8. ^ Golden, Robert N.; Gaynes, Bradley N.; Ekstrom, R. David; Hamer, Robert M.; Jacobsen, Frederick M.; Suppes, Trisha; Wisner, Katherine L.; Nemeroff, Charles B. (2005-4). "The efficacy of light therapy in the treatment of mood disorders: a review and meta-analysis of the evidence". The American Journal of Psychiatry. 162 (4): 656–662. doi:10.1176/appi.ajp.162.4.656. ISSN 0002-953X. PMID 15800134. Check date values in: |date= (help)
9. ^ Brown Scientists Uncover Inner Workings of Rare Eye Cells
10. ^ Glickman G, Byrne B, Pineda C, Hauck WW, Brainard GC (March 2006). "Light therapy for seasonal affective disorder with blue narrow-band light-emitting diodes (LEDs)". Biol. Psychiatry. 59 (6): 502–507. doi:10.1016/j.biopsych.2005.07.006. PMID 16165105.
11. ^ Figueiro MG, Bullough JD, Bierman A, Rea MS (October 2005). "Demonstration of additivity failure in human circadian phototransduction". Neuro Endocrinol. Lett. 26 (5): 493–8. PMID 16264413.
12. ^ Lewy, Alfred J; Bauer, Vance K; Ahmed, Saeeduddin; Thomas, Katherine H; Cutler, Neil L; Singer, Clifford M; Moffitt, Mary T; Sack, Robert L (1992). "Melatonin shifts human circadian rhythms according to a phase-response curve". Chronobiology International. 9 (5): 380–392. doi:10.3109/07420529209064550. PMID 1394610. Retrieved 23 June 2015.
13. ^ Burgess, Helen J.; Revell, Victoria L.; Eastman, Charmane I. (15 January 2008). "A three pulse phase response curve to three milligrams of melatonin in humans". The Journal of Physiology. 586 (2): 639–647. doi:10.1113/jphysiol.2007.143180. PMC 2375577. PMID 18006583.
14. ^ Lewy, A (July 2010). "Clinical implications of the melatonin phase response curve". The Journal of Clinical Endocrinology and Metabolism. 95 (7): 3158–60. doi:10.1210/jc.2010-1031. PMC 2928905. PMID 20610608.
15. ^ Sletten, Tracey L.; Vincenzi, Simon; Redman, Jennifer R.; Lockley, Steven W.; Rajaratnam, Shantha M. W. (2010). "Timing of Sleep and Its Relationship with the Endogenous Melatonin Rhythm". Frontiers in Neurology. 1: 137. doi:10.3389/fneur.2010.00137. PMC 3008942. PMID 21188265.
16. ^ Revell VL, Burgess HJ, Gazda CJ, Smith MR, Fogg LF, Eastman CI (January 2006). "Advancing human circadian rhythms with afternoon melatonin and morning intermittent bright light". J. Clin. Endocrinol. Metab. 91 (1): 54–59. doi:10.1210/jc.2005-1009. PMC 3841985. PMID 16263827.
17. ^ Zivkovic, Bora (2007). "Clock Tutorial #3c - Darwin On Time". A Blog Around the Clock. ScienceBlogs LLC. Archived from the original on 2005-01-06. Retrieved 2007-11-03. [The PRC is] the single most important methodological tool in the study of all biological rhythms.
18. ^ Gutkin BS, Ermentrout GB, Reyes AD (August 2005). "Phase-response curves give the responses of neurons to transient inputs". J. Neurophysiol. 94 (2): 1623–1635. CiteSeerX 10.1.1.232.4206. doi:10.1152/jn.00359.2004. PMID 15829595.
19. ^ Ermentrout B (July 1996). "Type I membranes, phase resetting curves, and synchrony". Neural Comput. 8 (5): 979–1001. doi:10.1162/neco.1996.8.5.979. PMID 8697231.
20. ^ Tsubo Y, Takada M, Reyes AD, Fukai T (June 2007). "Layer and frequency dependencies of phase response properties of pyramidal neurons in rat motor cortex". Eur. J. Neurosci. 25 (11): 3429–3441. doi:10.1111/j.1460-9568.2007.05579.x. PMID 17553012.
21. ^ Stiefel KM, Gutkin BS, Sejnowski TJ (2008). Ermentrout, Bard, ed. "Cholinergic neuromodulation changes phase response curve shape and type in cortical pyramidal neurons". PLoS ONE. 3 (12): e3947. doi:10.1371/journal.pone.0003947. PMC 2596483. PMID 19079601.