<?xml version="1.0" encoding="UTF-8"?>
<document>
<title>Action potential</title>
<authors>Wikipedia</authors>
<publisher>wikipedia.org</publisher>
<publishedplace>network</publishedplace>
<publishedyear>2010</publishedyear>
<edition></edition>
<category>Neural coding</category>
<section id="14946" fatherid="0" title="" lv="" priority="-1" level="1">
An action potential (or nerve impulse) is a transient alteration of the transmembrane voltage  (or membrane potential) across an excitable membrane in an excitable cell (such as a neuron or myocyte) generated by the activity of voltage-gated ion channels embedded in the membrane. The best known action potentials are pulse-like waves of voltage that travel along the axons of neurons.
</section>
<section id="14947" fatherid="0" title="Overview" lv="" priority="-2" level="1">
A typical action potential is initiated at the axon hillock when the membrane is depolarized sufficiently (i.e. when its voltage is increased sufficiently). As the membrane potential is increased, sodium ion channels open, allowing the entry of sodium ions into the cell. This is followed by the opening of potassium ion channels that permit the exit of potassium ions from the cell. The inward flow of sodium ions increases the concentration of positively-charged cations in the cell and causes depolarization, where the potential of the cell is higher than the cell's resting potential. The sodium channels close at the peak of the action potential, while potassium continues to leave the cell. The efflux of potassium ions decreases the membrane potential or hyperpolarizes the cell. For small voltage increases from rest, the potassium current exceeds the sodium current and the voltage returns to its normal resting value, typically −70 mV.Bullock, Orkand, and Grinnell, pp. 150–151; Junge, pp. 89–90; Schmidt-Nielsen, p. 484.  However, if the voltage increases past a critical threshold, typically 15 mV higher than the resting value, the sodium current dominates. This results in a runaway condition whereby the positive feedback from the sodium current activates even more sodium channels. Thus, the cell "fires," producing an action potential.While this simple description of action potential initiation is generally accurate, it does not explain phenomena such as excitation block (the ability to prevent neurons from eliciting action potentials by stimulating them with large current steps) and the ability to elicit action potentials by briefly hyperpolarizing the membrane. By analyzing the dynamics of a system of sodium and potassium channels in a membrane patch using computational models, however, these phenomena are readily explained (http://www.scholarpedia.org/article/FitzHugh-Nagumo_model).
Currents produced by the opening of voltage-gated channels in the course of an action potential are typically  significantly larger than the initial stimulating current.  Thus the amplitude, duration, and shape of the action potential are largely determined by the properties of the excitable membrane and not the amplitude or duration of the stimulus.  This all-or-nothing property of action potential sets it apart from graded potentials such as receptor potentials, electrotonic potentials, and synaptic potentials, which do scale with the magnitude of the stimulus. A variety of action potential types exist in many cell types and cell  compartments as determined by the types of voltage-gated channels, leak channels,  channel distributions, ionic concentrations, membrane capacitance, temperature, and other factors.
The principal ions involved in an action potential are sodium and potassium cations; sodium ions enter the cell, and potassium ions leave, restoring equilibrium. Relatively few ions need to cross the membrane for the membrane voltage to change drastically. The ions exchanged during an action potential, therefore, make a negligible change in the interior and exterior ionic concentrations. The few ions that do cross are pumped out again by the continual action of the sodium–potassium pump, which, with other ion transporters, maintains the normal ratio of ion concentrations across the membrane.  Calcium cations and chloride anions are involved in a few types of action potentials, such as the cardiac action potential and the action potential in the single-celled alga Acetabularia, respectively.
Although action potentials are generated locally on patches of excitable membrane, the resulting currents can trigger action potentials on neighboring stretches of membrane, precipitating a domino-like propagation.  In contrast to passive spread of electric potentials (electrotonic potential), action potentials are generated anew along excitable stretches of membrane and  propagate without decay.Schmidt-Nielsen, p. 484. Myelinated sections of axons are not excitable and do not produce action potentials and the signal is propagated passively as electrotonic potential.  Regularly spaced unmyelinated patches, called the nodes of Ranvier, generate action potentials to boost the signal.   Known as saltatory conduction, this type of signal propagation provides a favorable tradeoff of signal velocity and axon diameter.  Depolarization of axon terminals generally triggers the release of neurotransmitter into the synaptic c. Additionally, backpropagating action potentials have been recorded in the dendrites of pyramidal neurons, which are ubiquitous in the neocortex. http://www.scholarpedia.org/article/Pyramidal_neuron These are thought to have a role in spike-timing-dependent plasticity.

</section>
<section id="14948" fatherid="0" title="Biophysical and cellular context" lv="" priority="3" level="1">
<section id="14949" fatherid="14948" title="Ions and the forces driving their motion" lv="" priority="1" level="2">
Electrical signals within biological organisms are generally driven by ions.Johnston and Wu, p. 9.  The most important cations for the action potential are sodium (Na+) and potassium (K+).Bullock, Orkand, and Grinnell, pp. 140–41. Both of these are monovalent cations that carry a single positive charge.  Action potentials can also involve calcium (Ca2+),Bullock, Orkand, and Grinnell, pp. 153–54. which is a divalent cation that carries a double positive charge.  The chloride anion (Cl−) plays a major role in the action potentials of some algae, but plays a negligible role in the action potentials of most animals.Schmidt-Nielsen, p. 483.
Ions cross the cell membrane under two influences: diffusion and electric fields. Let's start off with a simple example whereby two solutions are separated by a porous barrier. Let us further call these two solutions A and B. In this case, diffusion will ensure that they will eventually mix into equal solutions. This mixing occurs because of the difference in their concentrations. The region with high concentration will diffuse out towards the region with low concentration. To further the example, let solution A have 30 sodium ions and 30 chloride ions. Also, let solution B have only 20 sodium ions and 20 chloride ions. Assuming the barrier allows both types of ions to travel through it, then a steady state will be reached whereby both solutions have 25 sodium ions and 25 chloride ions. If, however, the porous barrier is selective to which ions are let through, then diffusion alone will not determine the resulting solution. Returning to the previous example, lets now construct a barrier that is only permeable to sodium ions. Since solution B has a lower concentration of both sodium and chloride, it will attract both ions from solution A. However, only sodium will travel through the barrier. This will result in an accumulation of sodium in solution B. Since sodium has a positive charge, this accumulation will make solution B more positive relative to solution A. Positive sodium ions will be less likely to travel to the now more positive B solution. This constitutes the second factor controlling ion flow, namely electric fields. The point at which this electric field completely counteracts the force due to diffusion is called the equilibrium potential. At this point, the net flow of this specific ion (in this case sodium) is zero.

</section>
<section id="14950" fatherid="14948" title="Cell membrane" lv="" priority="2" level="2">
<section id="14951" fatherid="14950" title="" lv="" priority="-1" level="3">
Each neuron is encased in a cell membrane, made of a phospholipid bilayer. This membrane is nearly impermeable to ions. To transfer ions into and out of the neuron, the membrane provides two structures. Ion pumps use the cell's energy to continuously move ions in and out. They create concentration differences (between the inside and outside of the neuron) by transporting ions against their concentration gradients (from regions of low concentration to regions of high concentration). The ion channels then use this concentration difference to transport ions down their concentration gradients (from regions of high concentration to regions of low concentration). However, unlike the continuous transport by the ion pumps, the transport by the ion channels is non continuous. They only open and close in response to signals from their environment. This transport of ions through the ion channels then changes the voltage of the cell membrane. These changes are what bring about an action potential. As an analogy, ion pumps play the role of the battery that allows a radio circuit (the ion channels) to transmit a signal (action potential).
</section>
<section id="14952" fatherid="14950" title="Membrane potential" lv="" priority="2" level="3">
The cell membrane acts as a barrier which prevents the inside solution (intracellular fluid) from mixing with the outside solution (extracellular fluid). These two solutions have different concentrations of their ions. Furthermore, this difference in concentrations leads to a difference in charge of the solutions. This creates a situation whereby one solution is more positive than the other. Therefore, positive ions will tend to gravitate towards the negative solution. Likewise, negative ions will tend to gravitate towards the positive solution. To quantify this property, one would like to somehow capture this relative positivity (or negativity). To do this, the outside solution is set as the zero voltage. Then the difference between the inside voltage and the zero voltage is determined. For example, if the outside voltage is 100 mV, and the inside voltage is 30 mV, then the difference is 70 mV. This difference is what is commonly referred to as the membrane potential.
</section>
</section>
<section id="14953" fatherid="14948" title="Ion channels" lv="" priority="3" level="2">
Ion channels are integral membrane proteins with a pore through which ions can travel between extracellular space and cell interior.  Most channels are specific (selective) for one ion; for example, most potassium channels are characterized by 1000:1 selectivity ratio for potassium over sodium, though potassium and sodium ions have the same charge and differ only slightly in their radius.  The channel pore is typically so small that ions must pass through it in single-file order.*     Channel pore can be either open or closed for ion passage, although a number of channels demonstrate various sub-conductance levels.  When a channel is open, ions permeate through the channel pore down the transmembrane concentration gradient for that particular ion. Rate of ionic flow through the channel, i.e. single-channel current amplitude, is determined by the maximum channel conductance and electrochemical driving force for that ion, which is the difference between instantaneous value of the membrane potential and the value of the reversal potential.Junge, pp. 33–37.
The action potential is a manifestation of different ion channels opening and closing at different times.Bullock, Orkand, and Grinnell, p. 132.
A channel may have several different states (corresponding to different conformations of the protein), but each such state is either open or closed.  In general, closed states correspond either to a contraction of the pore—making it impassable to the ion—or to a separate part of the protein stoppering the pore.   For example, the voltage-dependent sodium channel undergoes inactivation, in which a portion of the protein swings into the pore, sealing it.  This inactivation shuts off the sodium current and plays a critical role in the action potential.
Ion channels can be classified by how they respond to their environment.  For example, the ion channels involved in the action potential are voltage-sensitive channels; they open and close in response to the voltage across the membrane.  Ligand-gated channels form another important class; these ion channels open and close in response to the binding of a ligand molecule, such as a neurotransmitter.  Other ion channels open and close with mechanical forces. Still other ion channels—such as those of sensory neurons—open and close in response to other stimuli, such as light, temperature or pressure.

</section>
<section id="14954" fatherid="14948" title="Ion pumps" lv="" priority="4" level="2">
The ionic currents of the action potential flow in response to concentration differences of the ions across the cell membrane.  These concentration differences are established by ion pumps, which are integral membrane proteins that carry out active transport, i.e., use cellular energy (ATP) to "pump" the ions against their concentration gradient. Such ion pumps take in ions from one side of the membrane (decreasing its concentration there) and release them on the other side (increasing its concentration there).  The ion pump most relevant to the action potential is the sodium–potassium pump, which transports three sodium ions out of the cell and two potassium ions in.  Consequently, the concentration of potassium ions K+ inside the neuron is roughly 20-fold larger than the outside concentration, whereas the sodium concentration outside is roughly ninefold larger than inside. Similarly, other ions have different concentrations inside and outside the neuron, such as calcium, chloride and magnesium.
Ion pumps influence the action potential only by establishing the relative ratio of intracellular and extracellular ion concentrations.  The action potential mainly involves the opening and closing of ion channels, not ion pumps.  If the ion pumps are turned off by removing their energy source, or by adding an inhibitor such as ouabain, the axon can still fire hundreds of thousands of action potentials before their amplitudes begin to decay significantly.  In particular, ion pumps play no significant role in the repolarization of the membrane after an action potential.

</section>
<section id="14955" fatherid="14948" title="Resting potential" lv="" priority="5" level="2">
As described in the section Ions and the forces driving their motion, equilibrium or reversal potential of an ion is the value of transmembrane voltage at which the electric force generated by diffusional movement of the ion down its concentration gradient becomes equal to the molecular force of that diffusion. The equilibrium potential for any ion can be calculated using the Nernst equation.Purves et al., pp. 28–32; Bullock, Orkand, and Grinnell, pp. 133–134; Schmidt-Nielsen, pp. 478–480, 596–597; Junge, pp. 33–35 For example, reversal potential for potassium ions will be as follows
  E_{eq,K^+} = frac{RT}{zF} ln frac{K^+_{o}}{K^+_{i}} , 
where
Even if two different ions have the same charge (ie. K+ and Na+), they can still have very different equilibrium potentials, provided their outside and/or inside concentrations differ. Take, for example, the equilibrium potentials of potassium and sodium in neurons. The potassium equilibrium potential EK is -84 mV with 5 mM potassium outside and 140 mM inside. The sodium equilibrium potential, on the other hand,  ENa is approximately +40mV with 1-2 mM sodium inside and 120 mM outside.Membrane potentials are defined relative to the exterior of the cell; thus, a potential of −70 mV implies that the interior of the cell is negative relative to the exterior.
However, there is an equilibrium membrane potential Em at which the net flow of all ions across the membrane is zero. This potential is calculated by the Goldman equationPurves et al., pp. 32–33; Bullock, Orkand, and Grinnell, pp. 138–140; Schmidt-Nielsen, pp. 480; Junge, pp. 35–37  It is essentially the Nernst equation, in that it is based on the charges of the ions in question, as well as the difference between their inside and outside concentrations. However, it also takes into consideration the relative permeability of the plasma membrane to each ion in question.

E_{m} = frac{RT}{F} ln{ ( frac{ P_{mathrm{K}}mathrm{K}^{+}_mathrm{out} + P_{mathrm{Na}}mathrm{Na}^{+}_mathrm{out} + P_{mathrm{Cl}}mathrm{Cl}^{-}_mathrm{in}}{ P_{mathrm{K}}mathrm{K}^{+}_mathrm{in} + P_{mathrm{Na}}mathrm{Na}^{+}_mathrm{in} + P_{mathrm{Cl}}mathrm{Cl}^{-}_mathrm{out}} 
ight) }

for the three monovalent ions most important to action potentials: potassium (K+), sodium (Na+), and chloride (Cl−). Being an anion, the chloride terms are treated differently than the cation terms; the inside concentration is in the numerator, and the outside concentration is in the denominator, which is reversed from the cation terms. Pi stands for the permeability of the ion type i.  If calcium ions are also considered, which are critically important for action potentials in muscles, the formula for the equilibrium potential becomes more complicated.
Generation of resting membrane potential is explicitly explained by the Goldman equation. The resting plasma membrane of most animal cells is much more permeable to K+, which results in the resting potential Vrest to be close to the potassium equilibrium potential.Purves et al., p. 34; Bullock, Orkand, and Grinnell, p. 134; Schmidt-Nielsen, pp. 478–480.Purves et al., pp. 33–36; Bullock, Orkand, and Grinnell, p. 131.
It is important to realize, that ionic and water permeability of a pure lipid bilayer is very small, and it is similarly negligible for ions of comparable size, such as Na+ and K+. The cell membranes, however, contain a large number of ion channels, water channels (aquaporins), and various ionic pumps, exchangers, and transporters, which dramatically and selectively increase permeability of the membrane for different ions. The relatively high membrane permeability for potassium ions at resting potential results from Inward-rectifier potassium ion channels which are open at negative voltages, and so called leak potassium conductances such as open rectifier K+ channel (ORK+) which are locked in open state. These potassium channels should not be confused with voltage-activated K+ channels responsible for membrane repolarization during action potential.

</section>
<section id="14956" fatherid="14948" title="Anatomy of a neuron" lv="" priority="6" level="2">
Several types of cells support an action potential, such as plant cells, muscle cells, and the specialized cells of the heart (in which occurs the cardiac action potential).  However, the main excitable cell is the neuron, which also has the simplest mechanism for the action potential.
Neurons are electrically excitable cells generally composed of one or more dendrites, a single soma, a single axon and one or more axon terminals. The dendrite is one of the two types of synapses, the other being the axon terminal buttons. Dendrites form protrusions in response to the axon terminal boutons. These protrusions, or spines, are designed to capture the neurotransmitters released by the presynaptic neuron. They have a high concentration of ligand activated channels.  It is, therefore, here where synapses from two neurons communicate with one another. These spines have a thin neck connecting a bulbous protrusion to the main dendrite. This ensures that changes occurring inside the spine are less likely to affect the neighbouring spines. The dendritic spine can, therefore, with rare exception (see LTP), act as an independent unit. The dendrites then connect onto the soma. The soma houses the nucleus, which acts as the regulator for the neuron. Unlike the spines, the surface of the soma is populated by voltage activated ion channels. These channels help transmit the signals generated by the dendrites. Emerging out from the soma is the axon hillock. This region is characterized by having an incredibly high concentration of voltage activated sodium channels. It is generally considered to be the spike initiation zone for action potentials.Bullock, Orkand, and Grinnell, p. 11. Multiple signals generated at the spines, and transmitted by the soma all converge here. Immediately after the axon hillock is the axon. This is a thin tubular protrusion traveling away from the soma. The axon is insulated by a myelin sheath. Myelin is composed of Schwann cells that wrap themselves multiple times around the axonal segment. This forms a thick fatty layer that prevents ions from entering or escaping the axon. This insulation both prevents significant signal decay as well as ensuring faster signal speed. This insulation, however, has the restriction that no channels can be present on the surface of the axon. There are, therefore, regularly spaced patches of membrane which have no insulation. These nodes of ranvier can be considered to be 'mini axon hillocks' as their purpose is to boost the signal in order to prevent significant signal decay. At the furthest end, the axon loses its insulation and begins to branch into several axon terminals. These axon terminals then end in the form the second class of synapses, axon terminal buttons. These buttons have voltage activated calcium channels which come into play when signaling other neurons.

</section>
</section>
<section id="14957" fatherid="0" title="Initiation" lv="" priority="-4" level="1">
<section id="14958" fatherid="14957" title="" lv="" priority="-1" level="2">
Before considering the propagation of action potentials along axons and their termination at the synaptic knobs, it is helpful to consider the methods by which action potentials can be initiated at the axon hillock. The basic requirement is that the membrane voltage at the hillock be raised above the threshold for firing. There are several ways in which this depolarization can occur.
</section>
<section id="14959" fatherid="14957" title="Neurotransmission" lv="" priority="2" level="2">
Action potentials are most commonly initiated by excitatory postsynaptic potentials from a presynaptic neuron.Bullock, Orkand, and Grinnell, pp. 177–240; Schmidt-Nielsen, pp. 490–499; Stevens, pp. 47–68.  Typically, neurotransmitter molecules are released by the presynaptic neuron. These neurotransmitters then bind to receptors on the postsynaptic cell.  This binding opens various types of ion channels. This opening has the further effect of changing the local permeability of the cell membrane and thus the membrane potential. If the binding increases the voltage (depolarizes the membrane), the synapse is excitatory. If, however, the binding decreases the voltage (hyperpolarizes the membrane), it is inhibitory.  Whether the voltage is decreased or increased, the change propagates passively to nearby regions of the membrane (as described by the cable equation and its refinements). Typically, the voltage stimulus decays exponentially with the distance from the synapse and with time from the binding of the neurotransmitter.  Some fraction of an excitatory voltage may reach the axon hillock and may (in rare cases) depolarize the membrane enough to provoke a new action potential.  More typically, the excitatory potentials from several synapses must work together at nearly the same time to provoke a new action potential.  Their joint efforts can be thwarted, however, by the counter-acting inhibitory postsynaptic potentials.
Neurotransmission can also occur through electrical synapses.Bullock, Orkand, and Grinnell, pp. 178–180; Schmidt-Nielsen, pp. 490–491.  Due to the direct connection between excitable cells in the form of gap junctions, an action potential can be transmitted directly from one cell to the next. The free flow of ions between cells enables rapid non-chemical mediated transmission. Rectifying channels ensure that action potentials only move in one direction through an electrical synapse. In the human nervous system this type of synapse is uncommon however.

</section>
<section id="14960" fatherid="14957" title="All-or-none principle" lv="" priority="3" level="2">
The amplitude of an action potential is independent of the amount of current which produced it. In other words, larger currents do not create larger action potentials. Therefore action potentials are said to be all-or-none (or boolean), since they either occur fully or they do not occur at all. Instead, the frequency of action potentials is what encodes for the intensity of a stimulus. This is in contrast to receptor potentials, whose amplitudes are dependent on the intensity of a stimulus.
</section>
<section id="14961" fatherid="14957" title="Sensory neurons" lv="" priority="4" level="2">
In sensory neurons, an external signal such as pressure, temperature, light, or sound is coupled with the opening and closing of ion channels, which in turn alter the ionic permeabilities of the membrane and its voltage.Schmidt-Nielsen, pp. 535–580; Bullock, Orkand, and Grinnell, pp. 49–56, 76–93, 247–255; Stevens, 69–79  These voltage changes can again be excitatory (depolarizing) or inhibitory (hyperpolarizing) and, in some sensory neurons, their combined effects can depolarize the axon hillock enough to provoke action potentials.  Examples in humans include the olfactory receptor neuron and Meissner's corpuscle, which are critical for the sense of smell and touch, respectively.  However, not all sensory neurons convert their external signals into action potentials; some do not even have an axon!Bullock, Orkand, and Grinnell, pp. 53, 122–124.  Instead, they may convert the signal into the release of a neurotransmitter, or into continuous graded potentials, either of which may stimulate subsequent neuron(s) into firing an action potential.   For illustration, in the human ear, hair cells convert the incoming sound into the opening and closing of mechanically gated ion channels, which may cause neurotransmitter molecules to be released. Similarly, in the human retina, the initial photoreceptor cells and the next two layers of cells (bipolar cells and amacrine cells) do not produce action potentials; only the third layer, the ganglion cells, produce action potentials, which then travel up the optic nerve.
</section>
<section id="14962" fatherid="14957" title="Pacemaker potentials" lv="" priority="5" level="2">
In the cases of neurotransmission and sensory neurons, action potentials result from an external stimulus. However, some excitable cells require no such stimulus to fire: they spontaneously depolarize their axon hillock and fire action potentials at a regular rate, like an internal clock.Junge, pp. 115–132 The voltage traces of such cells are known as pacemaker potentials.Bullock, Orkand, and Grinnell, pp. 152–153.  The cardiac pacemaker cells of the sinoatrial node in the heart provide a good example. Although such pacemaker potentials have a natural rhythm, it can be adjusted by external stimuli; for instance, heart rate can be altered by pharmaceuticals as well as signals from the sympathetic and parasympathetic nerves.Bullock, Orkand, and Grinnell, pp. 444–445.  The external stimuli do not cause the cell's repetitive firing, but merely alter its timing.  In some cases, the regulation of frequency can be more complex, leading to patterns of action potentials, such as bursting.
</section>
</section>
<section id="14963" fatherid="0" title="Phases" lv="" priority="5" level="1">
<section id="14964" fatherid="14963" title="" lv="" priority="-1" level="2">
The course of the action potential can be divided into five parts: the rising phase, the peak phase, the falling phase, the undershoot phase, and finally the refractory period. During the rising phase the membrane potential depolarizes (becomes more positive). The point at which depolarization stops is called the peak phase. At this stage, the membrane potential reaches a maximum. Subsequent to this, there is a falling phase. During this stage the membrane potential hyperpolarizes (becomes more negative). The undershoot phase is the point during which the membrane potential becomes temporarily more negatively charged than when at rest. Finally, the time during which a subsequent action potential is impossible or difficult to fire is called the refractory period, which may overlap with the other phases.Purves et al., p. 38.
The course of the action potential is determined by two coupled effects.Stevens, pp. 127–128.  First, voltage-sensitive ion channels open and close in response to changes in the membrane voltage Vm. This changes the membrane's permeability to those ions.Purves et al., pp. 61–65.  Secondly, according to the Goldman equation, this change in permeability changes in the equilibrium potential Em, and, thus, the membrane voltage Vm.  Thus, the membrane potential affects the permeability, which then further affects the membrane potential. This sets up the possibility for positive feedback, which is a key part of the rising phase of the action potential.Purves et al., pp. 48–49; Bullock, Orkand, and Grinnell, pp. 141, 150–151; Schmidt-Nielsen, p. 483; Junge, p. 89; Stevens, p. 127  A complicating factor is that a single ion channel may have multiple internal "gates" that respond to changes in Vm in opposite ways, or at different rates.Purves et al., pp. 64–74; Bullock, Orkand, and Grinnell, pp. 149–150; Junge, pp. 84–85; Stevens, pp. 152–158.  For example, although raising Vm  opens most gates in the voltage-sensitive sodium channel, it also closes the channel's "inactivation gate", albeit more slowly.Purves et al., pp. 47, 65; Bullock, Orkand, and Grinnell, pp. 147–148; Stevens, p. 128.  Hence, when Vm is raised suddenly, the sodium channels open initially, but then close due to the slower inactivation.
The voltages and currents of the action potential in all of its phases were modeled accurately by Alan Lloyd Hodgkin and Andrew Huxley in 1952, for which they were awarded the Nobel Prize in Physiology or Medicine in 1963.The Nobel Prize in Physiology or Medicine 1963.  However, their model considers only two types of voltage-sensitive ion channels, and makes several assumptions about them, e.g., that their internal gates open and close independently of one another.  In reality, there are many types of ion channels, and they do not always open and close independently.

</section>
<section id="14965" fatherid="14963" title="Stimulation and rising phase" lv="" priority="2" level="2">
A typical action potential begins at the axon hillockStevens, p. 49. with a sufficiently strong depolarization, e.g., a stimulus that increases Vm. This depolarization is often caused by the injection of extra sodium cations  into the cell; these cations can come from a wide variety of sources, such as chemical synapses, sensory neurons or pacemaker potentials.
The initial membrane permeability to potassium is low, but much higher than that of other ions, making the resting potential close to EK≈ -75 mV. The depolarization opens both the sodium and potassium channels in the membrane, allowing the ions to flow into and out of the axon, respectively.  If the depolarization is small (say, increasing Vm from −70 mV to −60 mV), the outward potassium current overwhelms the inward sodium current and the membrane repolarizes back to its normal resting potential around −70 mV. However, if the depolarization is large enough, the inward sodium current increases more than the outward potassium current and a runaway condition (positive feedback) results: the more inward current there is, the more Vm increases, which in turn further increases the inward current. A sufficiently strong depolarization (increase in Vm) causes the voltage-sensitive sodium channels to open; the increasing permeability to sodium drives Vm closer to the sodium equilibrium voltage ENa≈ +55 mV.  The increasing voltage in turn causes even more sodium channels to open, which pushes Vm still further towards ENa.  This positive feedback continues until the  sodium channels are fully open and Vm is close to ENa.Purves et al., pp. 49–50; Bullock, Orkand, and Grinnell, pp. 140–141, 150–151; Schmidt-Nielsen, pp. 480–481, 483–484; Junge, pp. 89–90. The sharp rise in Vm and sodium permeability correspond to the rising phase of the action potential.
The critical threshold voltage for this runaway condition is usually around −45 mV, but it depends on the recent activity of the axon.  A membrane that has just fired an action potential cannot fire another one immediately, since the ion channels have not returned to their usual state.  The period during which no new action potential can be fired is called the absolute refractory period.  At longer times, after some but not all of the ion channels have recovered, the axon can be stimulated to produce another action potential, but only with a much stronger depolarization, e.g., −30 mV.  The period during which action potentials are unusually difficult to provoke is called the relative refractory period.

</section>
<section id="14966" fatherid="14963" title="Peak and falling phase" lv="" priority="3" level="2">
The positive feedback of the rising phase slows and comes to a halt as the sodium ion channels become maximally open.  At the peak of the action potential, the sodium permeability is maximized and the membrane voltage Vm is nearly equal to the sodium equilibrium voltage ENa.  However, the same raised voltage that opened the sodium channels initially also slowly shuts them off, by closing their pores; the sodium channels become inactivated.   This lowers the membrane's permeability to sodium, driving the membrane voltage back down.  At the same time, the raised voltage opens voltage-sensitive potassium channels; the increase in the membrane's potassium permeability drives Vm towards EK.  Combined, these changes in sodium and potassium permeability cause Vm to drop quickly, repolarizing the membrane and producing the "falling phase" of the action potential.Purves et al., p. 49; Bullock, Orkand, and Grinnell, pp. 147–149, 152; Schmidt-Nielsen, pp. 483–484; Stevens, pp. 126–127.
</section>
<section id="14967" fatherid="14963" title="Hyperpolarization (undershoot)" lv="" priority="4" level="2">
The raised voltage opened many more potassium channels than usual, and these do not close  away when the membrane returns to its normal resting voltage.  The potassium permeability of the membrane is transiently unusually high, driving the membrane voltage Vm even closer to the potassium equilibrium voltage EK.  Hence, there is an undershoot, a hyperpolarization in technical language, that persists until the membrane potassium permeability returns to its usual value.Purves et al., p. 37; Bullock, Orkand, and Grinnell, p. 152.
</section>
<section id="14968" fatherid="14963" title="Refractory period" lv="" priority="5" level="2">
Each action potential is followed by a refractory period, which can be divided into an absolute refractory period, during which it is impossible to evoke another action potential, and then a relative refractory period, during which a stronger-than-usual stimulus is required.Purves et al., p. 49; Bullock, Orkand, Grinell, p. 151; Stevens, pp. 19–20; Junge, pp. 4–5. These two refractory periods are caused by changes in the state of sodium and potassium channel molecules. When closing after an action potential, sodium channels enter an "inactivated" state, in which they cannot be made to open regardless of the membrane potential—this gives rise to the absolute refractory period. Even after a sufficient number of sodium channels have transitioned back to their resting state, it frequently happens that a fraction of potassium channels remains open, making it difficult for the membrane potential to depolarize, and thereby giving rise to the relative refractory period. Because the density and subtypes of potassium channels may differ greatly between different types of neurons, the duration of the relative refractory period is highly variable.
The absolute refractory period is largely responsible for the unidirectional propagation of action potentials along axons.Purves et al., p. 56. At any given moment, the patch of axon behind the actively spiking part is refractory, but the patch in front, not having been activated recently, is capable of being stimulated by the depolarization from the action potential.

</section>
</section>
<section id="14969" fatherid="0" title="Propagation" lv="" priority="6" level="1">
<section id="14970" fatherid="14969" title="" lv="" priority="-1" level="2">
The action potential generated at the axon hillock propagates as a wave along the axon.Bullock, Orkland, and Grinnell, pp. 160–64. The currents flowing inwards at a point on the axon during an action potential spread out along the axon, and depolarize the adjacent sections of its membrane. If sufficiently strong, this depolarization provokes a similar action potential at the neighboring membrane patches. This basic mechanism was demonstrated by Alan Lloyd Hodgkin in 1937. After crushing or cooling nerve segments and thus blocking the action potentials, he showed that an action potential arriving on one side of the block could provoke another action potential on the other, provided that the blocked segment was sufficiently short.* 
Once an action potential has occurred at a patch of membrane, the membrane patch needs time to recover before it can fire again.  At the molecular level, this absolute refractory period corresponds to the time required for the voltage-activated sodium channels to recover from inactivation, i.e. to return to their closed state.Stevens, pp. 19–20. There are many types of voltage-activated potassium channels in neurons, some of them inactivate fast (A-type currents) and some of them inactivate slowly or not inactivate at all; this variability guarantees that there will be always an available source of current for repolarization, even if some of the potassium channels are inactivated because of preceding depolarization. On the other hand, all neuronal voltage-activated sodium channels inactivate within several millisecond during strong depolarization, thus making following depolarization impossible until a substantial fraction of sodium channels is not returned to their closed state. Although it limits the frequency of firing,Stevens, pp. 21–23. the absolute refractory period ensures that the action potential moves in only one direction along an axon.  The currents flowing in due to an action potential spread out in both directions along the axon.Bullock, Orkand, and Grinnell, pp. 161–164.  However, only the unfired part of the axon can respond with an action potential; the part that has just fired is unresponsive until the action potential is safely out of range and cannot restimulate that part.  In the usual orthodromic conduction, the action potential propagates from the axon hillock towards the synaptic knobs (the axonal termini); propagation in the opposite direction—known as antidromic conduction—is very rare.Bullock, Orkand, and Grinnell, p. 509.  However, if a laboratory axon is stimulated in its middle, both halves of the axon are "fresh", i.e., unfired; then two action potentials will be generated, one traveling towards the axon hillock and the other traveling towards the synaptic knobs.

</section>
<section id="14971" fatherid="14969" title="Myelin and saltatory conduction" lv="" priority="2" level="2">
The evolutionary need for the fast and efficient transduction of electrical signals in nervous system resulted in appearance of myelin sheaths around neuronal axons. Myelin is a multilamellar membrane which enwraps the axon in segments separated by intervals known as nodes of Ranvier, is produced by specialized cells, Schwann cells exclusively in the peripheral nervous system, and by oligodendrocytes exclusively in the central nervous system. Myelin sheath reduces membrane capacitance and increases membrane resistance in the inter-node intervals, thus allowing a fast, saltatory movement of action potentials from node to node. Myelination is found mainly in vertebrates, but an analogous system has been discovered in a few invertebrates, such as some species of shrimp.. Not all neurons in vertebrates are myelinated; for example, axons of the neurons comprising autonomous (vegetative) nervous system are not myelinated in general.
Myelin prevents ions from entering or leaving the axon along myelinated segments. As a general rule, myelination increases the conduction velocity of action potentials and makes them more energy-efficient. Whether saltatory or not, the mean conduction velocity of an action potential ranges from 1 m/s to over 100 m/s, and generally increases with axonal diameter.
Action potentials cannot propagate through the membrane in myelinated segments of the axon.  However, the current is carried by the cytoplasm, which is sufficient to depolarize the next 1 or 2 node of Ranvier.  Instead, the ionic current from an action potential at one node of Ranvier provokes another action potential at the next node; this apparent "hopping" of the action potential from node to node is known as saltatory conduction.  Although the mechanism of saltatory conduction was suggested in 1925 by Ralph Lillie, See also Keynes and Aidley, p. 78. the first experimental evidence for saltatory conduction came from Ichiji Tasaki and Taiji Takeuchi* *  and from Andrew Huxley and Robert Stämpfli.*  By contrast, in unmyelinated axons, the action potential provokes another in the membrane immediately adjacent, and moves continuously down the axon like a wave.
Myelin has two important advantages: fast conduction speed and energy efficiency.  For axons larger than a minimum diameter (roughly 1 micrometre), myelination increases the conduction velocity of an action potential, typically tenfold. Conversely, for a given conduction velocity, myelinated fibers are smaller than their unmyelinated counterparts.  For example, action potentials move at roughly the same speed (25 m/s) in a myelinated frog axon and an unmyelinated squid giant axon, but the frog axon has a roughly 30-fold smaller diameter and 1000-fold smaller cross-sectional area. Also, since the ionic currents are confined to the nodes of Ranvier, far fewer ions "leak" across the membrane, saving metabolic energy.  This saving is a significant selective advantage, since the human nervous system uses approximately 20% of the body's metabolic energy.
The length of axons' myelinated segments is important to the success of saltatory conduction. They should be as long as possible to maximize the speed of conduction, but not so long that the arriving signal is too weak to provoke an action potential at the next node of Ranvier. In nature, myelinated segments are generally long enough for the passively propagated signal to travel for at least two nodes while retaining enough amplitude to fire an action potential at the second or third node. Thus, the safety factor of saltatory conduction is high, allowing transmission to bypass nodes in case of injury. However, action potentials may end prematurely in certain places where the safety factor is low, even in unmyelinated neurons; a common example is the branch point of an axon, where it divides into two axons.Bullock, Orkland, and Grinnell, p. 163.
Some diseases degrade myelin and impair saltatory conduction, reducing the conduction velocity of action potentials. The most well-known of these is multiple sclerosis, in which the breakdown of myelin impairs coordinated movement.

</section>
<section id="14972" fatherid="14969" title="Cable theory" lv="" priority="3" level="2">
The flow of currents within an axon can be described quantitatively by cable theory and its elaborations, such as the compartmental model. Cable theory was developed in 1855 by Lord Kelvin to model the transatlantic telegraph cable and was shown to be relevant to neurons by Hodgkin and Rushton in 1946. In simple cable theory, the neuron is treated as an electrically passive, perfectly cylindrical transmission cable, which can be described by a partial differential equation

 au frac{partial V}{partial t} = lambda^{2} frac{partial^{2} V}{partial x^{2}} - V

where V(x, t) is the voltage across the membrane at a time t and a position x along the length of the neuron, and where λ and τ are the characteristic length and time scales on which those voltages decay in response to a stimulus. Referring to the circuit diagram above, these scales can be determined from the resistances and capacitances per unit lengthPurves et al., pp. 52–53.

 au = r_{m} c_{m}


lambda = sqrt frac{r_m}{r_l}

These time- and length-scales can be used to understand the dependence of the conduction velocity on the diameter of the neuron in unmyelinated fibers. For example, the time-scale τ increases with both the membrane resistance rm and capacitance cm.  As the capacitance increases, more charge must be transferred to produce a given transmembrane voltage (by the equation Q=CV); as the resistance increases, less charge is transferred per unit time, making the equilibration slower.  Similarly, if the internal resistance per unit length ri is lower in one axon than in another (e.g., because the radius of the former is larger), the spatial decay length λ becomes longer and the conduction velocity of an action potential should increase. If the transmembrane resistance rm is increased, that lowers the average "leakage" current across the membrane, likewise causing λ to become longer, increasing the conduction velocity.

</section>
</section>
<section id="14973" fatherid="0" title="Termination" lv="" priority="-7" level="1">
<section id="14974" fatherid="14973" title="Chemical synapses" lv="" priority="-1" level="2">
Action potentials that reach the synaptic knobs generally cause a neurotransmitter to be released into the synaptic c.  Neurotransmitters are small molecules that may open ion channels in the postsynaptic cell; most axons have the same neurotransmitter at all of their termini.  The arrival of the action potential opens voltage-sensitive calcium channels in the presynaptic membrane; the influx of calcium causes vesicles filled with neurotransmitter to migrate to the cell's surface and release their contents into the synaptic c.  This complex process is inhibited by the neurotoxins tetanospasmin and botulinum toxin, which are responsible for tetanus and botulism, respectively.
</section>
<section id="14975" fatherid="14973" title="Electrical synapses" lv="" priority="2" level="2">
Some synapses dispense with the "middleman" of the neurotransmitter, and connect the presynaptic and postsynaptic cells together. When an action potential reaches such a synapse, the ionic currents flowing into the presynaptic cell can cross the barrier of the two cell membranes and enter the postsynaptic cell through pores known as connexins.  Thus, the ionic currents of the presynaptic action potential can directly stimulate the postsynaptic cell.  Electrical synapses allow for faster transmission because they do not require the slow diffusion of neurotransmitters across the synaptic c. Hence, electrical synapses are used whenever fast response and coordination of timing are crucial, as in escape reflexes, the retina of vertebrates, and the heart.
</section>
<section id="14976" fatherid="14973" title="Neuromuscular junctions" lv="" priority="3" level="2">
A special case of a chemical synapse is the neuromuscular junction, in which the axon of a motor neuron terminates on a muscle fiber. In such cases, the released neurotransmitter is acetylcholine, which binds to the acetylcholine receptor, an integral membrane protein in the membrane (the sarcolemma) of the muscle fiber.  However, the acetylcholine does not remain bound; rather, it dissociates and is hydrolyzed by the enzyme, acetylcholinesterase, located in the synapse. This enzyme quickly reduces the stimulus to the muscle, which allows the degree and timing of muscular contraction to be regulated delicately. Some poisons inactivate acetylcholinesterase to prevent this control, such as the nerve agents sarin and tabun, and the insecticides diazinon and malathion.
</section>
</section>
<section id="14977" fatherid="0" title="Other cell types" lv="" priority="8" level="1">
<section id="14978" fatherid="14977" title="Cardiac action potentials" lv="" priority="1" level="2">
The cardiac action potential differs from the neuronal action potential by having an extended plateau, in which the membrane is held at a high voltage for a few hundred milliseconds prior to being repolarized by the potassium current as usual. This plateau is due to the action of slower calcium channels opening and holding the membrane voltage near their equilibrium potential even after the sodium channels have inactivated.
The cardiac action potential plays an important role in coordinating the contraction of the heart. The cardiac cells of the sinoatrial node provide the pacemaker potential that synchronizes the heart. The action potentials of those cells propagate to and through the atrioventricular node (AV node), which is normally the only conduction pathway between the atria and the ventricles. Action potentials from the AV node travel through the bundle of His and thence to the Purkinje fibers.Note that these Purkinje fibers are muscle fibers and not related to the Purkinje cells, which are neurons found in the cerebellum.  Conversely, anomalies in the cardiac action potential—whether due to a congenital mutation or injury—can lead to human pathologies, especially arrhythmias. Several anti-arrhythmia drugs act on the cardiac action potential, such as quinidine, lidocaine, beta blockers, and verapamil.

</section>
<section id="14979" fatherid="14977" title="Muscular action potentials" lv="" priority="2" level="2">
The action potential in a normal skeletal muscle cell is similar to the action potential in neurons.  Action potentials result from the depolarization of the cell membrane (the sarcolemma), which opens voltage-sensitive sodium channels; these become inactivated and the membrane is repolarized through the outward current of potassium ions.  The resting potential prior to the action potential is typically −90mV, somewhat more negative than typical neurons. The muscle action potential lasts roughly 2–4 ms, the absolute refractory period is roughly 1–3 ms, and the conduction velocity along the muscle is roughly 5 m/s.  The action potential releases calcium ions that free up the tropomyosin and allow the muscle to contract.  Muscle action potentials are provoked by the arrival of a pre-synaptic neuronal action potential at the neuromuscular junction, which is a common target for neurotoxins.
</section>
<section id="14980" fatherid="14977" title="Plant action potentials" lv="" priority="3" level="2">
Plant and fungal cells  are also electrically excitable. The fundamental difference to animal action potentials is, that the depolarization in plant cells is not accomplished by an uptake of positive sodium ions, but by release of negative chloride ions. Together with the following release of positive potassium ions, which is common to plant and animal action potentials, the action potential in plants infers, therefore, an osmotic loss of salt (KCl), whereas the animal action potential is osmotically neutral, when equal amounts of entering sodium and leaving potassium cancel each other osmotically. The interaction of electrical and osmotic relations in plant cells   indicates an osmotic function of  electrical excitability in the common, unicellular ancestors of plants and animals under changing salinity conditions, whereas the present function of rapid signal transmission is seen as a younger accomplishment of metazoan cells in a more stable osmotic environment . It must be assumed that the familiar signalling function of action potentials in some vascular plants (e.g. Mimosa pudica), arose independently from that in metazoan excitable cells.
</section>
</section>
<section id="14981" fatherid="0" title="Taxonomic distribution and evolutionary advantages" lv="" priority="9" level="1">
Action potentials are found throughout multicellular organisms, including plants, invertebrates such as insects, and vertebrates such as reptiles and mammals. Sponges seem to be the main phylum of multicellular eukaryotes that does not transmit action potentials, although some studies have suggested that these organisms have a form of electrical signaling, too.  The resting potential, as well as the size and duration of the action potential, have not varied much with evolution, although the conduction velocity does vary dramatically with axonal diameter and myelination.
Given its conservation throughout evolution, the action potential seems to confer evolutionary advantages.  One function of action potentials is rapid, long-range signaling within the organism; the conduction velocity can exceed 110 m/s, which is one-third the speed of sound.  No material object could convey a signal that rapidly throughout the body; for comparison, a hormone molecule carried in the bloodstream moves at roughly 8 m/s in large arteries.  Part of this function is the tight coordination of mechanical events, such as the contraction of the heart.  A second function is the computation associated with its generation.  Being an all-or-none signal that does not decay with transmission distance, the action potential has similar advantages to digital electronics.  The integration of various dendritic signals at the axon hillock and its thresholding to form a complex train of action potentials is another form of computation, one that has been exploited biologically to form central pattern generators and mimicked in artificial neural networks.

</section>
<section id="14982" fatherid="0" title="Experimental methods" lv="" priority="10" level="1">
The study of action potentials has required the development of new experimental methods.   The initial work, prior to 1955, focused on three goals: isolating signals from single neurons or axons, developing fast, sensitive electronics, and shrinking electrodes enough that the voltage inside a single cell could be recorded.
The first problem was solved by studying the giant axons found in the neurons of the squid genus Loligo.  These axons are so large in diameter (roughly 1 mm, or 100-fold larger than a typical neuron) that they can be seen with the naked eye, making them easy to extract and manipulate.  However, the Loligo axons are not representative of all excitable cells, and numerous other systems with action potentials have been studied.
The second problem was addressed with the crucial development of the voltage clamp, which permitted experimenters to study the ionic currents underlying an action potential in isolation, and eliminated a key source of electronic noise, the current IC  associated with the capacitance C of the membrane.Junge, pp. 63–82.  Since the current equals C times the rate of change of the transmembrane voltage Vm, the solution was to design a circuit that kept Vm fixed (zero rate of change) regardless of the currents flowing across the membrane.  Thus, the current required to keep Vm at a fixed value is a direct reflection of the current flowing through the membrane. Other electronic advances included the use of Faraday cages and electronics with high input impedance, so that the  measurement itself did not affect the voltage being measured.
The third problem, that of obtaining electrodes small enough to record voltages within a single axon without perturbing it, was solved in 1949 with the invention of the glass micropipette electrode, which was quickly adopted by other researchers.  Refinements of this method are able to produce electrode tips that are as fine as 100 Å (10 nm), which also confers high input impedance.  Action potentials may also be recorded with small metal electrodes placed just next to a neuron, with neurochips containing EOSFETs, or optically with dyes that are sensitive to Ca2+ or to voltage.* 
While glass micropipette electrodes measure the sum of the currents passing through many ion channels, studying the electrical properties of a single ion channel became possible in the 1970s with the development of the patch clamp by Erwin Neher and Bert Sakmann.  For this they were awarded the Nobel Prize in Physiology or Medicine in 1991.The Nobel Prize in Physiology or Medicine 1991.   Patch-clamping verified that ionic channels have discrete states of conductance, such as open, closed and inactivated.
Optical imaging technologies have been developed in recent years to measure action potentials, either via simultaneous multisite recordings or with ultra spatial resolution. Using voltage-sensitive dyes, action potentials have been optically recorded from a tiny patch of cardiomyocyte membrane.Guixue Bu, et al. Uniform action potential repolarization within the sarcolemma of in situ ventricular cardiomyocytes. Biophysical Journal, Vol.96, No.6, March 2009, pp.2532-2546.

</section>
<section id="14983" fatherid="0" title="Neurotoxins" lv="" priority="11" level="1">
Several neurotoxins, both natural and synthetic, are designed to block the action potential.  Tetrodotoxin from the pufferfish and saxitoxin from the Gonyaulax (the dinoflagellate genus responsible for "red tides")  block action potentials by inhibiting the voltage-sensitive sodium channel;* *  similarly, dendrotoxin from the black mamba snake inhibits the voltage-sensitive potassium channel.  Such inhibitors of ion channels serve an important research purpose, by allowing scientists to "turn off" specific channels at will, thus isolating  the other channels' contributions; they can also be useful in purifying ion channels by affinity chromatography or in assaying their concentration. However, such inhibitors also make effective neurotoxins, and have been considered for use as chemical weapons.  Neurotoxins aimed at the ion channels of insects have been effective insecticides; one example is the synthetic permethrin, which prolongs the activation of the sodium channels involved in action potentials.  The ion channels of insects are sufficiently different from their human counterparts that there are few side effects in humans.  Many other neurotoxins interfere with the transmission of the action potential's effects at the synapses, especially at the neuromuscular junction.
</section>
<section id="14984" fatherid="0" title="History" lv="" priority="-12" level="1">
The role of electricity in the nervous systems of animals was first observed in dissected frogs by Luigi Galvani, who studied it from 1791 to 1797. Galvani's results stimulated Alessandro Volta to develop the Voltaic pile—the earliest known electric battery—with which he studied animal electricity (such as electric eels) and the physiological responses to applied direct-current voltages.
Scientists of the 19th century studied the propagation of electrical signals in whole nerves (i.e., bundles of neurons) and demonstrated that nervous tissue was made up of cells, instead of an interconnected network of tubes (a reticulum).* *   Carlo Matteucci followed up Galvani's studies and demonstrated that cell membranes had a voltage across them and could produce direct current.  Matteucci's work inspired the German physiologist, Emil du Bois-Reymond, who discovered the action potential in 1848.  The conduction velocity of action potentials was first measured in 1850 by du Bois-Reymond's friend, Hermann von Helmholtz.  To establish that nervous tissue was made up of discrete cells, the Spanish physician Santiago Ramón y Cajal and his students used a stain developed by Camillo Golgi to reveal the myriad shapes of neurons, which they rendered painstakingly.  For their discoveries, Golgi and Ramón y Cajal were awarded the 1906 Nobel Prize in Physiology.The Nobel Prize in Physiology or Medicine 1906. Their work resolved a long-standing controversy in the neuroanatomy of the 19th century; Golgi himself had argued for the network model of the nervous system.
The 20th century was a golden era for electrophysiology. In 1902 and again in 1912, Julius Bernstein advanced the hypothesis that the action potential resulted from a change in the permeability of the axonal membrane to ions.*  Bernstein's hypothesis was confirmed by Ken Cole and Howard Curtis, who showed that membrane conductance increases during an action potential. In 1907, Louis Lapicque suggested that the action potential was generated as a threshold was crossed, what would be later shown as a product of the dynamical systems of ionic conductances. In 1949, Alan Hodgkin and Bernard Katz refined Bernstein's hypothesis by considering that the axonal membrane might have different permeabilities to different ions; in particular, they demonstrated the crucial role of the sodium permeability for the action potential. This line of research culminated in the five 1952 papers of Hodgkin, Katz and Andrew Huxley, in which they applied the voltage clamp technique to determine the dependence of the axonal membrane's permeabilities to sodium and potassium ions on voltage and time, from which they were able to reconstruct the action potential quantitatively.* * * *  Hodgkin and Huxley correlated the properties of their mathematical model with discrete ion channels that could exist in several different states, including "open", "closed", and "inactivated". Their hypotheses were confirmed in the mid-1970s and 1980s by Erwin Neher and Bert Sakmann, who developed the technique of patch clamping to examine the conductance states of individual ion channels.* *  In the 21st century, researchers are beginning to understand the structural basis for these conductance states and for the selectivity of channels for their species of ion, through the atomic-resolution crystal structures,* *  fluorescence distance measurements* *  and cryo-electron microscopy studies.* 
Julius Bernstein was also the first to introduce the Nernst equation for resting potential across the membrane; this was generalized by David E. Goldman to the eponymous Goldman equation in 1943. The sodium–potassium pump was identified in 1957* The Nobel Prize in Chemistry 1997.  Nobelprize.org.  Retrieved on 2007-04-21. and its properties gradually elucidated, culminating in the determination of its atomic-resolution structure by X-ray crystallography. The crystal structures of related ionic pumps have also been solved, giving a broader view of how these molecular machines work.

</section>
<section id="14985" fatherid="0" title="Quantitative models" lv="" priority="13" level="1">
Mathematical and computational models are essential for understanding the action potential, and offer predictions  that may be tested against experimental data, providing a stringent test of a theory.  The most important and accurate of these models is the Hodgkin–Huxley model, which describes the action potential by a coupled set of four ordinary differential equations (ODEs). Although the Hodgkin–Huxley model may be a simplification of a realistic nervous membrane as it exists in nature, its complexity has inspired several even-more-simplified models,* *  such as the Morris–Lecar model and the FitzHugh–Nagumo model,*  both of which have only two coupled ODEs.  The properties of the Hodgkin–Huxley and FitzHugh–Nagumo models and their relatives, such as the Bonhoeffer–van der Pol model,* * * *  have been well-studied within  mathematics,* * * *  computation*  and electronics.  More modern research has focused on larger and more integrated systems; by joining action-potential models with models of other parts of the nervous system (such as dendrites and synapses), researches can study neural computation*  and simple reflexes, such as escape reflexes and others controlled by central pattern generators.* Hooper, Scott L. "Central Pattern Generators." Embryonic ELS (1999) http://www.els.net/elsonline/figpage/I0000206.html (2 of 2) 2/6/2001 11:42:28 AM Online: Accessed 27 November 2007
</section>
<section id="14986" fatherid="0" title="See also" lv="" priority="-14" level="1">
</section>
<section id="14987" fatherid="0" title="Explanatory notes" lv="" priority="-15" level="1">
</section>
<section id="14988" fatherid="0" title="Notes" lv="" priority="-16" level="1">
<section id="14989" fatherid="14988" title="Cited texts" lv="" priority="-1" level="2">
</section>
</section>
<section id="14990" fatherid="0" title="External links" lv="" priority="-17" level="1">
Category:Neural coding
Category:Electrophysiology
Category:Computational neuroscience
Category:Cellular neuroscience

</section>
</document>
