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i
Faculty of Electrical Engineering, University of Ljubljana, Slovenia
Correspondence: Address reprint requests to Tadej Kotnik, E-mail: tadej{at}lbk.fe.uni-lj.si.
| ABSTRACT |
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| INTRODUCTION |
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As a cell is exposed to an external field, this leads to an inducement of a voltage on the cell plasma membrane. This voltage is proportional to the field strength and superimposes onto the resting voltage present on the membrane under physiological conditions, typically
70 mV (5
). According to the theory of electroporation, a voltage on the membrane reduces the energy necessary for rearrangements of the membrane lipids that result in formation of aqueous passages (hydrophilic pores) and consequently in increased conductivity and permeability of the membrane. Consequently, as the voltage increases, so does the probability of formation of such passages. The resting voltages that are normally present on the cell membrane and on the organelle membranesthe largest is in mitochondria,
140 mV (6
)are clearly insufficient for this, as electroporation is not observed under physiological conditions. With exposures to electric fields leading to total voltages of several hundreds of millivolts, however, electroporation of the cell membrane becomes readily achievable and observed in experiments. Both the theory of electroporation (7
,8
) and recent computational studies based on molecular dynamics (9
11
) corroborate that as the membrane voltage increases, so does the rate of formation of metastable aqueous passages in the membrane.
The fields used for electroporation are most often delivered in the form of unipolar rectangular pulses, with typical amplitudes of several hundred volts per centimeter, durations ranging from tens of microseconds up to milliseconds, and risetimes in microseconds. In the first few microseconds after the onset of the pulse, these exposures induce a voltage in the range of several hundred millivolts on the cell membrane, and this voltage persists until the end of the pulse. Also within microseconds, this leads to the onset of electroporation, detected as a steep increase in electrical conductivity and permeability of the membrane (12
,13
). Although they are used less commonly, bipolar rectangular pulses (14
16
) and sinusoidal or sine-modulated rectangular pulses (17
,18
) are also efficient in achieving electroporation.
The exposure of a cell to an electric field also induces voltages on the organelle membranes in the cell interior, but these voltages are several orders of magnitude smaller than the voltage induced on the cell membrane. As such they are far too low for electroporation, and although the cell membrane is rendered permeable, the organelle membranes are left unaffected.
However, in a number of recent articles it has been reported that with much stronger (typically tens or hundreds of thousands of volts per centimeter) but much shorter (typically tens or hundreds of nanoseconds) pulses, the situation seems to be reversed, with the cell membrane affected less than some internal cell structures (19
24
). In many cases, a mitochondria-dependent apoptosis was observed, which could be due to electroporation of these organelles (25
27
). For brevity, the high-intensity, nanosecond-duration pulsed electric fields used in these experiments are often referred to by the acronym nsPEF, and we will also adopt this practice in this article.
In this article we explore one possible theoretical explanation of the observed effects of nsPEF on intracellular membranes. Namely, as discussed above, the steady-state value of the voltage induced on the cell membrane is always much larger than its counterpart on an organelle membrane. But as the duration of an electric pulse is decreased into the submicrosecond range, this becomes less and less relevant, because such an exposure is too short for the two voltages to come close to their steady-state values, and the time courses of their inducement become important. These time courses depend on a number of geometric and electric parameters, and the aim of this article is to investigate whether there is a range of plausible values of these parameters for which the voltage on the organelle membrane can temporarily exceed the voltage on the cell membrane. This explanation has been proposed before based on considerations of a more qualitative nature (19
) and later on numerical studies performed on a finite-elements model with a spherical mesh geometry (28
). In this article, we derive the analytical expressions for the induced voltages, which allows for a theoretical analysis of the role of each model parameter. In "Derivation of the induced voltages" we derive the expressions for the induced voltages for the case where each region is characterized by an electric conductivity and a dielectric permittivity, whereas in "Results and Discussion" we analyze the dependence of the induced voltages on each of the parameters and discuss the results.
| DERIVATION OF THE INDUCED VOLTAGES |
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![]() | (1) |
the angle with respect to the direction of the field, and with constants Ak and Bk specific for each region. Finiteness of the electric potential at r = 0 implies Bi1 = 0, and from uniformity of the field at r
it follows that Ae = E. The remaining eight constants (A1i, A1m, B1m, A2i, B2i, A2m, B2m, and Be) are determined by the conditions of continuity of the electric potential,
, and the normal component of the electric current density,
at each of the four boundaries between the regions. In frequency-domain (FD) analysis,
is the complex conductivity (admittivity) of a region,
+ j
, where
is the angular frequency of the field, and in time-domain (TD) analysis, it is the admittivity operator,
where
is the differential operator transforming a function into its time derivative. Thus, the pair of continuity requirements pertaining to the boundary between the organelle membrane and the cytosol can be written as
![]() | (2) |
and in the
Analogous pairs of conditions characterize the other three boundaries. The direct dealing with differential operators in the TD can be avoided by transferring the treatment into the complex-frequency space, as described in more detail in "Analysis in the time domain".
The solutions for the eight constants are relatively lengthy expressions, because in general each of them incorporates the geometric and electric parameters of all five regions of the model, but algebraically their exact determination is elementary, because they form a well-defined system of eight equations with eight unknowns. The solutions for the somewhat simpler system of three regions, i.e., for a spherical cell devoid of an organelle, are given in Kotnik et al. (32
). For the spherical cell with an organelle, the derivation of all the constants is available as Supplementary Material to this article found at the home page of the journal, but for brevity it will be omitted here.
Once all the constants are determined, the voltage induced on a membrane is determined as the difference between the potentials
(r,
) at the inner and outer surface of this membrane. This yields Eq. 3 for the voltage induced on the cell plasma membrane, and Eq. 4 for the voltage induced on the organelle membrane where M is in both cases given by Eq. 5.
![]() | (3) |
![]() | (4) |
![]() | (5) |
The substitution
=
+ j
for each of the five regions provides the starting point for analysis of 
cell and 
org in the FD, and the substitution
does the same for the TD.
Analysis in the frequency domain
The frequency domain is the natural setting for an exposure of a cell to sinusoidal electric fields. Fixing the geometric and electric parameters of the model, inserting for E the amplitude of the field, and writing explicitly
=
+ j
, the induced voltages 
cell and 
org become functions of a single variable, namely
, the angular frequency of the field. For a fixed
, the values of 
cell and 
org are complex numbers, with |
cell|, |
org| corresponding to the amplitudes of the induced voltages, and arg(
cell), arg(
org) to their phase shifts with respect to the external field. It should be emphasized that these values characterize the sinusoidal steady states that are established after the transients occurring at the onset of the field are over.
By considering 
cell and 
org as functions of
, it is then determined very straightforwardly whether there is a range of parameter values and field frequencies where 
org canat least temporarilyexceed 
cell. The results of such analysis are presented in "Voltages induced by a sinusoidal field".
The approach described above can be extended to other periodic time courses of the field representable as uniformly convergent Fourier series. The induced voltages are then given by the series of voltage components induced by individual field components in the Fourier series.
Analysis in the time domain
The time domain is the natural setting for exposures of a cell to aperiodic fields, as well as to periodic fields for which the Fourier series is nonuniformly convergent. This class clearly contains a rectangular and a trapezoidal (i.e., having nonzero risetime and falltime) pulse, but it also contains periodic trains of such pulses, as the uniform convergence requirement fails at the pulse edges, which is usually referred to as the Gibbs phenomenon (37
). As mentioned in "The model of a cell with an organelle", the most convenient approach here is an interim transfer of the treatment to the complex-frequency space. Denoting the complex frequency by s, the differentiation with respect to time is thereby transformed into multiplication by s, and time courses are replaced by their Laplace transforms. Fixing again the geometric and electric parameters of the model, inserting for E the Laplace transform of the time course of the electric field, L[E(t)] = E(s), and writing explicitly
=
+
s, the expressions for 
cell and 
org become functions of s. The time courses of the induced voltages are then obtained as inverse Laplace transforms, 
cell(t) = L1[
cell(s)] and 
org(t) = L1[
org(s)]. This yields the complete time courses, including the transients.
Provided that E(s) is a polynomial in s, 
cell and 
org are rational functions (i.e., fractions of polynomials) of s, and the inverse Laplace transforms are obtained easily. The method is also applicable to all other cases for which the Laplace transform of E(t) and the inverse Laplace transforms of 
cell and 
org can be obtained explicitly. For many of the conceivable time courses of the electric field, the transforms can be found in standard tables (38
), whereas for other sufficiently regular functions they can be derived by means of the Laplace transform integral (39
) and the Bromwich integral (39
), respectively. For more intricate cases, discretization of time and application of the unilateral Z-transform instead of the Laplace transform would still allow one to obtain approximate solutions.
Limitations of the described approaches
In this article, the cell is modeled as a shelled sphere containing another shelled spherea single organelle. This allows for analytical derivation but is generally an evident oversimplification, both in assuming spherical shapes and in reducing the actual multitude of organelles to a single one (to an extent, the analytical approach can also be extended to spheroidal and ellipsoidal cell shapes (44
,45
)). However, as already mentioned in "The model of a cell with an organelle", these assumptions are acceptable for the purpose of studying the membrane shielding due to its primarily topological nature. As a consequence, the qualitative conclusions obtained with this geometry are also valid more generally, but the precise quantitative picture for a particular cell and organelle geometry would have to be determined (in general numerically) in that geometry.
In "Analysis in the frequency domain" and "Analysis in the time domain" we have implicitly assumed that the conductivities and the permittivities featuring in
are constants. Strictly speaking, this is only accurate if the variation of the field is slow enough for negligible effects of dielectric relaxation. For exposures to sinusoidal fields, this is the case up to tens or hundreds of megahertz for lipids (40
), and up to tens of gigahertz for aqueous solutions (41
). Above these frequencies, the conductivities and the permittivities become functions of the field frequency (42
), and for precise results this has to be accounted for. In Kotnik and Miklav
i
(34
), this approach is pursued in the FD using a simple Debye relaxation model for a cell without an organelle, which could be applied in the same way to the case with an organelle. However, in this article a clear picture of the role of each parameter is more important than a high precision of the results, and to avoid obscuring this picture, we choose not to introduce dielectric relaxation into the model.
The FD and the TD approach presented in "Analysis in the frequency domain" and "Analysis in the time domain" are both based on the Laplace equation, which does not account for the fact that the electric field propagates in waves and with finite velocity. On timescales where this becomes important, a correct treatment would have to proceed from the more general Helmholtz equation (43
). However, the frequencies for which the field wavelength becomes comparable to the size of a cell are in the range of terahertz, which is far above the frequencies of the sinusoidal fields we will investigate here. Similarly, the time required for the electric field to traverse the cell is in the range of femtoseconds, which is far below the risetimes, durations, and falltimes of the pulsed fields (nsPEF) that will be considered here.
Finally, in the treatment presented in this article it is assumed that unless they exceed the threshold value sufficient for electroporation, the induced voltages do not affect the electric properties of the membranes. Some membrane components, most notably the voltage-gated channels, can respond actively to induced voltages considerably lower than the electroporation threshold, thereby altering the electric properties of the membrane. The open channels could result in increased membrane conductivity, hindering further increase of membrane voltage and possibly preventing electroporation. This clearly cannot be the case with the cell plasma membrane, as its electroporation is readily achievable with a wide range of pulse parameters. The possible role of voltage-sensitive constituents of the organelle membranes in the observed effects is discussed briefly in "Curvature of organelle membranes".
| RESULTS AND DISCUSSION |
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cell and 
org, and a trapezoidal pulse is characterized by a risetime, an amplitude, a duration pertaining to this amplitude, and a falltime. For a first insight into the role of the parameters, and for a selection of those to be investigated further, a clearer picture is provided by treating an exposure of a cell to a sinusoidal field, which is characterized only by its amplitude and frequency. Along these lines, "Voltages induced by a sinusoidal field" investigates the influence of each of the parameters in the FD, and a much smaller subset of parameters chosen on the basis of this investigation is then used in "Voltages induced by a trapezoidal pulse" in the TD with trapezoidal pulses.
Voltages induced by a sinusoidal field
The purpose of this section is to determine whether in an exposure of a cell to a sinusoidal field, there is a range of parameter values for which |
org| can exceed |
cell|, or equivalently, for which the ratio |
org| / |
cell| can exceed the value of 1. The expressions for 
cell and 
org in "The model of a cell with an organelle" show that this ratio depends on practically all the geometric and electric parameters of the model. The only exceptions are
e and
e, because the numerators of 
cell and 
org are proportional to
e =
e + j
e, whereas their denominators are identical, so that in the ratio |
org| / |
cell| all occurrences of
e cancel out. The simplest method for investigation of the role of the remaining 12 parameters is by means of parametric studies, in which one parameter is varied through a given range while the others are kept at their default values. Restriction to one variable at a time does not completely elucidate the behavior of a function of 12 variables, but the results of such parametric studies are easy to interpret, and will also suffice for the aims of this article.
Table 1 gives the default values and variation ranges of the parameters. The choice of default values is based on the typical data found in the literature, and the limits of the variation ranges were chosen in an attempt to confine each parameter to physically realistic, or at least plausible values. For the reasons discussed in the above paragraph,
e and
e do not enter the parametric studies, and thus the table gives only their default values, which are needed when the two voltages themselves are of interest, and not only their ratio.
|
spanning the range from 105 to 1010 s1, yielding a set of data that can be visualized clearly in a contour plot of the ratio |
org| / |
cell| as a function of frequency and the studied parameter. As shown in Fig. 2, with the default values assigned to all parameters, this ratio does not exceed the value of 1 for any frequency. A similar result is obtained if the two membranes are assigned realistic dielectric permittivities but zero electric conductivities (35
|

org| / |
cell| does exceed 1 in a certain range of parameter values. The contour plots showing the results of the parametric studies are given in Fig. 3, from which two clear properties emerge. First, in the higher megahertz range, either a small increase of
1i above its default value, or a small decrease of
2i below its default value suffices for |
org| to exceed |
cell|. And second, in the higher megahertz range and in the gigahertz range the same is the case for a decrease of
1m and for an increase of
2m. A more general formulation is that the ratio |
org| / |
cell| can exceed the value of 1 if the organelle interior has a higher electric conductivity than the cytosol, or if the organelle membrane has a lower dielectric permittivity than the cell membrane. The effect of
1i >
2i is due to the fact that with the increase of field frequency, the shielding of the cell interior by the plasma membrane weakens, and the electric current flowing through the cell becomes concentrated in the organelle interior. The effect of
1m <
2m is also easily explained, as the voltage inducement is faster on the membrane with the lower dielectric permittivity.
|
1i >
2i, the organelle interior would have to contain either a higher total concentration of ions with respect to the cytosol, or a larger fraction of ions with higher mobility (e.g., more potassium and less sodium). In a recent computational analysis, the concentration of potassium ions in the intermembrane space of the mitochondria was estimated at between 175 and 207 mM (53
140 mM (5
1m <
2m, the membrane of the organelle under consideration would generally have to contain a smaller fraction of proteins than the cell plasma membrane. This is, however, markedly not the case for the inner mitochondrial membrane, where proteins represent
76% of the mass, which is a higher fraction than in any other membrane (5
The parametric studies also show that |
org| / |
cell| can exceed 1 if d1 is significantly larger than its default value of 5 nm. More generally, a sufficient condition is that the organelle membrane should be thicker than the cell membrane, d1 > d2. This is realistic for some organelles, such as the nucleus and the mitochondria, as they have a double membrane, and in mitochondria the two membranes are moreover separated by several nanometers of intermembrane space (6
). Still, with a thicker membrane, a proportionally larger voltage is required for the same electric field within the membrane. As a consequence, if the electric field in the membrane is the decisive factor in electroporation, with d1 > d2 the condition |
org| / |
cell| > 1 is not sufficient for the organelle membrane to be electroporated, but instead roughly |
org| / |
cell| > d1 / d2 would be required.
Finally, a region with |
org| > |
cell| is also reached in the parametric studies of
1i and
2i. More generally, this is the case for sufficiently high frequencies provided that
1i >
2i. However, as the organelle interior and the cytosol are both aqueous solutions, it is reasonable to assume that
1i and
2i are very similar. The choice of variation ranges for these two parameters primarily reflects the dependence of dielectric permittivities on the temperature, but because the cell is too small to contain significant temperature differences, change of the temperature by cooling or heating the cell suspension or a tissue will have nearly the same effect on the two permittivities.
Further analysis reveals that if the cell and organelle membranes are identical in their electric properties and their thickness, and if the cytosol is electrically identical to the organelle interior, then |
org| < |
cell| at any field frequency. It should perhaps be stressed here that for such parameter values, the faster charging of the organelle membrane cannot cause 
org to exceed 
cell, even if the shielding of the organelle by the cell membrane is disregarded. Namely, without shielding, the rate of voltage inducement on a spherical object is inversely proportional to its radius, but the voltage plateau is directly proportional to the radius, so that on a larger object the induced voltage is necessarily larger at all times. This is clear from the fact that 1 exp(t/
) < K(1 exp(t/(K
))) for K > 1 and t > 0; the two functions are equal at t = 0, and for their respective derivatives at t > 0 we have exp(t/
)/
< exp(t/(K
))/
. As a consequence, the voltage induced on the cell membrane is always larger than its counterpart on the organelle membrane. At low field frequencies the shielding intensifies this effect, as the voltage on the organelle membrane starts decreasing even during the exposure (Fig. 5 illustrates this for an exposure to a direct field).
|
1i = 0.5 S/m,
1m = 3.0 x 1011 As/Vm, and d1 = 10 nm, while keeping the other nine parameters at their default values. This study shows that on a cell characterized by the chosen parameter values, with an exposure to an alternating field with a frequency in the range of tens and hundreds of megahertz, the induced voltage on the organelle could exceed its counterpart on the cell membrane by a factor of >3. Obviously, this is only relevant provided that
1i can actually differ that much with respect to
2i, and similarly for
1m with respect to
2m. We discuss the plausibility of this at the end of the article, whereas we now turn to the voltages induced by a trapezoidal pulse.
|
![]() | (6) |
![]() | (7) |
In analogy with the FD study shown in Fig. 2, we assume that the field amplitude is E0 = 5 x 104 V/m, and treat the situation at
= 0. In addition, we take T = 1 ns, which is on the order of magnitude of the shortest risetimes achievable with nsPEF generators. Proceeding as described in "Analysis in the time domain", we insert E(s) into the expressions for 
cell and 
org, write all the admittivity operators as
=
+
s, assign all the parameters their default values, and apply the inverse Laplace transform to obtain the time courses of the two induced voltages for such an onset of the field. Shown in the top panel of Fig. 5, these time courses reveal that the inducement on the cell plasma membrane is a monotonic process, whereas the inducement on an organelle membrane is transientwith the onset of the field, 
org increases for several hundred nanoseconds, and then recedes back to zero even if the external field persists. This is consistent with the simpler, widely used steady-state consideration of a DC exposure, where the voltage induced on the cell plasma membrane is given by the static Schwan equation, 
cell
1.5 E R cos
, while everywhere in the cell interior the electric potential is practically constant.
The time courses of the two induced voltages also show that with default parameter values, 
org remains below 
cell at all times, as could be expected from the results obtained in the FD (see Fig. 2). However, if in analogy to the second FD study we set
1i = 0.5 S/m,
1m = 3.0 x 1011 As/Vm, d1 = 10 nm, and keep the other nine parameters at their default values, the situation changes quite radically. As shown in the bottom panel of Fig. 5, 
org now exceeds 
cell considerably during the first tens of nanoseconds. The general properties of the two voltagesa monotonic increase of 
cell and a transient increase of 
org followed by a decrease to zeroof course remain unchanged.
The FD analysis described in "Voltages induced by a sinusoidal field" reveals that 
org can only exceed 
cell provided that either the cell membrane differs from the organelle membrane, or the cytosol differs from the organelle interior. From the results shown in Fig. 5 it now transpires that moreover, this can only occur during the first hundreds of nanoseconds after the onset of the pulse. This implies that only pulse durations shorter than this can allow for selective targeting of intracellular structures, whereas with longer pulses the cell plasma membrane is always affected to a larger extent.
For further elucidation of the effects of nsPEF, we now consider an exposure to a trapezoidal pulse with an amplitude E0, a risetime T1, a duration T2, and a falltime T3. Such a pulse can be represented as a sum of four ramp functions,
![]() | (8) |
![]() | (9) |
We choose a trapezoidal pulse instead of a simpler rectangular pulse because this is more realistic, as on the nanosecond scale the risetime and the falltime of the pulse are not negligible with respect to the pulse duration, and in addition this allows one to study the behavior of the membrane voltage also during the risetime and the falltime.
In accordance with a typical experiment, we choose E0 = 1.5 x 107 V/m, T2 = 10 ns for a pulse that is found to primarily affect the intracellular structures (26
), and in addition we set T1 = T3 = 1 ns. Proceeding again along the lines described in "Analysis in the time domain" yields the time courses shown in Fig. 6, the top panel corresponding to default parameter values, and the bottom panel to values of
1i,
1m, and d1 adjusted in analogy to the preceding studies. As expected, in the default case 
org never exceeds 
cell, whereas with adjusted parameters it does. Furthermore, the maximum value of 
org is more than three times larger than the maximum value of 
cell (see also the caption of Fig. 6), and consequently despite the double thickness of the organelle membrane, the electric field in it is >50% higher than in the cell membrane.
|

org equal to, or slightly below 
cell. As the membrane voltages required for electroporation by nsPEF appear to be in the range of volts (54
Curvature of organelle membranes
Some theoretical studies suggest that the threshold value of membrane voltage required for electroporation can decrease if the membrane curvature is sufficiently high (56
,8
). As the organelles are significantly smaller than the cell, the typical curvatures found in organelle membranes are generally also higher than those in the cell membrane. Due to this, it is conceivable that even with 
org somewhat lower than 
cell, electroporation could affect an organelle membrane, but leave the cell membrane intact.
Voltage-gated channels in organelle membranes
This article is mainly concerned with the conditions that would allow for electroporation of the organelle membranes, but for completeness it should be noted that some effects caused by nsPEF could also be explained without involving electroporation. Weaver (55
) proposed that the membrane voltage induced on the inner mitochondrial membrane could open the mitochondrial permeability transition pore complex. As this molecule is voltage sensitive (57
,58
) and involved in the induction of apoptosis (59
), apoptosis could in this manner be induced also without electroporation of the mitochondrial membranes.
| CONCLUSIONS |
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However, if the organelle interior is more electrically conductive than the cytosol, or if the organelle membrane has a detectably lower dielectric permittivity than the cell membrane, the situation changes. For exposures to sinusoidal fields in the megahertz range, and for the first tens of nanoseconds of exposures to pulsed fields, the voltage induced on the organelle membrane can easily exceed its counterpart on the cell membrane, as illustrated in Fig. 4 and in bottom panels of Figs. 5 and 6. These findings are of course only relevant provided that the assumed differences between the organelle interior and the cytosol, or between the cell and organelle membranes are realistic. Higher ionic concentrations in the interior of some organelles could result in higher conductivity of this region with respect to the cytosol, which appears to be a realistic assumption at least in the case of potassium ions in the mitochondria. Experimental estimates obtained by dielectric spectroscopy for the mitochondria (60
) and the nucleus (61
,62
) also corroborate that the differences between the electric conductivities of the organelle interiors and the cytosol can be considerable, and suggest that organelle membranes can also differ significantly from the cell plasma membrane in their dielectric permittivities.
Finally, as discussed in "Resting voltage on organelle membranes", "Curvature of organelle membranes", and "Voltage-gated channels in organelle membranes", there are at least three additional factors that could lead to an organelle membrane being electroporated but the cell membrane left intact: high resting voltage on the organelle membrane, high curvature of the organelle, and voltage sensitivity of certain proteins in the organelle membrane. The first and the third of these factors could also contribute to the explanation why particularly mitochondria often appear to be the primary targets of nsPEF.
| SUPPLEMENTARY MATERIAL |
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Submitted on July 14, 2005; accepted for publication October 4, 2005.
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