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Department of Neurobiology and Behavior, Howard Hughes Medical Institute, State University of New York at Stony Brook, Stony Brook, New York 11790; and Instituto Cajal, 28002 Madrid, Spain
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ABSTRACT |
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Villarroel, Alvaro. Nonstationary noise analysis of M currents simulated and recorded in PC12 cells. J. Neurophysiol. 77: 2131-2138, 1997. M current relaxations recorded in PC12 cells were subjected to nonstationary noise analysis (NSNA) to obtain estimates of single-channel current (i), channel number (N), and open probability (Po) for the channels responsible for M current. The analysis was constrained such that N and single-channel conductance were the same at two potentials. The relation between variance and current indicated that the fraction of channels open was 0.58 ± 0.06 (mean ± SD) and 0.05 ± 0.04 (mean ± SD; n = 9) at
33 and
63 mV, respectively. The single M channel conductance was 4.0 pS, and a density of 1 functional M channel per 4 µm2 was estimated. Monte Carlo simulations of a two-state model of M channels were used to obtain sets of simulated macroscopic M currents that were subjected to the same NSNA procedure so as to evaluate the accuracy of M channel parameters obtained with this method. The influence of current rundown and filter frequency on estimates of i, N, and Po were evaluated. The single-channel parameters estimated from the simulations differed by <10% from actual values at any level of current rundown, N, or Po. The dispersion in the estimation of N and Po increased as Po decreased. Decreasing filter frequency caused an underestimation of i, paralleled by an overestimation of N. The estimation of Po was relatively immune to the filter frequency, especially for data simulated with Po = 0.77.
At a fixed membrane voltage the current level oscillates around a mean value because of the stochastic opening and closing of ion channels. If conditions that may modulate the activity of channels, such as intracellular calcium, are kept constant, the amplitude of those oscillations is a reflection of the single-channel current (i) and the number of channels (N) available in the membrane. Thus, from the relation between variance and mean current, it is possible to estimate the elemental properties of active channels. Sigworth (1980) NSNA
In a homogeneous population of channels in which each channel can exist only in two states (conducting and nonconducting), the mean current (I) can be described according to the binomial distribution, and the following expression relating variance (
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INTRODUCTION
Abstract
Introduction
Methods
References
introduced nonstationary noise analysis (NSNA) to study the properties of the voltage-dependent sodium channel. The method consists of obtaining the mean and variance of the current evoked in response to identical voltage steps; from the relation between mean and variance, an estimation of i and probability of the channel being open (Po) can be made. Although a direct measurement of the elemental properties can be achieved by single-channel recording, when several channels with similar ion selectivity are present in the membrane it can be difficult to recognize the channel of interest without a previous knowledge of some basic properties. This is particularly true for potassium channels, which present a striking diversity. NSNA represents a relatively simple method of estimating the single-channel conductance and Po at a given potential.
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METHODS
Abstract
Introduction
Methods
References
2) and i (Sigworth 1980
) can be obtained
where N is the total number of channels available, Po is the probability of the channel being open, and i is the single-channel current.
(1)
Simulations
Monte Carlo simulations of channel activity were carried out with programs written in ASYST, which has a random number generator that yields ~4.3 × 109 different numbers. Macroscopic currents were calculated by adding together N single-channel simulations. For each single-channel simulation, the initial state was chosen at random, with Po given by
)
where k is Boltzmann's constant, R is the resistance, T is the absolute temperature in degrees Kelvin, and B is the recording bandwidth in hertz. The thermal noise has not been considered because it was estimated to be very small. Recording in the frequency range of 1-200 Hz with the use of a recording electrode with a 1-M
(2)
resistance, the variance due to thermal fluctuation will be 3.3 pA2 at 20°C. Additional noise arises from the combination of access resistance and capacitance. Above 1 kHz, the current variance is proportional to the access resistance and the squared capacitance (Sigworth 1985
). The input resistance of PC12 cells varied from 1-2 G
at a holding potential of
70 mV (with the voltage-dependent M channels closed) to
30 M
at
30 mV (when 1 nA of current was passing through the activated M channels). The contribution of instrumental noise was measured with the use of model cells with different resistors and capacitors. It was found to be <4 pA2 with a 1-M
resistor, a worst case scenario. Thus the changes in noise due to the variance in resistance were <5% of the variance at
30 mV (see Fig. 4D).

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FIG. 4.
Mean current and associated variance of the M current in PC12 cells. A: mean current (smooth trace) and associated variance (noisy trace) obtained from a collection of 200 traces evoked in response to 1-s hyperpolarizing jumps to
63 mV from a holding potential of
33 mV imposed every 10 s. Mean and variance are drawn at different scales. Scale bars apply to both A and B. Dotted line: variance calculated from the best fit of Eq. 4 to the data. B: potassium channel blocker quinidine (1 mM) suppressed both the time-dependent current (smooth trace) and variance (noisy trace). Mean and variance were obtained from a collection of 83 traces. Horizontal dotted lines in A and B: 0 current and variance level. C and D: relation between variance and mean current in the deactivating (hyperpolarizing) relaxation (C), and activating (depolarizing) relaxation (D). Continuous lines: results of the best fit, with i = 0.09 pA, n = 9,794 channels, and Po = 0.04 in C and with i = 0.21 pA, n = 9,794 channels, and Po = 0.56 in D.
where I is the mean current. Combining Eq. 1 and 3 and adding an arbitrary constant K to account for variance unrelated to the relaxation, the following equation is obtained
(3)
With the use of this relation, N and i were estimated simultaneously for both activation and deactivation current relaxations.
(4)
0 (i.e., it cannot be a negative variance).
where
(5)
is the mean open duration and
is the mean closed duration. The duration in each state (t) was determined by
where D is the chosen mean duration of a given state and P is a random number between 0.0 and 1.0. The value t was rounded up to the next integer, because rounding down produced a slow component in the macroscopic current. The t elements on a "single-channel array" were given a value of 1 if the channel was conducting or 0 if it was nonconducting. At time t + 1 the state switched, and the duration of this state was determined as before. The simulation was carried out until the sum of partial durations exceeded the chosen duration of the record. Voltage pulses were simulated by changing the values of the mean durations. The final current was calculated by multiplying the macroscopic current by i at each voltage.
(6)
60 mV) were always 125 and 2,500 ms, respectively. At the holding potential (
40 mV) the mean open duration was varied from 1,000 to 250 ms, and the mean closed duration varied from 300 to 1,500 ms.
Three-state channel simulation
In a channel following a linear three-state model
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(7) |
1, that in state A2 is 1/(
2 +
1), and that in state A3 is 1/
2. The steady-state probability (Pi) in each state is given by (Rodiguin and Rodiguina 1964
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(8) |
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(9) |
Cell culture and electrophysiology
PC12 cells were grown in 9% CO2 at 37°C in Dulbecco's Modified Eagle Medium supplemented with 5% fetal calf serum (Hazleton), 10% horse serum (Hyclone), and 100 µg/ml streptomycin and 100 U/ml penicillin. Fused cells were used because the M current was more stable than in normal cells under the conditions employed. At least 1 day before recording, cells were fused with 50% polyethylene glycol 1500 (Villarroel et al. 1989
). Briefly, cells were grown at high density in 100-mm plastic petri dishes, and treated with polyethylene glycol for 80 s to induce fusion. Fused cells were separated from nonfused cells with a 9-30% serum gradient. Cells were plated in 35-mm plastic petri dishes and treated with 50 ng/ml nerve growth factor for
1 day.
soft glass electrodes with the use of an EPC7 amplifier, acquired at 200-400 Hz, and filtered with an eight-pole Bessel filter at one half the acquisition frequency. The access resistance (~5 M
) was compensated by 70-80%. Cells were continuously perfused at 1 ml/min with a calcium-free solution that consisted of (in mM) 140 N-methyl-D-glucamine-aspartate, 2 MnCl2, 1 MgCl2, 3 KCl, 10 N-2-hydroxyethylpiperazine-N
-2-ethanesulfonic acid, and 10 glucose, pH 7.5. The electrode solution was composed of (in mM) 125 potassium aspartate, 10 K4bis-(o-aminophenoxy)-N,N,N
,N
-tetraacetic acid, 4 CaCl2 (~75 nM free calcium), 1.5 MgCl2, 5 N-2-hydroxyethylpiperazine-N
-2-ethanesulfonic acid, and 1 Na2ATP, pH 7.0. Sodium currents were suppressed by replacing sodium with N-methyl-D-glucamine-aspartate, chloride currents were suppressed by replacing most chloride with aspartate, calcium currents were suppressed by replacing calcium with the calcium channel blocker manganese, and calcium-activated potassium currents were eliminated by suppressing calcium currents and efficiently chelating intracellular calcium. The M current was further isolated by holding the membrane at depolarized potentials at which other voltage-dependent potassium channels inactivate.
) after having blocked potassium currents with quinidine (1 mM) or another potassium channel blocker (tetraethylammonium or barium), or with a holding voltage of
70 mV, at which there was little contribution of voltage-dependent channels. The input resistance of the cells was 1-2 G
.
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RESULTS AND DISCUSSION |
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Figure 1A illustrates the result of a simulation consisting of 5,000 channels of 3.0 pS (with the use of a reversal potential of
100 mV) with Po = 0.555 at the holding potential of
40 mV and Po = 0.0476 at the jump potential of
60 mV. The variance plotted against mean current follows a parabolic function (Fig. 1B). The quadratic dependence of the variance on i (see Eq. 1) produces more noise in the variance at the holding potential, at which the single current is bigger than at the jump potential. The deviation of the estimated relation from the theoretical relation (plotting Eq. 4 with known N and i) was very small (compare · · · and solid line in Fig. 1B), suggesting that the method used is dependable.
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Influence of current rundown
Many currents, including the M current, often run down over time. The influence of this phenomenon on the estimation of the three parameters (N, Po, and i) was evaluated by simulating it as a reduction of N between subsequent jumps. The effects of five rundown levels were evaluated under four different "holding" Po values with the use of the same "step" Po of 0.046, and four N values, yielding a total of 80 conditions. One hundred records were analyzed pairwise for each condition. The result of the simulation was fitted to Eq. 4, fixing K = 0 and estimating N and i. Equation 3 was used to estimate Po. The estimated values were normalized by dividing them by the value employed to generate the simulation and multiplying by 100. The normalized estimations of the three parameters under the different conditions are plotted in Fig. 2.
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) were very close to the original values under every condition studied. The maximum error under any conditions was <10%. On the other hand, the estimation of N (
) and Po (
) deteriorated significantly as the original holding Po decreased. This result is to be expected, because as the value of Po is reduced, there is less of a curvature of a parabola available to fit with Eq. 4, increasing the fitting error.
0.55, N was underestimated by <30% when the rundown level was 0.5% per jump (Fig. 2, A and B). At this rundown level the current will decrease by 39% after 100 jumps. The error in the estimation of N was as high as 33% and 44% when the original holding Po was 0.55 and 0.33, respectively (Fig. 2, B and C). However, in general, the error was <15% at these Po values. When a holding Po of 0.14 was used to generate the data, the error was as high as 50%. The direction and magnitude of the errors at this low Po were unrelated to N or to extent of current rundown (Fig. 2D).
Influence of filter frequency
Filtration will reduce the amplitude of the fluctuations. The influence of data filtering was studied by digitally low-pass filtering the data at different frequencies, with the use of the SMOOTH routine of ASYST (Fig. 3). The time constants of the simulated current relaxations, which were acquired at 400 Hz, varied from 120 to 250 ms. As expected, the estimation of i decreased as the filter frequency was reduced (Fig. 3A).
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Analysis of simulated three-state channel
To determine whether NSNA can be applied to channels with more than one conducting state, Monte Carlo simulations of channels with two conducting states and one nonconducting state were carried out. The voltage steps could be simulated by changing the mean duration of at least one state, whether or not this was in combination with changes in the mean duration of other states. The analysis was restricted to changes in the mean duration of the three states. The mean durations of two states were reduced during the simulated voltage step, whereas the duration of the third state was increased. The ratio of i of the two conducting states was either 1, 2, 4, or 10. For a given set of conditions (mean open times and i), simulations were performed in which one of each of the three states were nonconducting. Each simulation of macroscopic current arising from 5,000 channels was performed four times. The set of mean durations employed in the simulations is indicated in Table 1.
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NSNA in PC12 cells
The current relaxations evoked in response to hyperpolarizing voltage steps from a depolarized voltage are completely suppressed in PC12 cells dialyzed with guanosine 5
I thank Dr. Paul R. Adams and B. Burbach for support and assistance, Dr. Alfonso Araque and Dr. Juan Lerma for reviewing the manuscript, and Dr. Mark Sefton for proofreading.
This work was supported in part by the Spanish Ministry of Education under the "Programa de Reincorporación."
Address for reprint requests: Instituto Cajal, Avenida Dr. Arce 37, 28002 Madrid, Spain. Received 12 July 1996; accepted in final form 16 December 1996.
View this table:
TABLE 2.
Original and fitted values for the single-channel current
-O-(2-thiodiphosphate) (GTP-
-S) after treatment with bradykinin (Villarroel 1996
), suggesting that the M current arises from the activity of a homogeneous population of channels. The instantaneous current-voltage relationship is linear (Villarroel et al. 1989
), indicating that the M channels do not rectify in the voltage range studied. To estimate the conductance of the channels underlying the current relaxations, the nonstationary fluctuations of the whole cell currents (Sigworth 1980
) were examined. Previous attempts to apply NSNA to the study of the M current failed, presumably because of contamination by other currents (Bosma et al. 1990
). Therefore care has been taken to eliminate sodium, chloride, calcium, and calcium-activated currents (seeMETHODS).
33 mV and a jump potential of
63 mV. When the hyperpolarizing voltage pulse was imposed, there was an instantaneous decrease in current and variance, due to the reduction in the driving force of potassium. During the first 50 ms of the voltage jump, the variance was modified very little, and subsequently receded as the mean current subsided. On repolarization, the variance increased much faster than the mean current, reaching a maximum value while the mean current was still increasing. The current relaxations and the associated variance were suppressed with the potassium channel blockers quinidine (1 mM, Fig. 4B), tetraethylammonium (20 mM), and barium (4 mM; not shown), indicating that the variance originated from the gating of potassium channels underlying the current relaxations.
). This value is in close agreement with the 3 pS estimated by stationary fluctuation analysis (SFA) (Neher et al. 1988
) in NG108-15 neuroblastoma cells. Similar values have been estimated in bullfrog sympathetic neurons by SFA (Marrion et al. 1992
). A lower value (1-2 pS) was estimated by SFA in rat sympathetic neurons (Owen et al. 1990
). More recently, several reports identifying M channels directly in patches from rat and frog sympathetic neurons have appeared (Marrion et al. 1992
; Owen et al. 1990
; Selyanko et al. 1992
). There are, however, substantial discrepancies between the single M channels recorded in frog (Marrion 1993
) and rat sympathetic neurons (Selyanko et al. 1992
; Stansfeld et al. 1993
). In rat neurons, a slow inactivating component emerged in cell-attached and inside-out patches (Stansfeld et al. 1993
), whereas in patches from frog neurons this component was not observed (Marrion 1993
). The single-channel conductance in symmetrical potassium in frog neurons is fairly consistent with the values obtained by fluctuation analysis (Marrion 1993
). However, the main conductance recorded in cell-attached patches from rat neurons is 7 pS (Stansfeld et al. 1993
), almost twice the 4 pS estimated here. The reason for this discrepancy is not clear. Species and tissue differences could account for it, although rat PC12 cells and sympathetic neurons have the same developmental origin. The analysis filtering at 200 Hz will underestimate the conductance if there is a significant contribution of conducting states with brief mean open times (
5 ms). However, the absence of a measurable fast component in the current relaxations indicates that the contributions to the current of such states, should they exist, would not be significant. The possibility that the procedure for seal formation may have contributed to these differences must be considered. For instance, Marrion (1993)
reported that seals were formed with very little or no suction, presumably causing little stress to the membrane and structures under the patch.
View this table:
TABLE 3.
Summary of parameters obtained by NSNA
33 mV and 0.04 at
63 mV. By estimating N and i, the macroscopic currents were converted to probabilities with the use of the relation in Eq. 3 as an average. In a channel with two states, the dependence of Po on voltage could be described by a Boltzmann relation
where V1/2 is the voltage at which Po is 0.5, Vm is the membrane potential, and S is the slope factor. Table 3 shows a summary of experiments. The half-activation value was
36 mV (Fig. 5), in close agreement with the value expected from the dependence of the relaxation time constant on voltage (Adams et al. 1982
). Furthermore, the simulations indicated that the estimation of Po differed from the true value by <10%. However, the estimated value of Po differs significantly from the value of 0.1 at
30 mV stimated by SFA in rat neurons reported by Owen et al. (1990)
. The use of manganese in the experiments reported here may have contributed to this disparity. It has been shown that 2 mM Mn can shift the inactivation current-voltage relation in voltage-dependent potassium currents up to +15 mV (Mayer and Sugiyama 1988
; Villarroel 1993
; Villarroel and Schwarz 1996
). However, the voltage shift necessary to account for the difference in the results is
21 mV, that is, it goes in the opposite direction. The extracellular medium employed in the study by Owen included 2 mM calcium, and the intracellular solution did not effectively chelate calcium [0.5 mM ethylene glycol-bis(
-aminoethyl ether)-N,N,N
,N
-tetraacetic acid was included in the electrode solution], opening the possibility that calcium-activated channels contributed significantly to the fluctuations, affecting the estimation of Po.

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FIG. 5.
Relation between Po and voltage. Boltzmann relation constructed from the probabilities derived by nonstationary noise analysis (NSNA) (see Table 3). Each symbol represents a different cell. Continuous line: average, with voltage at which Po is 0.5 (V1/2) =
36 mV and slope factor (S) = 9.6 mV, corresponding to the movement of 2.4 charges.
). With the use of 3- to 5-M
electrodes, Casado et al. (1996)
succeeded >80% of the time in recording N-methyl-D-aspartate channel activity. If the M channel is homogeneously distributed, similar patches will contain functional M channels >20% of the time.
36 mV. Monte Carlo simulations confirmed the accuracy of our estimates, provided M channels behave as a two-state channel.
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ACKNOWLEDGEMENTS
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FOOTNOTES
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REFERENCES
Abstract
Introduction
Methods
References
0022-3077/97 $5.00 Copyright ©1997 The American Physiological Society
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