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. 2011 Apr 29;6(4):e18685. doi: 10.1371/journal.pone.0018685

A Computational Model of the Ionic Currents, Ca2+ Dynamics and Action Potentials Underlying Contraction of Isolated Uterine Smooth Muscle

Wing-Chiu Tong 1,2, Cecilia Y Choi 3, Sanjay Karche 3, Arun V Holden 4, Henggui Zhang 3,*, Michael J Taggart 1,2,*
Editor: Thomas Preiss5
PMCID: PMC3084699  PMID: 21559514

Abstract

Uterine contractions during labor are discretely regulated by rhythmic action potentials (AP) of varying duration and form that serve to determine calcium-dependent force production. We have employed a computational biology approach to develop a fuller understanding of the complexity of excitation-contraction (E-C) coupling of uterine smooth muscle cells (USMC). Our overall aim is to establish a mathematical platform of sufficient biophysical detail to quantitatively describe known uterine E-C coupling parameters and thereby inform future empirical investigations of physiological and pathophysiological mechanisms governing normal and dysfunctional labors. From published and unpublished data we construct mathematical models for fourteen ionic currents of USMCs: Inline graphic currents (L- and T-type), Inline graphic current, an hyperpolarization-activated current, three voltage-gated Inline graphic currents, two Inline graphic-activated Inline graphic current, Inline graphic-activated Inline graphic current, non-specific cation current, Inline graphic-Inline graphic exchanger, Inline graphic-Inline graphic pump and background current. The magnitudes and kinetics of each current system in a spindle shaped single cell with a specified surface area∶volume ratio is described by differential equations, in terms of maximal conductances, electrochemical gradient, voltage-dependent activation/inactivation gating variables and temporal changes in intracellular Inline graphic computed from known Inline graphic fluxes. These quantifications are validated by the reconstruction of the individual experimental ionic currents obtained under voltage-clamp. Phasic contraction is modeled in relation to the time constant of changing Inline graphic. This integrated model is validated by its reconstruction of the different USMC AP configurations (spikes, plateau and bursts of spikes), the change from bursting to plateau type AP produced by estradiol and of simultaneous experimental recordings of spontaneous AP, Inline graphic and phasic force. In summary, our advanced mathematical model provides a powerful tool to investigate the physiological ionic mechanisms underlying the genesis of uterine electrical E-C coupling of labor and parturition. This will furnish the evolution of descriptive and predictive quantitative models of myometrial electrogenesis at the whole cell and tissue levels.

Introduction

For over 50 years it has been known that uterine smooth muscle (myometrium) generates spontaneous action potentials (APs) [1][3]. These precede elevations in intracellular Inline graphic that, in turn, facilitate the actomyosin interactions governing myometrial contractions [4], [5]. The regulation of electrical activity of myometrial cells therefore plays a crucial role in determining the onset, the duration and the strength of uterine contractions during labor. This is essential for a successful conclusion to pregnancy with the safe delivery of the fetus and placenta. Unfortunately, many pregnancies result in complications of labor that compromise the health of the fetus/newborn. Preterm birth, of which activation of uterine contraction is the major cause, occurs in up to Inline graphic of deliveries and results in a high incidence of mortality and morbidity of the offspring [6]. Prolonged dysfunctional labor at term occurs in Inline graphic of pregnancies and these patients account for Inline graphic of Cesarean sections [7]. An improved understanding of the physiological complexities of myometrial electrical excitability would assist in the task of developing better targeted therapies for these problematic labors.

Modifications of myometrial cell electrophysiological characteristics during pregnancy are evident. The resting membrane potential of myometrial cells becomes progressively more positive towards term [8], gestational-dependent changes in the molecular expressions of ionic channel components occurs [9] and the form of action potentials can change between those of rapid spike-like and tonic plateau-type [10], [11]. Electrophysiological recordings have also identified several classes of individual ionic currents in myometrial cells. It is accepted that the major inward depolarizing current of the AP likely arises from Inline graphic entry via L-type Inline graphic channels [12]. Other myometrial inward currents that have been suggested to be functional, at least in some experimental situations, include those mediated through T-type Inline graphic channels [13], Inline graphic channels [14] or Inline graphic channels [15]. Voltage-dependent outward currents, both those that are sensitive or insensitive to 4-aminopyridine (4-AP), have been identified as have calcium-dependent Inline graphic currents [16][20]. Molecular expression of genes/proteins of electrogenic ion exchangers, the Inline graphic-Inline graphic ATPase [21] and the Inline graphic-Inline graphic exchangers [22], suggest that these too may have a contribution to make to regulating myometrial membrane potential.

There is increasing awareness of the benefits of developing mathematical descriptions of uterine function [23][25] and recent attempts have shown promise regarding the mapping of electrophysiological or contractile data. However, detailed descriptions of the biophysical characteristics of each of the myometrial ionic currents are lacking. In addition, information on how these individual ionic currents are integrated to form the shape and timecourse of APs reflective of those reported for the myometrium is sparse. This severely limits the ability to model simultaneous changes in myometrial membrane potential, Inline graphic and force that are the essential elements of electrical E-C coupling. It is important to determine each of these circumstances in order to assess fully the likely physiological relevance to AP genesis of any electrophysiological data that has been recorded in isolation and attributed to a particular ion channel subtype. It is also necessary to consider how these electrical events influence E-C coupling parameters leading to the generation of phasic contractions of uterine smooth muscle as this, after all, determines the success of the parturient effort. Therefore, we had three aims to the present work. First, to develop biophysically detailed quantitative (mathematical) descriptions of all known individual ionic currents of uterine smooth muscle cells pertaining to near the end of pregnancy. Second, to compute these, in alliance with descriptions of dynamic Inline graphic handling parameters, into a mathematical model of myometrial action potential generation. Third, to extend this model to the simulation of concomitant recordings of spontaneous AP, Inline graphic and force in uterine smooth muscle. Moreover, the model is assessed for its ability to simulate published changes in experimental parameters. The development of our quantitative model markedly advances our understanding of the electrophysiological basis of excitation-contraction coupling in uterine smooth muscle. In so doing, it also provides a framework of relevance for exploring the biophysical modeling of individual ionic currents underlying the electrogenic processes in other smooth muscles, tissues and organs.

Results and Discussion

The general mathematical formulae used for parameter modeling are given in the Methods (equations 1–9). A glossary of symbols used in the modeling equations is given in Tables S1, S2. Detailed formulations of individual model components are given in Appendix S1 (equations 10–105).

L-type Calcium current – Inline graphic

Mathematical descriptions of the biophysical characteristics of this current are given in Appendix S1 (equations 10–19).

Inline graphic is attributed as the major inward current in myometrial cells [8], [14], [26][28]. Inline graphic first appears at Inline graphic to Inline graphic; the peak of the current-voltage (I–V) relationship arises between Inline graphic to Inline graphic and the reversal potential Inline graphic to Inline graphic at Inline graphic with Inline graphic Inline graphic [12], [15], [29], [30]. L-type calcium channels in other cell types have been reported to be permeable to other cations [31] but there is no data specific to myometrial cells. Thus, the Goldman-Hodgkin-Katz formulation commonly used in other muscle cell models is not used here; instead, Inline graphic in the model is fixed at Inline graphic as suggested by experimental data [12], [30], [32].

Properties of Inline graphic are derived from experimental data at Inline graphic of myometrial cells from late pregnant rat. The equations of Inline graphic incorporate an activation gating variable (Inline graphic) and fast (Inline graphic) and slow (Inline graphic) inactivation gating variables. Different steady-state values for activation and inactivation at Inline graphic have been reported and representatives of the data range are plotted in Figure 1A–B. This may reflect different Inline graphic employed between studies or slightly differing residual hormonal influences. Yoshino et al., [33] showed that the half-activation and the I–V relationship were right-shifted by Inline graphic when Inline graphic was increased from Inline graphic to Inline graphic; the rather rightward steady-state inactivation values from Amedee et al., [29] were recorded from myometrial cells exposed to Inline graphic Inline graphic. Yamamoto [30] showed that the Inline graphic half-inactivation was left-shifted, and the I–V relationship was reduced, in the myometrial cells exposed to estradiol; in rodents, estradiol increases near term. The myometrial cells from late pregnant rats reported by Shmigol et al., [12] exhibit a leftward shift in inactivation and activation curves relative to the other reports possibly reflective of an influence of altered steroidal levels near to term. Alternatively, as the holding potential (Inline graphic) in Shmigol et al., [12] was Inline graphic, a tentative explanation could be the additional presence of Inline graphic (see below) contributing to this dataset. In the model, we placed the Inline graphic steady-state functions close to the control datasets from Yamamoto [30], which are representative of the steady-state values of Inline graphic from a collection of other studies that, for clarity of presentation, are not plotted in Figure 1 [14], [33][35].

Figure 1. Myometrial Inline graphic model.

Figure 1

Properties of Inline graphic are derived from experimental data of myometrial longitudinal cells from late pregnant rat [12], [15], [29], [30], [32], [35]. A, voltage (V)-dependent activation steady-state (Inline graphic); experimental data in brackets were extrapolated from current-voltage (I–V) relationships using the function Inline graphic and normalized to the maximum value. B, V-dependent inactivation steady-state (Inline graphic). C, V-dependent activation time constant (Inline graphic); extracted by fitting current tracings from Jones et al. [15]. D, V-independent fast inactivation time constant (Inline graphic, solid circles) and V-dependent slow inactivation time constant (Inline graphic, empty circles). E, simulated voltage-clamp Inline graphic at voltage steps of Inline graphic to Inline graphic from a holding potential of Inline graphic are superimposed on experimental current tracings from Jones et al., [15]; F, simulated peak I–V relationship of Inline graphic together with different experimental I–V data. In both E and F, all data are normalized to the peak current value at Inline graphic.

There is little information available for voltage-dependent activation time constants of myometrial Inline graphic, so we proceeded to extract time constants from published Inline graphic current tracings. Amedee et al., [29] and Jones et al., [15] had reported Inline graphic current tracings at Inline graphic, but in Amedee et al., [29] only at a single voltage step and of poor quality for curve fitting purposes. There are other Inline graphic current tracings [14], [33][35] at room temperature but we are unaware of published Inline graphic values for myometrial Inline graphic. The experiments of Jones et al., [15], performed at Inline graphic, were designed to study Inline graphic wherein Inline graphic was first activated to enable plasmalemmal Inline graphic entry that, subsequently, activated a current taken to be Inline graphic. The initial fast inward current was attributed as Inline graphic because it was blocked by nifedipine, was permeable to Inline graphic and was increased by the L-type Ca channel agonist Bay K8644. We presumed that activation of Inline graphic would be slower than Inline graphic and, thus, voltage-dependent activation time constants for Inline graphic were obtained by fitting the initial few tens of milliseconds of raw data tracings, i.e. prior to peak current at each voltage step being reached, from Jones et al., [15] (Figure 1C). This assumption is backed up by the activation time constants for Inline graphic in other smooth muscles being Inline graphic whereas that for Inline graphic has been estimated at Inline graphic [36]. The two inactivation time constants, Inline graphic and Inline graphic, were taken from Amedee et al., [29] (Figure 1D). The fast inactivation Inline graphic is voltage-independent at Inline graphic and the slow inactivation is voltage-dependent with a minimum of Inline graphic at Inline graphic.

Simulated time tracings of Inline graphic under voltage-clamp conditions and Inline graphic I–V relationships were compared to experimental data in Figure 1E–F. The simulated time tracings closely matched the experimental time data from Jones et al., [15]; Inline graphic reached its peak in Inline graphic then quickly inactivated. Only the time tracings at voltage steps between Inline graphic from Jones et al., [15] were used for comparison in order to minimize contamination by Inline graphic. The simulated I–V relationship further shows that Inline graphic first appears at Inline graphic and peaks at Inline graphic, similar to that seen experimentally [12], [15], [29], [30]. Validation of the model is also evinced by the ability to reproduce the effects of estradiol on the Inline graphic I–V relationships reported by Yamamoto [30]. Herein, the effect on the simulated I–V relationship of experimentally observed estradiol-induced changes in current were examined. The model reproduced the estradiol-mediated leftward shift in inactivation, and the reduction in I–V amplitude, from a Inline graphic of Inline graphic (Figure S1).

Peak Inline graphic currents in myometrial cells of late pregnant rat have been reported to be Inline graphic (Inline graphic, Jones et al., [15]) and Inline graphic (Inline graphic, Okabe et al., [32]) at Inline graphic. This gives a maximal conductance (Inline graphic) of Inline graphic for modeling the ionic current data.

With Inline graphic in the later development of the USMC action potential simulations, the rate of rise of an AP was Inline graphic which was less than the reported experimental range of Inline graphic [37]. Thus, it is necessary to set Inline graphic at a higher value at Inline graphic.

It is possible that the reported Inline graphic current density may represent the lower limits in late pregnant rat myometrial cells given that (i) the expression of mRNA encoding L-type Ca channel protein subunits increases before labor in rat myometrial cells [38][40] and the protein expression of the pore forming Inline graphic subunit is regulated by ratio of sex hormones [41]; (ii) the Inline graphic current density may be underestimated by in vitro experimental conditions: Inline graphic current density in isolated cells diminishes with time [11], [15]. Myometrial Inline graphic also showed calcium-dependent inactivation [26], [29]. This is described by a Hill equation with Inline graphic and a Hill coefficient of 4 in the whole USMC cell model.

Sodium current – Inline graphic

Mathematical descriptions of the biophysical characteristics of this current are given in Appendix S1 (equations 20–27).

Modeling of Inline graphic is accomplished using data from myometrial cells of late pregnant rats or humans recorded at room temperature [14], [33], [34], [42]. Inline graphic first appears at Inline graphic and the peak I–V relationship occurs between Inline graphic to Inline graphic. Raw data current tracings showed that Inline graphic reached its peak of activation within Inline graphic and almost completely inactivated after Inline graphic [14], [33], [34], [42].

The equation for Inline graphic incorporates an activation gating variable (Inline graphic) and an inactivation gating variable (Inline graphic). Steady-state values for activation and inactivation are shown in Figure 2A. The time constants of activation and inactivation (Figure 2B) were each obtained by fitting the raw data current tracings from the literature [14], [33], [34], [42]. Simulated traces of Inline graphic current under voltage-clamp conditions presented in Figure 2C show dynamic profiles similar to the raw data [14], [33], [34], [42]: at voltage steps of Inline graphic to Inline graphic, from a Inline graphic of Inline graphic, Inline graphic reached its peak in Inline graphic then quickly inactivated within Inline graphic. The reported peak currents for Inline graphic range from Inline graphic to Inline graphic [33], [34], [42], which gives a maximal conductance range Inline graphic of Inline graphic. Simulated I–V relationship of Inline graphic matched to the experimental data as shown in Figure 2D [14], [34], [42].

Figure 2. Myometrial Inline graphic model.

Figure 2

Properties of Inline graphic are derived from experimental data of myometrial longitudinal cells [14], [33], [34], [42] from late pregnant rats. A, V-dependent steady-states of activation (Inline graphic) and inactivation (Inline graphic); B, V-dependent time constants of activation (Inline graphic) and inactivation (Inline graphic). In both A and B, solid and empty circles are experimental data for activation and inactivation respectively. C, simulated Inline graphic at voltage steps of Inline graphic to Inline graphic from a Inline graphic of Inline graphic; D, simulated peak I–V relationship of Inline graphic at Inline graphic and experimental I–V data. In both C and D, all data are normalized to the peak current value at Inline graphic.

T-type Calcium current – Inline graphic

Mathematical description of the biophysical characteristics of this current are given in Appendix S1 (equations 28–34).

Inline graphic has been reported in human myometrial cells [13], [14], [28], [37], [42]. Moreover: (i) Ohkubo et al., [40] showed that the expressions of mRNA encoding for the Inline graphic and Inline graphic protein subunits of the T-type calcium channel were gestationally regulated in rat myometrial cells; (ii) detailed electrophysiological data of cells expressing rat Inline graphic/Cav3.1 are available [43], [44]; and (iii) spontaneous contractions in myometrial tissue strips from late pregnant rats were markedly inhibited by the putative T-type calcium channel blockers mibefradil, NNC 55-0396 (a non-hydrolyzable analogue of mibefradil) and Inline graphic [45], [46]. Therefore, we developed a model of Inline graphic electrophysiological characteristics from the rat Inline graphic/Cav3.1 clonal expression cell data recorded at room temperature [43], [44] adjusted to the current density of human myometrial cell Inline graphic [13], [18], [28]. It is note-worthy that the activation and inactivation steady-state values, and the I–V relationships, are similar between these different datasets.

Inline graphic first appears at Inline graphic, the peak I–V relationship occurs between Inline graphic and Inline graphic, and published raw data current tracings indicate a fast activation but with inactivation temporal profiles varying between Inline graphic [13], [18], [28], [43], [44], [47, ] Figure S2. This last may be influenced by the different external divalent cation concentrations used between experimental conditions (Figure S3). The datasets with the fastest inactivation profiles expected of Inline graphic had the highest divalent cation concentrations and, indeed, were those attributed to Serrano et al., [43], Hering et al., [44] and Blanks et al., [13].

The equation for Inline graphic incorporates an activation gating variable (Inline graphic) and an inactivation gating variable (Inline graphic). Steady-state values for activation and inactivation are shown in Figure 3A. A function is chosen for activation time constants to fit the time-to-peak experimental data (Figure 3B). The time constant of inactivation is shown in Figure 3C. Simulated Inline graphic tracings under voltage-clamp conditions and I–V relationships are shown in Figure 3D and Figure 3E respectively and are compared to experimental data from Serrano et al., [43] and Hering et al., [44]. In Figure 3E, Inline graphic is fixed at Inline graphic to match the experimental values in Serrano et al., [43] and Hering et al., [44]. The reported peak current for Inline graphic is Inline graphic at Inline graphic from a Inline graphic of Inline graphic in human myometrial cells [13], which gives a maximal conductance Inline graphic of Inline graphic. For incorporation of the Inline graphic model in the later development of the USMC AP simulations, Inline graphic so as to mimic that of Blanks et al., [13].

Figure 3. Myometrial Inline graphic model.

Figure 3

Properties of Inline graphic are derived primarily from experimental data of Serrano et al., [43] and Hering et al., [44]. A, V-dependent steady-states of activation (Inline graphic) and inactivation (Inline graphic); experimental data in brackets were extrapolated from the published I–V relationships and normalized to the maximum value. B, superimposed simulated and experimental time-to-peak of Inline graphic at different V stepped from Inline graphic of Inline graphic; a function for the V-dependent activation time constant is chosen so that the simulated time-to-peak (empty circles) matched the experimental data (solid circle). C, V-dependent inactivation time constant (Inline graphic). D, simulated Inline graphic at voltage steps of Inline graphic to Inline graphic from a Inline graphic of Inline graphic; E, simulated peak I–V relationship of Inline graphic and experimental I–V data. In both D and E, all data are normalized to the peak current value at Inline graphic.

Hyperpolarization-activated current – Inline graphic

Mathematical description of the biophysical characteristics of this current are given in Appendix S1 (equations 35–39).

Inline graphic has been reported in myometrial cells of pregnant rats [48], [49]. Activated by hyperpolarization beyond resting membrane potential, Inline graphic first appears at Inline graphic from a Inline graphic of Inline graphic. In the voltage-clamp experiments, activation of Inline graphic is slow, taking Inline graphic, and it does not inactivate. It is more permeable to Inline graphic ions than Inline graphic ions, is blocked by Inline graphic, and has a reversal potential (Inline graphic) of Inline graphic.

Inline graphic was modeled at room temperature to Inline graphic using myometrial cells of pregnant rats [48], [49]. Our model of Inline graphic biophysical characteristics was first developed with the data of [49] with an activation gating variable (Inline graphic) and Inline graphic approximated by the Goldman-Hodgkin-Katz (GHK) equation with a permeability ratio Inline graphic. The half-activation was adjusted and the activation time constant was corrected with the reported Inline graphic [49] in order to match the experimental I–V relationship of Satoh [48] (Figure 4). The current density was Inline graphic at Inline graphic from a Inline graphic of Inline graphic [48], which gives a maximum conductance of Inline graphic.

Figure 4. Myometrial Inline graphic model.

Figure 4

Properties of Inline graphic are derived from experimental data of Okabe et al., [49] in rat circular myometrial cells and adjusted to experimental data of longitudinal cells [48]. A, V-dependent activation steady-state (Inline graphic); B, V-dependent activation time constant (Inline graphic). C, simulated voltage-clamp Inline graphic at voltage steps of Inline graphic to Inline graphic from a holding potential of Inline graphic. D, simulated I–V relationship of Inline graphic and experimental I–V data Satoh [48]. In both C and D, all data are normalized to the current value at Inline graphic.

Potassium Currents

We have considered the electrophysiological data of several major types of potassium currents described from myometrial cells of rat and human myometrium: (two) voltage-gated potassium currents (Inline graphic and Inline graphic), A-type transient potassium current (Inline graphic) and Inline graphic-activated potassium currents (Inline graphic). The kinetics of individual potassium currents are described in detail below; their current densities are discussed in the later section concerned with total potassium current.

Voltage-dependent potassium currents – Inline graphic and Inline graphic

Mathematical descriptions of the biophysical characteristics of these currents are given in Appendix S1 (equations 40–58).

Myometrial potassium currents have been roughly categorized by their inactivation properties and sensitivity to pharmacological blockers of varying channel subtype specificity [17], [19]. At least two different types of potassium currents with rectifying properties were found in myometrial cells of late pregnant rats [17] and humans [19]; their dynamics were very slow compared to other membrane currents in myometrial cells. These potassium currents were separated as C1 and C2 components of the total potassium current in Wang et al., [17] and as Inline graphic and Inline graphic in Knock et al., [19].

C1 and Inline graphic, and C2 and Inline graphic have similar voltage-dependent kinetics. Both C1 and Inline graphic first appear at Inline graphic to Inline graphic and with half-inactivation (Inline graphic) between Inline graphic to Inline graphic. Both C2 and Inline graphic first appear at Inline graphic to Inline graphic and with Inline graphic between Inline graphic to Inline graphic. Wang et al., [17] distinguished between C1 and C2 by their activation thresholds and inactivation properties whereas Knock et al., [19] separated Inline graphic and Inline graphic by these properties and current sensitivities to 4-aminopyridine (4-AP) and TEA. As such, we developed mathematical models predominantly based upon the more abundant information of electrophysiological characteristics of human myometrial Inline graphic and Inline graphic and complemented these with data on rat myometrial C1 and C2 of Wang et al., [17] at room temperature.

The equations of Inline graphic (not to be confused with the myocardial inward rectifying potassium current commonly designated also as Inline graphic [50]) and Inline graphic each incorporate three gating variables: an activation gating variable (Inline graphic for Inline graphic; Inline graphic for Inline graphic), a fast inactivation gating variable (Inline graphic for Inline graphic; Inline graphic for Inline graphic) and a slow inactivation gating variable (Inline graphic for Inline graphic; Inline graphic for Inline graphic). The activation and inactivation steady-state values were used as reported from Wang et al., [17] with the assumption that both currents were completely inactivated (Figure 5A, 6A, see below). For Inline graphic, voltage-dependent steady-state of inactivation (Inline graphic) is formulated with the reported half-inactivation of Inline graphic and slope factor of Inline graphic and, for Inline graphic, voltage-dependent steady-state of inactivation (Inline graphic) is assessed with the reported half-inactivation of Inline graphic) and slope factor of Inline graphic reported by Wang et al., [17].

Figure 5. Myometrial Inline graphic model.

Figure 5

Steady-state properties of Inline graphic are derived from experimental data of myometrial longitudinal cells in late pregnant rats [17]; the kinetics are from myometrial cells in late pregnant women from Knock et al., [19] and Knock G & Aaronson P (personal communication, including unpublished time tracings - see Figure S4). A, V-dependent steady-states of activation (Inline graphic) and inactivation (Inline graphic). B, V-dependent activation time constants (Inline graphic). C, V-dependent fast (Inline graphic) and slow (Inline graphic) inactivation time constants. The experimental fast (solid circles) and slow (empty circles) inactivation time constants were extracted by fitting voltage-clamp time tracings averaged from five cells (1 published and 4 unpublished with the average values labeled as ‘Knock et al 1999+unpublished (Knock & Aaronson)’ in the figure). D, simulated I–V relationship of Inline graphic from holding potentials of Inline graphic and Inline graphic with Inline graphic and Inline graphic; all values are normalized to the peak current at Inline graphic from Inline graphic. E, simulated time tracings and averaged raw data of Inline graphic at voltage steps of Inline graphic to Inline graphic from Inline graphic of Inline graphic; both simulated and experimental currents are normalized to the peak current at Inline graphic; F, enlarged E showing activation of Inline graphic during the first few hundred milli-seconds.

Figure 6. Myometrial Inline graphic model.

Figure 6

Steady-state properties of Inline graphic are derived from experimental data of myometrial longitudinal cells in late pregnant rats [17]; the kinetics are extracted from raw data tracings from myometrial cells of late pregnant women from Knock et al., [19] and Knock G & Aaronson P (personal communication, including unpublished time tracings - see Figure S5). A, V-dependent steady-states of activation (Inline graphic) and inactivation (Inline graphic). B, V-dependent activation time constants (Inline graphic) C, V-dependent fast (Inline graphic) and slow (Inline graphic) inactivation time constants. The experimental fast (solid circles) and slow (empty circles) inactivation time constants were extracted from voltage-clamp time tracings averaged from four cells (1 published and 3 unpublished with the average values labeled as ‘Knock et al 1999+unpublished (Knock & Aaronson)’ in the figure. D, simulated I–V relationship of Inline graphic from a holding potential of Inline graphic and Inline graphic with Inline graphic and Inline graphic; all values are normalized to the peak current at Inline graphic from Inline graphic. E, simulated time tracings of Inline graphic at voltage steps of Inline graphic to Inline graphic from a holding potential of Inline graphic; both simulated and experimental currents are normalized to the peak current at Inline graphic; F, enlarged E showing activation of Inline graphic during the first few hundred milli-seconds.

Activation time constants of Inline graphic and Inline graphic currents were from Knock et al., [19] (Figure 5B, 6B) for Inline graphic and Inline graphic respectively. However, Knock et al., [19] reported the inactivation time constants of Inline graphic and Inline graphic currents elicited at only one voltage step (Inline graphic of Inline graphic stepped to Inline graphic): inactivation of Inline graphic was described as a double exponential and a constant whereas inactivation of Inline graphic was described as a monoexponential and a constant. Their inclusion of constant values was due to the currents not inactivating during the course of the 10 sec voltage pulse. However, using these values it was impossible to simulate the published raw current tracings of the voltage-clamp protocols for Inline graphic and Inline graphic (Figure 4 in Knock et al., [19]). We therefore sought to extract a more complete set of inactivation time constants that encompassed currents elicited at each voltage step of the protocols listed in Knock et al., [19]. This was accomplished by examining the raw data tracings kindly supplied by Drs Greg Knock and Phil Aaronson (Kings College London). The Inline graphic or Inline graphic currents in each of these datasets were produced in Inline graphic steps between Inline graphic and Inline graphic from a Inline graphic of Inline graphic. Averaging the Inline graphic (5 cells, Figure S4) or Inline graphic (4 cells, Figure S5) at each step enabled a calculation of the voltage-dependent inactivation time constants (Figure 5C and 6C for Inline graphic and Inline graphic respectively). The inactivations of Inline graphic and Inline graphic were described by a fast and a slow time constants. Moreover, we removed the need for a constant value used by Knock et al., [19] by assuming that each current was completely inactivated. This, in fact, was reported to be the case by Knock et al., [19] when they extended the experimental voltage pulses beyond 10 seconds. Satisfactory simulation of the published I–V curves and raw current data was now possible. Simulated I–V relationships of Inline graphic and Inline graphic (Figure 5D, 6D) stepping from two different Inline graphic, Inline graphic and Inline graphic, showed that while Inline graphic was mostly inactivated with Inline graphic, Inline graphic remained available. From the simulated current tracings (Figure 5E, 6E) both Inline graphic and Inline graphic took more than Inline graphic to inactivate but Inline graphic was inactivated faster than Inline graphic. Current densities of Inline graphic and Inline graphic are discussed in the section of total potassium current.

A-type transient potassium current – Inline graphic

Mathematical descriptions of the biophysical characteristics of this current are given in Appendix S1 (equations 59–65).

Inline graphic is a 4-AP sensitive, TEA-insensitive potassium current with very fast activation and inactivation kinetics. It is found in myometrial cells of both rat and human [27], [51].

Inline graphic is first evident at Inline graphic and raw data tracings show Inline graphic peak activation within Inline graphic and almost completely inactivated within Inline graphic [27], [51]. In human myometrial cells, Inline graphic has a half-inactivation of Inline graphic and a slope factor of Inline graphic [19], [51]. These characteristics are very similar to the transient potassium current in myometrial cells isolated from immature rats [52] which were inhibited by Inline graphic of 4-AP and were measured within Inline graphic of the voltage step; it has a half-inactivation of Inline graphic and a slope factor of Inline graphic.

Inline graphic is modeled from data of myometrial cells from pregnant rats and humans recorded at room temperature. The model of Inline graphic incorporates one activation gating variable (Inline graphic) and an inactivation gating variable (Inline graphic). Steady-state values for activation and inactivation are shown in Figure 7A. Voltage-dependent steady-state of inactivation Inline graphic is formulated with the reported half-inactivation of Inline graphic and slope factor of Inline graphic reported by Knock et al., [19]. The activation time constants were chosen to fit the time-to-peak experimental data (Figure 7B). Experimental values of steady-state and time-to-peak are kindly provided by Drs Greg Knock and Phil Aaronson (Kings College London). The inactivation time constants were obtained by fitting the raw data current tracings from Knock et al., [51] and the simulated time tracings showed dynamics similar to the experimental time tracings (Figure 7C). The simulated I–V relationship shows that Inline graphic first appears at Inline graphic, similar to experimental data [51] (Figure 7D). Current density of Inline graphic is discussed in the section of total potassium current.

Figure 7. Myometrial Inline graphic model.

Figure 7

Properties of Inline graphic are derived from experimental data of myometrial cells from Knock et al., [19], [51] and Knock G & Aaronson P (unpublished data, personal communication) in late pregnant women. Functions for V-dependent activation and inactivation time constants are chosen so that the simulated time-to-peak, current tracings and I–V relationship matched the experimental data. A, V-dependent steady-states of activation (Inline graphic) and inactivation (Inline graphic). B, simulated (empty points) and experimental (solid points) time-to-peak of Inline graphic at different V stepped from a Inline graphic of Inline graphic. C, simulated voltage-clamp Inline graphic at voltage steps of Inline graphic to Inline graphic from a holding potential of Inline graphic are superimposed on experimental current tracings from Knock et al., [51]; F, simulated peak I–V relationship of Inline graphic and experimental I–V data. In both E and F, all data are normalized to the peak current value at Inline graphic.

Calcium-activation potassium current – Inline graphic

Mathematical descriptions of the biophysical characteristics of this current are given in Appendix S1 (equations 66–78).

Calcium-activated potassium currents (Inline graphic) have been suggested to play important roles in suppressing the excitability of smooth muscle cells especially those in the vasculature. In myometrial cells Inline graphic is under complex gestational-mediated regulation: the large conductance Inline graphic-activated Inline graphic channels (termed Inline graphic channel) subunit compositions and current density are diminished near to term. As such, although Inline graphic channels have been a focus of much interest in the myometrium [16], [17], [19], [53][62], detailed biophysical information on Inline graphic whole cell current is rather restricted.

When detected in myometrial whole cell recordings, Inline graphic was distinctly noisy and its activation was almost instantaneous [17], [27]. From the reported recordings of Inline graphic in myometrial cells by Khan et al., [16], [61], [62], Wang et al., [17] and Noble et al., [20] many of the biophysical parameters required to model complete ion current characteristics are absent. Therefore, a biophysical quantification of the Inline graphic current is developed from experimental whole cell electrophysiological data obtained at room temperature from cloned mammalian smooth muscle Inline graphic (pore-forming) and Inline graphic (regulatory) subunits of Inline graphic subsequently expressed in Xenopus laevis oocytes [63], [64]. The current densities of Inline graphic in the model are adjusted to replicate published human myometrial cell data [65], [66].

We assumed that the transmembrane Inline graphic subunits were separately regulated from the pore-forming Inline graphic subunits and, therefore, two subtypes of Inline graphic were developed: one where Inline graphic reflects an Inline graphic consisting of Inline graphic subunits; another where Inline graphic represents an Inline graphic consisting of Inline graphic and Inline graphic subunits; the total Inline graphic is then taken as the sum of Inline graphic and Inline graphic. This also enabled investigation of the effects of changing voltage- and calcium-sensitivities of Inline graphic.

The conductances of Inline graphic and Inline graphic are each modeled by an activation gating variable (Inline graphic for Inline graphic; Inline graphic for Inline graphic). The half-activation and the corresponding gating charge were functions of Inline graphic (Figure 8A); the simulated activation steady-states in comparison to the experimental values at different Inline graphic [63], [64] are shown in Figure 8B and the activation time constants in Figure 8C. A ratio of Inline graphic Inline graphic to Inline graphic Inline graphic was found to produce the best fit of myometrial cell experimental I–V relationships [65], [66]. Using estimates of resting and peak global Inline graphic in myometrial cells of Inline graphic and Inline graphic respectively [67], the simulated I–V curves showed that high Inline graphic increased Inline graphic at positive membrane potentials (Figure 8D). Current density of Inline graphic is discussed in the section of total potassium current.

Figure 8. Myometrial Inline graphic model.

Figure 8

The calcium- (Inline graphic), voltage- (V) and time-dependent kinetics for the two types of Inline graphic currents, Inline graphic and Inline graphic, are developed with experimental data from cloned mammalian myometrial and smooth muscle MaxiK Inline graphic and Inline graphic subunits expressed in Xenopus laevis oocytes [63], [64]; the current density and proportion of Inline graphic are adjusted with I–V relationships from different mammalian myometrial cells [17], [65], [66]. In A and C, solid and empty circles are experimental data for Inline graphic and Inline graphic respectively. A, Inline graphic-dependent half-activation (Inline graphic) and activation gating charge. B, simulated activation steady-states for Inline graphic and Inline graphic at different Inline graphic; solid and empty circles are experimental data from Orio et al., [64] and Bao & Cox [63] respectively. C, V-dependent activation time constants for Inline graphic and Inline graphic. D, simulated I–V relationships of Inline graphic at anticipated myometrial resting and peak Inline graphic levels, with the proportion of Inline graphic. Both I–V relationships are normalized to Inline graphic at Inline graphic at peak Inline graphic level.

Background potassium current – Inline graphic

Mathematical description of the biophysical characteristics of this current are given in Appendix S1 (equation 79).

We have described so far the biophysical properties of the major myometrial Inline graphic currents for which there is sufficient detailed electrophysiological information (Inline graphic, Inline graphic, Inline graphic and Inline graphic). Other, less biophysically detailed electrophysiological information, together with evolving molecular and pharmacological data, suggests the possible existence of other myometrial Inline graphic current sub-types including small-conductance Inline graphic-activated Inline graphic channels (termed Inline graphic) and voltage-dependent Kv7 (KCNQ) channels [20], [68][71]. Therefore, Inline graphic, a linear background potassium current is added and it collectively represents the remaining Inline graphic currents.

Whole cell total potassium current – Inline graphic

In order to model the whole cell Inline graphic it is necessary to combine the current densities of each of the potassium current components.

The current densities of voltage-gated potassium currents (Inline graphic and Inline graphic) reported in myometrial cells show considerable variability. The total voltage-gated potassium current at the voltage step of Inline graphic, from Inline graphic between Inline graphic and Inline graphic in myometrial cells studied by Knock et al., [19], [51] varied between Inline graphic. Interestingly, the majority of human myometrial cells consisted of either Inline graphic (24/42 cells) or Inline graphic (18/42 cells) as the dominant potassium current [19] with only a very small number of myometrial cells reported to exhibit both Inline graphic and Inline graphic [51]. In contrast, Wang et al., [17] reported a voltage-gated potassium current density of Inline graphic at Inline graphic from Inline graphic of Inline graphic. The potassium current was a mixture of Inline graphic C1 (corresponding to Inline graphic in Knock et al., [19]) and Inline graphic C2 (corresponding to Inline graphic in Knock et al., [19]) and, together, they accounted for almost Inline graphic of total potassium current during a Inline graphic voltage step; the remaining Inline graphic were sustained currents consisting of mostly Inline graphic with an activation threshold of Inline graphic.

The reported peak current for Inline graphic ranges between Inline graphic in human myometrial cells [51] and Inline graphic in rat myometrial cells [27] at voltage steps of Inline graphic from a Inline graphic of Inline graphic. However, from the raw time tracing [27], [51], the ratio of the peak Inline graphic (occurring at Inline graphic) with respect to the peak total potassium current (occurring at Inline graphic) was consistent at Inline graphic over a range of voltage steps from Inline graphic to Inline graphic. Therefore, the maximal conductance of Inline graphic was chosen so that the peak of Inline graphic corresponds to Inline graphic of the peak total potassium current (Figure 9A).

Figure 9. Myometrial total Inline graphic model.

Figure 9

Potassium currents including Inline graphic, Inline graphic, Inline graphic, Inline graphic and Inline graphic were combined to simulate the whole cell Inline graphic data of Miyoshi et al., [27] and Wang et al., [17]. A, simulated effects of Inline graphic TEA (left), which blocks Inline graphic, Inline graphic and Inline graphic but not Inline graphic, at a voltage step of Inline graphic from a holding potential (Inline graphic) of Inline graphic; corresponding experimental results [27] (right). B, simulated whole cell potassium currents (left) and corresponding experimental results [17] (right) at voltage steps from Inline graphic to Inline graphic from a Inline graphic of Inline graphic; and C, from a Inline graphic of Inline graphic. D, simulated inactivation of whole cell potassium currents with the same two-step protocol in Wang et al., [17]: Inline graphic, followed with a Inline graphic conditional step ranging from Inline graphic to Inline graphic, then a final test step at Inline graphic for Inline graphic. The peak current during the the test steps is normalized to test step at Inline graphic. E, the I–V relationships at peak and at the end of the voltage step in B and C. In B and C, simulated currents are normalized to the peak current at Inline graphic from Inline graphic.

We have chosen the maximal conductances of Inline graphic, Inline graphic, Inline graphic, Inline graphic and Inline graphic such that, together, the simulated total potassium current under different voltage-clamp protocols fits the profiles of experimental voltage-clamp results in Miyoshi et al., [27] and Wang et al., [17] (Figure 9).

In the later development of the USMC AP simulations, the total potassium current density was scaled to match the experimental data of whole cell potassium current in Okabe et al., [32]; Inline graphic at Inline graphic from a Inline graphic of Inline graphic.

Other membrane currents

A non-selective cation current (Inline graphic) and a calcium-activated chloride current (Inline graphic) have been reported for myometrial cells from late pregnant rats. We also formulated electrogenic currents for the Inline graphic-Inline graphic ATPase and Inline graphic-Inline graphic exchangers, Inline graphic and Inline graphic respectively, by extrapolating data from other cell systems. Inline graphic will be discussed with Inline graphic dynamics in a later section.

Calcium-activated chloride current – Inline graphic

Mathematical descriptions of the biophysical characteristics of this current are given in Appendix S1 (equations 80–86).

The presence of channels permeable to chloride in myometrial cells was first reported by Coleman & Parkington [72]. Subsequently, there have been several reports of calcium-activated chloride current in myometrial cells, albeit the biophysical characteristics have not been as thoroughly explored as in other smooth muscles and tissues [15], [17], [73], [74]. In addition, Clca isoforms 3 and 4, suggested to encode for channel proteins responsible for Inline graphic, have been found in the uterus and the induced expression of Clca4 in mammalian cells elicited a calcium-dependent chloride current [75], [76].

The only serious single cell electrophysiological assessment of Inline graphic in myometrial cells (rat, Inline graphic) is from Jones et al., [15] and therefore, this is the experimental data used for our modeling purposes. They used two different voltage-clamp protocols: a single step voltage-clamp and a two-step voltage-clamp (illustrated in Figures 1 and 2, respectively, of Jones et al., [15]). Both protocols relied on the activation of Inline graphic to raise Inline graphic which, in turn, was proposed to activate Inline graphic. Inline graphic, however, was not clamped in Jones et al., [15] and so, for modeling purposes, it was not possible to determine the steady-state values nor the activation kinetics. However, such information is available from the data of Arreola et al., [77] for Inline graphic in rat parotid acinar cells whereupon Inline graphic buffers were introduced intracellularly to control Inline graphic. This enabled the recording and modeling of calcium- and voltage-dependencies of Inline graphic. In addition, the Arreola et al., [77] model could reproduce the calcium- and voltage-dependencies of Inline graphic in pulmonary vascular smooth muscle cells [78]. As such, we applied the model of Arreola et al., [77] to simulate the myometrial data of Jones et al., [15]. Utilizing the values for the calcium-dependent time constant of activation from Arreola et al., [77], or even changing them substantially, failed to provide a suitable fit to the Jones et al., [15] Inline graphic dynamics. If one assumed only a voltage-dependency to the activation time constant then the raw data time tracings of Jones et al., [15] could be fitted by the Arreola et al., [77] model (Figure 10). Thus we include Inline graphic in our later model of USMC AP form with the caveat that the activation kinetics are different from that described in other cells [77], [78].

Figure 10. Myometrial Inline graphic model.

Figure 10

The steady-state of Inline graphic is modified from Arreola et al., [77]. A, steady-state of Inline graphic with respect to V in three different Inline graphic concentrations; B, steady-state of Inline graphic with respect to Inline graphic at four different membrane potentials. C, V-dependent activation time constant; the experimental data points are obtained by fitting the tail currents in figure 2 of Jones et al., [15]. D, simulated currents (left) and the corresponding experimental currents in Jones et al., [15] (right) elicited by a single-step voltage-clamp protocol (inset). The peak of the inward currents, the current values at the end of the voltage pulse, and the peak of the tail currents were marked for both simulated current (lines) and experimental current tracings (circles). E, I–V relationships, showing the marked peak at each voltage step in D. F, simulated currents (left) and the corresponding experimental currents in Jones et al., [15] (right) by a two-step voltage-clamp protocol (inset). The peak of the tail currents were marked for both simulated current (lines) and experimental current tracings (circles). G, I–V relationships, showing the marked peaks of the tail currents at each voltage step in F. The simulated currents qualitatively reproduced the experimental current tracings in both voltage-clamp protocols, with almost zero net current at the holding potential and comparable amplitude and rate of decay of the tail currents.

Non-selective cation current – Inline graphic

Mathematical descriptions of the biophysical characteristics of this current are given in Appendix S1 (equations 87–92).

Miyoshi et al., [79] had identified a non-specific cation current in late pregnant rat myometrial cells. Inline graphic is a linear, time-independent cation current. It is permeable to Inline graphic, Inline graphic, Inline graphic and Inline graphic, with relative permeability ratios of Inline graphic. The conductance of Inline graphic depends on extracellular concentrations of permeable cations and it was inhibited by extracellular Inline graphic, Inline graphic and Inline graphic. The reported reversal potential and current density under standard conditions in Miyoshi et al., [79], with Inline graphic Inline graphic and utilizing a voltage ramp protocol, were, respectively, Inline graphic and Inline graphic.

Inline graphic is modeled with data from late pregnant rat myometrial cells recorded at room temperature. The reversal potential of Inline graphic (Inline graphic) is approximated by the Goldman-Hodgkin-Katz (GHK) equation [80] with the reported permeability ratio [79]. Intracellular and extracellular concentrations of Inline graphic and NMDG with Inline graphic were included in the calculation of Inline graphic while fitting experimental data in Miyoshi et al., [79]; these parameters for Inline graphic and NMDG were excluded in the later development of the USMC whole cell model.

The conductances of Inline graphic for different cations from the voltage ramp I–V relationships have a ratio of Inline graphic [79]. Similar to Inline graphic in guinea-pig endocardial endothelial cells [81], conductance of myometrial Inline graphic was reduced with decreasing Inline graphic. With reference to Manabe et al., [81], this relationship was described by a Hill equation with a half-saturating concentration of Inline graphic and a Hill coefficient of 2. We have normalized the Hill equation with the Inline graphic conductance at Inline graphic Inline graphic and we assumed the same relationship held for other permeable cations; for Inline graphic ions, the Hill equation is normalized to the Inline graphic conductance observed at Inline graphic Inline graphic. Inhibition by Inline graphic is described by a Hill equation with a half-saturating concentration of Inline graphic and a Hill coefficient of 1.3 [79]. Inline graphic is also permeable to other cations ions [79] and, therefore, a small leak component (Inline graphic) in its conductance is needed to match the experimental voltage ramp data. Under physiological conditions with Inline graphic Inline graphic the simulated Inline graphic consists of mostly Inline graphic and leak components.

Sodium potassium pump current – Inline graphic

Mathematical descriptions of the biophysical characteristics of this current are given in Appendix S1 (equations 93–96).

Evidence of Inline graphic-Inline graphic pump activity has been reported in myometrial cells of late pregnant rats [82][84] and human [8]. mRNA and protein expression corresponding to Inline graphic and Inline graphic subunits of the Inline graphic-Inline graphic ATPase have been reported in rodent and human myometrium with isoform-specific changes associated with advancing gestation and/or estrogen treatment [21], [84][86]. In sodium-rich myometrial tissues of late pregnant rats [82], [83] and human [8], changes of the membrane potential were sensitive to ouabain, the absence of external potassium or intracellular sodium and to low temperature, results that are suggestive of an electrogenic Inline graphic. Despite this molecular and biophysical data supporting a role of the Inline graphic-Inline graphic pump in regulating myometrial activity, there is little information about the biophysical properties of Inline graphic current in myometrial cells. Therefore, we adopted the formulation of an electrogenic Inline graphic from rodent myocardial cells [87], which was dependent on membrane voltage, Inline graphic, Inline graphic and Inline graphic. The parameter values of voltage, Inline graphic and Inline graphic dependencies, as well as current densities, are then fitted with the experimental data from rodent vascular smooth muscle cells [88] at Inline graphic. A Inline graphic value of 1.87 for Inline graphic change between Inline graphic is reported for vascular smooth muscle cells [88]. We assumed the same Inline graphic dependency with Inline graphic in smooth muscle cells as in the myocardial cells.

Calcium fluxes

Mathematical descriptions of the plasmalemmal Inline graphic fluxes are given in the Methods ( equation 7 ) and Appendix S1 (equations 97–103).

In myometrial cells from near-term pregnant rats, intracellular Inline graphic ions are removed from the cytoplasm principally by the plasmalemmal Inline graphic-ATPase (PMCA) and Inline graphic-Inline graphic exchanger [12], [67], [89], [90]. From the decay rate constants, Inline graphic of cytoplasmic Inline graphic removal was estimated to be via the Inline graphic-Inline graphic exchanger and sequestration into intracellular stores, and Inline graphic via PMCA when the cell was stimulated by ten short depolarization pulses between Inline graphic and Inline graphic [67].

We modified a myometrial intracellular calcium model [24] for inclusion in the development of the USMC AP simulations by incorporating time-dependent kinetics from membrane calcium currents. We also modified the formulation of the Inline graphic-Inline graphic exchanger to overcome its limits in fitting published Inline graphic decay tracings. For example, we found that the calcium decay tracings in Shmigol et al., [67] and Shmigol et al., [12] could only be fitted by the procedure described in Bursztyn et al., [24] with Inline graphic. However, no sodium ions were included in the pipette (intracellular) solution used by Shmigol et al., [67]. The resultant reversal potential of the Inline graphic-Inline graphic exchanger was predicted at Inline graphic which would mean the Inline graphic-Inline graphic exchanger bringing in extracellular calcium at resting membrane potentials of Inline graphic to Inline graphic which is incorrect. Our use of the well-described formula of Weber et al., [91] obviated this and enabled us to fit the Inline graphic fluxes with the same ionic concentrations used in Shmigol et al., [67] and Shmigol et al., [12]. With Inline graphic, the resultant reversal potential was in the positive membrane potential range and, thus, the Inline graphic-Inline graphic exchanger was predicted to extrude intracellular Inline graphic in the physiological range of resting membrane potentials.

We have modeled three major plasmalemmal calcium fluxes: the voltage-dependent membrane channels permeable to Inline graphic (Inline graphic); the Inline graphic-Inline graphic exchanger (Inline graphic); and the PMCA (Inline graphic).

The parameters for Inline graphic and Inline graphic are refitted with experimental results of calcium decay in late pregnant rat myometrial cells recorded at Inline graphic from Shmigol et al., [12], [67]; the modified calcium sub-system is further validated with experimental data (Figure S7A). Details of individual fluxes are described below.

Membrane Inline graphic channels – Inline graphic

Inline graphic, which includes all the membrane ion channel calcium currents: Inline graphic, Inline graphic and the calcium component of Inline graphic (Inline graphic), was calculated from the total membrane calcium current as described in the Methods (equation 7).

Sodium-calcium exchanger – Inline graphic

The Inline graphic-Inline graphic exchanger has been suggested to be involved in calcium translocation in myometrial cells from pregnant rats [12], [67], [89], [90]. However, it is unknown whether the myometrial Inline graphic-Inline graphic exchanger is electrogenic although the earliest studies of the effects of changing Inline graphic and Inline graphic on the rat myometrial cell membrane properties suggested so [92].

There are three Inline graphic-Inline graphic exchanger isoforms (NCX1, NCX2, NCX3) and NCX mRNA and protein has been reported in myometrium [93], [94]. NCX2 is the predominantly expressed isoform in smooth muscle tissues, including the uterus, but its stoichiometry and electrogenicity are unknown. Cloning of NCX2 [95] shows that it shares Inline graphic similarity in amino acid sequences with NCX1, the predominant isoform in heart tissues, and they were functionally similar with respect to their I–V relationship and voltage-dependency [96], [97]. Compared to NCX1, NCX2 has a higher dissociation rate (Inline graphic) for Inline graphic at Inline graphic and a lower Inline graphic affinity at Inline graphic. As the Inline graphic-Inline graphic exchangers in cardiac myocytes [98] and aortic smooth muscle cells are electrogenic [99] and the properties of NCX1 and NCX2 isoforms are similar, we presumed the myometrial sodium calcium exchanger would also be electrogenic.

We used an electrogenic Inline graphic-Inline graphic exchanger equation for cardiac cells from Weber et al., [91] that describes current dependencies on membrane potential, intra- and extra-cellular calcium and sodium concentrations and has a stoichiometry of Inline graphic. Dissociation constants for Inline graphic and Inline graphic were set as Inline graphic and Inline graphic, respectively [22], [95]. Dissociation constants for Inline graphic and Inline graphic were assumed the same as Weber et al., [91]. The maximum calcium flux via Inline graphic and parameters for Inline graphic allosteric activation were refitted with experimental results of calcium decay in late pregnant rat myometrial cells [12], [67]. Membrane current from the Inline graphic-Inline graphic exchanger, Inline graphic, is converted from the fitted calcium fluxes Inline graphic.

Plasma membrane Inline graphic ATPase – Inline graphic

PMCA activity in rat myometrial cells has been characterized in fractionated plasma membranous vesicles with a reported ATP-dependent uptake with half saturation at Inline graphic Inline graphic and a Hill coefficient of Inline graphic [22], [100][102]. PMCA is described by a Hill equation with a half saturation at Inline graphic Inline graphic and a Hill coefficient of 2.

Cell and tissue modeling: simulations of APs, Inline graphic and force

Our ability to integrate the information obtained from the above biophysically detailed models of individual ionic fluxes into simulations of APs and the ensuring changes in Inline graphic and force at a cellular/tissue level were assessed by the following validations.

Model validation 1: simulation of different myometrial action potential configurations

Myometrial cells can produce different forms of APs including those consisting of a single spike, a burst of spikes or a plateau-type. A first task of validation was to assess if integration of our individual ionic current models and Inline graphic fluxes could simulate these different AP forms.

We began to assemble a model of AP configuration that incorporated all of the currents and ion fluxes described above. However, under physiological conditions of ionic concentrations [32], this model configuration produced a resting membrane potential (RMP) that was too depolarized (Inline graphic) and a basal Inline graphic that was too high (Inline graphic). Many of the ionic currents described above were found in only a subset of the studied myometrial smooth muscle cells. In particular, Inline graphic was reported in only 2/30 myometrial cells in Miyoshi et al., [27]. Removing Inline graphic from the model, therefore, produced an RMP of Inline graphic with a resting Inline graphic of Inline graphic. When some Inline graphic is included (Inline graphic), the USMC model became more excitable with lower voltage threshold (Inline graphic) and current threshold (Inline graphic, Inline graphic stimulus). The parameters and initial conditions of the USMC model configuration are given in Table S3, S4.

The USMC model is excitable and responds to a brief stimulus with an all-or-none AP. The voltage threshold is Inline graphic; the corresponding current threshold is Inline graphic by a Inline graphic stimulus. The simulated AP usually overshoots Inline graphic with a maximum rate of rise (dV/dt) up to Inline graphic and the AP duration (APD) measured at Inline graphic ranges between Inline graphic, similar to the experimental values of dV/dt [37] and APD [100] for rodent myometrium.

The range of AP shapes reported for the pregnant rat myometrium at Inline graphic – repetitive spike AP [10], repetitive spike AP upon a depolarized basal membrane potential [101], repetitive spike AP leading to plateau [102] and a plateau-like AP [10] – are reconstructed in Figure 11. The variety of action potential shapes can be produced by this model with small variations in parameter sets and initial conditions. Of the four AP configurations illustrated in Figure 11: a bursting type AP was simulated with a current clamp of Inline graphic and with the conductance of Inline graphic at Inline graphic; a bursting type AP upon a depolarized V was simulated with a current clamp of Inline graphic and with a slope factor of Inline graphic for the Inline graphic inactivation steady-state; a mixed bursting-plateau type AP was simulated with Inline graphic stepped from 6 to Inline graphic; a plateau type AP was simulated with a current clamp of Inline graphic. Thus the integrated model can accommodate a variety of APs seen in uterine in smooth muscle cells.

Figure 11. Varieties of action potentials.

Figure 11

The USMC model can produce a range of myometrial action potentials (APs) using different initial conditions and parameters values. Four examples are shown (left); all four simulated APs were induced by a Inline graphic stimulus applied at Inline graphic. Representative experimental APs from published recordings [10], [101], [102] are shown for comparison (right). A, bursting type AP with afterpotentials at resting membrane potential (RMP); B, bursting type AP with depolarized afterpotentials; C, a mixed bursting-plateau type AP with initial repetitive spikes that gradually become a flat plateau at Inline graphic. D, plateau type AP.

Model validation 2: simulation of the experimental changes induced by estradiol on myometrial AP and Inline graphic configurations

The cell model is validated with voltage-clamp and current-clamp experimental data from pregnant rat myometrial cells at Inline graphic [11], [30], [32], [49] under control conditions and upon exposure to estradiol (Figure 12). Estradiol has been reported to reduce peak Inline graphic. Estradiol has also been reported to reduce whole cell potassium currents [30], [32], [49] and change the USMC AP configuration from a bursting type AP upon a depolarized V to a plateau type AP [11]. The model was able to simulate this change in AP form by adjusting the appropriate current parameters: left-shifting the half-inactivation of Inline graphic to Inline graphic and alters its slope factor to Inline graphic, and reducing total potassium conductance by Inline graphic (Figure S1).

Figure 12. Simulating estradiol effects on simultaneous recordings of V and Inline graphic.

Figure 12

Action potentials (Inline graphic) and corresponding calcium transients (Inline graphic) during a Inline graphic depolarizing current clamp (Inline graphic) under, A, control conditions and, B, the effects of estradiol. In both cases, the initial conditions of the cell model were at their corresponding numerical equilibrium. Action potentials in rat longitudinal myometrial single cells under similar experimental conditions [11], [49] are shown for comparison (insets).

Model validation 3: simulation of simultaneous recordings of membrane potential, Inline graphic and force

The extraction of the mathematical descriptions for modeling calcium-dependent force changes is denoted in Figure S6 and the resultant equations listed in the Methods ( equations 3 and 8 9 ) and Appendix S1 (equations 104–105).

A final step in our validation of the model was to establish if it was able to accommodate the integration of uterine smooth muscle electrical, Inline graphic and contractile events necessary for excitation-contraction coupling. In this regard two broad scenarios of E-C coupling were again considered whereupon contractile events arose from either repetitive spike APs or from plateau-type APs. Figure 13 shows the results of simulations of APs, Inline graphic and force compared to published experimental measurements of these variables from rat myometrial tissue at Inline graphic [103], [104]. Of note, we chose to reproduce the repetitive spike AP data with four separate consequent stimuli for two reasons. First, the present USMC model, when induced by a current clamp, exhibited a lower limit for bursting frequency at Inline graphic which was faster than that of the experimental recordings. Second, the experimental measurements of relative membrane potential changes from Burdyga et al., [103], [104] were averaged from bundles of myometrial muscle strips. Thus, the low bursting frequency of spikes observed from these data may be a result of the extra electro-potential load from the multicellular environment. Alternatively, one cannot completely rule out the possibility that the four consecutive APs spikes were separate events resulting re-entrant excitation waves.

Figure 13. Simulation of the simultaneous recordings of myometrial V, Inline graphic and force development.

Figure 13

Simulated APs and corresponding Inline graphic and force (left) compared to experimental simultaneous measurements of membrane potential, Inline graphic and force in rat myometrial tissue strips. A, simulation of a single spike AP and corresponding Inline graphic and force induced by a Inline graphic stimulus (dot) at Inline graphic and compared to experimental data [103], [104]. B, four consecutive single spike APs and corresponding Inline graphic and force modeled by Inline graphic stimuli (dots) of Inline graphic, applied at Inline graphic and compared to experimental data [103], [104]. C, superimposed simulated AP, Inline graphic and force development (left), with a Inline graphic current clamp at Inline graphic and compared to experimental data [106].

The model could also reproduce several additional published E-C coupling datasets of V(t), Inline graphic and force recorded from pregnant rats at Inline graphic [103][106, ].Figures S7, S8

Limitations and Conclusions

Our approach has resulted in a number of advances for our understanding of uterine smooth muscle E-C coupling. The model encompasses the most comprehensive biophysical description of ion channel and exchanger electric currents applied to the myometrium with 14 separate electrogenic components, summarized in Figure 14, used to simulate published myometrial AP forms and their alteration by specific experimental manoeuvres. Using 105 mathematical equations, it is the first model to integrate these electrogenic components with descriptions of Inline graphic dynamics and phasic force production, the three essential components of electrical E-C coupling, and replicate published myometrial experimental recordings of simultaneous membrane potential, Inline graphic and force.

Figure 14. Schematic of the electrogenic components considered for the model of myometrial cell electrical excitability.

Figure 14

As with any mathematical model of biological phenomena there are limitations. The 14 electrogenic currents are likely to be an underestimate of the number of ion channel contributors to myometrial AP form. This highlights a lack of sufficient biophysical detail on other currents. In biophysical modeling of cells and tissues, it is often the case that some published electrophysiological information on particular currents is of insufficient detail to furnish biophysical modeling of all its steady-state and dynamic characteristics. Therefore, data from different resources with close cell types, or the same type of cells from different species, are used. This is the same case for the present model. The model is a hybrid containing information primarily from rat myometrium but also from human myometrium and cells expressing smooth muscle ion channel subunits, and this data has been obtained from experiments using different in vitro solutions and at different temperatures. Although this neglects any species-specific quantitative differences in uterine electrogenicity and E-C coupling, it presently is unavoidable. It is also common in biophysical modeling approaches when it is rare that all information is available for one cell type from one species. However, an advantage of the comprehensive assembly of this mathematical model is that it enables identification of gaps in our knowledge of myometrial electrogenesis. This will inform future empirical work in several ways.

First, the putative contribution of many ion channel subtypes to myometrial function has often been extrapolated from molecular data (mRNA or protein) which is incomplete (not all isotypes of channel or exchanger sub-families have been examined) or pharmacological data utilizing compounds of weak specificity (e.g. there are many putative pharmacological blockers/openers Inline graphic channel sub-family that have not yet been examined on uterine function). In addition, electrophysiological isolation of currents is often lacking. Clearly, identification of the molecular expression patterns of all ion channel and ion exchanger subtypes in myometrial cells of the uterus is essential (e.g. [107]), and marrying such data to precise electrophysiological, pharmacological and simulated profiles (even if initially this is in clonal cells), is required to furnish a complete biophysical characterization of normal uterine function. This should be accomplished for rodent and human myometrium to enable one to move from the present hybrid model to species-specific formulations. Procedures outlined in the development of this mathematical model indicate how this can assist in improving our understanding of uterine E-C coupling.

Second, from the present information, it is clear that isolated myometrial cells exhibit heterogeneity in ion channel electrophysiology and Inline graphic handling characteristics (for example, the proportion of examined cells exhibiting Inline graphic or particular Inline graphic currents). It will be important as one moves forward to consider spatiotemporal aspects of E-C coupling that we establish the implications of this for tissue level electrogenesis [5], [108].

Third, the model serves as a useful tool in the design and assessment of agents that act as putative channel/exchanger blockers or activators. Refinement of the model with continued empirical/theoretical iterations will serve to increase its predictive capacity for use in the in silico assessment of new uterotonic agents especially as species-specific models are developed. For example, if electrophysiological data of sufficient detail for biophysical modeling is known for the actions of a new agonist/antagonist of a particular uterine ion channel then one can develop predictions of the likely action of this drug on uterine E-C coupling for that species. These will serve as hypotheses to be tested in ex vivo or in vivo experimentation. In the longer term, this should bring attendant benefits to developing drugs for the treatment of aberrant uterine activity such as preterm labor, whether experimentally induced in rodents [109] or arising spontaneously in humans, prolonged dysfunctional labor or poorly contracting uterus post-partum.

Methods

Overview

A mathematical model of uterine smooth muscle cell (USMC) function at late pregnancy was developed from the integration of data of individual ionic currents, calcium dynamics and contraction. A glossary of symbols used in the equations is given in Table S1. The USMC model is a system of first-order ordinary differential equations,

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graphic file with name pone.0018685.e845.jpg (2)
graphic file with name pone.0018685.e846.jpg (3)

where Inline graphic is the specific membrane capacitance. Eq. 1 describes the electrophysiological activities of myometrial membrane potential (V), which is proportional to the sum of membrane ionic currents (Inline graphic); Eq. 2 describes the corresponding intracellular calcium (Inline graphic) dynamics, which is proportional to the sum of calcium fluxes (J). Eq. 3 describes the rate of change of force as a function of Inline graphic.

Electrophysiology

The individual membrane current components that were modeled were (i) four inward currents: L-type and T-type Inline graphic currents (Inline graphic, Inline graphic), a fast inward Inline graphic current (Inline graphic) and a hyperpolarization-activated current (Inline graphic); (ii) five outward currents: two voltage-gated Inline graphic currents (Inline graphic, Inline graphic), an A-type transient Inline graphic current (Inline graphic) and two Inline graphic-activated Inline graphic currents (Inline graphic, Inline graphic); (iii) a non-specific cation current (Inline graphic); (iv) a Inline graphic-activated Inline graphic current (Inline graphic); (v) a small background potassium current (Inline graphic); and (vi) an electrogenic Inline graphic-Inline graphic pump (Inline graphic) and a Inline graphic-Inline graphic exchanger (Inline graphic). Properties of these currents are developed based on published voltage- and current-clamp experimental data of, wherever possible, late pregnant rat myometrial cells and tissues in the literature; where rat myometrial data is not available, but complementary data is available, e.g., from human USMC, or clonal cells expressing rat-derived proteins, then this has been mentioned.

Most of the membrane currents were modeled with Hodgkin-Huxley type formulation in the following form:

graphic file with name pone.0018685.e877.jpg (4)
graphic file with name pone.0018685.e878.jpg (5)
graphic file with name pone.0018685.e879.jpg (6)

where Inline graphic is maximum conductance, Inline graphic is the reversal potential, R is the universal gas constant, F is the Faraday constant, T is absolute temperature and Inline graphic and Inline graphic are the extracellular and intracellular ionic concentrations of ion X. The dimensionless gating variable (y) describes the time-dependent activation or inactivation profile of the channel conductance where Inline graphic, the steady-state value, and Inline graphic, the time constant, are functions of voltage and/or ionic concentrations. For the electrogenic Inline graphic and Inline graphic, we adopted the formulations used in the description of cardiac ventricular cells from Nakao & Gadsby [87] and Weber et al., [91] respectively. The nomenclature for the dynamic gating variables of individual membrane currents is listed in Table S2. Experimental data at body temperature, or a reported Inline graphic for an individual current, was available for Inline graphic, Inline graphic, Inline graphic, Inline graphic and Inline graphic. For other currents, we had to assume the simplest case whereby the dynamics were similar at both room and body temperature.

Calcium dynamics

Bursztyn et al., [24] modeled Inline graphic dynamics with three major calcium fluxes in myometrial cells: membrane calcium channels (Inline graphic), Inline graphic-Inline graphic exchanger (Inline graphic) and plasma membrane Inline graphic ATPase (Inline graphic) assuming Inline graphic was at its equilibrium, i.e., time-independent. Herein we have included the temporal dynamics of membrane calcium currents in Inline graphic, and adopted the Weber et al., [91] formula for Inline graphic-Inline graphic exchanger.

Inline graphic, which includes all the membrane calcium currents: Inline graphic, Inline graphic and the calcium component of Inline graphic (Inline graphic), was calculated from the total membrane calcium current by

graphic file with name pone.0018685.e910.jpg (7)

where Inline graphic is the specific membrane capacitance; F is the Faraday constant; Inline graphic is the valency of Inline graphic ions; Inline graphic is the cell membrane surface area; Inline graphic is cell volume; and Inline graphic is the proportion of free intracellular Inline graphic ions.

The geometry of a uterine smooth muscle cell is assumed to be two cone shapes joined end-to-end at their bases [110]. Reported cell sizes for late pregnant myometrial cells are Inline graphic in length with a radius of Inline graphic [29], [33]. As these dimensions cover a wide range, we represented the cell geometry with a single parameter, Inline graphic, the surface area to volume ratio. We did not model cytoplasmic Inline graphic buffering proteins or intracellular calcium stores because such information for myometrial cells is too scant. Instead we assumed simply a tiny fraction of the membrane calcium influx to be free ions and the quantity is represented by the parameter Inline graphic [111].

Contractile mechanism

Force development during uterine contraction was modeled with a simple first-order ordinary differential equation:

graphic file with name pone.0018685.e923.jpg (8)
graphic file with name pone.0018685.e924.jpg (9)

where Inline graphic is the dimensionless gating variable describing the time-dependent activation profile of force, Inline graphic the steady-state value, and Inline graphic the time constant, are functions of Inline graphic. The force steady-state is described by the Inline graphic-activated active force relationship from non-pregnant rat myometrium at Inline graphic [112]; the time constant function is chosen to reproduce force development in late pregnant myometrial tissues recorded at Inline graphic [103], [104] (Figure S6).

Model simulations

Action potentials were induced in the whole cell model by applying an external stimulus current (Inline graphic), either as brief square pulses for single spike AP or with a current clamp for bursting or plateau AP.

The initial values of the dynamical variables (V, Inline graphic, membrane current gating variables, and Inline graphic) are listed in Table S3. The parameter values, which remain constant during simulations, are listed in Table S4. All the equations are given in Appendix S1.

Simulations were computed with a fixed time step of Inline graphic, using XPPAUT [113] with either the fourth-order Runge-Kutta numerical integration method or the Euler Method, in a IBM laptop PC with a Intel(R) Pentium(R) M Inline graphic single processor. The Runge-Kutta was the method of choice for developing individual components and short simulations of the whole cell model whereas the Euler method was mainly used for simulations requiring longer integration times. Solutions of the whole USMC model using both integration methods are almost identical.

A copy of the model source code written in the C programming language is included in Appendix S2.

Annotation of Figures

Within the body of some Figures there are textual annotations that mention the source references for the data plotted in those diagrams. Those references without parenthesis indicate published values that we have reproduced in the diagram. The references mentioned within parentheses reflect data that we have extracted from published raw tracings and refitted as displayed in the figures. Data referred to as ‘unpublished’ is remarked upon in the main text.

Supporting Information

Figure S1

Simulating the effect of estradiol on the inactivation of myometrial Inline graphic.

(PDF)

Figure S2

Different inactivation kinetics of myometrial Inline graphic.

(PDF)

Figure S3

Divalent ion concentration versus Inline graphic inactivation time constant of rat myometrial Inline graphic.

(PDF)

Figure S4

Experimental current tracings of Inline graphic from five cells and an example of extrapolated Inline graphic at the voltage step (Inline graphic) Inline graphic averaged from these five cells.

(PDF)

Figure S5

Experimental current tracings of Inline graphic from four cells and an example of extrapolated Inline graphic at the voltage step (Inline graphic) Inline graphic averaged from these four cells.

(PDF)

Figure S6

Modeling the dynamics of Inline graphic-dependent active force.

(PDF)

Figure S7

Modeling simultaneous changes in V and Inline graphic or Inline graphic and force development.

(PDF)

Figure S8

Modeling force output consequent to spike APs or plateau-like APs.

(PDF)

Table S1

Definitions of the equation symbols.

(PDF)

Table S2

Definition of gating variables for individual currents and force, and the corresponding experimental temperature and species.

(PDF)

Table S3

Initial values of the dynamics variables used in model simulations.

(PDF)

Table S4

Constant parameter values used in model simulations.

(PDF)

Appendix S1

Equations used in the model simulations.

(PDF)

Appendix S2

Model source code.

(BZ2)

Acknowledgments

We appreciate the assistance of Drs Phil Aaronson and Greg Knock (King's College London) in providing additional unpublished data to be analysed and reported in this manuscript. We thank Alan Weddell, Business Development Directorate, Newcastle University for advice on source code licensing.

Footnotes

Competing Interests: The authors have declared that no competing interests exist.

Funding: The work described here was supported by grants from MRC (G0900525 and G0902091, www.mrc.ac.uk), BBSRC (BBSRC/B/1678X, www.bbsrc.ac.uk), Tommy's (www.tommys.org) and EU Network of Excellence BioSim (LSHB-CT-2004-005137, http://biosim.fysik.dtu.dk:8080/biosim/). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Figure S1

Simulating the effect of estradiol on the inactivation of myometrial Inline graphic.

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Figure S2

Different inactivation kinetics of myometrial Inline graphic.

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Figure S3

Divalent ion concentration versus Inline graphic inactivation time constant of rat myometrial Inline graphic.

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Figure S4

Experimental current tracings of Inline graphic from five cells and an example of extrapolated Inline graphic at the voltage step (Inline graphic) Inline graphic averaged from these five cells.

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Figure S5

Experimental current tracings of Inline graphic from four cells and an example of extrapolated Inline graphic at the voltage step (Inline graphic) Inline graphic averaged from these four cells.

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Figure S6

Modeling the dynamics of Inline graphic-dependent active force.

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Figure S7

Modeling simultaneous changes in V and Inline graphic or Inline graphic and force development.

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Figure S8

Modeling force output consequent to spike APs or plateau-like APs.

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Table S1

Definitions of the equation symbols.

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Table S2

Definition of gating variables for individual currents and force, and the corresponding experimental temperature and species.

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Table S3

Initial values of the dynamics variables used in model simulations.

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Table S4

Constant parameter values used in model simulations.

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Appendix S1

Equations used in the model simulations.

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Appendix S2

Model source code.

(BZ2)


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