Abstract
Oscillations in intracellular free Ca2+ concentration ([Ca2+]i) have been observed in a variety of cell types. In the present study, we constructed a mathematical model to simulate the caffeine-induced [Ca2+]i oscillations based on experimental data obtained from isolated type I horizontal cell of carp retina. The results of model analysis confirm the notion that the caffeine-induced [Ca2+]i oscillations involve a number of cytoplasmic and endoplasmic Ca2+ processes that interact with each other. Using this model, we evaluated the importance of store-operated channel (SOC) in caffeine-induced [Ca2+]i oscillations. The model suggests that store-operated Ca2+ entry (SOCE) is elicited upon depletion of the endoplasmic reticulum (ER). When the SOC conductance is set to 0, caffeine-induced [Ca2+]i oscillations are abolished, which agrees with the experimental observation that [Ca2+]i oscillations were abolished when SOC was blocked pharmacologically, verifying that SOC is necessary for sustained [Ca2+]i oscillations.
Keywords: Ca2+ oscillations, caffeine, computational model, retinal horizontal cell, ryanodine receptor, store-operated channel
Abbreviations
- 2-APB
2-Aminoethoxydiphenyl borate
- [Ca2+]ER
Free Ca2+ concentration inside the lumen of the ER
- [Ca2+]i
Intracellular free Ca2+ concentration
- ANOVA
Analysis of variance
- CICR
Ca2+-induced Ca2+ release
- ER
Endoplasmic reticulum
- H1 HC
Type I horizontal cell
- HC
Horizontal cell
- L-VGCC
Ca2+channel
- NCX
Na+/Ca2+ exchanger
- PM
Plasma membrane
- PMCA
Plasma membrane Ca2+-ATPase
- RyR
Ryanodine receptor
- SERCA
Sarco/endoplasmic reticulum Ca2+-ATPase
- SNK
Student-Newman-Keuls
- SOC
Store-operated channel
- SOCE
Store-operated Ca2+ entry
- STIM
Stromal interaction molecule
- TRP
Transient receptor potential
Introduction
[Ca2+]i oscillations have been observed in a variety of cell types.1 The present study is focused on caffeine-induced [Ca2+]i oscillations in type I horizontal cell (H1 HC) of carp retina. Horizontal cells are interneurons in vertebrate retinas, which receive glutamate input from photoreceptors. In carp H1 HC, [Ca2+]i increase is caused primarily by Ca2+ release from intracellular Ca2+ store (basically the endoplasmic reticulum, ER) via ryanodine receptor (RyR) activation2,3 and Ca2+ influx from the extracellular environment, while Ca2+ removal depends on the activities of the sarco/endoplasmic reticulum Ca2+-ATPase (SERCA),2-4 Na+/Ca2+ exchanger (NCX)5 and plasma membrane Ca2+-ATPase (PMCA).5
Ca2+ imaging study with carp H1 HC revealed that [Ca2+]i oscillations could be induced when caffeine was applied at various concentrations.6 The application of caffeine activates RyR, leading to ER Ca2+ release and ER depletion. Subsequent ER refilling, which should be required for the maintenance of [Ca2+]i oscillations, is dependent on Ca2+ entry via store-operated channel (SOC). Hence RyR and SOC, together with the Ca2+ removal processes are the major components for caffeine-induced [Ca2+]i oscillations. However, how these components interact with each other to give rise to [Ca2+]i oscillations observed in H1 HC is unclear.
In the present study, a computational model based on biophysical properties of H1 HC was constructed to explore the underlying mechanism(s) of caffeine-induced [Ca2+]i oscillations observed in H1 HC of carp retina. Using this model, caffeine-induced [Ca2+]i oscillations were simulated. The concentration-dependent caffeine effect on the pattern of [Ca2+]i oscillations was explored, relevant contributions of RyR, SOC, L-type voltage-gated Ca2+ channel (L-VGCC), NCX, PMCA and SERCA for caffeine-induced [Ca2+]i oscillations were suggested, and the importance of SOC in caffeine-induced [Ca2+]i oscillations was evaluated.
Results
Simulating caffeine-induced [Ca2+]i oscillations in isolated H1 HC
Figure 1A–C shows the experimental observations of caffeine-induced [Ca2+]i oscillations of 3 representative H1 HCs in response to 3, 6, 10 mM caffeine (with identical caffeine application time of 90 s), respectively.6 Statistical results of the experimental data show that, when the concentration of caffeine was increased from 3 to 10 mM, the time interval between the first and the second Ca2+ transients (ΔT1-2; Fig. 1D) was decreased from 46.08 ± 3.41 s to 28.37 ± 2.30 s (P < 0.05, ANOVA, post hoc SNK test; Fig. 1E). The amplitude decrement during the Ca2+ oscillations was also concentration dependent. To quantify such amplitude decrement, the amplitude of the second transient was normalized against that of the first one (A2/A1; Fig. 1D). When caffeine concentration was increased from 3 to 10 mM, the normalized amplitude of the second transient (A2/A1) was decreased from 0.82 ± 0.05 to 0.58 ± 0.03 (P < 0.05, ANOVA, post hoc SNK test; Fig. 1F).6
Figure 1.

Concentration-dependent caffeine effects on the caffeine-induced [Ca2+]i oscillations. (A–C) [Ca2+]i oscillations induced by the application of 3, 6, and 10 mM caffeine (90 s), respectively. Horizontal bars bellow the traces indicate the periods of caffeine applications. (D) Definition of time interval between the first and the second Ca2+ transients (ΔT1-2) and the amplitude of the first and the second Ca2+ transients. (E) ΔT1-2 was decreased with caffeine concentration. (F) A2/A1 ratio was decreased with caffeine concentration. Data are presented as mean ± SEM (with sample size in parentheses). *denotes statistical significance of P < 0.05 by one-way ANOVA followed by post hoc SNK test, NS: not significant.6
Caffeine-induced [Ca2+]i oscillations can be attributed to a number of factors (Fig. 6). Using the model cell, [Ca2+]i oscillations induced by 3, 6, 10 mM caffeine were simulated (Fig. 2A–C) with parameter values listed in Table 3 and 4. The positive currents reflect Ca2+ efflux from cytoplasm to external environment or Ca2+ entering the ER.
Figure 6.

Schematic illustration of Ca2+ pathways relevant to caffeine-induced [Ca2+]i oscillations in carp retinal HC. L-VGCC: L-type voltage-gated Ca2+ channel; NCX: Na+/Ca2+ exchanger; PMCA: plasma membrane Ca2+-ATPase; RyR: ryanodine receptor; leak: passive Ca2+ leak; SERCA: sarco/endoplasmic reticulum Ca2+-ATPase; ER: endoplasmic reticulum; SOC: store-operated channels; PM: plasma membrane.
Figure 2.

Simulation of caffeine-induced [Ca2+]i oscillations using the biophysical model of H1 HC. (A–C) [Ca2+]i oscillations induced by 3, 6, 10 mM caffeine (90 s), respectively. Traces shown are the model output of [Ca2+]i, [Ca2+]ER and Ca2+ currents mediated by RyR, PMCA, NCX, SERCA, SOC, and L-VGCC, respectively. θth indicates the [Ca2+]ER threshold at which ER Ca2+ release occurs. The insets show dynamic changes of INCX and IPMCA during the first [Ca2+]i transient induced by caffeine.
Table 3.
Parameter values used in the model
| Component parameter | Symbol | Value | Unit | Reference |
|---|---|---|---|---|
| L-VGCC | ||||
| 4 | ||||
| Half inactivation parameter | KCa | 0.30 | μM | |
| Time constant | τCa | 2.86 | s | |
| Maximum conductance | 120.0 | μS/ cm2 | ||
| PMCA | 4 | |||
| Maximum pumping rate | APMCA | 0.052 | pM/cm2/ms | |
| Dissociation constant | KPMCA | 7.00e−4 | mM | |
| Na+/Ca2+ exchanger | 4 | |||
| Scaling coefficient | KNCX | 0.97 | nA/mmol4/cm2 | |
| r | 0.59 | |||
| RyR | 35-37 | |||
| Rate constant | KRyR | 3.50e−3 | /ms | |
| Activation constant | Kd,ca | 1.00 | μM | |
| ER Ca2+ leak | 2 | |||
| Rate constant | Vleak | 5.00e−5 | /ms | |
| SERCA | 2,37 | |||
| Maximum SERCA flux | VSERCA | 1.18e−5 | mM/ms | |
| Activation constant | KSERCA1 | 1.00e−4 | mM | |
| Inactivation constant | KSERCA2 | 0.10 | mM | |
| SOC | 38 | |||
| Maximum SOCE flux | VSOC | 5.60e−5 | mM/ms | |
| STIM [Ca2+]ER affinity | KSOC | 0.05 | mM | |
| SOCE timescale | τSOC | 20.0 | s | |
| ER Ca2+ equation | 39 | |||
| ER Ca2+ buffering coefficient | fER | 0.01 | ||
| ER volume/cell volume (excluding ER) | volER / volcyt | 0.15 | ||
| [Ca2+]i equation | 39 | |||
| Ca2+ buffering coefficient of cytoplasm | fcyt | 0.01 | ||
| Na+ and K+ channels | 39 | |||
| 120.0 | nS | |||
| 0.25 | nS | |||
| 2.0 | nS | |||
| 50.0 | nS |
Table 4.
The initial conditions and geometric parameters of the model cell
| Component parameter | Symbol | Value | Unit | Reference |
|---|---|---|---|---|
| Non-zero initial conditions for the model | 39 | |||
| [Ca2+]o | 2.0 | mM | ||
| [Ca2+]i (t = 0) | 30.0 | nM | ||
| [Ca2+]ER (t = 0) | 100.0 | μM | ||
| Vm (t = 0) | −55.0 | mV | ||
| ENa | 70.0 | mV | ||
| [Na+]i | 7.0 | mM | ||
| [Na+]o | 135.0 | mM | ||
| EK | −55.0 | mV | ||
| [K+]i | 54.4 | mM | ||
| [K+]o | 2.5 | mM | ||
| Geometric parameters | 39 | |||
| Diameter of the model neuron | 20.0 | μm | ||
| Length of the model neuron | 22.5 | μm | ||
Caffeine induces ER Ca2+ release by increasing the open probability of RyR (PRyR), and PRyR is increased when the concentration of caffeine is increased.7,8 To simulate the caffeine effect on [Ca2+]i, the RyR activation constant (Kd,Ca in Eq. 10), which reflects the RyR's sensitivity to Ca2+, was adjusted. [Ca2+]i responses induced by 3, 6, 10 mM caffeine were simulated with Kd,Ca of 0.16, 0.14, 0.13 μM, respectively. The simulated [Ca2+]i curves closely resemble the experimental observations (Fig. 2A–C).
Model output simulating [Ca2+]i oscillations induced by 3 mM caffeine is shown in Figure 2A. Upon caffeine (3 mM) application, RyR current is increased immediately, leading to an increase in [Ca2+]i and a decrease in free Ca2+ concentration inside the lumen of the ER ([Ca2+]ER). Currents carried by PMCA, NCX, and SERCA are increased accordingly, which bring [Ca2+]i back to the basal level, forming the first [Ca2+]i transient (the relative contributions of PMCA and NCX are illustrated in the insets of Fig. 2A). Meanwhile, SOC current is increased slowly upon ER depletion, which leads to a gradual ER refilling. RyR current is increased slowly with the increasing [Ca2+]ER, results in an increase in [Ca2+]i, which further potentiates the RyR current. Once sufficient amount of RyRs are activated, Ca2+ recycled by ER is again released, forming the subsequent [Ca2+]i transient. During caffeine application, periodical changes in [Ca2+]i is concomitant with the periodical activities of the RyR, PMCA, NCX, SERCA, SOC, and L-VGCC. After caffeine removal, each Ca2+ process returns to the resting state.
Figure 2B and C show model output induced by 6 and 10 mM caffeine, respectively. During 6 mM and 10 mM caffeine applications, the overall patterns of dynamic changes in [Ca2+]i, [Ca2+]ER and Ca2+ currents are similar to that during 3 mM caffeine application.
By comparing simulated [Ca2+]i curves with 3, 6, and 10 mM caffeine, it is shown that [Ca2+]i signal is caffeine concentration dependent. We also calculated the values of ΔT1-2 and A2/A1 with each caffeine concentration (Table 1). Results show that when the concentration of caffeine is increased from 3 mM to 10 mM, the ΔT1-2 interval is decreased from 56.72 s to 38.46 s, and the A2/A1 ratio is decreased from 0.81 to 0.54, both in accordance with the experimental observations.
Table 1.
The effect of caffeine concentration on caffeine-induced [Ca2+]i oscillations
| ΔT1–2 (s) |
A1 (μM) |
A2 (μM) |
A2/A1 |
θth (μM) |
|||
|---|---|---|---|---|---|---|---|
| Caffeine (mM) | E | M | M | M | E | M | M |
| 3 mM | 46.08 ± 3.41 | 56.72 | 1.79 | 1.45 | 0.82 ± 0.05 | 0.81 | 85.43 |
| 6 mM | 35.40 ± 1.68 | 43.41 | 1.81 | 1.14 | 0.65 ± 0.04 | 0.63 | 73.34 |
| 10 mM | 28.37 ± 2.30 | 38.46 | 1.82 | 0.98 | 0.58 ± 0.03 | 0.54 | 66.74 |
E: experimental results, data are presented as mean ± SEM; M: model simulation results.
By examining the simulated [Ca2+]ER curves, it is found that following the initial ER Ca2+ release, ER Ca2+ release occurs again after [Ca2+]ER reaches a certain level. The [Ca2+]ER value at which the Ca2+ release is initiated is denoted by θth, indicating the [Ca2+]ER threshold at which ER Ca2+ release occurs (Fig. 2). By comparing [Ca2+]ER curves in Figure 2A–C, it can be noticed that θth is decreased from 85.43 μM to 66.74 μM when caffeine concentration is increased from 3 mM to 10 mM (Table 1).
Caffeine effect at different concentrations is represented by using different Kd,Ca values, which results in RyR current modulation by influencing PRyR (Eq. 10). To further explore the effect of caffeine concentration on caffeine-induced [Ca2+]i oscillations, dynamic changes of PRyR during caffeine application are plotted together with the corresponding [Ca2+]i curves (Fig. 3A–C). It can be observed that after the first [Ca2+]i transient, PRyR is decreased to a trough (Ptrough) when [Ca2+]i returns to the basal level, and a high caffeine concentration corresponds to a large Ptrough value and a quick PRyR increase (Fig. 3D). With a large PRyR, the second [Ca2+]i transient can be induce quickly. Therefore, when the concentration of caffeine is increased, the ΔT1-2 interval is decreased (Table 1). After the initial release, [Ca2+]ER is increased gradually with time, and a fast second [Ca2+]i transient is related to a small corresponding θth value, while a small θth indicates that only a small amount of ER Ca2+ can be released, which results in a small A2. Hence the value of A2 is decreased when the caffeine concentration is increased. Simulation results show that A2 is decreased from 1.45 μM to 0.98 μM as the concentration of caffeine is increased from 3 mM to 10 mM, while the values of A1 is kept around 1.80 μM. Therefore, the A2/A1 ratio is decreased when caffeine concentration is increased (Table 1). The above results explain the caffeine concentration dependency of [Ca2+]i oscillations.
Figure 3.

Dynamic changes of RyR open probability (PRyR) during caffeine application. (A–C) Simulation output of PRyR (black line, left y-axis) and [Ca2+]i (blue line, right y-axis) induced by 3, 6, and 10 mM caffeine (90 s), respectively. (D) Dynamic changes of PRyR during the application of 3 (blue line), 6 (green line), and 10 mM (red line) caffeine (90 s). PRyR reaches a trough (Ptrough) after the initial [Ca2+]i transient. The value of Ptrough is increased when the concentration of caffeine is increased.
Effect of SOC inhibition on caffeine-induced [Ca2+]i oscillations
Experimental data from isolated H1 HCs showed that prolonged application of 3 mM caffeine (7 min) induced sustained [Ca2+]i oscillations in H1 HCs (Fig. 4A),6 and such [Ca2+]i oscillations were abolished when 2-APB (SOC inhibitor) was co-applied (Fig. 4B),6 suggesting that SOCE is necessary for ER refilling.
Figure 4.

The 2-APB effect on caffeine-induced [Ca2+]i oscillations. (A) [Ca2+]i oscillations induced by prolonged application of caffeine (3 mM, 7 min). (B) After [Ca2+]i oscillations were induced by caffeine (3 mM), co-application of 2-APB (100 μM) abolished the oscillations immediately.6
Using our model, the above experimental results (Fig. 4) are simulated. The effect of 3 mM caffeine is simulated with Kd,Ca = 0.16 μM, the effect of 2-APB was simulated by setting VSOC (the maximum SOC flux, Eq. 13) to 0. As shown in Figure 5A, prolonged application of caffeine (3 mM, 7 min) induces sustained [Ca2+]i oscillations in the model cell, and the oscillation in [Ca2+]i is concomitant with the periodical release and uptake of ER Ca2+, and SOC current follows the fluctuations of [Ca2+]ER. A [Ca2+]i transient is induced whenever [Ca2+]ER reaches θth.
Figure 5.

Model output simulating the 2-APB effect on caffeine-induced [Ca2+]i oscillations. (A) Sustained [Ca2+]i oscillations induced by prolonged caffeine (3 mM, 7 min) application. (B) Caffeine (3 mM, 7 min)-induced [Ca2+]i oscillations are abolished when 2-APB (100 μM) is applied. Traces shown are simulation output of [Ca2+]i, [Ca2+]ER and Ca2+ currents mediated by RyR and SOC, respectively. θth indicates the [Ca2+]ER threshold at which ER Ca2+ release occurs.
Although [Ca2+]i oscillations can be induced by caffeine (3 mM), [Ca2+]ER increase can be immediately stopped when 2-APB is applied. In the presence of 2-APB, SOC is constantly blocked, which abolishes the SOC current (Fig. 5B). Without SOCE, [Ca2+]ER is gradually decreased, unable to reach θth, hence no further Ca2+-induced Ca2+ release (CICR) is induced and no [Ca2+]i transient is generated. This result verifies that SOCE is the main Ca2+ source for ER refilling, and the activation of SOC is required for the maintenance of sustained [Ca2+]i oscillations.
Discussion
In the present study, we constructed a mathematical model to simulate the caffeine-induced [Ca2+]i oscillations observed in type I horizontal cell of carp retina. Simulated [Ca2+]i changes closely resemble the experimental observations, the concentration dependence of ΔT1-2 and A2/A1 of the caffeine-induced [Ca2+]i oscillations can be reproduced. Relevant contributions of RyR, SOC, L-VGCC, NCX, PMCA and SERCA for the caffeine-induced [Ca2+]i oscillations are suggested. The oscillations in [Ca2+]i are concomitant with the periodical changes of RyR, PMCA, NCX, SERCA, SOC, and L-VGCC activities.
Simulated [Ca2+]ER curves in Figures 2 and 5A show that, continuous application of caffeine leads to repeated release/uptake of ER Ca2+. After each ER Ca2+ release, ER is gradually refilled, and subsequent Ca2+ release can be induced only when the [Ca2+]ER level is recovered and reaches a certain threshold θth. When the concentration of caffeine is increased, the value of θth is decreased (Fig. 2, Table 1). The concentration-dependent caffeine effect on θth is consistent with the experimental results reported by Kong et al.9 In their study, by recording [Ca2+]ER of HEK-293 cells expressing RyR, it was found that the threshold for Ca2+ release (θth) was decreased when the concentration of caffeine was increased.
In carp retinal horizontal cell, Ca2+ entering the cytoplasmic is extruded into the extracellular space by both PMCA and NCX.5 From the simulation output (Fig. 2, insets), it can be observed that during caffeine-induced [Ca2+]i oscillations, Ca2+ is extruded mainly by PMCA when [Ca2+]i is at lower levels; while at higher [Ca2+]i levels, NCX-mediated Ca2+ current is larger than the PMCA Ca2+ current. These results confirm the previously reported basic characteristics of PMCA and NCX, i.e., PMCA has higher affinity for Ca2+ than NCX, while NCX has higher turnover rate,10,11 suggesting that PMCA and NCX cooperate to regulate Ca2+ signals over a wide [Ca2+]i range in H1 HC.
In addition to regulating the dynamic changes in [Ca2+]i, PMCA has also been shown to participate in the regulation of resting Ca2+ homeostasis. It was reported that in rod-driven bipolar cell of mouse retina, PMCA was involved in the maintenance of the resting [Ca2+]i levels.12,13 For our model cell, after the extracellular stimulus is removed, [Ca2+]i and [Ca2+]ER gradually return to their resting levels, which is independent on the intensity of the previously given stimulation. The levels of [Ca2+]i and [Ca2+]ER, as well as currents carried by different Ca2+ components in the resting state are kept within limited ranges (Table 2) until a subsequent stimulus is applied. The model output shows that NCX is inactive at rest ( ≈ 0.0 μA/cm2, Table 2) and Ca2+ extrusion occurs through PMCA ( ≈ 0.4 μA/cm2, Table 2). The simulation results suggest that in the resting state, extrusion of cytoplasmic Ca2+ depends mainly on PMCA in H1 HC.
Table 2.
Model output in the resting state
| Symbol | Value | Unit |
|---|---|---|
| 0.0 | μA/cm2 | |
| 0.4 | μA/cm2 | |
| 0.4 | μA/cm2 | |
| −0.5 | μA/cm2 | |
| 0.1 | μA/cm2 | |
| 0.0 | μA/cm2 | |
| 0.0 | μA/cm2 | |
| 28 | nM | |
| 94 | μM |
It can also be noticed that the SOCE complex is activated at rest ( ≈ 0.4 μA/cm2, Table 2). On the plasma membrane, Ca2+ extruded from the cell via PMCA is counterbalanced by Ca2+ entering the cell through SOC. On the ER membrane, the passive leakage of Ca2+ from the ER ( ≈ −0.5 μA/cm2, Table 2) is compensated by SERCA ( ≈ 0.1 μA/cm2s, Table 2) and SOCE complex-mediated Ca2+ uptake. Ca2+ homeostasis of the model cell is maintained by the activities of PMCA, SOCE complex, ER passive leak, and SERCA, keeping resting [Ca2+]i and [Ca2+]ER levels at 28 nM and 94 μM, respectively (Table 2). The involvement of the SOCE complex in resting Ca2+ homeostasis has been reported in cells such as rat primary cortical neurons, mouse mammary epithelial cells, and HEK293 cells.14-17 In these cells, 2 types of STIM proteins, i.e., STIM1 and STIM2, are expressed on the ER membrane. STIM1 triggers SOCE in response to store-depletion, while STIM2 activates Orai1 upon small fluctuations in [Ca2+]ER, keeping resting [Ca2+]i and [Ca2+]ER stable. Therefore, our simulation results suggest that in addition to ER refilling upon stimuli-induced store depletion (Fig. 5), SOC activation in response to minor [Ca2+]ER fluctuation may play a crucial role in maintaining [Ca2+]i and [Ca2+]ER levels in H1 HC at the resting state.
Experimental results from carp H1 HC show that, L-VGCC was activated during caffeine-induced [Ca2+]i oscillations.6 The involvement of L-VGCC suggests that Vm of H1 HC should be depolarized upon caffeine application. Our simulation results show that changes in Vm are concomitant with changes in [Ca2+]i, and L-VGCC current is activated periodically by membrane depolarization. When the L-VGCC current is blocked by setting to zero, [Ca2+]i oscillations can still be induced by caffeine (10 mM, 60 s), at the meantime, the A2/A1 ratio and ΔT1-2 interval are slightly increased as compared with control, showing good agreement with experimental data (data not show). Both the simulation and experimental results show that L-VGCC is involved in the caffeine-induced [Ca2+]i oscillations. However, L-VGCC is not the major source of Ca2+ influx during caffeine-induced [Ca2+]i oscillations, [Ca2+]i oscillations can be induced when L-VGCC is completely blocked.
Our present study provides fundamental insight into the mechanisms of caffeine-induced [Ca2+]i oscillations in carp H1 HC, and reveals possible roles of SOC in H1 HC [Ca2+]i signaling. Further studies are needed to elucidate the molecular identities and functions of SOC in H1 HC physiology.
Methods
Ca2+ imaging data
Experimental data were obtained from isolated type I horizontal cell of carp retina using fluo-3-based Ca2+ imaging technique. All the materials and methods have been previously reported.6
Model description
All simulations were carried out using NEURON software.18 A cylindrical neuron was constructed, with the [Ca2+]i dynamics being modeled at the whole-cell level.
The model system is schematically presented in Figure 6, which includes Ca2+ processes on the plasma membrane (PM), the ER, and the store-operated Ca2+ entry (SOCE) complex. Biophysical properties of the neuron membrane are spatially uniform.
The PM processes include the L-VGCC, NCX, and PMCA. L-VGCC mediates Ca2+ entry during membrane depolarization, while NCX and PMCA extrude Ca2+ from the cytosol into the extracellular space.
The ER processes involve 3 parallel components: Ca2+ release from the ER into the cytosol mediated by RyR, passive Ca2+ leakage from the ER into the cytosol, and Ca2+ uptake from the cytosol into the ER through SERCA.
SOCE is a process in which plasma membrane Ca2+ channel (SOC) is activated upon Ca2+ store depletion.19 The SOCE complex is composed of proteins including STIM, SOC, and SERCA. STIM which resides on the ER membrane senses the ER Ca2+ content,20,21 while Orai channels22-24 and/or TRP channels25,26 form the SOC on the PM. Upon store depletion, STIM and SOC translocate and cluster at the ER-PM junctions, leading to the formation of the STIM-SOC complexes and SOC activation.23,27,28 Activated SOC mediates Ca2+ influx, and SERCA in the ER-PM junctions uptakes these Ca2+ to refill the depleted ER.29-33
Besides, voltage-gated K+ and Na+ channel conductance also contribute to the regulation of [Ca2+]i by affecting the neuronal membrane potential, therefore, these processes are also included in our model.
Hence, in our model, Ca2+ dynamics can be described as:
| (1) |
where [Ca2+]i is the free intracellular Ca2+ concentration, [Ca2+]ER is the free Ca2+ concentration inside the ER lumen; fcyt and fER are Ca2+ buffering coefficients for cytoplasm and ER, respectively; volcyt and volER are the volumes of the cell (excluding ER) and the ER, respectively; F is the Faraday constant; IAllCa represents the total Ca2+ currents across the cell membrane; JRyR represents ER Ca2+ release via RyR; Jleak represents the passive Ca2+ leakage from the ER into the cytosol; JSERCA represents the Ca2+ uptake from the cytosol into the ER through SERCA; JSOC represents Ca2+ entering the ER through the SOCE complex.
The total Ca2+ currents across the plasma membrane are given by:
| (2) |
where IVGCC, INCX, and IPMCA denote the Ca2+ currents mediated by L-VGCC, NCX, and PMCA respectively.
Ca2+ current through L-VGCC (IVGCC) can be described as:4
| (3) |
where Ca is the maximum conductance of L-VGCC; mCa and hCa are the activation and inactivation variables, respectively; Vm denotes the membrane potential; ECa stands for the reversal potential of Ca2+ current; KCa is the half-inactivation parameter; n is the Hill coefficient; α and β are forward and backward rate coefficients, respectively; τCa represents the inactivation time constant.
Equation 3 shows that the Ca2+ dynamics are regulated by Vm, while Ca2+ currents together with Na+ and K+ currents across the plasma membrane all contribute to the Vm changes. Hence voltage-gated Na+ conductance and 3 types of K+ conductance (i.e., delay time rectifying K+ current, outward rectifying K+ current, and anomalous rectifying K+ current), which are expressed in carp retinal HC, are also included in our model.34
Current carried by voltage-gated Na+ channel (INav) can be described as:34
| (4) |
where Na is the maximum conductance of the voltage-gated Na+ channel; mNa and hNa are the activation and inactivation variables, respectively; ENa is the reversal potential of Na+ current.
Current carried by delay time rectifying K+ channel (Ikd) can be described as:34
| (5) |
where Kd is the maximum conductance of the delay time rectifying K+ channel; mKd represents the activation variable; EK is the reversal potential of K+ current.
Current carried by outward rectifying K+ channel (IKt) can be described as:34
| (6) |
where Kt is the maximum conductance of the outward rectifying K+ channel; mKt and hKt are the activation and inactivation variables, respectively.
Current carried by anomalous rectifying K+ channel (IKa) can be described as:34
| (7) |
where Ka is the maximum conductance of the anomalous rectifying K+ channel; mKa represents the activation variable.
On the plasma membrane, Ca2+ extrusion is mediated by NCX and PMCA. Current carried by NCX () can be described as:4
| (8) |
where KNCX is a scaling coefficient; [Na+]i, [Na+]o and [Ca2+]o are intracellular Na+ concentration, extracellular Na+ concentration and extracellular Ca2+ concentration, respectively; R and T are the gas constant and the absolute temperature, respectively. The ion exchange ratio is Na+:Ca2+ = 3:1, therefore the currents carried by Na+ and Ca2+ are equal to 3 × and −2 × , respectively.
Ca2+ extrusion mediated by PMCA can be described as:4
| (9) |
where JPMCA represents the amount of Ca2+ efflux; APMCA is the maximal pumping rate; KPMCA is the dissociation constant.
RyR, passive ER Ca2+ leakage, and SERCA are involved in Ca2+ exchange between the cytoplasm and the ER. RyR-mediated Ca2+ flux from the ER into the cytosol is described as:35-37
| (10) |
where KRyR is the rate constant; PRyR is the open probability of RyR; Kd,Ca is the activation constant which reflects the [Ca2+]i sensitivity of CICR.
Passive Ca2+ leakage from the ER into the cytosol is described as:2
| (11) |
where Kleak is the rate constant.
ER Ca2+ uptake mediated by SERCA can be described as:2,37
| (12) |
where VSERCA is the maximum SERCA flux; KSERCA1 and KSERCA2 are the activation and inactivation constants, respectively.
Upon store depletion, SOCE complex can be formed in the ER-PM junctions. Due to the tight coupling between the SOC and SERCA, the majority of Ca2+ entering the cytoplasm via SOC is pumped into the ER by SERCA.29-31 Ca2+ entering the ER through the SOCE complex can thus be described as:38
| (13) |
where VSOC is the maximum value of the SOC flux, and PSOC represents the fraction of STIM proteins bound to SOC, i.e., the fraction of activated SOC. is the fraction of STIM proteins dissociated from the ER Ca2+. KSOC is the affinity of STIM for [Ca2+]ER. τSOC represents the time constant for the adaptation of STIM to [Ca2+]ER changes.
Parameter values for the above equations used in our model are listed in Table 3. The initial conditions (e.g., Vm at t = 0) and geometric parameters of the model cell are listed in Table 4.
Disclosure of Potential Conflicts of Interest
No potential conflicts of interest were disclosed.
Funding
This work was supported by National Nature Science Foundation of China (grant no. 61375114). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Funder's website: http://www.nsfc.gov.cn.
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