Abstract
Long QT syndrome (LQTS) is an inherited or drug induced condition associated with delayed repolarization and sudden cardiac death. The cardiac potassium channel, IKr, and the adrenergic-sensitive cardiac potassium current, IKs, are two primary contributors to cardiac repolarization. This study aimed to elucidate the role of β-adrenergic (β-AR) stimulation in mediating the contributions of IKr and IKs to repolarizing the human left ventricle (n = 18). Optical mapping was used to measure action potential durations (APDs) in the presence of the IKs blocker JNJ-303 and the IKr blocker E-4031. We found that JNJ-303 alone did not increase APD. However, under isoprenaline (ISO), both the application of JNJ-303 and additional E-4031 significantly increased APD. With JNJ-303, ISO decreased APD significantly more in the epicardium as compared to the endocardium, with subsequent application E-4031 increasing mid- and endocardial APD80 more significantly than in the epicardium. We found that β-AR stimulation significantly augmented the effect of IKs blocker JNJ-303, in contrast to the reduced effect of IKr blocker E-4031. We also observed synergistic augmentation of transmural repolarization gradient by the combination of ISO and E-4031. Our results suggest β-AR-mediated increase of transmural dispersion of repolarization, which could pose arrhythmogenic risk in LQTS patients.
Introduction
The QT interval is the time elapsed between ventricular depolarization and repolarization. A prolonged QT interval, caused by either drugs or genetic mutations, is termed Long QT syndrome (LQTS). It is well established that LQTS significantly increases the risk of sudden cardiac death from polymorphic ventricular tachycardia (VT), known as Torsade de Pointes (TdP)1. Over 50% of all LQTS patients face high risk of sudden cardiac death from VT. There are two distinct delayed rectifier potassium currents, rapid (IKr) and slow (IKs), which are primarily responsible for cardiac repolarization2. A majority of heritable LQTS cases, such as LQT1, LQT5, and LQT11, are associated with mutations in the KCNQ1 gene, which encodes IKs 3 or constituents of the IKs macromolecular complex4,5. However, in large mammals, it has been shown in certain studies that IKr is actually the dominant delayed rectifier potassium current where IKs only contributes relatively little to repolarization. Therefore, the generally accepted notion that IKs plays the biggest role in contributing to LQTS is puzzling6,7. Previous studies have demonstrated that IKs expression is highly variable in mammalian cells. For instance, guinea pig myocytes possess significant IKs current2,8–10, but mouse, rat, canine, and rabbit myocytes have little to no Iks current11–13. In human myocytes, though the IKs blockade does prolong the QT interval, the amplitude of IKs has been reportedly low in human ventricular myocytes14–16. To complicate the question of IKs contribution to repolarization in the human heart even further, researchers often face experimental difficulties in recording IKs due to the various methods of isolating myocytes from human tissue17–19. Overall, the apparent controversial evidence between many clinical and experimental studies raises concerns about our current understanding of the role of IKs in human repolarization.
In addition to our relatively limited understanding of the general contributions of IKr and IKs in human cardiac repolarization, the individual contributions of these two currents also still remains unclear. In guinea pig myocytes, these two cardiac potassium currents are dynamic and significantly depend on the type of adrenergic receptor stimulation20. Stimulation of β1,2-adrenergic receptors is known to significantly augment IKs 9,21–23, whereas stimulation of β3-AR actually decreases IKs 10. Experimental evidence from guinea pig myocytes further suggests that the dominant repolarization current shifts from IKr to IKs during beta-adrenergic stimulation20. It remains unclear if this shift can be replicated in other mammalian models, such as humans, which have lower expression and thus a smaller contribution of IKs. Recently, we have shown that IKr is significantly reduced in humans with end stage heart failure (HF), thereby indicating the possible increased significance of IKs 24.
These numerous uncertainties and continued controversies pose a significant hurdle for computational models of mammalian, and especially human, action potentials. The three most frequently used models of human ventricular myocyte action potentials, ten Tusscher25, Grandi26, and O’Hara-Rudy27, all behave differently under IKs or IKr blockade. Only the most recent O’Hara-Rudy model appears to most closely correlate with experimental data describing partial IKr block, yet early afterdepolarizations are present in the model and not observed in cardiac tissue experiments28. These discrepancies are detrimental to accurate predictions of arrhythmic risks. Following these lines of inquiry, we pursued a pharmacological investigation in the coronary perfused human left ventricular (LV) wedge preparation to examine the basal transmural contribution of IKs to repolarization, β-AR modulation of IKs and IKr, and changes in transmural dispersion of repolarization due to β-AR stimulation and potassium channel block. Finally, we adapted electrophysiological conditions into a computational human myocyte model to corroborate our experimental results with computational ones.
Methods
Donor heart procurement
Adult donor human hearts were procured from either Washington Regional Transplant Community (WRTC) in Washington, DC or from Mid-America Transplant Services (MTS) in St. Louis, MO. Experimental and tissue procurement protocols were approved by the Institutional Review Boards at The George Washington University in Washington, DC and Washington University in St. Louis, MO. Heart tissue was de-identified by the organ procurement organizations prior to being provided to the research team. Methods and protocols described in these studies were performed in accordance with federal human research guidelines. A complete list of hearts with body mass index (BMI), cause of death, and LV ejection fraction (LVEF, listed when available) used in study are presented in Table 1. In this study, we completely excluded any donor hearts from victims of sudden cardiac death. Anoxia refers to anoxia of the brain.
Table 1.
Organization | Age | Gender | BMI | Cause of Death | LVEF |
---|---|---|---|---|---|
MTS | 38 | M | 18.2 | Head Trauma | 65% |
MTS | 63 | F | 22.51 | CVA/Stroke | 60% |
MTS | 19 | M | 30.42 | Head Trauma | N/A |
MTS | 68 | M | 20.81 | Head Trauma | N/A |
MTS | 68 | M | 18.13 | CVA/Stroke | N/A |
MTS | 40 | M | 31.29 | CVA/Stroke | N/A |
MTS | 59 | F | 19.92 | CVA/Stroke | N/A |
MTS | 44 | F | 68.89 | Anoxia | N/A |
WRTC | 76 | M | 45.6 | CVA/ICH/Stroke | N/A |
WRTC | 57 | M | 28.4 | CVA/ICH/Stroke | 50–55% |
WRTC | 47 | M | 30.6 | Anoxia | 60% |
WRTC | 60 | M | 22.8 | CVA/ICH/Stroke | N/A |
WRTC | 78 | M | 24.8 | CVA/ICH/Stroke | N/A |
WRTC | 57 | F | 39.8 | Anoxia | 60–65% |
WRTC | 50 | M | 31.1 | Anoxia | 45% |
WRTC | 59 | M | 34.1 | CVA/Stroke | N/A |
WRTC | 62 | F | 41 | CVA/Stroke | 65% |
Hearts were acquired from Mid-America Transplant Services (MTS) and Washington Regional Transplant Community (WRTC). Age, gender, body mass index, and cause of death are listed for all hearts used in the study. Left ventricular ejection fraction (LVEF) was provided when echocardiography was performed and made available for transplant evaluation. Groups for separate protocols were not categorized with donor information provided. CVA: cerebrovascular accident; ICH: intracerebral hemorrhage. Anoxia refers to brain anoxia. No donor hearts from victims of sudden cardiac death were included.
Prior to removal from the chest, explanted donor hearts procured by either WRTC or MTS were cardioplegically arrested after aortic cross-clamp through systematic perfusion. MTS hearts were transported (15–20 minutes) to the laboratory in ice cold high potassium solution (in mmol/L: NaCl 110, CaCl2 1.2, KCl 16, MgCl2 16, NaHCO3 10) to preserve the tissue. WRTC hearts were delivered approximately 2–3 hours post cross-clamp via courier in ice-cold commercial transplant preservation solution (Belzer UW) in the same manner as standard heart transplants. All hearts were categorized as non-failing donor hearts in line with all previously published data from our laboartory29–31.
Experimental preparation
A coronary perfused section (wedge) from the marginal area of the LV (Fig. 1a) was dissected, cannulated, and electrically recovered as previously described30. The LV wedge was perfused with 37 °C oxygenated Tyrode’s solution in a 3D printed tissue chamber during experimentation. Constant coronary flow pressure of ~60 mmHg was carefully maintained. The wedge preparation was washed with 2L of Tyrode’s solution to remove any floating fat tissue or excess transplant solution, as well as to restore basal electrophysiology (EP)31 conditions prior to beginning dye loading. Between 5–10 µM of the excitation-contraction uncoupler blebbistatin was loaded into the tissue and allowed to perfuse for 15 minutes to stop contractions. Then, 3–5 µM of a transmembrane potential sensitive dye, di-4-ANEPPS, was loaded into the tissue through an injection port. A thin slice of the transmural wall was removed following blebbistatin and dye loading to improve signal quality. Two sensing needle electrodes were placed on either side of the wedge preparation, and one grounding electrode was placed inside the perfusion chamber. A pseudo-ECG was recorded with Powerlab 26T (AD instruments) throughout the duration of the experiment (Supplemental Fig. 3). A platinum-iridium tipped bipolar pacing electrode was placed on the transmural surface within the field of view to accurately assess both longitudinal and transverse conduction. Optical action potentials were mapped from an approximately 1.5–2.0 cm × 1.5–2.0 cm field of view at the transmural surface of the wedge (Fig. 1a) using a MiCAM Ultima L CMOS camera with high spatial and temporal resolutions (100 × 100 pixels, 1,000 frames/sec; SciMedia, CA).
Electrophysiology experimental protocol
LV wedge preparations were studied under 3 different experimental protocols, labeled A, B, and C in Supplemental Fig. 1. Hearts procured from MTS were randomly selected for either a dose response protocol (n = 4, protocol A), or an IKs block protocol (n = 5, protocol B). Hearts procured from WRTC were used for a β-AR modulation of IKs and IKr block (n = 9, protocol C). In protocol C, the drugs were added at each step without washout, retaining the effect of previous agents. We applied a steady-state (S1-S1) restitution pacing protocol at twice the diastolic pacing threshold intensity to determine dependence of AP duration (APD) on pacing cycle length (PCL), which was progressively shortened from PCL = 2000 ms at 500, 200, and 100 ms intervals until the functional refractory period was reached. ISO (100 nM, Sigma Aldrich) was used for β-AR stimulation. JNJ-303 (200 nM, Sigma Aldrich) and E-4031 (1 µM, Sigma Aldrich) were used to selectively block IKs and IKr, respectively. In a study published previously, the tissue retains its EP properties for up to three hours while in an experimental bath32.
Data processing
Rhythm, a custom-made MATLAB program designed for optical mapping data analysis, was used for calculating APD and plotting both activation and APD maps33. APs were filtered in space (3 × 3 pixel neighborhood) and time (low pass Butterworth filter at 100–150 Hz). Baseline fluorescent drift was removed with a first- or second-order fitted curve, as necessary. Activation times were determined by dV/dtmax and used to reconstruct activation maps and calculate conduction velocity (CV). APDs were calculated by measuring the elapsed time between activation and various repolarization percentages, as shown in Fig. 1b. For ease of comparison to previously published data from the human ventricular wedge24,30,31, as well as drug effectiveness (Fig. 2), we used APD measured at 80% repolarization (APD80). Both APD80 and CV were collected and analyzed at the physiological stimulation frequency of 1 Hz. ORCA, a custom MATLAB analysis package34, was modified and used for measurements of CV in the longitudinal and transverse directions (Fig. 3a). The directions were determined by the fastest and slowest CV from the pacing site (Supplemental Fig. 2).
Statistics analysis
Statistical analysis was performed using Prism 7 (GraphPad). Box-and-whisker plots with all data points presented were used for all quantitative comparisons. Significant differences were labeled with individual p-values. Three different statistical tests were used in this study: Welch’s t-test, repeated measures of one-way ANOVA with post hoc Tukey’s honest significant difference for multiple comparisons (RM 1way ANOVA THSD), and two-way ANOVA with post hoc Tukey’s honest significant difference for multiple comparisons (2way ANOVA THSD). Different tests were used as necessary and as indicated in the results section.
Computational simulations
The O’Hara-Rudy model of the human ventricular AP was used to perform computer simulations illustrating the EP behavior of a single cardiomyocyte under a protocol similar to the experimental one described above27. Similar to the model presented in Heijman et al., the model used in this study was adjusted to account for the protein kinase A (PKA) phosphorylation of eight different targets: ryanodine receptor, L-type calcium channel, phospholamban, IKs, INa, INaK, IKur, and troponin I, under both basal and β-stimulation conditions35. PKA phosphorylation was modeled as a binary process, where the given substrate was either considered phosphorylated or not phosphorylated. Therefore, the eight targets were divided into two subpopulations. At each time step, the current for a given substrate was computed by adding the currents passing through both phosphorylated and non-phosphorylated populations. The fraction of molecules allocated to each population was chosen so that the APs obtained from the simulations matched the ones recorded experimentally for both basal and β-AR stimulation conditions. The effects of JNJ-303 and E-4031 were modeled by setting the current through 80% of IKs channels and 20% of IKr channels equal to zero. The myocyte model was first paced at the physiological rate used in experimental tests (1 Hz) until steady state was reached, and the following 10 beats were recorded. APDs were computed for conditions like the experimental ones.
Results
Changes in APD at different degrees of repolarization
There are several definitions of APD used by experimentalists, with APD80 (APD at 80% of repolarization) being the most popular. In this study, we assessed how different pharmacologic interventions affected APD defined at different percentages of repolarization. Figure 2 shows changes in various APD percentages (from APD50 to APD95), caused by different pharmacologic interventions. β-AR stimulation shortened APD evenly across all APD percentages: from APD50 to APD95. ∆APD during β-AR stimulation was fitted by a linear curve with an R2 value of 0.62, and no significant difference in ΔAPD was observed among any repolarization percentages. JNJ-303 caused linearly increasing ∆APD (R2 = 0.97) as repolarization percentage increased. There were significant differences between lower and higher percentages of repolarization (50% vs. 90%, p = 0.04; 60% vs. 85%/90%/95% p = 0.04, p = 0.03, p = 0.04, respectively; RM 1way ANOVA THSD). Finally, ΔAPD vs. APD% caused by E4301 had a bell curve shape with a maximum value at ~APD80 to APD85. An exponential curve was used to fit this change (R2 = 0.15). Significant differences were observed between 50% and 60 to 95% repolarization (p = 0.01, p = 0.009, p = 0.002, p = 0.01, p = 0.006, p = 0.009, p = 0.02, p = 0.01; RM 1way ANOVA THSD), as well as between 60 and 70/80/85% (p = 0.01, p = 0.04, p = 0.04, respectively; RM 1way ANOVA THSD).
β-AR stimulation significantly alters conduction properties
CV was calculated from protocols B and C with three pharmacological agents. The LV transmural surface exhibited a baseline longitudinal conduction velocity (CVL) of 44.4 ± 2.1 cm/sec and 41.6 ± 1.1 cm/sec and a transverse conduction velocity (CVT) of 24.6 ± 0.6 cm/sec and 23.5 ± 0.5 cm/sec, in protocols B and C, respectively. Conduction anisotropy (CVL/CVT) was 1.8 ± 0.1 and 1.7 ± 0.1, respectively. No difference in CV was observed in hearts acquired from different donor organizations. CVL of 44.5 ± 2.4 cm/sec and CVT of 25.8 ± 0.7 cm/sec were observed after acute application of JNJ-303, which produced an anisotropy ratio of 1.7 ± 0.1. No significant differences were observed in either CV (p = 0.56, p = 0.99; 2way ANOVA THSD) or anisotropy ratios (p = 0.64; Welch’s t-test) (Fig. 3d,e).
In protocol C, ISO significantly increased both CVL and CVT to 56.8 ± 1.8 cm/sec and 27.5 ± 0.7 cm/sec (p < 0.0001, p = 0.0012; RM 1way ANOVA THSD), respectively. This bidirectional increase of CV from baseline was mostly maintained through subsequent administration of JNJ-303 and E4031. CVL and CVT values after application of JNJ-303 were 54.1 ± 2.35 cm/sec and 28.2 ± 0.9 cm/sec, respectively. Both CVL and CVT remained unchanged after final application of E4031(56.3 ± 2.3 cm/sec and 28.6 ± 1.0 cm/sec, respectively). The ratio of anisotropy was increased to 2.1 ± 0.2 after ISO, indicating that the increase of CVL exceeded that of CVT. This ratio was, however, significantly decreased to 1.9 ± 0.05 after JNJ-303 (p = 0.03, RM 1way ANOVA THSD). This decrease, though also observed in protocol B, did not reach statistical significance. Furthermore, additional application of E4031 did not significantly alter anisotropy (2.0 ± 0.08) (Fig. 3f,g).
β-AR stimulation modulates IKs and IKr
Subsequent APD analyses were based on results from previous sections. Our data showed that APD80 was indeed the optimal definition due to the effectiveness of measuring ∆APD80 for both IKs and IKr. Furthermore, from protocol A, we determined that the log of IC50 for JNJ-303 in human ventricular tissue was 1.82 ± 0.13 (±S.E.) with 95% confidence interval for IC50 in nM between 35.4 and 128.4 nM (Fig. 1c). The best fit IC50 was 67 nM, which determined the saturation concentration of 200 nM which we used in protocols B and C.
Baseline APD80 for protocols A and B were 372 ± 16 ms and 342 ± 11 ms, respectively (averaged 354 ± 13), and 288 ± 13 ms (p = 0.0021; Welch’s t-test) for protocol C (Supplemental Fig. 7), indicating basal differences in donor hearts from the two different geographical regions in the United States. Previous reports from isolated rat myocytes showed that β-AR stimulation significantly increased IKs and its relative contribution to the repolarization process20,21,36. Our study indicated a similar trend (Fig. 4). Isolated JNJ-303 slightly increased the APD80 to 363 ± 19 ms ms, a 21.4 ± 5.7 ms ms (or 6.5 ± 1.8%) prolongation (p = 0.47, Welch’s t-test). One the other hand, in protocol C, ISO significantly reduced the APD80 to 249 ± 12 ms first (p = 0.004, 2way ANOVA THSD). Subsequent addition of JNJ-303 dramatically increased the APD80 to 306 ± 17 ms (p = 0.002, 2way ANOVA THSD), a 57.1 ± 9.6 ms (or 24.7 ± 4.3%) prolongation (p = 0.008 and p = 0.003; Welch’s t-test). The final application of E-4031 further increased the APD80 to 463 ± 35 ms, a 157 ± 24 ms (or 51.3 ± 6.6%) prolongation. This change by E-4031 was most statistically significant compared to all previous conditions (p = 0.0009, p = 0.0003, p = 0.0009, 2way ANOVA THSD). Previously published data from our laboratory using the same preparation documented an increase of approximately 65% when E-4031 was applied without any β-AR stimulation24.
Shifts in restitution properties
APD restitution curves for each condition were fitted with a two-phase exponential curve starting from an S1–S1 of 300 ms to 2000 ms. In protocol B, the APD restitution curve was shifted slightly upward with the addition of JNJ-303. This upward shift brought the restitution curve above the baseline. In protocol C, the APD restitution curve was also shifted upward with the addition of JNJ-303, but it shifted downward with application of ISO. Addition of E-4031 dramatically shifted the curve upward. These same trends were observed when examining each transmural section separately (Fig. 5). The functional refractory period also changed in accordance with pharmacologic intervention (in ms): baseline 244 ± 13, ISO 203 ± 14, JNJ-303 309 ± 14, E-4031 385 ± 18. Significant differences were observed amongst all treatments (Fig. 5c).
Transmural dispersion of repolarization was altered by pharmacologic interrogation
Dispersion of repolarization across the transmural surface of the human LV was also characterized. APD80 maps and histograms (Fig. 4a–d) indicate that the APD increased from the epicardium to the endocardium. This gradient correlate to results already reported in both animal and human models. To quantitatively analyze the effects of pharmacologic intervention, the transmural surface was subdivided into three parts: endocardium, midmyocardium, and epicardium (Fig. 1a), similar to previous studies. Figure 6 shows ∆APD80 in ms (% values shown in S\Supplemental Fig. 5). The percentage change of APD80 was calculated by [(APD80Cond2 − APD80Cond1)/APD80Cond1] * 100. In protocol B, ∆APD80 increased from epi to endo both in ms and % (epi: 16.2 ± 9.2 ms/5.2 ± 2.9%; mid: 21.4 ± 6.2 ms/6.5 ± 1.9%; endo: 25 ± 3.0 ms/7.4 ± 0.9%). However, this trend was not significant. Notably though, drug effects on the epicardium had the greatest variance, and this variance decreased toward the endocardium.
Transmural ∆APD80 was shown first in protocol C (Fig. 6b). Here, ISO decreased APD more significantly in the epicardium as compared to the endocardium (epi: −52.3 ± 8.9 ms/−18.6 ± 2.9%; endo: −34.1 ± 8.1 ms/−11.1 ± 2.4%; P = 0.006, P = 0.008, respectively; 2way ANOVA THSD). Midmyocardial ∆APD80 fell in between these two values but was not significantly different from either (−43.8 ± 8.2 ms/−14.9 ± 2.6%). After administration of JNJ-303, this difference was abolished (epi: 61.6 ± 10 ms/27.6 ± 5.3%; mid: 59.3 ± 9.5 ms/24.3 ± 4.3%; endo: 57.8 ± 9.4 ms/22.1 ± 3.6%). However, the administration of E-4031 produced a significant transmural gradient in ∆APD80. Both the midmyocardium and endocardium were significantly more affected as compared to the epicardium (epi: 139 ± 24 ms/46.5 ± 6.3%; mid: 161 ± 24 ms/53 ± 6.8%; endo: 172 ± 25 ms/53.3 ± 6.2%; p = 0.001, p < 0.0001; 2way ANOVA THSD).
The transmural ∆APD80 was also evident after normalization to the baseline APD (Fig. 6c). Similar significant differences were maintained. As ISO was the first drug administered to baseline, the comparison remains the same. JNJ-303 again abolished transmural ∆APD80 gradient (epi, 15.8 ± 8 ms/6 ± 4.2%; mid, 16.7 ± 13 ms/6.5 ± 5.1%; endo 23.7 ± 10 ms/8.3 ± 3.9%). Finally, the application of E-4031 affected the midmyocardium and endocardium more than the epicardium (epi, 146 ± 21 ms/54.8 ± 8%; mid, 176 ± 27 ms/62.1 ± 8.9%; endo 195 ± 29 ms/66.1 ± 8.8%; p < 0.0001, p < 0.0001; 2way ANOVA THSD). Interestingly, the endocardium also presented significantly increased % ∆APD80 when compared to the midmyocardium (p = 0.01; 2way ANOVA THSD).
Computational stimulation reflects experimental β-AR stimulation and IKs blockade
The computer model was calibrated to reproduce experimental APDs observed at the baseline and during β-AR stimulation (Fig. 7). The fractions of IKs and IKr channels phosphorylated by PKA during baseline conditions were set to 15%, while none of the other substrates were considered phosphorylated. During β-AR stimulation, all IKs and IKr channels and 25% of the other substrates were phosphorylated. The only exception was the L-type calcium channels, for which only 10% of the molecules were phosphorylated. This caused stimulated APD80 to shorten by 8.5%. After fixing these conditions, an 80% IKs block was applied to replicate an APD prolongation similar to that seen in experimental data, which is equivalent to a 14.6% increase in APD80. Experimental data for IKr could not be replicated due to occurrence of EADs following 20% or higher block (13.8% increase in APD80 from previous conditions).
Discussion
Summary of findings
For the first time, this study examined the role of β-AR stimulation in human LV repolarization, including modulation of its transmural dispersion. Our data indicates that the delayed rectifier repolarization potassium currents, IK, may be strongly modulated by β-AR in humans. Under baseline conditions (in absence of β-AR stimulation), IKr is the predominant component of human LV repolarization. IKs is still present in the human LV, but it is relatively small. In this study, we observed that β-AR stimulation significantly increased the contribution of IKs to human LV repolarization. Moreover, combined β-AR stimulation and block of potassium channels resulted in significant transmural dispersion of repolarization, which is a known substrate for arrhythmias. Specifically, this study determined the acute effects of a specific IKs blocker, JNJ-303, on human LV repolarization, both with and without β-AR stimulation. At baseline conditions, JNJ-303 had no effect on CV (as expected), but it slightly increased APD80. β-AR stimulation significantly increased the activation of IKs, which was evident from a far more dramatic prolongation of APD80 produced by the application of JNJ-303 while under the effects of ISO. However, IKr block by application of E-4031 had a lesser effect on APD80 as compared to our previously reported data without β-AR stimulation24, suggesting a reduction of IKr contribution to human LV repolarization during β-AR stimulation. Furthermore, we identified regional EP differences among donor hearts; hearts acquired in St. Louis exhibited significantly longer APD values as compared to hearts acquired in Washington DC, while no difference in CV was observed. This difference in the APD can be attributed to different institution’s surgical procedure and supplies, namely cardioplegia, as well as differences in transportation time from the operating room to the laboratory.
β-AR stimulation increased tissue anisotropy
In healthy human hearts, β-AR receptors primarily activate Gs protein, which in turn, activates adenylyl cyclase pathway converting adenosine triphosphate (ATP) to cyclic adenosine monophosphate (cAMP). Increased cAMP concentrations lead to an increased activation of PKA. Through PKA phosphorylation of the principal gap junction protein connexin 43 (Cx43) and inward sodium channels (INa), CV is increased. ISO, a non-selective β-AR agonist, effectively increased both CVT and CVL, as well as the anisotropy ratio. In healthy tissues, Cx43 is localized at the ends of the myocytes, and lateralization of Cx43 is minimal37. INa also tends to localize to the cell ends38. The greater increase in longitudinal CVL by β-AR stimulation can be explained by this localization.
Choice of pharmacologic agents and concentration
The concentrations of drugs used in this study were comparable to those published previously. 1 µM E-4031 has shown to completely block IKr channels, and this amount was used in previous studies published by our laboratory12,24. Many IKs blockers have also been used in past studies; for example, benzopyran chromanol 293B and its more potent analogues (HMR-1556, L-768,673, and BMS-208,782) are frequently used in animal models14,39. Studies have concluded that these IKs blockers do not directly induce arrhythmias in the respective models40. However, in some models, the addition of IKs blockers in concentrations that usually do not affect hERG can still prolong the QT interval and reproducibly cause LQT1-type TdP with ISO41. JNJ-303, a more recently developed specific IKs blocker, has a significantly reduced effect on IKr as compared to other previously used agents. JNJ-303 has been reported to not markedly affect IKr, prolong APD, nor induce EADs below a concentration of 10 µM14. The best fit IC50 from our human sample was approximately 67 nM, which is close to the previously reported 64 nM14. We selected 200 nM for comparison studies because it saturates the IKs blockade but is safe from triggering much more significant QT prolongation via binding to hERG.
Percent repolarization reflects alteration of APD morphology
In accordance with their names, the rapid and slow rectifier potassium currents contribute to AP repolarization in a consecutive fashion. ISO activates PKA through the signaling cascade described above, which then phosphorylates several different ionic channels and pumps as evident from both an observed increase in CV and shortening of APD. Since PKA phosphorylation is not selective, % ∆APD does not vary with the definition of % repolarization at which the APD was measured. Being the slower component of the rectifying current, IKs predominately affects the latter portion of repolarization. The observed linear increase of % ∆APD across different % repolarizations corroborated this idea. Conversely, the rapid component, IKr, most prominently affected % ∆APD at 80 to 85% repolarization before its effect dropped off at higher percentages of repolarization. These results are evident from the IKr blocker having the largest impact on APD80 to APD85, while the IKs blocker most affected APD95. With most recording methods, APD95 to APD100 are typically not reliable due to noise, thus APD80 to APD85 were determined to be the best definitions of APD for studies of human IKs and IKr.
Impact of increased IKs in the human left ventricle
It is well established that IKr and IKs both play major roles in cardiac repolarization of large mammals. However, expression and relative contribution of IKs varies from study to study and from animal model to model28,39,42. Similar to the results observed in canine and rabbit myocytes studies, the specific IKs blocker at a saturated specific binding concentration of 200 nM did not significantly increase AP duration. The increase of APD, while detectable, was relatively minor.
An increased response to IKs block or increased IKs after β-AR stimulation has been widely reported in canine and guinea pig myocytes20–23. Response in humans, however, has not been well documented, especially in intact tissue. Rate dependency of IKs and IKr deactivation has also been previously reported, yet this continues to be debated. Using restitution pacing, we found that APD prolongation in the human left ventricle was not dramatically altered in relation to the pacing rate throughout the transmural surface. This finding is similar to what has been found in canine tissue. Canine studies have shown that specific β1,2-AR stimulation increases IKs, an observation of which has been further corroborated in guinea pig studies36. β1- and β 2-AR are two G protein-coupled receptors in the heart which allow for the activation of various signaling pathways for diverse cellular responses. β1-AR primarily binds to Gs, whereas β2-AR can bind to either Gi or Gs in healthy tissue, depending on the PKA-dependent phosphorylation. Therefore, the effect of β2-stimulation on IKs is dependent on PKA activity β3-AR is a third beta isoform which acutely activates a separate signaling pathway through the Gq-protein and decreases IKs 10. Since there is a relatively low abundance β3-AR in the healthy human heart though, the non-specific β-AR agonist primarily activates the dominant isoform (β1-AR) which is coupled to the Gs protein. Still, the effect of isolated β2-stimulation of human IKs has yet to be elucidated. For this reason, it would be worthwhile to examine the effects of isolated β1- and β2-AR stimulation on IKs, especially in considering the reversal of β1- versus β2-AR signaling during heart failure and concomitant slowing of repolarization31,43.
β-AR stimulation alters contribution of delay rectifier potassium currents
The relative contribution of the two rectifier currents to repolarization has been debated. IKr is generally considered the dominant repolarizing current, yet mutations in IKs-related genes are responsible for three of the most common LQTS cases: LQT1, LQT5, and LQT113,4,44. Unfortunately, most published studies have only examined a single current at a time in isolated myocytes. Recently developed individual cell techniques, such as “onion-peeling” or “dynamic clamping”, can record multiple currents in the same cell20,45–47. Results of these new techniques are quite exciting. Studies of guinea pig repolarizing currents using the onion-peeling technique have suggested that different catecholamine levels alter the contribution of the two potassium currents. Under 30 nM of ISO, it was shown that IKr remains unchanged and IKs increases dramatically, far surpassing IKr in its relative contribution to repolarization20. As discussed in the previous section, our data shows that ISO increased the impact of the IKs blockade, indicating a greater contribution from IKs. Our study also showed that the IKr blocker E-4031 had less of an effect after β-AR stimulation than what was observed in previously published data without such stimulation at the same drug concentration24. Thus, we report novel findings of a shift in balance of delayed rectifier potassium channels in human, results of which are critical to understanding causes of sudden cardiac death in LQT1 patients during beta-adrenergic stimulation.
Enhanced transmural dispersion via β-stimulation and IKr blockade
Transmural dispersion of repolarization has been shown to be a powerful functional substrate for arrhythmogenesis. It has widely been reported in coronary perfused wedge studies of different animal and human models that APD increases from epi- to endocardium30,31,42. Under normal conditions, this dispersion of APD is small and benign. Our study examined how pharmacologic interrogation increases this dispersion and potentially contributes to a functional block. β-AR stimulation decreased APD more dramatically in the epicardial region as compared to the midmyocardium and endocardium. While the β1 receptor density is reportedly even across the transmural surface of normal hearts, it is known to decrease drastically in the endocardium during HF48. On the other hand, we observed that IKr block had a significantly stronger effect on APD in the endocardium as compared to the midmyocardium and even more so as compared to the epicardium. A transmural gradient expression of human IKs or IKr has yet to be reported, but it has been shown to be non-significant in canine tissues (without β-AR stimulation)49. In our study, β-AR stimulation reduced epicardial APD while IKr block increased endocardial APD, the combined effect of which would result in increased transmural dispersion of repolarization (Supplemental Fig. 8). This transmural gradient could provide the substrate for functional block and arrhythmias. It is important to note that IKs did not have a significant impact on the transmural gradient, with or without β-AR stimulation. Thus, it is more likely that the combination of an increased CV from β-AR stimulation and a prolonged APD from IKs block provide enough repolarization de-synchrony to trigger and sustain TdP in LQT1 patients.
Moreover, while enhanced transmural dispersion is pro-arrhythmic, increased wavelength is anti-arrhythmic, because it requires a much greater amount of tissue to sustain reentry50,51. Supplemental Fig. 6 shows that wavelength was increased with every pharmacologic intervention due to both increased CV and APD. Cardiac susceptibility to arrhythmias depends on the balance between wavelength and transmural heterogeneity.
Computational stimulation reflects experimental β-AR stimulation and IKs blockade
The phosphorylation states before and after β-AR stimulation were adjusted to match experimental APs. Despite using a saturating dosage of the IKs blocker JNJ-303, computational simulation indicated that not all IKs channels were blocked. We suspect this was due to remaining problems with the O’Hara-Rudy computer model. For example, the model could only support a 20% IKr block prior to inducing EADs. This was in contrast to experimental data, where even a saturated IKr blockade did not produce any EADs. While this model was able to recapitulate experimental data obtained during IKs blockade relatively closely, it still failed to represent IKr block similar to the original O’Hara-Rudy model. This major difference is likely due to strong cell-cell coupling that is only present when considering tissue response52. Alternatively, other repolarizing currents, such as small conductance potassium currents, could be present, which are not currently incorporated in the O’Hara-Rudy computer model. A tissue model is currently being developed using presented experimental data.
Advantages and limitations of a pharmacologic interrogation approach
In most experimental models, isolated whole-cell voltage clamp is the approach of choice when measuring ionic currents. However, it has been shown that for human tissue, which is highly fibrotic especially in less healthy donor hearts, a powerful cell isolation protocol is required. The isolation procedure can become harmful to membrane multiprotein complexes, including ionic currents. Alterations of an IKs multiprotein complex due to experimental cell isolation procedure is likely19. Additionally, the increase of CV from β-stimulation is crucial in the mechanism by which IKs can induce TdP. Therefore, the model of a coronary perfused wedge preparation represents a powerful approach. Furthermore, recently developed cardiac organotypic slice preparations can further extend these studies of human repolarization because of their abilities to recapitulate both acute and chronic effects of drugs (e.g. chronic α- and β-AR stimulation) in inducing repolarization remodeling53.
The pharmacologic agents used in this study were highly specific at the concentrations used, as already demonstrated by multiple other groups. However, IKr conductance is strongly dependent on other channels. Experimental protocols that involve a blockade of the different channels used here can alter their individual effects and were not necessarily fully specific to each of their targets. Therefore, it is important to consider complex context in data interpretation. Nevertheless, despite the lack of specificity of some pharmacologic agents, the magnitude of significance found in this study outweigh the limitations of the approach.
Finally, it is important to take into consideration the high variability of human subjects in this study, such as gender and age. Information on the exact health status of donor hearts was very limited. While most hearts were rejected for transplantation due to age restriction, there were unavoidable samples that had early onset of heart disease but were asymptotic. All available donor hearts (excluding those from cardiac death) were utilized due to the scarcity nature of tissue. Regardless, all hearts used in this study were categorized as non-failing hearts, with expected healthy contractility and β-AR response. Despite these limitations, these hearts represent normal human physiology as close as currently possible.
Electronic supplementary material
Acknowledgements
The authors wish to gratefully acknowledge Washington Regional Transplant Community, Washington DC and Mid-America Transplant Services, St. Louis, M.O. We are grateful to Dr. Michael Pasque from Washington University School of Medicine, and the families of donors for donating cardiac tissues, which enabled this research program. We gratefully acknowledge funding from the National Institutes of Health grants R01 HL114395 and R01 HL126802 and Leducq Foundation Network of Excellence grant Repolarization HeterogeneitY imaging for personalized Therapy of Heart arrhythmia (RHYTHM).
Author Contributions
C.K., C.G., and I.R.E. conception of research. C.K., C.G., I.R.E. design of research and experiments. C.K., C.G., Y.Q., and J.A.B. performed the wet-lab experiments and analyzed the data. A.B. performed computational simulation based on collected data. C.K. and I.R.E. drafted the manuscript. C.K., A.B., N.T., J.A.B., and I.R.E. edited and revised the manuscript. All co-authors approved the final version of the manuscript.
Competing Interests
The authors declare that they have no competing interests.
Footnotes
Electronic supplementary material
Supplementary information accompanies this paper at 10.1038/s41598-017-16218-3.
Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
References
- 1.Barhanin J, et al. K(V)LQT1 and lsK (minK) proteins associate to form the I(Ks) cardiac potassium current. Nature. 1996;384:78–80. doi: 10.1038/384078a0. [DOI] [PubMed] [Google Scholar]
- 2.Sanguinetti MC, Jurkiewicz NK. Two components of cardiac delayed rectifier K+ current. Differential sensitivity to block by class III antiarrhythmic agents. The Journal of general physiology. 1990;96:195–215. doi: 10.1085/jgp.96.1.195. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Priori SG, et al. Risk stratification in the long-QT syndrome. The New England journal of medicine. 2003;348:1866–1874. doi: 10.1056/NEJMoa022147. [DOI] [PubMed] [Google Scholar]
- 4.Schwartz PJ, et al. Prevalence of the congenital long-QT syndrome. Circulation. 2009;120:1761–1767. doi: 10.1161/CIRCULATIONAHA.109.863209. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Bohnen MS, et al. Molecular Pathophysiology of Congenital Long QT Syndrome. Physiological reviews. 2017;97:89–134. doi: 10.1152/physrev.00008.2016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Barhanin J, Attali B, Lazdunski M. IKs, a slow and intriguing cardiac K+ channel and its associated long QT diseases. Trends in cardiovascular medicine. 1998;8:207–214. doi: 10.1016/S1050-1738(98)00013-9. [DOI] [PubMed] [Google Scholar]
- 7.Osteen JD, Sampson KJ, Kass RS. The cardiac IKs channel, complex indeed. Proceedings of the National Academy of Sciences of the United States of America. 2010;107:18751–18752. doi: 10.1073/pnas.1014150107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Bosch RF, et al. Effects of the chromanol 293B, a selective blocker of the slow, component of the delayed rectifier K+ current, on repolarization in human and guinea pig ventricular myocytes. Cardiovascular research. 1998;38:441–450. doi: 10.1016/S0008-6363(98)00021-2. [DOI] [PubMed] [Google Scholar]
- 9.Lu Z, Kamiya K, Opthof T, Yasui K, Kodama I. Density and kinetics of I(Kr) and I(Ks) in guinea pig and rabbit ventricular myocytes explain different efficacy of I(Ks) blockade at high heart rate in guinea pig and rabbit: implications for arrhythmogenesis in humans. Circulation. 2001;104:951–956. doi: 10.1161/hc3401.093151. [DOI] [PubMed] [Google Scholar]
- 10.Bosch RF, et al. beta3-Adrenergic regulation of an ion channel in the heart-inhibition of the slow delayed rectifier potassium current I(Ks) in guinea pig ventricular myocytes. Cardiovascular research. 2002;56:393–403. doi: 10.1016/S0008-6363(02)00601-6. [DOI] [PubMed] [Google Scholar]
- 11.Apkon M, Nerbonne JM. Characterization of two distinct depolarization-activated K+ currents in isolated adult rat ventricular myocytes. The Journal of general physiology. 1991;97:973–1011. doi: 10.1085/jgp.97.5.973. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Varro A, et al. The role of the delayed rectifier component IKs in dog ventricular muscle and Purkinje fibre repolarization. The Journal of physiology. 2000;523(Pt 1):67–81. doi: 10.1111/j.1469-7793.2000.00067.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Lengyel C, et al. Pharmacological block of the slow component of the outward delayed rectifier current (I(Ks)) fails to lengthen rabbit ventricular muscle QT(c) and action potential duration. British journal of pharmacology. 2001;132:101–110. doi: 10.1038/sj.bjp.0703777. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Towart R, et al. Blockade of the I(Ks) potassium channel: an overlooked cardiovascular liability in drug safety screening? Journal of pharmacological and toxicological methods. 2009;60:1–10. doi: 10.1016/j.vascn.2009.04.197. [DOI] [PubMed] [Google Scholar]
- 15.Li GR, Feng J, Yue L, Carrier M, Nattel S. Evidence for two components of delayed rectifier K+ current in human ventricular myocytes. Circulation research. 1996;78:689–696. doi: 10.1161/01.RES.78.4.689. [DOI] [PubMed] [Google Scholar]
- 16.Jost N, et al. Restricting excessive cardiac action potential and QT prolongation: a vital role for IKs in human ventricular muscle. Circulation. 2005;112:1392–1399. doi: 10.1161/CIRCULATIONAHA.105.550111. [DOI] [PubMed] [Google Scholar]
- 17.Beuckelmann DJ, Nabauer M, Erdmann E. Alterations of K+ currents in isolated human ventricular myocytes from patients with terminal heart failure. Circulation research. 1993;73:379–385. doi: 10.1161/01.RES.73.2.379. [DOI] [PubMed] [Google Scholar]
- 18.Veldkamp MW, van Ginneken AC, Opthof T, Bouman LN. Delayed rectifier channels in human ventricular myocytes. Circulation. 1995;92:3497–3504. doi: 10.1161/01.CIR.92.12.3497. [DOI] [PubMed] [Google Scholar]
- 19.Yue L, Feng J, Li GR, Nattel S. Transient outward and delayed rectifier currents in canine atrium: properties and role of isolation methods. The American journal of physiology. 1996;270:H2157–2168. doi: 10.1152/ajpheart.1996.270.6.H2157. [DOI] [PubMed] [Google Scholar]
- 20.Banyasz T, et al. Beta-adrenergic stimulation reverses the I Kr-I Ks dominant pattern during cardiac action potential. Pflugers Archiv: European journal of physiology. 2014;466:2067–2076. doi: 10.1007/s00424-014-1465-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Sanguinetti MC, Jurkiewicz NK, Scott A, Siegl PK. Isoproterenol antagonizes prolongation of refractory period by the class III antiarrhythmic agent E-4031 in guinea pig myocytes. Mechanism of action. Circulation research. 1991;68:77–84. doi: 10.1161/01.RES.68.1.77. [DOI] [PubMed] [Google Scholar]
- 22.Bennett PB, Begenisich TB. Catecholamines modulate the delayed rectifying potassium current (IK) in guinea pig ventricular myocytes. Pflugers Archiv: European journal of physiology. 1987;410:217–219. doi: 10.1007/BF00581919. [DOI] [PubMed] [Google Scholar]
- 23.Yazawa K, Kameyama M. Mechanism of receptor-mediated modulation of the delayed outward potassium current in guinea-pig ventricular myocytes. The Journal of physiology. 1990;421:135–150. doi: 10.1113/jphysiol.1990.sp017937. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Holzem KM, et al. Reduced response to IKr blockade and altered hERG1a/1b stoichiometry in human heart failure. Journal of molecular and cellular cardiology. 2016;96:82–92. doi: 10.1016/j.yjmcc.2015.06.008. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.ten Tusscher KH, Noble D, Noble PJ, Panfilov AV. A model for human ventricular tissue. American journal of physiology. Heart and circulatory physiology. 2004;286:H1573–1589. doi: 10.1152/ajpheart.00794.2003. [DOI] [PubMed] [Google Scholar]
- 26.Grandi E, Pasqualini FS, Bers DM. A novel computational model of the human ventricular action potential and Ca transient. Journal of molecular and cellular cardiology. 2010;48:112–121. doi: 10.1016/j.yjmcc.2009.09.019. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.O’Hara T, Virag L, Varro A, Rudy Y. Simulation of the undiseased human cardiac ventricular action potential: model formulation and experimental validation. PLoS computational biology. 2011;7:e1002061. doi: 10.1371/journal.pcbi.1002061. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Mirams GR, et al. Prediction of Thorough QT study results using action potential simulations based on ion channel screens. Journal of pharmacological and toxicological methods. 2014;70:246–254. doi: 10.1016/j.vascn.2014.07.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Glukhov AV, et al. Transmural dispersion of repolarization in failing and nonfailing human ventricle. Circulation research. 2010;106:981–991. doi: 10.1161/CIRCRESAHA.109.204891. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Lou Q, et al. Transmural heterogeneity and remodeling of ventricular excitation-contraction coupling in human heart failure. Circulation. 2011;123:1881–1890. doi: 10.1161/CIRCULATIONAHA.110.989707. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Lang D, et al. Arrhythmogenic remodeling of beta2 versus beta1 adrenergic signaling in the human failing heart. Circulation. Arrhythmia and electrophysiology. 2015;8:409–419. doi: 10.1161/CIRCEP.114.002065. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Ng FS, et al. Adverse remodeling of the electrophysiological response to ischemia-reperfusion in human heart failure is associated with remodeling of metabolic gene expression. Circulation. Arrhythmia and electrophysiology. 2014;7:875–882. doi: 10.1161/CIRCEP.113.001477. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Laughner JI, Ng FS, Sulkin MS, Arthur RM, Efimov IR. Processing and analysis of cardiac optical mapping data obtained with potentiometric dyes. American journal of physiology. Heart and circulatory physiology. 2012;303:H753–765. doi: 10.1152/ajpheart.00404.2012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Doshi AN, et al. Feasibility of a semi-automated method for cardiac conduction velocity analysis of high-resolution activation maps. Computers in biology and medicine. 2015;65:177–183. doi: 10.1016/j.compbiomed.2015.05.008. [DOI] [PubMed] [Google Scholar]
- 35.Heijman J, Volders PG, Westra RL, Rudy Y. Local control of beta-adrenergic stimulation: Effects on ventricular myocyte electrophysiology and Ca(2+)-transient. Journal of molecular and cellular cardiology. 2011;50:863–871. doi: 10.1016/j.yjmcc.2011.02.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Severi S, Corsi C, Rocchetti M, Zaza A. Mechanisms of beta-adrenergic modulation of I(Ks) in the guinea-pig ventricle: insights from experimental and model-based analysis. Biophysical journal. 2009;96:3862–3872. doi: 10.1016/j.bpj.2009.02.017. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Oyamada M, et al. The expression, phosphorylation, and localization of connexin 43 and gap-junctional intercellular communication during the establishment of a synchronized contraction of cultured neonatal rat cardiac myocytes. Experimental cell research. 1994;212:351–358. doi: 10.1006/excr.1994.1154. [DOI] [PubMed] [Google Scholar]
- 38.Veeraraghavan R, et al. Sodium channels in the Cx43 gap junction perinexus may constitute a cardiac ephapse: an experimental and modeling study. Pflugers Archiv: European journal of physiology. 2015;467:2093–2105. doi: 10.1007/s00424-014-1675-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Braam SR, et al. Repolarization reserve determines drug responses in human pluripotent stem cell derived cardiomyocytes. Stem cell research. 2013;10:48–56. doi: 10.1016/j.scr.2012.08.007. [DOI] [PubMed] [Google Scholar]
- 40.Antzelevitch C. Ionic, molecular, and cellular bases of QT-interval prolongation and torsade de pointes. Europace: European pacing, arrhythmias, and cardiac electrophysiology: journal of the working groups on cardiac pacing, arrhythmias, and cardiac cellular electrophysiology of the European Society of Cardiology. 2007;9(Suppl 4):iv4–15. doi: 10.1093/europace/eum166. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Gallacher DJ, et al. In vivo mechanisms precipitating torsades de pointes in a canine model of drug-induced long-QT1 syndrome. Cardiovascular research. 2007;76:247–256. doi: 10.1016/j.cardiores.2007.06.019. [DOI] [PubMed] [Google Scholar]
- 42.Harmati G, et al. Effects of beta-adrenoceptor stimulation on delayed rectifier K(+) currents in canine ventricular cardiomyocytes. British journal of pharmacology. 2011;162:890–896. doi: 10.1111/j.1476-5381.2010.01092.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Rosenbaum DM, Rasmussen SG, Kobilka BK. The structure and function of G-protein-coupled receptors. Nature. 2009;459:356–363. doi: 10.1038/nature08144. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Zareba W, et al. Influence of genotype on the clinical course of the long-QT syndrome. International Long-QT Syndrome Registry Research Group. The New England journal of medicine. 1998;339:960–965. doi: 10.1056/NEJM199810013391404. [DOI] [PubMed] [Google Scholar]
- 45.Banyasz T, Horvath B, Jian Z, Izu LT, Chen-Izu Y. Sequential dissection of multiple ionic currents in single cardiac myocytes under action potential-clamp. Journal of molecular and cellular cardiology. 2011;50:578–581. doi: 10.1016/j.yjmcc.2010.12.020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Krogh-Madsen T, Sobie EA, Christini DJ. Improving cardiomyocyte model fidelity and utility via dynamic electrophysiology protocols and optimization algorithms. The Journal of physiology. 2016;594:2525–2536. doi: 10.1113/JP270618. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Devenyi, R. A. et al. Differential roles of two delayed rectifier potassium currents in regulation of ventricular action potential duration and arrhythmia susceptibility. The Journal of physiology (2016). [DOI] [PMC free article] [PubMed]
- 48.Beau SL, Tolley TK, Saffitz JE. Heterogeneous transmural distribution of beta-adrenergic receptor subtypes in failing human hearts. Circulation. 1993;88:2501–2509. doi: 10.1161/01.CIR.88.6.2501. [DOI] [PubMed] [Google Scholar]
- 49.Bauer A, et al. Effects of the I(Kr)-blocking agent dofetilide and of the I(Ks)-blocking agent chromanol 293b on regional disparity of left ventricular repolarization in the intact canine heart. Journal of cardiovascular pharmacology. 2002;39:460–467. doi: 10.1097/00005344-200203000-00018. [DOI] [PubMed] [Google Scholar]
- 50.Garrey WE. The nature of fibrillary contraction of the heart: its relation to tissue mass and form. Amercian Journal of Physiology. 1914;33:397–414. [Google Scholar]
- 51.Panfilov AV. Is heart size a factor in ventricular fibrillation? Or how close are rabbit and human hearts? Heart Rhythm. 2006;3:862–864. doi: 10.1016/j.hrthm.2005.12.022. [DOI] [PubMed] [Google Scholar]
- 52.Xie Y, Sato D, Garfinkel A, Qu Z, Weiss JN. So little source, so much sink: requirements for afterdepolarizations to propagate in tissue. Biophysical journal. 2010;99:1408–1415. doi: 10.1016/j.bpj.2010.06.042. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Kang C, et al. Human Organotypic Cultured Cardiac Slices: New Platform For High Throughput Preclinical Human Trials. Scientific reports. 2016;6:28798. doi: 10.1038/srep28798. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.