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. Author manuscript; available in PMC: 2026 Apr 22.
Published in final edited form as: Heart Rhythm. 2025 Jan 7;22(7):1829–1842. doi: 10.1016/j.hrthm.2024.12.041

Poincaré plot analysis of ECG uncovers beneficial effects of omaveloxolone in a mouse model of Friedreich’s ataxia

Francisco Figueroa 1, Lili Salinas 1, Phung N Thai 2, Claire B Montgomery 1, Nipavan Chiamvimonvat 2,3, Gino Cortopassi 1, Elena N Dedkova 1,4
PMCID: PMC13099129  NIHMSID: NIHMS2155089  PMID: 39788175

Abstract

Background:

Friedreich’s ataxia (FA) is a rare inherited neuromuscular disorder, where most patients die from lethal cardiomyopathy and arrhythmias. Mechanisms leading to arrhythmic events in FA patients are poorly understood.

Objective:

This study aims to examine cardiac electrical signal propagation in mouse model of FA with severe cardiomyopathy and evaluate effects of omaveloxolone (OMAV), the first FDA-approved therapy.

Methods:

Cardiac-specific MCK-Cre frataxin knockout (FXN-cKO) mice were used to mimic FA cardiomyopathy. In vivo surface ECG recordings, western blotting, qPCR, and histochemistry were performed.

Results:

Characteristics like long QT syndrome, interatrial block, and ST-segment abnormalities in FA patients were identified in FXN-cKO mice. FXN-cKO mice exhibited sexual dimorphism in electrical signal propagation and cardiac structural integrity. Untreated FA males showed increased ventricular propagation intervals, while females exhibited delayed atrial propagation. OMAV showed no significant therapeutic effect on average ECG time intervals but improved chamber-specific waveforms when aggregated frequency distributions were analyzed. The J-wave was absent in FXN-cKO male mice but reappeared with OMAV treatment. Poincaré plots revealed disparate idiopathic arrhythmias with multi-clustering events in individual mice with high incidence in FXN-cKO males. OMAV treatment reduced multi-clustering events to a single cluster; however, ANS dysfunction still remained.

Conclusion:

Our study revealed significant electrical propagation disturbances and sexual dimorphism in FXN-cKO mice with severe cardiomyopathy. Poincaré plots identified irregularities in heart rhythm and ANS dysfunction. OMAV improved heart function by stabilizing early repolarization and reducing disparate arrhythmias. This work stresses sex-specific ECG interpretations and alternative mathematical approaches for drug testing in FA models.

Subject Terms: Friedreich’s ataxia, electrocardiogram, ECG, cardiomyopathy, sexual dimorphism, heart rate variability, Poincare plot, autonomic nervous system, ANS

Journal Subject Terms: Animal Models of Human Disease, cardiomyopathy, Friedreich’s ataxia, electrophysiology, ECG, omaveloxolone, sexual dimorphism

Keywords: Friedreich’s ataxia, omaveloxolone, cardiomyopathy, electrocardiogram, Poincaré plot, sexual dimorphism, Animal Models of Human Disease

INTRODUCTION

Friedreich’s ataxia (FA) is the most common autosomal recessive form of ataxia which affects approximately 1 in 40,000 people worldwide.1 This disease primarily affects people with European descent with a carrier frequency of 1 in 85.1 It is caused by a homozygous guanine-adenine-adenine (GAA) repeat expansion in the first intron of the gene encoding frataxin (FXN), an essential mitochondrial protein.1 The result is a loss of the FXN protein, which participates in iron-sulfur complexes assembly in mitochondrial respiratory complexes I, II and III, and TCA cycle enzyme aconitase, thereby causing depletion of ATP and a buildup of reactive oxygen species (ROS) in somatic cells.2–4 The severity of the disease directly correlates with the length of the GAA repeats and inversely correlates with the age of disease onset.1 Early symptoms of FA include sensory loss, trouble walking, fatigue, impaired hearing, slurred speech (dysarthria), and scoliosis. However, most FA patients develop other health problems, such as diabetes and heart disease, in addition to the neurological symptoms.5 The lethal aspect of the disease is cardiomyopathy.1,5 FA patients develop progressive cardiac fibrosis, septal dysfunction, wall thinning, systolic and diastolic dysfunction, and arrhythmias.5

Arrhythmias

In FA patients, tachycardia and bradycardia arrhythmias manifest due to delayed atrial depolarization and left-ventricular repolarization events.6 T-wave abnormalities are the most frequently observed ECG feature, indicating a defect in repolarization.5 Table 1 summarizes limited published findings of ECG abnormalities in FA patients, which include Long QT syndrome (LQTS), interatrial block, ST abnormalities, atrial and ventricular ectopy, and deviations in the left and right axes.7–13 At the mitochondrial and molecular level, insufficient ATP production leads to a cytosolic and metabolic stress.14,15 In addition, increased production of ROS may impair cardiac excitability by affecting the expression and function of various ion channels and transporters. Consequently, decreased mitochondrial function in FA could contribute to arrhythmias by disrupting the process of excitation-contraction coupling, disturbing intracellular ion homeostasis and membrane excitability. These issues are further complicated by the inherent differences in electrical responses between males and females.16 The exact mechanisms underlying cardiomyopathy and arrhythmias in FA patients remain poorly understood. Therefore, it is critical to thoroughly interpret fundamental electrical signal propagation in a mouse model that best recapitulates late-stage cardiomyopathy in FA patients to identify and implement appropriate therapeutic interventions.

Table 1. Published FA research on electrical propagation.

Criteria such as sex and GAA repeat length can affect and change the electrical propagation observed in FA patients.

Sex Short allele GAA Patients
Harding et al., 1983 M, F unknown 114 Large cohort with diverse findings including T-wave abnormalities, R/L axis-deviation, R/L bundle-branch block. No treatments disclosed
Alboliras et al., 1986 unknown unknown 22 High incidence of ventricular T-wave repolarization abnormalities, 2 patients exhibited ST segment elevation, 1 patient with segment depression. Other findings include small QRS voltage, R/L axis-deviation. No treatments disclosed.
Panas et al., 2010 unknown ~600 23 55% Inter Atrial Block (IAB) found in FA patients with no manifestation of cardiac involvement. No treatments disclosed.
Schadt et al., 2012 M, F ~ 700 239 Large cohort with diverse findings including 53% ST-wave changes, 32% R-axis deviation. Female sex and shorter GAA associated with normal ECG. No treatments disclosed.
Mastroianno et al., 2020 F ~650 1 Case study of FA female with progressive QT prolongation and negative T-wave reduced by Thiamine treatment.
Meijia et al., 2021 M, F ~700 131 Large cohort with 83% patients having supraventricular ectopy (SVE). 41% of patients showed ventricular ectopy. Patients with SVE had longer disease duration. No treatments disclosed.
Legrand et al., 2022 M, F ~ 544 20 Frequent atrial ectopic beats compared to controls (P=0.003). PR interval significantly shorter however patients were relatively young. No treatments disclosed.

Omaveloxolone (Skyclarys)

Omaveloxolone (OMAV) was recently approved by the Food and Drug Administration under commercial name Skyclarys as the first treatment option for FA patients. OMAV induces a network of protective antioxidant responsive element proteins regulated by transcription factor, nuclear factor erythroid 2-related factor 2 (Nrf2).17 FA mouse models showed downstream targets of Nrf2 decreased,18,19 impacting biosynthesis of glutathione and other transcriptional targets that counteract oxidative and inflammatory stressors. While OMAV showed improved neurological mFARS testing in clinical trials,20–22 information of electro-cardiac response to OMAV is still lacking.

METHODS

All animal handling and laboratory procedures were in accordance with the approved protocols of the Institutional Animal Care and Use Committee of the University of California, Davis confirming to the Guide for the Care and Use of Laboratory Animals published by the US National Institute of Health (8th Edition, 2011). The research reported in this paper adhered to ARRIVE and Guide for the Care and Use of Laboratory Animals guidelines.

Animal model and OMAV Treatment

Mouse strains were obtained from The Jackson Laboratory and bred in-house. Strain #028520 (Fxnflox floxed exon 2) and strain #029100 (Fxnnull::MCK-Cre) were bred to obtain experimental FXN−/flox x MCK-Crehemi (FXN-cKO) mice. FXN+/flox littermates were used as control animals. FXN-cKO mice were treated with 24 mg/kg of OMAV. Due to early mortality in FXN-cKO mice, experiments were performed at 8-weeks of age in control and experimental groups. Mice were housed in a temperature- and humidity-controlled animal facility with a 12-hour light-dark cycle.

Electrocardiogram (ECG)

Mice were placed in a supine position on a 37°C heat pad and Lead I surface electrocardiogram (ECG) was recorded in control, FXN-cKO, and OMAV-treated FXN-cKO mice of either sex under anesthesia with ketamine/xylazine mix (0.01 mL/g IP). A blinded observer processed five and ten-minute recordings using Labchart 8 (ADInstruments) for unbiased annotations. Heart rate variability (HRV) was calculated by a single beat through R-to-R labeling using Labchart 8 algorithms (version 8.1.21 software).

Interpretation ECG Time Intervals

Averaged waveforms: P, PR, QRS, corrected QT (QTc), and RR intervals were calculated as averaged mean values obtained from a 5-minute ECG recording in control, FXN-cKO and OMAV-treated FXN-cKO mice of either sex. Data are shown as mean ± standard deviation. Aggregated frequency distributions: P, QTc, and RR intervals were acquired and analyzed by individual beats or averaged four waves/beat depending on the quality of the signal. A bin size of 1 or 2 was used to reflect the total beats at a specific time interval.

Heart Rate Variability (HRV)

Heart rate variability (HRV) is the measured differences in time intervals between adjacent heartbeats.23 HRV parameters were used to assess ANS activity in FA mice with and without OMAV treatment. Time parameters examined were the standard deviation of all normal RR intervals (SDRR), the square root of the mean squared between successive differences RR intervals (RMSSD), and the percentage of RR beats longer than 6 ms (pRR6). Frequency parameters examined were low frequency (LF), high frequency (HF) and the LF:HF ratio. The Poincaré plot was utilized to determine the distribution of identities on a scatter plot with R,Ri+1 on the x-axis and Ri+1,Ri+n on the y-axis. Standard descriptors 1 (SD1) and 2 (SD2) indicate the short-term and long-term variability23, respectively. The oscillation of the signal was calculated as S (area) values.

Western blotting

Total protein was extracted from flash-frozen heart tissues using CellLytic MT Cell Lysis Reagent (Sigma Aldrich, St Louis, MO, USA) supplemented with PhosSTOP phosphatase inhibitor and Complete EDTA-free mini protease inhibitor cocktail tablets (Roche Diagnostics, Indianapolis, IN, USA). Steel beads were added to the samples, then shaken for 30 min at 4°C before being centrifuged at 5,000 rpm for 10 min. Protein concentration in the supernatant was measured using the Pierce BCA Assay (ThermoFisher Scientific Waltham, MA, USA). For western blotting, samples were either detected using Chemi-doc image analyzer by Protein Simple (Biotechne, Minneapolis, MN, USA) or samples were placed onto NuPAGE 4–12% Bis-Tris Gels in NupaGE LDS sample buffer (Invitrogen Inc, MA, USA), transferred to nitrocellulose membranes (BioRad Laboratories, Hercules, CA, USA), imaged on OdysseyCLx imager, and analyzed with Image Studio. Antibodies used: FXN (Abcam, #ab175402) NRK2 (Amsbio, #AMS.AP2791c); GAPDH (Abcam, #ab8245).

Quantitative real-time PCR

RNA was extracted from frozen heart samples using RNeasy Fibrous Tissue Kit (Qiagen, Hilden, Germany) according to manufacturer’s instructions. cDNA was created using iScript cDNA Synthesis kit (BioRad Laboratories, Hercules, CA, USA). Quantitative RT-PCR was performed using PowerUp Syber Green (ThermoFisher Scientific, Walthan, MA, USA) on a QuantStudio 7 Pro Real-Time PCR System (ThermoFisher, Waltham, MA, USA). Data was normalized with ribosomal protein 18S (Rps18) using the delta-delta CT calculation. PCR Primers can be found in Supplemental Table 1.

Histology

Short axis heart cross sections were fixed in 10% neutral buffered formalin, transferred to 70% ethanol, embedded in paraffin, and sliced into 4 μm slices at the UC Davis VMTH Histology Lab. Samples were stained with Picrosirius red to determine cardiac fibrosis. For the total percentage of cardiac fibrosis, we calculated the total percentage of fibrotic area on a montage 10x image from each sample excluding all perivascular fibrosis areas. Imaging was performed under Cytation5, Gen5 software (Agilent, Santa Clara, CA, USA).

Statistical Analysis

All data were analyzed using student’s two-way t-test, one-way ANOVA with Tukey’s multiple comparisons test using Prism version 10.0 (Graph-Pad Software Inc., San Diego, CA) and p<0.05 was considered statistically significant. All data are shown as mean ± SEM.

RESULTS

Distinct ECG characteristics in human and mouse models

To compare human and mouse ECG abnormalities, we analyzed P-wave, PR segment, QRS complex, RR, and QT intervals (Figure 1A). Waveforms of electrical propagation in the mouse heart can be illustrated in the flow direction (arrows) as depolarized (yellow) and/or repolarized (blue) state in a mouse heart (Figure 1B). As shown in Figure 1B, atrial depolarization, initiated by the sinoatrial (SA) node (pacemaker), causes the P wave. When atrial depolarization is complete, the impulses pause for ~0.1 s at the atrioventricular (AV) node, and then propagate to the atrioventricular (AV) bundle which connects the atria to the ventricles. The bundle branches conduct the impulses through the interventricular septum. The Purkinje fibers depolarize the contractile cells of both ventricles. Ventricular depolarization begins at apex, causing the QRS complex. At this time, atrial repolarization also occurs, which is typically obscured by the large QRS segment and is not visible on ECG. However, the duration of atrial repolarization could be indirectly judged from the PR segment10 because this segment includes both atrial depolarization and repolarization. When ventricular depolarization is complete, ventricular repolarization begins at apex, causing the T wave. In mice, the morphology of the QRS complex is different from that in humans24 and the S wave is immediately followed by a distinct J wave,24, 25 which is associated with early repolarization of ventricles due to extremely high heart rates as compared to humans. The J wave may also exist in humans, but it is barely visible on ECG.24,25 The variations in the heart rates on ECG are typically reflected by changes in RR intervals.

Figure 1. Averaged electrocardiogram (ECG) interpretations in frataxin knockout (FXN-cKO) mice with and without omaveloxolone treatment.

Figure 1.

A: ECG waveforms in normal human (left) and control mouse (right). Created with BioRender.com. B: Mouse heart electrical propagation during waveform transitions of ECG signal. Depolarization events are shown in yellow, repolarization events in blue. Created with BioRender.com. C, D: ECG tracings recorded in control (CTRL; black) and FXN-cKO (red) male (C) and female (D) mice. Observations of normal sinus rhythm in male and female CTRL mice compared with observations of extended R-R interval (C) or short-long torsades de pointes (TdP) cycles (D). E–I: Grouped male and female CTRL and FXN-cKO mouse averages. Significant increase in intervals were found in P wave (*p< 0.05) (E), QRS (***P < .001) (G), and QTc (**P < .005) (H).

Figures 1C and 1D show ECGs of FXN-cKO male and female mice. Normal ECG recordings of CTRL mice (black) are shown with a normal sinus rhythm. FXN-cKO mice (red) exhibit extended RR intervals and Torsade de Pointe (TdP) short cycles.26 TdP are features on the ECG that indicate ventricular tachycardias and are typically associated with long QT intervals. Moments before TdP, a short-long sequence of twisting amplitudes around the isoelectric line occurs. Extended RR intervals were more common in FXN-cKO males (Figure 1C), while short-long cycle TdP occurred across both sexes but shown here in female FXN-cKO mice (Figure 1D). These simple observations in Lead I reveal significant electrical propagation abnormalities related to FA. However, some of these changes were not observed with traditional measurement of average time intervals (Figure 1E – 1I), necessitating further investigation when considering variables like sex that can significantly influence findings.

Sexual differences of structural and LQTS channel susceptibility in FXN-cKO mice

As seen in Figure 2A, the FXN-cKO model used in this study involves the excision of exon 2, differing from the alternate FXN-cKO model which excises exon 4 (FXN-cKOex4).27 Both models result in loss of the FXN protein, significantly affecting both sexes. As seen in Figure 2B, FXN protein expression was significantly decreased or completely lost (p<0.0001) in both males (p<0.0002) and females (p<0.0001) in FXN-cKO animals compared to CTRL. Using the FXN-cKOex4 model, Huang et al.28 found that nicotinamide riboside kinase 2 (NRK2) protein expression, a critical marker of cardiac structural remodeling29, was significantly increased in a grouped sex cohort. Our results show NRK2 was significantly increased in both males (p<0.0003) and females (p<0.0015) compared to CTRL (Figure 2C) but more severely in FXN-cKO males (p<0.0048). NRK2 encoded by gene Nmrk2 is a muscle-specific β1-integrin binding protein which typically has a very low expression in the healthy cardiac muscle, however its expression increased dramatically during cardiac response to stress.30 Emerging evidence indicates that NRK2 regulates cardiac remodeling and failure under stress conditions not only in mice but also in human patients with heart failure.31

Figure 2. Sexual dimorphism in cardiac structural and LQTS ion-channel susceptibility in FXN-cKO mice.

Figure 2.

(A) Illustration of genetic excision of Fxn gene on chromosome 19 to develop FXN-cKO mouse used in this study. (B,C) Sex-specific protein expression analysis of (B) FXN protein expression normalized to GAPDH, (C) NRK2 protein expression normalized to GAPDH. (D) Illustration of cardiac structural remodeling in FXN-cKO which leads to impaired electrical signaling by dysregulation of ion-channel transcription. Created with BioRender.com. E-I: Sex-specific gene expression analysis of (E) Kcnq1, (F) Kcnh2, (G) Scn5a, (H) Kcnd2, and (I) Kcnip2 genes normalized to ribosomal protein 18S (Rps18). CTRL = control.

We hypothesize that loss of FXN could lead to upregulation of NRK2 (Figure 2D), possibly resulting in changes in ion channel expression involved in development of the long QT syndrome (LQTS). LQTS can result from ion imbalances—Kv7.1 and Kv11.1 are potassium voltage-gated channel subfamily Q member 1 (Kcnq1) and potassium voltage-gated channel subfamily H member 2 (Kcnh2) loss-of-function, respectively, while Nav1.5 involves sodium voltage-gated channel alpha subunit 5 (Scn5a). Indeed, FXN-cKO males Kcnq1 gene expression was significantly decreased (p<0.002), with FXN-cKO females showing a non-significant trend, yet a significant sex difference (p<0.008) in females vs FXN-cKO males (Figure 2E). Kcnh2 gene expression was decreased in both male (p<0.007) and female FXN-cKO mice (p<0.0007) (Figure 2F). However, Scn5a expression was decreased only in FXN-cKO males (p<0.01) (Figure 2G). LQTS in mice differs from human-related genes, with potassium channels being the primary cause in mice32. As shown in Figure 2H, potassium voltage-gated subfamily D member 2 (Kcnd2) gene expression was significantly decreased in both male and female FXN-cKO mice, with a greater reduction in males (p<0.002). Similarly, potassium voltage-gated integrating protein 2 (Kcnip2) was significantly reduced in both sexes, but more so in females (p<0.003). Although not significant, downward trends were observed in other potassium channels known to exhibit LQTS and arrhythmias in mice (Supplemental Figure 1A–D).

These findings highlight that several channels critical for ventricular repolarization are affected in these mice, with the most significant impact on potassium channels. Importantly, the accessory subunit potassium voltage-gated channel subfamily E (KCNE) family and key regulators of Kv7.1 channels, also appear to exhibit sex-specific alterations33,34, warranting further investigation. Overall, these results indicate that the loss of FXN can result in LQTS, most probably due to structural changes in the heart affecting ion channel expression. Additionally, a pronounced sexual dimorphism was observed and linked to the NRK2 that triggers markers of structural remodeling. Consequently, these alterations impact ion channels, potentially disrupting the electrical conductance in these animals.

Sexual differences of electrical propagation in FXN-cKO mice treated with OMAV

The effects of OMAV on electrical propagation in the heart are unknown. OMAV, Nrf2 signaling pathway inducer, activates Nrf2 by uncapping it from the Keap1 protein as illustrated in Figure 3A. Nrf2 is then able to translocate to the nucleus and transcribe the antioxidant response element (ARE) genes, thereby causing a beneficial effect on the body against oxidative and redox stress.20

Figure 3. Sexual dimorphism in electrical signal presentation in FXN-cKO mice.

Figure 3.

(A) The impact of OMAV on electrical propagation in FXN-cKO remains uncertain regarding the activation of Nrf2. Created with BioRender.com. (B-C) Male FXN-cKO mice showed significant increase in QRS (*p<0.05) and QTc (**p<0.005). Female FXN-cKO mice showed significant increase in QRS (**p<0.005), and P-wave (*p<0.05). OMAV-treated FXN-cKO females showed a significant decrease in PR interval (*p<0.05) compared to FXN-cKO females. (D-F) Frequency distributions of male (top) and female (bottom) FXN-cKO mice with and without OMAV treatment for P, QTc, and RR intervals. (D) P interval values in control (17.53 ± 6.46 ms), FXN-cKO (20.79 ± 6.53 ms), and OMAV-treated KO (21.01 ± 7.51 ms) males (top row). P interval values in control (19.80 ± 5.42 ms), FXN-cKO (23.35 ± 6.31 ms), and OMAV-treated (18.73 ± 3.09 ms) females (bottom row). (E) QTc interval values in control (147.60 ± 20.22 ms), FXN-cKO (231.53 ± 45.53 ms), and OMAV-treated (189.14 ± 47.34 ms) males (top row). QTc interval values in control (169.51 ± 37.48 ms), FXN-cKO (216.70 ± 51.19 ms), and OMAV-treated FXN-cKO (190.35 ± 34.44 ms) females (bottom row). (F) RR intervals deviation from average values in control (283.30 ± 51.20 ms), FXN-cKO (247.74 ± 80.17 ms); and OMAV-treated FXN-cKO (271.01 ± 76.73 ms) males (top row). RR intervals variability away from the mean values in control (280.05 ± 26.90 ms), FXN-cKO (281.74 ± 93.21 ms), and OMAV-treated FXN-cKO (271.93 ± 60.94 ms) females (bottom row). Averaged male and female wild-type controls (gray), averaged male and female FXN-cKO (red) and averaged OMAV treatment (green).

To examine electrical activity in the heart, 14 control (gray), 12 FXN-cKO (red) and 13 OMAV-treated FXN-cKO (green) mice were used. Five-minute averaged mean and standard deviation of time intervals from male and female mice were plotted on a bar graph with their respective waveform (Figures 3B–C). Male and female mice showed distinct differences in waveforms and time intervals lengths. FXN-cKO males had significantly increased intervals for QTc (p<0.05) and QRS (p<0.05) segments (Figure 3B), while females showed increased intervals for QRS (p<0.001) and P (p<0.05) only (Figure 3C) indicating an existing sexual dimorphism in these mice. OMAV did not exert any significant effects on averaged ECG parameters (Figure 3B and 3C), however OMAV significantly shortened PR interval (p<0.05) in FXN-cKO females (Figure 3C). These data indicate that FXN-cKO males exhibit problems primarily with early and late ventricular repolarization while FXN-cKO females also experience problems with atrial depolarization in addition to the late ventricular repolarization.

We next determined that aggregated frequency distribution for P-wave (atrial depolarization), QTc (ventricular repolarization) and RR (heartbeat) intervals revealed multi-peak variation in FXN-cKO mice (red) and a shift away from the optimum peak (yellow-shaded box) as compared to control hearts (black) (Figure 3D–F). We found that while there were no changes in the mean value of P-wave duration in FXN-cKO males (Figure 3B), the frequency distribution histogram analysis revealed multiple peaks in P-wave interval variation in FXN-cKO males (red) away from the optimum peak (yellow-shaded box) observed in control mice (black). OMAV treatment (green) decreased the number of events located outside the optimum peak values (Figure 3D, top panel), rescuing the P-wave from a late depolarization effect. A shift to the right on P-wave histogram was noted in FXN-cKO females (red) as compared to control mice (black) indicating an increase in P-wave duration (Figure 3D, bottom panel). OMAV (green) had a dual effect on P-wave histogram distribution in FXN-cKO females: increasing the number of events in the optimal 15 ms range but also increasing the number of events in the 22 ms range outside of the optimal range.

Similarly, the QTc interval histograms exhibited multi-peak variations (red) from the optimum peak range (black) in both FXN-cKO males and females (Figure 3E). OMAV treatment efficiently shifted the majority of QTc events back toward the optimal interval of ~150 ms in FXN-cKO males (top panel, green), however two distinct peaks in QTc intervals were observed in OMAV-treated females (bottom panel, green).

Heartbeat (RR variation) frequency distribution histograms (Figure 3F) revealed that the vast majority of RR intervals in FXN-cKO males was shifted to the left (top panel, red) indicating the prevalence of tachycardia (or fast heartbeats) in FXN-cKO males. The number of short heartbeats (RR intervals) was decreased in OMAV-treated FXN-cKO males while the RR events above 350 ms range were not affected. In contrast, no major peaks were identified on RR histograms in FXN-cKO females (bottom panel, red) with RR intervals spreading between 147 and 448 ms. Altogether, these data indicate a significant sex-specific disturbances in ECG signals and sex-specific response to OMAV treatment in FXN-cKO mice.

OMAV enhances early repolarization by restoring J-wave in FXN-cKO males via Kcnd3 and Atp1a1 gene expression

As we noted above (Figure 1A), mouse ECG differs from human by clear appearance of J-wave on ECG tracings. Figure 4A shows the J-wave was absent in 80% FXN-cKO male mice and reduced in females, but OMAV treatment restored the J-wave in 60% of FXN-cKO males. In contrast, females showed no significant change with OMAV treatment. Normal sinus rhythm was observed (Figure 4B), suggesting OMAV’s potential to enhance repolarization abnormalities, possibly by influencing transient outward potassium ion currents (Ito). In Figure 4C, gene expression indicated that Kcnd3, which is responsible for the early transient repolarization Ito channel, was significantly reduced (p<0.0077) in FXN-cKO males, while females maintained their gene expression levels. Notably, males and females exhibited significantly opposing trends (p<0.0001), with FXN-cKO females showing an upward trend. Additionally, OMAV-treated female mice displayed a nearly significant (p<0.0523) increase compared to FXN-cKO females. Importantly, a significant increase in Kcnd3 expression (p<0.0001) was found in OMAV-treated FXN-cKO females compared to FXN-cKO treated males. In Figure 4D, the gene expression of Atp1a1, which encodes Na+/K+ ATPase, revealed contrasting trends between FXN-cKO and CTRL groups, with Atp1a1 expression levels increasing in FXN-cKO males and decreasing in FXN-cKO females (both non-significant). However, a significant difference was found between FXN-cKO male and female mice (p<0.001) when comparing Atp1a1 gene expression. Although both sexes of the OMAV-treated FXN-cKO mice showed a downward trend, a significant difference remained between OMAV-treated FXN-cKO males and OMAV-treated FXN-cKO females (p<0.001).

Figure 4. OMAV revives J-wave early-repolarization events but does not rescue fibrosis in FXN-cKO mice.

Figure 4.

(A) ECG J-wave tracings of CTRL (black), FXN-cKO (red) and OMAV-treated (green) FXN-cKO male (top) and female (bottom) mice. FXN-cKO male mice lost the “J” wave. Females retained the “J” wave, but it was reduced compared to female CTRL. (B) 5 ms ECG tracings of OMAV-treated (green) FXN-cKO male (top) and female (bottom) mice with normal sinus rhythm. (C-D) Gene expression of Kcnd3 and Atp1a1 normalized to Rps18. (E) Illustration of ST-segment elevation and depression (red) in human FA patient compared to J-wave depression in FXN-cKO mouse. With OMAV-treatment, the J-wave reappears. Created with BioRender.com. (F) 40x images of short axis cross sections of the heart stained with Picrosirius red. (G) Quantification of fibrotic area as a percent of Picrosirius red stained hearts. Arrows = J-wave, yellow ellipse = missing J-wave. Statistical significance was determined by one-way ANOVA with Tukey’s multiple comparison test. P<0.05 was considered statistically significant. CTRL = gray, FA = red, OMAV = green. Values are shown as mean ± SEM.

The J-wave’s return in FXN-cKO mice suggests OMAV’s role in mitigating ST-depression, although it may exacerbate ST-elevation in FA patients (Figure 4E). Structural changes have the capacity to change ion-channel properties (see Figure 2). Therefore, we performed Picrosirius red staining on cardiac tissue of OMAV-treated and untreated FXN-cKO and CTRL animals of either sex to visualize fibrotic areas (Figure 4F). We found that the percent of the fibrotic area was significantly increased 75.3% in FXN-cKO male mice compared to CTRL male mice and FXN-cKO female mice showed a 61% increase compared CTRL female mice (Figure 4G). OMAV show no protection against fibrotic formation in cardiac tissue in both male and female FXN-cKO groups (Figure 4G). Overall, the data show that despite OMAV had no protection against development of fibrotic tissue, cardiac early repolarization function was improved in FXN-cKO hearts by OMAV. Controversy over the J-wave in mice and whether it translates to human electrical signal propagation still remain24, however, abnormalities in the J-wave should be considered when treating FA mice with therapeutics.

HRV analysis uncovers beneficial effects of OMAV against arrhythmic events

Our HRV analysis of RR intervals over time demonstrated that FXN-cKO mice exhibited significantly increased RMSSD (p<0.05) and SDRR (p<0.05) in the combined sex cohorts as compared to control mice with no change in pRR6 values. No sex differences were noted in HRV time or frequency domain parameters when these combined cohorts were split into male and female groups (Supplemental Figure S2). Notably, OMAV treatment in FXN-cKO mice (green) significantly reduced both SDRR (p<0.05) and RMSSD (p<0.05) scores, indicating its beneficial effect on heart rhythm stability.

Figure 5A shows the differences in high and low variation. In Figure 5B, non-linear Poincaré plot analysis revealed distinct differences between control (black dots) and FXN-cKO animals (red dots). Control mice showed a clustered ellipse of RR intervals within an optimal range (~300 ms) while FXN-cKO mice displayed multi-clustering, indicating arrhythmias. FXN-cKO males shifted clusters left (Figure 5B), suggesting tachycardia, whereas females shifted right (Figure 5C), indicating bradycardia35. Although no sex differences were noted in HRV SD1, SD2, or S domain parameters (Supplemental Figure S2), quantitative measures demonstrated that grouped FXN-cKO mice exhibited increased SD1, SD2 (Figure 5D), and S area (Figure 5E), reflecting varied arrhythmic patterns not evident from mean RR interval analysis.

Figure 5. Poincaré plots for individual analysis of electrical propagation in FXN-cKO mice.

Figure 5.

Non-linear domain analysis. (A) mice can display high and low variation ECG signals, indicating PNS and SNS dominance, respectively. (B-C) Representative FXN-cKO male and female mice with multiple clusters. FXN-cKO male mice showed multiple clusters (KO #1, arrows) at ~200 – 310 ms. FXN-cKO female mice showed multiple clusters (KO #1, arrows) with increased time intervals ~300 – 400 ms. Poincaré plot of control mouse (black) with a single fan-like pattern. Poincaré plot of FXN-cKO mouse (red). (D) Poincaré plots can be given quantitative analysis by ellipse descriptors SD1, SD2, and S values. (E) SD1 and SD2 values were increased in FXN-cKO mice (*p<0.05) compared to CTRL. OMAV-treatment decreased (*p<0.05) both SD1 and SD2 values towards CTRL levels. (F) S area ellipse size was increased in FXN-cKO mice (*p<0.05) as compared to CTRLs and a significant decrease was observed in OMAV-treated mice (*p<0.05). Statistical significance was determined by one-way ANOVA with Tukey’s multiple comparison test. P<0.05 was considered statistically significant. (G) Illustration of methods used to assess mouse electrical propagation from averaging, to aggregating and finally individual HRV analysis used in this study with OMAV-treatment benefits. Created with BioRender.com.

Importantly, OMAV (green) treatment prevented multi-clustering in FXN-cKO mice (Figure 5B and 5C), reducing grouped SD1, SD2, and the S area, an effect not seen by traditional analysis methods (Figure 5D–5F). This highlights the potential of Poincaré plots as a superior, quantifiable method for assessing ECG activity in conditions with mitochondrial deficits. As shown in Figure 5G, OMAV showed little impact on averaged data but effectively averted disparate arrhythmias. We encourage others to adopt Poincaré plots or other advanced quantitative and qualitative ECG analysis techniques for better insights into therapeutic interventions for treating FA.

DISCUSSION

FXN loss is responsible for ataxia and cardiomyopathy seen in human patients with Friedreich’s ataxia (FA), with electrical signaling issues linked to cardiomyopathy1. The studies summarized in Table I primarily come from a diverse group of patients. These results can be ambiguous, as factors like sex, GAA repeat length, and treatment-type can influence FA differently. Only one of these studies assessed the impact of treatment on electrical propagation in a female FA patient11, while all other reports did not disclose whether patients were receiving specific treatment. This led us to examine electrical propagation in an FA mouse model to help researchers identify ECG characteristics that correlate between human FA patients and FA mice. This study also explores alternative methods for data interpretation to provide recommendations for developing new therapies.

Our work demonstrates the effects of OMAV on heart electrical activity, evaluated through ECG lead I, in a recently established animal model of severe cardiomyopathy in FA. Our findings suggest that the electrical parameters of FXN-cKO mice mimic ECG impairments similar to those observed in late-stage FA patients with severely hypertrophic and dilated hearts. Using Poincaré plot analysis of ECG RR intervals, our study revealed that OMAV treatment abolished disparate heart rhythms from occurring in individual FXN-cKO mice, which are prone to exhibit more than a single arrhythmic episode. However, this benefit depended heavily on the sex of the mouse and how the ECG signal was quantified and interpreted.

Sexual dimorphism exists in FA electrical propagation

The data presented in Figures 2, 3 and 4 reveal the presence of sexual dimorphism in ECG characteristics in FXN-cKO mice. Our group reported a sexual dimorphism in FXN-cKO mice36, which supports our current findings related to electrical propagation. We are the first to report significant sex differences in electrical conductance within the FXN-cKO model. Prior studies on FA mouse models either focused on single sex groups or did not specify the sex of the animals used.27, 28

The FXN-cKO mouse model we used in our study is similar to the FXN-cKOex4 model, which involves the removal of exon 4. Huang et al. found that the FXN-cKOex4 exhibits a critical stress response that leads to cardiac remodeling initiated by phosphorylated eIF2a activity and downstream markers like NRK228. In our work, we distinguished our cohorts by sex. We discovered both sexes experienced structural remodeling as indicated by NRK2 expression, with males showing a significantly greater increase compared to CTRL and FXN-cKO females. Furthermore, we discovered that ion channels expression was significantly affected by FXN loss.

Our findings align with clinical data showing that female FA patients are more likely to have normal ECG results (p<0.004) compared to male FA patients. The study by Schadt et al.20 found more pronounced left (27% vs. 13%, p=0.005) and right (23% vs. 5%, p<0.001) ventricular hypertrophy in male FA patients compared to females. Additionally, left axis deviation (LAD) was more frequently observed in the ECGs of male FA patients than in females (8% vs. <1%, p=0.005). LAD indicates a shift in the QRS complex depolarization direction to the left (between 0° and −30°), often resulting from conduction abnormalities such as left bundle branch block, left anterior fascicular block, and left ventricular hypertrophy.

ECG interpretations correlate sex to chamber-specific differences in FA mice

FA research focuses mainly on LV malfunction in FA cohorts in a combined sex cohort.7 Women generally experience longer QT intervals than men, and it is suggested that the effect of female hormones on these currents mediates the differences in the duration of the QT interval.37 These findings are similar in mice, where QT durations were also observed to be dissimilar between sex.38 To our surprise, we found that QT interval in FA male mice were more afflicted than female mice under traditional methods (Figures 3B and 3E). Late-stage male mice presented with significant extended QTc interval. FA female mice showed more impairment in atria (P and PR intervals) yet retained their QTc interval length compared to controls (Figure 3C–E). These results indicate that sex is correlated to chamber-specific differences in electrical propagation of FA mice. Indeed, these major differences stresses the importance of evaluating electrophysiology in a sex-stratified manner.

J-wave depression in FXN-cKO mice suggests early repolarization abnormalities in FA

J-wave depression observed in FXN-cKO mice suggests the presence of repolarization abnormalities typical of FA patients. The appearance of the J-wave is linked to early repolarization in mice, indicating that FXN-cKO males experience impairments in both early and delayed ventricular repolarization, whereas FXN-cKO females retain their J-waveform. In FXN-cKO males, the most severe cardiac phenotypes are associated with repolarization deficits, linked to prolonged QT intervals and the disappearance of the J-wave on their ECG readings. Interestingly, FXN-cKO females maintain a reduced J-wave without any treatment, possibly indicating a hormonal effect on electrical conductance39. Treatment with OMAV effectively restored the J-wave phenotype in FXN-cKO males (Figure 4A), reestablishing repolarization homeostasis as shown in the QTc histograms (Figure 3E, top). In humans, the J-point signifies the transition from the QRS complex to the ST-segment near the isoelectric line24. Deviations from this line can lead to J-deflections, ST-elevation, and positive T-waves, which are indicative of early repolarization syndrome and Brugada syndrome. Although there are similarities in ECG propagation between mice and humans, as noted by Boukens et al., the impaired repolarization dynamics in mice do not necessarily reflect the same characteristics in human hearts. However, various idiopathic forms of J-wave appearance have been documented in both mice40 and patients with heart failure41. FA patients often exhibit inverted T-waves, indicating repolarization abnormalities and J-point or ST abnormalities.

The J-wave is mediated by the Ito current, which can heavily influence downstream potassium channels involved in repolarization and other ionic currents such as inward sodium current (INa) via voltage-gated sodium channels and calcium current (ICa) via L-type Ca2+ channels. The Kcnd2 and Kcnd3 gene is responsible for the transient early repolarization and was found to be significantly impacted in FXN-cKO mice, especially with treatment (Figure 4C). OMAV prevents cell death, which helps cells retain their integrity and function, averting mitophagy, thereby maintaining electrophysiological properties.21 This protective effect may explain the increased gene expression observed only in female mice. However, excessive Kcnd3 expression may trigger frequent early transient repolarization, potentially causing ion-disruption and leading to a reduced J-wave phenotype in FXN-cKO females. Additionally, gene (Atp1a1) expression of Na+/K+ ATPase, which is responsible for Na+ release by ATPase, was significantly decreased in untreated and OMAV-treated FXN-cKO females. In contrast, OMAV-treated FXN-cKO males showed decreased Atp1a1 expression to levels similar to controls. These results suggest that impaired Kcnd3 and Atp1a1 gene expression is likely responsible for the observed sexual dimorphism in J-wave depression during electrical propagation, however, more investigation into their regulators like KCNE subunits, Ito, and Na+/K+ ATPase protein expression is needed in mouse and human samples to confirm these claims. Moreover, Ito ionic currents can be influenced by hormonal, autonomic factors, and therapies. In FA, the ST segment often exhibits fluctuating patterns, likely influenced by the autonomic nervous system (ANS).10,42 It is crucial to characterize J-wave patterns in FXN-cKO mice since ectopic early and late heartbeats can affect subsequent beats and potentially lead to cardiac arrhythmias.15 Understanding these factors is essential when considering therapeutic options for patients with FA.

HRV reveals autonomic nervous system (ANS) dysfunction in FXN-cKO mice

Cardiomyopathy and arrhythmias are presented as the leading cause of death in FA,43 therefore, the ANS should be investigated to delineate the differences in PNS tone from SNS excitation. HRV analysis is quick and reliable approach to examine the balance between SNS and PNS tone on the heart rate. The SNS effect on heart rate is mediated by epinephrine and norepinephrine, released from sympathetic nerve fibers that act on the sinoatrial and atrioventricular nodes and increase the rate of cardiac contraction leading to facilitating conduction at the atrio-ventricular node. In contrast, parasympathetic mediator acetylcholine, released by the parasympathetic nerve fibers, acts on the sinoatrial and atrioventricular nodes to decrease heart rate. It is important to investigate beat-to-beat variability of the entire ECG signal as opposed to the averaged ECG signal to verify these claims.

OMAV attenuates irregular idiopathic arrhythmias, but tachycardia and bradycardia still remain

We detected abnormal ECG function in FXN-cKO mice and further confirmed ANS trends with OMAV-treatment using Poincaré plots (Figure 5). These late-stage cardiomyopathy FA mice showed major qualitative differences in Poincaré plot analysis, where RR beats showed multiple clusters. In OMAV-treated FA mice, traditional quantitative measures showed no changes (Figure 3). However, Poincaré plot analysis showed that OMAV-treatment mostly exhibited a single ellipse, indicating that OMAV may prevent idiosyncratic arrhythmias from occurring in late-stage hearts. In addition, Poincaré plots for OMAV-treated mice shifted away from the optimal range, indicating that tachycardia or bradycardia arrhythmias still persisted regardless of attenuating arrhythmic activity.35 Further, we show that variability of heartbeats, which is considered an indicator for heart failure,23 was significantly decreased with OMAV treatment (Figures 5 and Supplemental Figure S2).

The Nrf2 pathway is not sufficiently understood17–19 and a shift in electrical activity can change the dynamics of the heart rhythm, directly implicating the ANS. Reports on ANS activity in FA patients have been scarce with most publications dating before the millennia. Lees et al.44 have summarized them and conveyed the importance for further investigating ANS in FA patients. ANS dysfunction is widely known to contribute to LV dysfunction in cardiomyopathy.45 Treatment with OMAV could potentially ameliorate cardiac muscle through Nrf2 expression, while indirectly complicating ANS function. The ANS is therefore imperative to investigate when examining electrical activity and therapeutics in FA.

Poincaré Plot HRV Analysis as an Essential Standard for ECG Interpretation in FA

Traditional ECG interpretation methods have limitations. As illustrated in Figure 3, averaged means and aggregated frequency distributions fail to capture all data from ECGs. These methods struggle with analyzing data from unique animal models that exhibit varied arrhythmias. FA is a mitochondrial disease that affects each cardiac chamber differently, thus, averaged and aggregated data might overlook critical aspects of the heart’s response to FXN loss.

The Poincaré plot is well-documented for quantifying signal variability. It is designed to analyze autonomic nervous system (ANS) function using scatter plots and it offers many advantages.23 The Poincaré plot analysis has proven to be an invaluable tool in uncovering nuances in ECG data that traditional methods might overlook, particularly in the context of FA. Furthermore, therapeutic responses of Poincaré plot findings are significant, offering a path to tailor treatments like OMAV for more effective management of FA-related cardiac abnormalities. This approach not only improves our understanding of cardiac physiology in disease conditions but also paves the way for more personalized medical interventions. Moving forward, integrating advanced data analysis methods with simple techniques will be crucial in improving our diagnostic and therapeutic strategies for FA.

Study Limitations

Our preliminary work began with Lead I recordings and was carried throughout the scope of the project for consistency and simplicity. Therefore, parameters interpreting electrical function need to be reconfirmed for future studies that should include a selection of various surface ECG leads. ANS response can depend on a variety of factors, including anesthesia. Given our animal model’s susceptibility to inhalants affecting mitochondrial oxygen consumption46,47, we chose to administer anesthesia with ketamine/xylazine.48 We performed all experiments in a controlled environment; however, all ECG studies could benefit with a longitudinal approach using telemetry methods.

Supplementary Material

Supplemental Material

Acknowledgments

We would like to thank Tiffany Chang, Garrett Cox and Paulina Pena for their help with animal husbandry.

Funding

This project was supported by the National Institutes of Health 1R01HL155907-1 (to END), FARA Research Award (to END), American Heart Association Grant-In-Aid 15GRNT25090220, University of California Davis CRCF Pilot & Feasibility Award 181031, University of California Innovative Development Award (to END), pre-doctoral fellowship from NIH R01HL155907-02S1 Diversity Supplement (to LS), pre-doctoral fellowship from NIH T32 HL086350 Training Grant in Basic & Translational Cardiovascular Science (to FF), postdoctoral fellowship from NIH T32HL086350 Training Grant in Basic & Translational Cardiovascular Science and NIH F32HL149288, Harold S. Geneen Charitable Trust Awards Program for Coronary Heart Disease Research, and AHA Career Development Award 24CDA1276831 (to PNT), NIH R01 HL085727, HL085844, HL137228, VA Merit Review Grant I01 BX000576 and I01 CX001490, AHA 23SFRNCCS1052478, 23SFRNPCS1060482, and Research Award from the Rosenfeld Foundation (to NC).

Nonstandard Abbreviations and Acronyms

Ank2

Ankyrin 2, brain

Atp1a1

Na+/K+ ATPase gene

ARE

antioxidant responsive element

ECG

electrocardiogram

FA

Friedreich’s ataxia

FXN

Frataxin

FXN-cKO

FXN knockout mice

GAA

guanine-adenine-adenine

HF

heart failure

HRV

Heart Rate Variability

ISC

iron-sulfur clusters

ISR

the integrated stress response

Kcna5

potassium voltage-gated channel subfamily A member 5

Kcnd2

potassium voltage-gated channel subfamily D member 2

Kcnd3

potassium voltage-gated channel subfamily D member 3

Kcnh2

potassium voltage-gated channel subfamily H member 2

Kcnip2

potassium voltage-gated channel interacting protein 2

Kcnj2

potassium voltage-gated channel subfamily J member 2

Kcnq1

potassium voltage-gated channel subfamily Q member 1

LQTS

Long QT syndrome

LV

left ventricle

Nrf2

nuclear factor erythroid 2-related factor 2

NRK2

nicotinamide riboside kinase 2

OMAV

Omaveloxolone

ROS

reactive oxygen species

Rps18

ribosomal protein S18

Scn5a

sodium voltage-gated channel alpha subunit 5

Footnotes

The authors have no conflicts of interest to declare.

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