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224 citation(s) found for "Yu-Rice, Yi".

Clinical Utility of Protein Language Models in Resolution of Variants of Uncertain Significance in KCNQ1, KCNH2 , and SCN5A Compared With Patch-Clamp Functional C
Ye, Dan , Garmany, Ramin , Martinez-Barrios, Estefania, Gao, Xiaozhi , Neves, Raquel , Tester, David J. , Bains, Sahej , Zhou, Wei , Giudicessi, John R. , Ackerman, Michael J. , Neves, Raquel Almeida Lopes , Bains, Sahej

Circulation: Genomic and Precision Medicine | August 9, 2024 | Volume: 17 | Issue: 5 | Pages: No page available

10.1161/circgen.124.004584 | PMID 39119706 Get It

BACKGROUND: Genetic testing for cardiac channelopathies is the standard of care. However, many rare genetic variants remain classified as variants of uncertain significance (VUS) due to lack of epidemiological and functional data. Whether deep protein language models may aid in VUS resolution remains unknown. Here, we set out to compare how 2 deep protein language models perform at VUS resolution in the 3 most common long-QT syndrome–causative genes compared with the gold-standard patch clamp. METHODS: A total of 72 rare nonsynonymous VUS (9 KCNQ1, 19 KCNH2 , and 50 SCN5A ) were engineered by site-directed mutagenesis and expressed in either HEK293 cells or TSA201 cells. Whole-cell patch-clamp technique was used to functionally characterize these variants. The protein language models, evolutionary scale modeling, version 1b and AlphaMissense, were used to predict the variant effect of missense variants and compared with patch clamp. RESULTS: Considering variants in all 3 genes, the evolutionary scale modeling, version 1b model had a receiver operating characteristic curve–area under the curve of 0.75 ( P =0.0003). It had a sensitivity of 88% and a specificity of 50%. AlphaMissense performed well compared with patch-clamp with an receiver operating characteristic curve-area under the curve of 0.85 ( P <0.0001), sensitivity of 80%, and specificity of 76%. CONCLUSIONS: Deep protein language models aid in VUS resolution with high sensitivity but lower specificity. Thus, these tools cannot fully replace functional characterization but can aid in reducing the number of variants that may require functional analysis.
KCNQ1 suppression-replacement gene therapy in transgenic rabbits with type 1 long QT syndrome
Bains, Sahej , Giammarino, Lucilla , Nimani, Saranda , Alerni, Nicolò , Tester, David J. , Kim, C.S. John, Christoforou, Nicolas , Louradour, Julien , Beslac, Olgica, Barbieri, Miriam , Matas, Lluis , Hof, Thomas , López, Rubén , Perez‐Feliz, Stefanie , Casalta, L.G. Garcia, Jurgensen, Jacqulyn, Bego, Mariana G. , Keyes, Lisa R., Owens, Jane , Pinkstaff, Jason, Koren, Gideon , Zehender, Manfred, Brunner, Michael, Casoni, Daniela , Brooks, Gabriel , Ackerman, Michael J. , Odening, Katja E. , Brunner, Michael , Praz, Fabien , Haeberlin, Andreas , Ackerman, Michael J , Odening, Katja E , Bains, Sahej , Horváth, András , Parodi, Chiara, Barry, Michael A. , Praz, Fabien

European Heart Journal | August 8, 2024 | Volume: 45 | Issue: 36 | Pages: 3751-3763

10.1093/eurheartj/ehae476 | PMID 39115049 Get It

Abstract Background and Aims Type 1 long QT syndrome (LQT1) is caused by pathogenic variants in the KCNQ1-encoded Kv7.1 potassium channels, which pathologically prolong ventricular action potential duration (APD). Herein, the pathologic phenotype in transgenic LQT1 rabbits is rescued using a novel KCNQ1 suppression-replacement (SupRep) gene therapy. Methods KCNQ1-SupRep gene therapy was developed by combining into a single construct a KCNQ1 shRNA (suppression) and an shRNA-immune KCNQ1 cDNA (replacement), packaged into adeno-associated virus serotype 9, and delivered in vivo via an intra-aortic root injection (1E10 vg/kg). To ascertain the efficacy of SupRep, 12-lead electrocardiograms were assessed in adult LQT1 and wild-type (WT) rabbits and patch-clamp experiments were performed on isolated ventricular cardiomyocytes. Results KCNQ1-SupRep treatment of LQT1 rabbits resulted in significant shortening of the pathologically prolonged QT index (QTi) towards WT levels. Ventricular cardiomyocytes isolated from treated LQT1 rabbits demonstrated pronounced shortening of APD compared to LQT1 controls, leading to levels similar to WT (LQT1-UT vs. LQT1-SupRep, P &lt; .0001, LQT1-SupRep vs. WT, P = ns). Under β-adrenergic stimulation with isoproterenol, SupRep-treated rabbits demonstrated a WT-like physiological QTi and APD90 behaviour. Conclusions This study provides the first animal-model, proof-of-concept gene therapy for correction of LQT1. In LQT1 rabbits, treatment with KCNQ1-SupRep gene therapy normalized the clinical QTi and cellular APD90 to near WT levels both at baseline and after isoproterenol. If similar QT/APD correction can be achieved with intravenous administration of KCNQ1-SupRep gene therapy in LQT1 rabbits, these encouraging data should compel continued development of this gene therapy for patients with LQT1.
Vigorous Exercise in Patients With Congenital Long QT Syndrome: Results of the Prospective, Observational, Multinational LIVE-LQTS Study
Lampert, Rachel , Day, Sharlene M. , Ainsworth, Barbara E. , Burg, Matthew M. , Marino, Bradley S. , Salberg, Lisa , Tome, Maite , Abrams, Dominic J. , Aziz, Peter F. , Barth, Cheryl , Behr, Elijah R. , Bell, Cheyanne , Berul, Charles I. , Bos, J. Martijn , Cannom, David S. , Cannon, Bryan C. , Concannon, Maryann, Czosek, Richard J. , Dubin, Anne M. , Dziura, James , Erickson, Christopher C. , Etheridge, Susan P. , Gray, Belinda , Haglund-Turnquist, Carla , Johnsrude, Christopher L. , Lara, Alice, Saarel, Elizabeth V. , Sanatani, Shubhayan , Shah, Maully J. , Simone, Laura, Tomaselli, Gordon F., Ware, James S. , Zaręba, Wojciech , Ackerman, Michael J. , Day, Sharlene , Burg, Matthew , Tome Esteban, Maria Teresa , Bos, Johan M , Cannon, Bryan C , Cerrone, Marina , Czosek, Richard J , Dubin, Anne M , Dziura, James , Erickson, Christopher C , Estes, N.A. Mark , Etheridge, Susan P , Goldenberg, Ilan , Gray, Belinda , Haglund-Turnquist, Carla M , Harmon, Kimberly G , James, Cynthia A , Johnsrude, Christopher , Kannankeril, Prince J , Law, Ian H , Link, Mark S. , Molossi, Silvana M , Olshansky, Brian , Noseworthy, Peter A , Saarel, Elizabeth V , Sanatani, Shubhayan , Shah, Maully , Skinner, Jonathan R , Ware, James S , Webster, Gregory , Zareba, Wojciech , Zipes, Douglas P , Ackerman, Michael J , Behr, Elijah Raphael , Abrams, Dominic J , Bradley, David J. , Cerrone, Marina , Goldenberg, Ilan , Harmon, Kimberly G. , James, Cynthia A. , Kannankeril, Prince J. , Law, Ian H. , Li, Fangyong , Olshansky, Brian , Noseworthy, Peter A. , Skinner, Jonathan R. , Webster, Gregory , Zipes, Douglas P.

Circulation | July 25, 2024 | Volume: 150 | Issue: 7 | Pages: 516-530

10.1161/circulationaha.123.067590 | PMID 39051104 Get It

BACKGROUND: Whether vigorous exercise increases risk of ventricular arrhythmias for individuals diagnosed and treated for congenital long QT syndrome (LQTS) remains unknown. METHODS: The National Institutes of Health–funded LIVE-LQTS study (Lifestyle and Exercise in the Long QT Syndrome) prospectively enrolled individuals 8 to 60 years of age with phenotypic and/or genotypic LQTS from 37 sites in 5 countries from May 2015 to February 2019. Participants (or parents) answered physical activity and clinical events surveys every 6 months for 3 years with follow-up completed in February 2022. Vigorous exercise was defined as ≥6 metabolic equivalents for >60 hours per year. A blinded Clinical Events Committee adjudicated the composite end point of sudden death, sudden cardiac arrest, ventricular arrhythmia treated by an implantable cardioverter defibrillator, and likely arrhythmic syncope. A National Death Index search ascertained vital status for those with incomplete follow-up. A noninferiority hypothesis (boundary of 1.5) between vigorous exercisers and others was tested with multivariable Cox regression analysis. RESULTS: Among the 1413 participants (13% <18 years of age, 35% 18–25 years of age, 67% female, 25% with implantable cardioverter defibrillators, 90% genotype positive, 49% with LQT1, 91% were treated with beta-blockers, left cardiac sympathetic denervation, and/or implantable cardioverter defibrillator), 52% participated in vigorous exercise (55% of these competitively). Thirty-seven individuals experienced the composite end point (including one sudden cardiac arrest and one sudden death in the nonvigorous group, one sudden cardiac arrest in the vigorous group) with overall event rates at 3 years of 2.6% in the vigorous and 2.7% in the nonvigorous exercise groups. The unadjusted hazard ratio for experience of events for the vigorous group compared with the nonvigorous group was 0.97 (90% CI, 0.57–1.67), with an adjusted hazard ratio of 1.17 (90% CI, 0.67–2.04). The upper 95% one-sided confidence level extended beyond the 1.5 boundary. Neither vigorous or nonvigorous exercise was found to be superior in any group or subgroup. CONCLUSIONS: Among individuals diagnosed with phenotypic and/or genotypic LQTS who were risk assessed and treated in experienced centers, LQTS-associated cardiac event rates were low and similar between those exercising vigorously and those not exercising vigorously. Consistent with the low event rate, CIs are wide, and noninferiority was not demonstrated. These data further inform shared decision-making discussions between patient and physician about exercise and competitive sports participation. REGISTRATION: URL: https://www.clinicaltrials.gov ; Unique identifier: NCT02549664.
Therapeutic Efficacy of Mexiletine for Long QT Syndrome Type 2: Evidence From Human Induced Pluripotent Stem Cell–Derived Cardiomyocytes, Transgenic Rabbits, and Patients
Crotti, Lia , Neves, Raquel , Dagradi, Federica , Musu, Giulia , Giannetti, Federica , Bos, J. Martijn , Barbieri, Miriam , Cerea, Paolo , Giovenzana, Fulvio L F , Torchio, Margherita , Odening, Katja E. , Ackerman, Michael J. , Mura, Manuela , Gnecchi, Massimiliano , Conte, Giulio , Auricchio, Angelo , Sala, Luca , Odening, Katja E , Ackerman, Michael J , Schwartz, Peter J. , Crotti, Lia , Bos, Johan M , Neves, Raquel Almeida Lopes , Dagradi, Federica , Barbieri, Miriam , Conte, Giulio , Sala, Luca

Circulation | June 28, 2024 | Volume: 150 | Issue: 7 | Pages: 531-543

10.1161/circulationaha.124.068959 | PMID 38939955 Get It

BACKGROUND: Despite major advances in the clinical management of long QT syndrome, some patients are not fully protected by beta-blocker therapy. Mexiletine is a well-known sodium channel blocker, with proven efficacy in patients with sodium channel–mediated long QT syndrome type 3. Our aim was to evaluate the efficacy of mexiletine in long QT syndrome type 2 (LQT2) using cardiomyocytes derived from patient-specific human induced pluripotent stem cells, a transgenic LQT2 rabbit model, and patients with LQT2. METHODS: Heart rate–corrected field potential duration, a surrogate for QTc, was measured in human induced pluripotent stem cells from 2 patients with LQT2 (KCNH2-p.A561V, KCNH2-p.R366X) before and after mexiletine using a multiwell multi-electrode array system. Action potential duration at 90% repolarization (APD 90 ) was evaluated in cardiomyocytes isolated from transgenic LQT2 rabbits (KCNH2-p.G628S) at baseline and after mexiletine application. Mexiletine was given to 96 patients with LQT2. Patients were defined as responders in the presence of a QTc shortening ≥40 ms. Antiarrhythmic efficacy of mexiletine was evaluated by a Poisson regression model. RESULTS: After acute treatment with mexiletine, human induced pluripotent stem cells from both patients with LQT2 showed a significant shortening of heart rate–corrected field potential duration compared with dimethyl sulfoxide control. In cardiomyocytes isolated from LQT2 rabbits, acute mexiletine significantly shortened APD 90 by 113 ms, indicating a strong mexiletine-mediated shortening across different LQT2 model systems. Mexiletine was given to 96 patients with LQT2 either chronically (n=60) or after the acute oral drug test (n=36): 65% of the patients taking mexiletine only chronically and 75% of the patients who performed the acute oral test were responders. There was a significant correlation between basal QTc and ∆QTc during the test ( r = −0.8; P <0.001). The oral drug test correctly predicted long-term effect in 93% of the patients. Mexiletine reduced the mean yearly event rate from 0.10 (95% CI, 0.07–0.14) to 0.04 (95% CI, 0.02–0.08), with an incidence rate ratio of 0.40 (95% CI, 0.16–0.84), reflecting a 60% reduction in the event rate ( P =0.01). CONCLUSIONS: Mexiletine significantly shortens cardiac repolarization in LQT2 human induced pluripotent stem cells, in the LQT2 rabbit model, and in the majority of patients with LQT2. Furthermore, mexiletine showed antiarrhythmic efficacy. Mexiletine should therefore be considered a valid therapeutic option to be added to conventional therapies in higher-risk patients with LQT2.
Increased Protein Kinase A Activity Induces Fibrolamellar Hepatocellular Carcinoma Features Independent of DNAJB1
Shirani, Mahsa , Levin, Solomon , Shebl, Bassem , Requena, David , Finkelstein, Tova M. , Johnson, Daniel S. , Ng, Denise , Heissel, Søren , Højrup, Peter , Molina, Henrik , Rice, Charles M. , Lyons, Barbara A. , Simon, Sanford M. , Lalazar, Gadi , Heissel, Søren , Hojrup, Peter , Molina, Henrik , de Jong, Ype P , Rice, Charles M , Singhi, Aatur Dilip , Torbenson, Michael S , Coffino, Philip , Lyons, Barbara , Simon, Sanford M , Requena, David , Levin, Solomon N , Jong, Ype P. de , Torbenson, Michael

Cancer Research | June 18, 2024 | Volume: 84 | Issue: 16 | Pages: 2626-2644

10.1158/0008-5472.can-23-4110 | PMID 38888469 Get It

Abstract Fibrolamellar hepatocellular carcinoma (FLC) is a rare liver cancer that is driven by the fusion of DNAJB1 and PRKACA, the catalytic subunit of protein kinase A (PKA). PKA activity is controlled through regulatory proteins that both inhibit catalytic activity and control localization, and an excess of regulatory subunits ensures PRKACA activity is inhibited. Here, we found an increase in the ratio of catalytic to regulatory units in FLC patient tumors driven by DNAJB1::PRKACA using mass spectrometry, biochemistry, and immunofluorescence, with increased nuclear localization of the kinase. Overexpression of DNAJB1::PRKACA, ATP1B1::PRKACA, or PRKACA, but not catalytically inactive kinase, caused similar transcriptomic changes in primary human hepatocytes, recapitulating the changes observed in FLC. Consistently, tumors in patients missing a regulatory subunit or harboring an ATP1B1::PRKACA fusion were indistinguishable from FLC based on the histopathological, transcriptomic, and drug–response profiles. Together, these findings indicate that the DNAJB1 domain of DNAJB1::PRKACA is not required for FLC. Instead, changes in PKA activity and localization determine the FLC phenotype. Significance: Alterations leading to unconstrained protein kinase A signaling, regardless of the presence or absence of PRKACA fusions, drive the phenotypes of fibrolamellar hepatocellular carcinoma, reshaping understanding of the pathogenesis of this rare liver cancer.
Pediatric Intraoperative Electromyographic Responses at the Adductor Pollicis and Flexor Hallucis Brevis Muscles: A Prospective, Comparative Analysis
Rice‐Weimer, Julie , Kitio, Sibelle Aurelie Yemele , Brull, Sorin J. , Kalsotra, Sidhant , Brull, Sorin J , Tobias, Joseph D. , Epstein, Richard H.

Anesthesia & Analgesia | June 17, 2024 | Volume: 139 | Issue: 1 | Pages: 36-43

10.1213/ane.0000000000006926 | PMID 38885397 Get It

BACKGROUND: Peripheral nerve stimulation with a train-of-four (TOF) pattern can be used intraoperatively to evaluate the depth of neuromuscular block and confirm recovery from neuromuscular blocking agents (NMBAs). Quantitative monitoring can be challenging in infants and children due to patient size, equipment technology, and limited access to monitoring sites. Although the adductor pollicis muscle is the preferred site of monitoring, the foot is an alternative when the hands are unavailable. However, there is little information on comparative evoked neuromuscular responses at those 2 sites. METHODS: Pediatric patients undergoing inpatient surgery requiring NMBA administration were studied after informed consent. Electromyographic (EMG) monitoring was performed simultaneously in each participant at the hand (ulnar nerve, adductor pollicis muscle) and the foot (posterior tibial nerve, flexor hallucis brevis muscle). RESULTS: Fifty patients with a mean age of 3.0 ± standard deviation (SD) 2.9 years were studied. The baseline first twitch amplitude (T1) of TOF at the foot (12.46 mV) was 4.47 mV higher than at the hand ( P <.0001). The baseline TOF ratio (TOFR) before NMBA administration and the maximum TOFR after antagonism with sugammadex were not different at the 2 sites. The onset time until the T1 decreased to 10% or 5% of the baseline value (T1) was delayed by approximately 90 seconds (both P =.014) at the foot compared with the hand. The TOFR at the foot recovered (TOFR ≥0.9) 191 seconds later than when this threshold was achieved at the hand ( P =.017). After antagonism, T1 did not return to its baseline value, a typical finding with EMG monitoring, but the fractional recovery (maximum T1 at recovery divided by the baseline T1) at the hand and foot was not different, 0.81 and 0.77, respectively ( P =.68). The final TOFR achieved at recovery was approximately 100% and was not different between the 2 sites. CONCLUSIONS: Although this study in young children demonstrated the feasibility of TOF monitoring, interpretation of the depth of neuromuscular block needs to consider the delayed onset and the delayed recovery of TOFR at the foot compared to the hand. The delay in achieving these end points when monitoring the foot may impact the timing of tracheal intubation and assessment of adequate recovery of neuromuscular block to allow tracheal extubation (ie, TOFR ≥0.9).
Utilizing median and maximum QTc values improves prediction of breakthrough cardiac events in pediatric long QT syndrome
Rohatgi, Ram K., Tseng, Andrew S. , Sugrue, Alan , Lee, Alexander T. , Wackel, Phillip L., Cannon, Bryan C. , Bos, J. Martijn , Ackerman, Michael J. , Sugrue, Alan , Wackel, Philip , Ackerman, Michael J , Tseng, A S , Bos, Johan M , Scott, Christopher G.

Journal of Cardiovascular Electrophysiology | May 10, 2024 | Volume: 35 | Issue: 7 | Pages: 1370-1381

10.1111/jce.16293 | PMID 38725227 Get It

AbstractIntroductionAlthough prior studies indicate that a QTc > 500 ms on a single baseline 12‐lead electrocardiogram (ECG) is associated with significantly increased risk of arrhythmic events in long QT syndrome (LQTS), less is known about the risk of persistent QT prolongation. We sought to determine QTc persistence and its prognostic effect on breakthrough cardiac events (BCEs) among pediatric patients treated for LQTS.MethodsWe performed a retrospective analysis of 433 patients with LQTS evaluated, risk‐stratified, and undergoing active guideline‐based LQTS treatment between 1999 and 2019. BCEs were defined as arrhythmogenic syncope/seizure, sudden cardiac arrest (SCA), appropriate VF‐terminating ICD shock, and sudden cardiac death (SCD).ResultsDuring the median follow‐up of 5.5 years (interquartile range [IQR] = 3–9), 32 (7%) patients experienced a total of 129 BCEs. A maximum QTc threshold of 520 ms and median QTc threshold of 490 ms were determined to be strong predictors for BCEs. A landmark analysis controlling for age, sex, genotype, and symptomatic status demonstrated models utilizing both the median QTc and maximum QTc demonstrated the highest discriminatory value (c‐statistic = 0.93–0.95). Patients in the high‐risk group (median QTc > 490 ms and maximum QTc > 520 ms) had a significantly lower BCE free survival (70%–81%) when compared to patients in both medium‐risk (93%–97%) and low‐risk (98%–99%) groups.ConclusionsThe risk of BCE among patients treated for LQTS increases not only based upon their maximum QTc, but also their median QTc (persistence of QTc prolongation). Patients with a maximum QTc > 520 ms and median QTc > 490 ms over serial 12‐lead ECGs are at the highest risk of BCE while on guideline‐directed medical therapy.
Genetic testing in early-onset atrial fibrillation
Kany, Shinwan , Jurgens, Sean J. , Rämö, Joel , Rienstra, Michiel , Chung, Mina K. , Ackerman, Michael J. , McNally, Elizabeth M. , Semsarian, Christopher , Wilde, Arthur A.M., Roden, Dan M. , Shoemaker, M. Benjamin , Rienstra, Michiel , Ackerman, Michael J , McNally, Elizabeth M , Semsarian, Christopher , Schnabel, Renate B , Benjamin, Emelia J , Kirchhof, Paulus , Roden, Dan M. , Ellinor, Patrick T , Jurgens, Sean J , Christophersen, Ingrid Elisabeth , Olesen, Morten S. , Schnabel, Renate B. , Benjamin, Emelia J. , Rehm, Heidi L. , Kirchhof, Paulus , Bezzina, Connie R. , Ellinor, Patrick T.

European Heart Journal | May 9, 2024 | Volume: 45 | Issue: 34 | Pages: 3111-3123

10.1093/eurheartj/ehae298 | PMID 39028637 Get It

Abstract Atrial fibrillation (AF) is a globally prevalent cardiac arrhythmia with significant genetic underpinnings, as highlighted by recent large-scale genetic studies. A prominent clinical and genetic overlap exists between AF, heritable ventricular cardiomyopathies, and arrhythmia syndromes, underlining the potential of AF as an early indicator of severe ventricular disease in younger individuals. Indeed, several recent studies have demonstrated meaningful yields of rare pathogenic variants among early-onset AF patients (∼4%–11%), most notably for cardiomyopathy genes in which rare variants are considered clinically actionable. Genetic testing thus presents a promising opportunity to identify monogenetic defects linked to AF and inherited cardiac conditions, such as cardiomyopathy, and may contribute to prognosis and management in early-onset AF patients. A first step towards recognizing this monogenic contribution was taken with the Class IIb recommendation for genetic testing in AF patients aged 45 years or younger by the 2023 American College of Cardiology/American Heart Association guidelines for AF. By identifying pathogenic genetic variants known to underlie inherited cardiomyopathies and arrhythmia syndromes, a personalized care pathway can be developed, encompassing more tailored screening, cascade testing, and potentially genotype-informed prognosis and preventive measures. However, this can only be ensured by frameworks that are developed and supported by all stakeholders. Ambiguity in test results such as variants of uncertain significance remain a major challenge and as many as ∼60% of people with early-onset AF might carry such variants. Patient education (including pretest counselling), training of genetic teams, selection of high-confidence genes, and careful reporting are strategies to mitigate this. Further challenges to implementation include financial barriers, insurability issues, workforce limitations, and the need for standardized definitions in a fast-moving field. Moreover, the prevailing genetic evidence largely rests on European descent populations, underscoring the need for diverse research cohorts and international collaboration. Embracing these challenges and the potential of genetic testing may improve AF care. However, further research—mechanistic, translational, and clinical—is urgently needed.
Hypertrophic cardiomyopathy detection with artificial intelligence electrocardiography in international cohorts: an external validation study
Siontis, Konstantinos C. , Wieczorek, Mikolaj A. , Maanja, Maren , Hodge, David O. , Kim, Hyung‐Kwan , Lee, Heesun , Lim, Jaehyun , Ariga, Rina, Mahmod, Masliza , Ackerman, Michael J. , Friedman, Paul A. , Raman, Betty , Mahmod, Masliza , Watkins, Hugh , Neubauer, Stefan , Windecker, Stephan , Ackerman, Michael J , Friedman, Paul A , Kim, Hyung-Kwan , Lee, Hyun‐Jung , Park, Chan Soon , Watkins, Hugh , Windecker, Stephan , Siontis, George C.M. , Gersh, Bernard J. , Attia, Zachi I. , Noseworthy, Peter A.

European Heart Journal - Digital Health | April 13, 2024 | Volume: 5 | Issue: 4 | Pages: 416-426

10.1093/ehjdh/ztae029 | PMID 39081936 Get It

Abstract Aims Recently, deep learning artificial intelligence (AI) models have been trained to detect cardiovascular conditions, including hypertrophic cardiomyopathy (HCM), from the 12-lead electrocardiogram (ECG). In this external validation study, we sought to assess the performance of an AI-ECG algorithm for detecting HCM in diverse international cohorts. Methods and results A convolutional neural network-based AI-ECG algorithm was developed previously in a single-centre North American HCM cohort (Mayo Clinic). This algorithm was applied to the raw 12-lead ECG data of patients with HCM and non-HCM controls from three external cohorts (Bern, Switzerland; Oxford, UK; and Seoul, South Korea). The algorithm’s ability to distinguish HCM vs. non-HCM status from the ECG alone was examined. A total of 773 patients with HCM and 3867 non-HCM controls were included across three sites in the merged external validation cohort. The HCM study sample comprised 54.6% East Asian, 43.2% White, and 2.2% Black patients. Median AI-ECG probabilities of HCM were 85% for patients with HCM and 0.3% for controls (P &lt; 0.001). Overall, the AI-ECG algorithm had an area under the receiver operating characteristic curve (AUC) of 0.922 [95% confidence interval (CI) 0.910–0.934], with diagnostic accuracy 86.9%, sensitivity 82.8%, and specificity 87.7% for HCM detection. In age- and sex-matched analysis (case–control ratio 1:2), the AUC was 0.921 (95% CI 0.909–0.934) with accuracy 88.5%, sensitivity 82.8%, and specificity 90.4%. Conclusion The AI-ECG algorithm determined HCM status from the 12-lead ECG with high accuracy in diverse international cohorts, providing evidence for external validity. The value of this algorithm in improving HCM detection in clinical practice and screening settings requires prospective evaluation.
Insights into adherence to medication and lifestyle recommendations in an international cohort of patients with catecholaminergic polymorphic ventricular tachycardia
Peltenburg, Puck J. , Heuvel, Lieke M. van den , Kallas, Dania , Bell, Cheyanne , Denjoy, Isabelle , Behr, Elijah R. , Kammeraad, Janneke A.E. , Yap, Sing‐Chien , Probst, Vincent , Ackerman, Michael J. , Wilde, Arthur A.M. , van den Heuvel, Lieke M , Kammeraad, Janneke A E , Yap, Sing-Chien , Probst, Vincent , Ackerman, Michael J , Blom, Nico A , Wilde, Arthur A M , Clur, Sally-Ann B , van der Werf, Christian , Behr, Elijah Raphael , Denjoy, Isabelle , Peltenburg, Puck J , Field, Ella , Blom, Nico A. , Clur, Sally‐Ann B. , Werf, Christian van der

Europace | February 13, 2024 | Volume: 26 | Issue: 2 | Pages: No page available

10.1093/europace/euae044 | PMID 38349347 Get It

Abstract Aims In patients with catecholaminergic polymorphic ventricular tachycardia (CPVT), a rare inherited arrhythmia syndrome, arrhythmic events can be prevented by medication and lifestyle recommendations. In patients who experience breakthrough arrhythmic events, non-adherence plays an essential role. We aimed to investigate the incidence and potential reasons for non-adherence to medication and lifestyle recommendations in a large, international cohort of patients with CPVT. Methods and results An online multilingual survey was shared with CPVT patients worldwide by their cardiologists, through peer-recruitment, and on social media from November 2022 until July 2023. Self-reported non-adherence was measured using the validated Medication Adherence Rating Scale (MARS) and a newly developed questionnaire about lifestyle. Additionally, validated questionnaires were used to assess potential reasons for medication non-adherence. Two-hundred-and-eighteen patients completed the survey, of whom 200 (92%) were prescribed medication [122 (61%) female; median age 33.5 years (interquartile range: 22–50)]. One-hundred-and-three (52%) were prescribed beta-blocker and flecainide, 85 (43%) beta-blocker, and 11 (6%) flecainide. Thirty-four (17%) patients experienced a syncope, aborted cardiac arrest or appropriate implantable cardioverter defibrillator shock after diagnosis. Nineteen (13.4%) patients were exercising more than recommended. Thirty (15%) patients were non-adherent to medication. Female sex [odds ratio (OR) 3.7, 95% confidence interval (CI) 1.3–12.0, P = 0.019], flecainide monotherapy compared to combination therapy (OR 6.8, 95% CI 1.6–31.0, P = 0.010), and a higher agreement with statements regarding concerns about CPVT medication (OR 1.2, 95% CI 1.1–1.3, P &lt; 0.001) were independently associated with non-adherence. Conclusion The significant rate of non-adherence associated with concerns regarding CPVT-related medication, emphasizes the potential for improving therapy adherence by targeted patient education.