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Krishnan S, Guseh JS, Chukumerije M, Grant AJ, Dean PN, Hsu JJ, Husaini M, Phelan DM, Shah AB, Stewart K, Wasfy MM, Capers Q, Essien UR, Johnson AE, Levine BD, Kim JH. Racial Disparities in Sports Cardiology: A Review. JAMA Cardiol 2024:2820717. [PMID: 39018059 DOI: 10.1001/jamacardio.2024.1899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/18/2024]
Abstract
Importance Racial disparities in cardiovascular health, including sudden cardiac death (SCD), exist among both the general and athlete populations. Among competitive athletes, disparities in health outcomes potentially influenced by social determinants of health (SDOH) and structural racism remain inadequately understood. This narrative review centers on race in sports cardiology, addressing racial disparities in SCD risk, false-positive cardiac screening rates among athletes, and the prevalence of left ventricular hypertrophy, and encourages a reexamination of race-based practices in sports cardiology, such as the interpretation of screening 12-lead electrocardiogram findings. Observations Drawing from an array of sources, including epidemiological data and broader medical literature, this narrative review discusses racial disparities in sports cardiology and calls for a paradigm shift in approach that encompasses 3 key principles: race-conscious awareness, clinical inclusivity, and research-driven refinement of clinical practice. These proposed principles call for a shift away from race-based assumptions towards individualized, health-focused care in sports cardiology. This shift would include fostering awareness of sociopolitical constructs, diversifying the medical team workforce, and conducting diverse, evidence-based research to better understand disparities and address inequities in sports cardiology care. Conclusions and Relevance In sports cardiology, inadequate consideration of the impact of structural racism and SDOH on racial disparities in health outcomes among athletes has resulted in potential biases in current normative standards and in the clinical approach to the cardiovascular care of athletes. An evidence-based approach to successfully address disparities requires pivoting from outdated race-based practices to a race-conscious framework to better understand and improve health care outcomes for diverse athletic populations.
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Affiliation(s)
- Sheela Krishnan
- Cardiovascular Services, Division of Cardiology, Maine Medical Center, Portland
| | - James Sawalla Guseh
- Cardiovascular Performance Program, Division of Cardiology, Massachusetts General Hospital, Boston
| | - Merije Chukumerije
- Sports and Exercise Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Cedars-Sinai Medical Group, Los Angeles, California
| | | | - Peter N Dean
- Division of Pediatric Cardiology, Department of Pediatrics, University of Virginia, Charlottesville
| | - Jeffrey J Hsu
- Department of Medicine (Cardiology), David Geffen School of Medicine, University of California, Los Angeles
| | - Mustafa Husaini
- Division of Cardiovascular Medicine, Department of Medicine, Washington University in St Louis, St Louis, Missouri
| | - Dermot M Phelan
- The Gragg Center for Cardiovascular Performance, Atrium Health Sanger Heart & Vascular Institute, Charlotte, North Carolina
| | - Ankit B Shah
- Sports & Performance Cardiology, Georgetown University School of Medicine, Chevy Chase, Maryland
| | - Katie Stewart
- Cardiovascular Performance Program, Division of Cardiology, Massachusetts General Hospital, Boston
| | - Meagan M Wasfy
- Division of Cardiology, Massachusetts General Hospital, Boston
| | - Quinn Capers
- Department of Medicine, The University of Texas Southwestern Medical Center, Dallas
| | - Utibe R Essien
- Division of General Internal Medicine and Health Services Research, David Geffen School of Medicine, University of California, Los Angeles
- Center for the Study of Healthcare Innovation, Implementation, and Policy, VA Greater Los Angeles Healthcare System, Los Angeles, California
| | - Amber E Johnson
- Division of Cardiology, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Benjamin D Levine
- Institute for Exercise and Environmental Medicine, Texas Health Presbyterian, Dallas
- Department of Medicine and Cardiology, The University of Texas Southwestern Medical Center, Dallas
| | - Jonathan H Kim
- Emory Clinical Cardiovascular Research Institute, Emory University School of Medicine, Atlanta, Georgia
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Mkumbuzi NS. Women's rugby for all: Toward an intersectional women's rugby research agenda. Eur J Sport Sci 2024. [PMID: 38874753 DOI: 10.1002/ejsc.12127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 05/09/2024] [Accepted: 05/10/2024] [Indexed: 06/15/2024]
Abstract
Women rugby players are participating in the sport at the highest levels to date. However, despite this increase in participation, sports sciences and sports medicine/sports physiotherapy (SEMS) research output has not mirrored this increase. Females have hormonally mediated anatomical and physiological profiles, which may have implications for rugby performance, injury risk and rehabilitation outcomes. However, hormonal fluctuations and the physiological differences between the sexes are not the only contributors to sex-related differences in the rugby experience. Rugby is a highly gendered environment, which operates within a hegemonic masculine norm and marginalises female and women athletes. Further, while women players in general are underrepresented in sports sciences and SEMS research, women rugby players and experts from ethnic minorities and the Global South are near invisible in the literature as they are marginalised on multiple fronts. Sports sciences and SEMS research should take an intersectional lens to investigate the joint relationship between the various sources of inequity in rugby. Intersectional research in women rugby players would encourage the conceptualisation and analysis of the complex social inequalities that the most marginalised women players and those who simultaneously negotiate multiple identities experience. Such data can better inform federation-level interventions and policy changes to address the needs of historically marginalised player populations as our research portfolio will be more representative of the world's rugby population.
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Affiliation(s)
- Nonhlanhla Sharon Mkumbuzi
- Department of Sport, Exercise, and Rehabilitation, Northumbria University, Newcastle upon Tyne, England
- Department of Human Movement Science, Nelson Mandela University, Gqeberha, South Africa
- Department of Rehabilitation, Midlands State University, Gweru, Zimbabwe
- NtombiSport (PTY) Ltd., Cape Town, South Africa
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Zaveri S, Chahine M, Boutjdir M. Arrhythmias and ion channelopathies causing sudden cardiac death in Hispanic/Latino and Indigenous populations. J Cardiovasc Electrophysiol 2024; 35:1219-1228. [PMID: 38654386 PMCID: PMC11176016 DOI: 10.1111/jce.16282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Revised: 03/29/2024] [Accepted: 04/02/2024] [Indexed: 04/25/2024]
Abstract
The limited literature and increasing interest in studies on cardiac electrophysiology, explicitly focusing on cardiac ion channelopathies and sudden cardiac death in diverse populations, has prompted a comprehensive examination of existing research. Our review specifically targets Hispanic/Latino and Indigenous populations, which are often underrepresented in healthcare studies. This review encompasses investigations into genetic variants, epidemiology, etiologies, and clinical risk factors associated with arrhythmias in these demographic groups. The review explores the Hispanic paradox, a phenomenon linking healthcare outcomes to socioeconomic factors within Hispanic communities in the United States. Furthermore, it discusses studies exemplifying this observation in the context of arrhythmias and ion channelopathies in Hispanic populations. Current research also sheds light on disparities in overall healthcare quality in Indigenous populations. The available yet limited literature underscores the pressing need for more extensive and comprehensive research on cardiac ion channelopathies in Hispanic/Latino and Indigenous populations. Specifically, additional studies are essential to fully characterize pathogenic genetic variants, identify population-specific risk factors, and address health disparities to enhance the detection, prevention, and management of arrhythmias and sudden cardiac death in these demographic groups.
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Affiliation(s)
- Sahil Zaveri
- Cardiovascular Research Program, VA New York Harbor Healthcare System, New York, New York, USA
- Department of Medicine, SUNY Downstate Health Sciences University, New York, New York, USA
| | - Mohamed Chahine
- CERVO Brain Research Center, Institut Universitaire en Santé Mentale de Québec, Québec City, Québec, Canada
- Department of Medicine, Faculté de Médecine, Université Laval, Quebec City, Québec, Canada
| | - Mohamed Boutjdir
- Cardiovascular Research Program, VA New York Harbor Healthcare System, New York, New York, USA
- Department of Medicine, SUNY Downstate Health Sciences University, New York, New York, USA
- Division of Cardiology, Department of Medicine, NYU Grossman School of Medicine, New York, New York, USA
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Arthur MN, DeLong RN, Kucera K, Goettsch BP, Schattenkerk J, Bekker S, Drezner JA. Socioeconomic deprivation and racialised disparities in competitive athletes with sudden cardiac arrest from the USA. Br J Sports Med 2024; 58:494-499. [PMID: 38413131 DOI: 10.1136/bjsports-2023-107367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/23/2024] [Indexed: 02/29/2024]
Abstract
OBJECTIVE To explore the association of socioeconomic deprivation and racialised outcomes in competitive athletes with sudden cardiac arrest (SCA) in the USA. METHODS SCA cases from the National Center for Catastrophic Sports Injury Research (July 2014 to June 2021) were included. We matched Area Deprivation Index (ADI) scores (17 metrics to grade socioeconomic conditions) to the 9-digit zip codes for each athlete's home address. ADI is scored 1-100 with higher scores indicating greater neighbourhood socioeconomic deprivation. Analysis of variance was used to assess differences in mean ADI by racial groups. Tukey post hoc testing was used for pairwise comparisons. RESULTS 391 cases of SCA in competitive athletes (85.4% male; 16.9% collegiate, 68% high school, 10.7% middle school, 4.3% youth) were identified via active surveillance. 79 cases were excluded due to missing data (19 race, 60 ADI). Of 312 cases with complete data, 171 (54.8%) were white, 110 (35.3%) black and 31 (9.9%) other race. The mean ADI was 40.20 (95% CI 36.64, 43.86) in white athletes, 57.88 (95% CI 52.65, 63.11) in black athletes and 40.77 (95% CI 30.69, 50.86) in other race athletes. Mean ADI was higher in black versus white athletes (mean difference 17.68, 95% CI 10.25, 25.12; p=0.0036) and black versus other race athletes (mean difference 17.11, 95% CI 4.74, 29.47; p<0.0001). CONCLUSIONS Black athletes with SCA come from areas with higher neighbourhood socioeconomic deprivation than white or other race athletes with SCA. Our findings suggest that socioeconomic deprivation may be associated with racialised disparities in athletes with SCA.
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Affiliation(s)
- Megan Nicole Arthur
- Family Medicine, Boston University School of Medicine, Cambridge, Massachusetts, USA
| | - Randi N DeLong
- Department of Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Kristen Kucera
- Department of Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Barbara P Goettsch
- Department of Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Jared Schattenkerk
- Department of Internal Medicine, University of Washington, Seattle, Washington, USA
| | | | - Jonathan A Drezner
- Department of Family Medicine, University of Washington, Seattle, Washington, USA
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Zaveri S, Qu YS, Chahine M, Boutjdir M. Ethnic and racial differences in Asian populations with ion channelopathies associated with sudden cardiac death. Front Cardiovasc Med 2023; 10:1253479. [PMID: 37600027 PMCID: PMC10436680 DOI: 10.3389/fcvm.2023.1253479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Accepted: 07/21/2023] [Indexed: 08/22/2023] Open
Abstract
Cardiovascular diseases are associated with several morbidities and are the most common cause of worldwide disease-related fatalities. Studies show that treatment and outcome-related differences for cardiovascular diseases disproportionately affect minorities in the United States. The emergence of ethnic and racial differences in sudden cardiac death (SCD) and related ion channelopathies complicates cardiovascular disease prevention, diagnosis, management, prognosis, and treatment objectives for patients and physicians alike. This review compiles and synthesizes current research in cardiac ion channelopathies and genetic disorders in Asian populations, an underrepresented population in cardiovascular literature. We first present a brief introduction to SCD, noting relevant observations and statistics from around the world, including Asian populations. We then examined existing differences between Asian and White populations in research, treatment, and outcomes related to cardiac ion channelopathies and SCD, showing progression in thought and research over time for each ion channelopathy. The review also identifies research that explored phenotypic abnormalities, device usage, and risk of death in Asian patients. We touch upon the unique genetic risk factors in Asian populations that lead to cardiac ion channelopathies and SCD while comparing them to White and Western populations, particularly in the United States, where Asians comprise approximately 7% of the total population. We also propose potential solutions such as improving early genetic screening, addressing barriers affecting access to medical care and device utilization, physician training, and patient education on risks.
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Affiliation(s)
- Sahil Zaveri
- Department of Medicine, Cell Biology, and Pharmacology, State University of New York Downstate Health Sciences University, Brooklyn, NY, United States
- Cardiovascular Research Program, VA New York Harbor Healthcare System, New York, NY, United States
| | - Yongxia Sarah Qu
- Department of Medicine, Cell Biology, and Pharmacology, State University of New York Downstate Health Sciences University, Brooklyn, NY, United States
- Cardiovascular Research Program, VA New York Harbor Healthcare System, New York, NY, United States
- Department of Cardiology, New York Presbyterian Brooklyn Methodist Hospital, New York, NY, United States
| | - Mohamed Chahine
- CERVO Brain Research Center, Institut Universitaire en Santé Mentale de Québec, Québec, QC, Canada
- Department of Medicine, Faculté de Médecine, Université Laval, Quebec, QC, Canada
| | - Mohamed Boutjdir
- Department of Medicine, Cell Biology, and Pharmacology, State University of New York Downstate Health Sciences University, Brooklyn, NY, United States
- Cardiovascular Research Program, VA New York Harbor Healthcare System, New York, NY, United States
- Division of Cardiology, Department of Medicine, NYU Grossman School of Medicine, New York, NY, United States
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Martínez-Barrios E, Grassi S, Brión M, Toro R, Cesar S, Cruzalegui J, Coll M, Alcalde M, Brugada R, Greco A, Ortega-Sánchez ML, Barberia E, Oliva A, Sarquella-Brugada G, Campuzano O. Molecular autopsy: Twenty years of post-mortem diagnosis in sudden cardiac death. Front Med (Lausanne) 2023; 10:1118585. [PMID: 36844202 PMCID: PMC9950119 DOI: 10.3389/fmed.2023.1118585] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Accepted: 01/30/2023] [Indexed: 02/12/2023] Open
Abstract
In the forensic medicine field, molecular autopsy is the post-mortem genetic analysis performed to attempt to unravel the cause of decease in cases remaining unexplained after a comprehensive forensic autopsy. This negative autopsy, classified as negative or non-conclusive, usually occurs in young population. In these cases, in which the cause of death is unascertained after a thorough autopsy, an underlying inherited arrhythmogenic syndrome is the main suspected cause of death. Next-generation sequencing allows a rapid and cost-effectives genetic analysis, identifying a rare variant classified as potentially pathogenic in up to 25% of sudden death cases in young population. The first symptom of an inherited arrhythmogenic disease may be a malignant arrhythmia, and even sudden death. Early identification of a pathogenic genetic alteration associated with an inherited arrhythmogenic syndrome may help to adopt preventive personalized measures to reduce risk of malignant arrhythmias and sudden death in the victim's relatives, at risk despite being asymptomatic. The current main challenge is a proper genetic interpretation of variants identified and useful clinical translation. The implications of this personalized translational medicine are multifaceted, requiring the dedication of a specialized team, including forensic scientists, pathologists, cardiologists, pediatric cardiologists, and geneticists.
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Affiliation(s)
- Estefanía Martínez-Barrios
- Pediatric Arrhythmias, Inherited Cardiac Diseases and Sudden Death Unit, Cardiology Department, Sant Joan de Déu Hospital de Barcelona, Barcelona, Spain,European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart, Amsterdam, Netherlands,Arrítmies Pediàtriques, Cardiologia Genètica i Mort Sobtada, Malalties Cardiovasculars en el Desenvolupament, Institut de Recerca Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - Simone Grassi
- Forensic Medical Sciences, Department of Health Science, University of Florence, Florence, Italy
| | - María Brión
- Family Heart Disease Unit, Cardiology Service, Santiago de Compostela University Hospital, Santiago de Compostela, Spain,Cardiovascular Genetics, Santiago de Compostela Health Research Institute, Santiago de Compostela, Spain,Genomic Medicine Group, Universidade de Santiago de Compostela, Santiago de Compostela, Spain,Centro de Investigación Biomédica en Red en Enfermedades Cardiovasculares, Madrid, Spain
| | - Rocío Toro
- Medicine Department, School of Medicine, University of Cádiz, Cádiz, Spain
| | - Sergi Cesar
- Pediatric Arrhythmias, Inherited Cardiac Diseases and Sudden Death Unit, Cardiology Department, Sant Joan de Déu Hospital de Barcelona, Barcelona, Spain,European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart, Amsterdam, Netherlands,Arrítmies Pediàtriques, Cardiologia Genètica i Mort Sobtada, Malalties Cardiovasculars en el Desenvolupament, Institut de Recerca Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - José Cruzalegui
- Pediatric Arrhythmias, Inherited Cardiac Diseases and Sudden Death Unit, Cardiology Department, Sant Joan de Déu Hospital de Barcelona, Barcelona, Spain,European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart, Amsterdam, Netherlands,Arrítmies Pediàtriques, Cardiologia Genètica i Mort Sobtada, Malalties Cardiovasculars en el Desenvolupament, Institut de Recerca Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - Mònica Coll
- Medical Science Department, School of Medicine, University of Girona, Girona, Spain,Cardiovascular Genetics Center, Institut d’Investigacions Biomèdiques de Girona (IDIBGI), University of Girona, Girona, Spain
| | - Mireia Alcalde
- Medical Science Department, School of Medicine, University of Girona, Girona, Spain,Cardiovascular Genetics Center, Institut d’Investigacions Biomèdiques de Girona (IDIBGI), University of Girona, Girona, Spain
| | - Ramon Brugada
- Centro de Investigación Biomédica en Red en Enfermedades Cardiovasculares, Madrid, Spain,Medical Science Department, School of Medicine, University of Girona, Girona, Spain,Cardiovascular Genetics Center, Institut d’Investigacions Biomèdiques de Girona (IDIBGI), University of Girona, Girona, Spain,Cardiology Department, Hospital Josep Trueta, Girona, Spain
| | - Andrea Greco
- Arrítmies Pediàtriques, Cardiologia Genètica i Mort Sobtada, Malalties Cardiovasculars en el Desenvolupament, Institut de Recerca Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain,Department of Medical and Surgical Sciences of the Mother, Children and Adults, University of Modena and Reggio Emilia, Modena, Italy
| | - María Luisa Ortega-Sánchez
- Forensic Pathology Department, Institut de Medicina Legal i Ciències Forenses de Catalunya (IMLCFC), Barcelona, Spain,School of Medicine, Universitat Autònoma de Barcelona, Cerdanyola del Vallés, Spain
| | - Eneko Barberia
- Forensic Pathology Department, Institut de Medicina Legal i Ciències Forenses de Catalunya (IMLCFC), Barcelona, Spain,School of Medicine and Health Sciences, Universitat Rovira i Virgili, Reus, Spain
| | - Antonio Oliva
- Section of Legal Medicine, Department of Health Surveillance and Bioethics, Fondazione Policlinico A. Gemelli IRCCS, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Georgia Sarquella-Brugada
- Pediatric Arrhythmias, Inherited Cardiac Diseases and Sudden Death Unit, Cardiology Department, Sant Joan de Déu Hospital de Barcelona, Barcelona, Spain,European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart, Amsterdam, Netherlands,Arrítmies Pediàtriques, Cardiologia Genètica i Mort Sobtada, Malalties Cardiovasculars en el Desenvolupament, Institut de Recerca Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain,Medical Science Department, School of Medicine, University of Girona, Girona, Spain,*Correspondence: Georgia Sarquella-Brugada,
| | - Oscar Campuzano
- Centro de Investigación Biomédica en Red en Enfermedades Cardiovasculares, Madrid, Spain,Medical Science Department, School of Medicine, University of Girona, Girona, Spain,Cardiovascular Genetics Center, Institut d’Investigacions Biomèdiques de Girona (IDIBGI), University of Girona, Girona, Spain,Oscar Campuzano,
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Lee S, Chung CT, Chou OHI, Lee TTL, Radford D, Jeevaratnam K, Wong WT, Cheng SH, Mok NS, Liu T, Tse G. Attendance-related Healthcare Resource Utilisation and Costs in Patients With Brugada Syndrome in Hong Kong: A Retrospective Cohort Study. Curr Probl Cardiol 2023; 48:101513. [PMID: 36414041 DOI: 10.1016/j.cpcardiol.2022.101513] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2022] [Accepted: 11/13/2022] [Indexed: 11/21/2022]
Abstract
Understanding health care resource utilisation and its associated costs are important for identifying areas of improvement regarding resource allocations. However, there is limited research exploring this issue in the setting of Brugada syndrome (BrS).This was a retrospective territory-wide study of BrS patients from Hong Kong. Healthcare resource utilisation for accident and emergency (A&E), inpatient and specialist outpatient attendances were analyzed over a 19-year period, with their associated costs presented in US dollars. A total of 507 BrS patients with a mean presentation age of 49.9 ± 16.3 years old were included. Of these, 384 patients displayed spontaneous type 1 electrocardiographic (ECG) Brugada pattern and 77 patients had presented with ventricular tachycardia/ventricular fibrillation (VT/VF). At the individual patient level, the median annualized costs were $110 (52-224) at the (A&E) setting, $6812 (1982-32414) at the inpatient setting and $557 (326-1001) for specialist outpatient attendances. Patients with initial VT/VF presentation had overall greater costs in inpatient ($20161 [9147-189215] vs $5290 [1613-24937],P < 0.0001) and specialist outpatient setting ($776 [438-1076] vs $542 [293-972],P = 0.015) compared to those who did not present VT. In addition, patients without Type 1 ECG pattern had greater median costs in the specialist outpatient setting ($7036 [3136-14378] vs $4895 [2409-10554],p=0.019). There is a greater health care demand in the inpatient and specialist outpatient settings for BrS patients. The most expensive attendance type was inpatient setting stay at $6812 per year. The total median annualized cost of BrS patients without VT/VF presentation was 78% lower compared to patients with VT/VF presentation.
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Affiliation(s)
- Sharen Lee
- Cardiac Electrophysiology Unit, Cardiovascular Analytics Group, Hong Kong, Hong Kong, P. R. China-UK
| | - Cheuk To Chung
- Cardiac Electrophysiology Unit, Cardiovascular Analytics Group, Hong Kong, Hong Kong, P. R. China-UK
| | - Oscar Hou In Chou
- Cardiac Electrophysiology Unit, Cardiovascular Analytics Group, Hong Kong, Hong Kong, P. R. China-UK
| | - Teddy Tai Loy Lee
- Cardiac Electrophysiology Unit, Cardiovascular Analytics Group, Hong Kong, Hong Kong, P. R. China-UK
| | - Danny Radford
- Kent and Medway Medical School, Canterbury, Kent, UK
| | | | - Wing Tak Wong
- School of Life Sciences, Chinese University of Hong Kong, Hong Kong, Hong Kong, P. R. China
| | - Shuk Han Cheng
- Department of Biomedical Sciences, City University of Hong Kong, Hong Kong, Hong Kong, P.R.China
| | - Ngai Shing Mok
- Department of Medicine and Geriatrics, Princess Margaret Hospital, Hong Kong Hospital Authority, Hong Kong, Hong Kong, P.R.China
| | - Tong Liu
- Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology, Second Hospital of Tianjin Medical University, Tianjin, Tianjin, P.R.China.
| | - Gary Tse
- Kent and Medway Medical School, Canterbury, Kent, UK; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology, Second Hospital of Tianjin Medical University, Tianjin, Tianjin, P.R.China; School of Nursing and Health Studies, Hong Kong Metropolitan University, Hong Kong, China.
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Comparing the performance of published risk scores in Brugada syndrome: a multi-center cohort study. Curr Probl Cardiol 2022; 47:101381. [PMID: 36058344 DOI: 10.1016/j.cpcardiol.2022.101381] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Accepted: 08/26/2022] [Indexed: 02/06/2023]
Abstract
INTRODUCTION The management of Brugada Syndrome (BrS) patients at intermediate risk of arrhythmic events remains controversial. The present study evaluated the predictive performance of different risk scores in an Asian BrS population and its intermediate risk subgroup. METHODS This retrospective cohort study included consecutive patients diagnosed with BrS from January 1st, 1997 to June 20th, 2020 from Hong Kong. The primary outcome is sustained ventricular tachyarrhythmias. Two novel risk risk scores and seven machine learning-based models (random survival forest, Ada boost classifier, Gaussian naïve Bayes, light gradient boosting machine, random forest classifier, gradient boosting classifier and decision tree classifier) were developed. The area under the receiver operator characteristic (ROC) curve (AUC) [95% confidence intervals] was compared between the different models. RESULTS This study included 548 consecutive BrS patients (7% female, age at diagnosis: 50±16 years, follow-up: 84±55 months). For the whole cohort, the score developed by Sieira et al. showed the best performance (AUC: 0.806 [0.747-0.865]). A novel risk score was developed using the Sieira score and additional variables significant on univariable Cox regression (AUC: 0.855 [0.808-0.901]). A simpler score based on non-invasive results only showed a statistically comparable AUC (0.784 [0.724-0.845]), improved using random survival forests (AUC: 0.942 [0.913-0.964]). For the intermediate risk subgroup (N=274), a gradient boosting classifier model showed the best performance (AUC: 0.814 [0.791-0.832]). CONCLUSION A simple risk score based on clinical and electrocardiographic variables showed a good performance for predicting VT/VF, improved using machine learning. Abstract: The management of Brugada Syndrome (BrS) patients at intermediate risk of arrhythmic events remains controversial. This study evaluated the predictive performance of published risk scores in a cohort of BrS patients from Hong Kong (N=548) and its intermediate risk subgroup (N=274). A novel risk score developed by modifying the best performing existing score (by. Sieira et al.) showed an area under the curve of 0.855 and 0.760 for the whole BrS cohort and the intermediate risk subgroup, respectively. The performance of the different scores was significantly improved machine learning-based methods, such as random survival forests and gradient boosting classifier.
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