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Jian J, Zhang L, He S, Wu W, Zhang Y, Jian C, Xie M, Wang T, Liang B, Xiong X. The identification and prediction of atrial fibrillation in coronary artery disease patients: a multicentre retrospective study based on Bayesian network. Ann Med 2024; 56:2423789. [PMID: 39508083 PMCID: PMC11544742 DOI: 10.1080/07853890.2024.2423789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 06/29/2024] [Accepted: 07/23/2024] [Indexed: 11/08/2024] Open
Abstract
BACKGROUND Atrial fibrillation (AF) coexisting with coronary artery disease (CAD) remains a prevailing issue that often results in poor short- and long-term patient outcomes. Screening has been proposed as a method to increase AF detection rates and reduce the incidence of poor prognosis through early intervention. Nevertheless, due to the cost implications and uncertainty over the benefits of a systematic screening programme, the International Task Force currently recommends against screening. This study is to employ Bayesian networks (BN) for assessing the pre-test probability (PTP) of AF in patients with CAD. METHODS A total of 12,552 patients with CAD were divided into the CAD patients with AF group (CHD-AF group) and the CAD patients without AF group (non-AF group). Univariate analysis and LASSO regression method were used to screen for potential risk factors. The maximum-minimum climb (MMHC) algorithm was used to construct the directed acyclic graph (DAG) of BN. Predictive power was tested using internal validation, external validation and 10-fold internal cross-validation. Finally, the generated BN model was compared with four machine learning algorithms. RESULTS Fourteen indicators were included in the BN, including age, gender, systolic blood pressure (SBP), low-density lipoprotein cholesterol (LDL-C), serum uric acid (UA), gamma-glutamyltransferase (GGT), direct bilirubin (DBIL), lipoproteins [LP(a)], NYHA cardiac function grading, diabetes mellitus and hypertension, palpitation, dyspnoea and the left atrial diameter. The BN model performs well on both the test set (AUC = 0.90) and internal 10-fold cross-validation (AUC = 0.89 ± 0.01). CONCLUSION The prediction model of AF with CAD constructed based on BN has high prediction performance and may provide a new tool for large-scale AF screening.
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Affiliation(s)
- Jie Jian
- College of Medical Informatics, Chongqing Medical University, Chongqing, China
- Medical Data Science Academy, Chongqing Medical University, Chongqing, China
| | - Lingqin Zhang
- Bishan Hospital of Chongqing Medical University, Chongqing, China
| | - Songtao He
- College of Medical Informatics, Chongqing Medical University, Chongqing, China
| | - Wenjuan Wu
- Department of Medical Services, The Third Affiliated Hospital of Chongqing, Medical University, Chongqing, China
| | - Yang Zhang
- College of Medical Informatics, Chongqing Medical University, Chongqing, China
- Medical Data Science Academy, Chongqing Medical University, Chongqing, China
| | - Chang Jian
- College of Medical Informatics, Chongqing Medical University, Chongqing, China
- Medical Data Science Academy, Chongqing Medical University, Chongqing, China
| | - Mingxuan Xie
- College of Medical Informatics, Chongqing Medical University, Chongqing, China
- Medical Data Science Academy, Chongqing Medical University, Chongqing, China
| | - Tingting Wang
- College of Medical Informatics, Chongqing Medical University, Chongqing, China
- Medical Data Science Academy, Chongqing Medical University, Chongqing, China
| | - Bo Liang
- College of Medical Informatics, Chongqing Medical University, Chongqing, China
| | - Xingliang Xiong
- College of Medical Informatics, Chongqing Medical University, Chongqing, China
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Jeon WK, Lee SR, Han KD, Choi EK, Oh S, Lip GYH. Association between the accumulation of elevated serum γ-glutamyltransferase level and risk of atrial fibrillation: a nationwide cohort study. Sci Rep 2023; 13:13771. [PMID: 37612304 PMCID: PMC10447450 DOI: 10.1038/s41598-023-40689-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 08/16/2023] [Indexed: 08/25/2023] Open
Abstract
Atrial fibrillation (AF) is the most common cardiac arrhythmia. The association between AF and γ-Glutamyltransferase (GGT) was not fully established. This study demonstrated the independent association of cumulative GGT score and AF incidence with the dose-response relationship. Using the Korean National Health Insurance Corporation database, adult subjects who had 4 consecutive annual health examinations from 2009 to 2012 were enrolled. A cumulative GGT score was calculated as the cumulative number of the highest GGT quartile amongst four examinations (0-4 times). A multivariable Cox proportional hazards regression analysis was performed. Among a total of 3,500,847 people included, AF was developed in 27,752 people (0.793%) during a median of 8.0 years of follow up. The incidence rate of AF and adjusted hazard ratio were increased by a stepwise manner in the higher quartile group and cumulative GGT score group. In subgroup analysis, this trend was more prominent in the elderly, people without hypertension, non-obese people, and people without any four comorbidities (diabetes mellitus, hypertension, dyslipidemia, and obesity). Our results suggest multiple accumulation of elevated GGT levels in health examination might be a useful marker for risk stratification of AF development, especially in the elderly and healthy population.
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Affiliation(s)
- Won Kyeong Jeon
- Department of Internal Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
| | - So-Ryoung Lee
- Department of Internal Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Kyung-Do Han
- Department of Statistics and Actuarial Science, Soongsil University, Seoul, Republic of Korea
| | - Eue-Keun Choi
- Department of Internal Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea.
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea.
| | - Seil Oh
- Department of Internal Medicine, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Republic of Korea
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Gregory Y H Lip
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Liverpool Centre for Cardiovascular Science, University of Liverpool and Liverpool Chest and Heart Hospital, Liverpool, UK
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
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Evaluation of New Potential Inflammatory Markers in Patients with Nonvalvular Atrial Fibrillation. Int J Mol Sci 2023; 24:ijms24043326. [PMID: 36834735 PMCID: PMC9964249 DOI: 10.3390/ijms24043326] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 01/10/2023] [Accepted: 01/11/2023] [Indexed: 02/11/2023] Open
Abstract
Atrial fibrillation (AF), the most common arrhythmia in clinical practice, is associated with an increase in mortality and morbidity due to its high potential to cause stroke and systemic thromboembolism. Inflammatory mechanisms may play a role in the pathogenesis of AF and its maintenance. We aimed to evaluate a range of inflammatory markers as potentially involved in the pathophysiology of individuals with nonvalvular AF (NVAF). A total of 105 subjects were enrolled and divided into two groups: patients with NVAF (n = 55, mean age 72 ± 8 years) and a control group of individuals in sinus rhythm (n = 50, mean age 71 ± 8 years). Inflammatory-related mediators were quantified in plasma samples by using Cytometric Bead Array and Multiplex immunoassay. Subjects with NVAF presented significantly elevated values of interleukin (IL)-2, IL-4, IL-6, IL-10, tumor necrosis factor (TNF), interferon-gamma, growth differentiation factor-15, myeloperoxidase, as well as IL-4, interferon-gamma-induced protein (IP-10), monokine induced by interferon-gamma, neutrophil gelatinase-associated lipocalin, and serum amyloid A in comparison with controls. However, after multivariate regression analysis adjusting for confounding factors, only IL-6, IL-10, TNF, and IP-10 remained significantly associated with AF. We provided a basis for the study of inflammatory markers whose association with AF has not been addressed before, such as IP-10, in addition to supporting evidence about molecules that had previously been associated with the disease. We expect to contribute to the discovery of markers that can be implemented in clinical practice hereafter.
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Li S, Wang A, Tian X, Zuo Y, Meng X, Zhang Y. Elevated gamma‐glutamyl transferase levels are associated with stroke recurrence after acute ischemic stroke or transient ischemic attack. CNS Neurosci Ther 2022; 28:1637-1647. [PMID: 35789538 PMCID: PMC9437228 DOI: 10.1111/cns.13909] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 06/21/2022] [Accepted: 06/22/2022] [Indexed: 11/28/2022] Open
Abstract
Aims Methods Results Conclusion
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Affiliation(s)
- Siqi Li
- Department of Neurology, Beijing Tiantan Hospital Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Capital Medical University Beijing China
| | - Anxin Wang
- Department of Neurology, Beijing Tiantan Hospital Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Capital Medical University Beijing China
| | - Xue Tian
- Department of Neurology, Beijing Tiantan Hospital Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Capital Medical University Beijing China
| | - Yingting Zuo
- Department of Neurology, Beijing Tiantan Hospital Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Capital Medical University Beijing China
| | - Xia Meng
- Department of Neurology, Beijing Tiantan Hospital Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Capital Medical University Beijing China
| | - Yumei Zhang
- Department of Neurology, Beijing Tiantan Hospital Capital Medical University Beijing China
- China National Clinical Research Center for Neurological Diseases Capital Medical University Beijing China
- Department of Rehabilitation medicine, Beijing Tiantan Hospital Capital Medical University Beijing China
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Lee SM, Ha E, Ryoo JH. Serum Gamma-Glutamyltransferase Levels Predict the Development of Cerebral Infarction in the Korean Population. Neuropsychiatr Dis Treat 2021; 17:2749-2756. [PMID: 34447250 PMCID: PMC8384345 DOI: 10.2147/ndt.s326450] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Accepted: 07/24/2021] [Indexed: 11/23/2022] Open
Abstract
PURPOSE This study examined the relationship between serum gamma-glutamyltransferase concentration and the risk of cerebral infarction in the Koreans. MATERIALS AND METHODS A total of 209,481 out of 223,551 participants in the National Health Information Database who received medical checkups in 2009 were included in the final analysis. The diagnosis code ICD I63 was used for identifying cerebral infarction cases and tracked the development of cerebral infarction by 2013. Cox proportional hazards model was used to calculate hazard ratios (HRs) for cerebral infarction and their confidence interval (CI). RESULTS During a follow-up period of 915,387.5 person-years, 2403 incident cases of cerebral infarction developed between 2009 and 2013. After adjusting for multiple covariates, the hazard ratios (95% confidence interval) for incident cerebral infarction, comparing the second, third, and fourth quartile of serum gamma-glutamyltransferase levels with the first quartile, were 1.11 (0.98-1.27), 1.39 (1.22-1.58), and 1.49 (1.29-1.71), respectively (P for trend <0.001). CONCLUSION Elevated serum gamma-glutamyltransferase levels were independently associated with the future development of cerebral infarction in Koreans.
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Affiliation(s)
- Sang Min Lee
- Department of Psychiatry, Kyung Hee University Medical Center, Kyung Hee University School of Medicine, Seoul, Korea
| | - Eunhee Ha
- Department of Occupational and Environment Medicine, College of Medicine, Ewha Womans University, Seoul, Korea
| | - Jae-Hong Ryoo
- Department of Occupational and Environmental Medicine, School of Medicine, Kyung Hee University, Seoul, Korea
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Emced K. Atrial fibrillation and gamma glutamyl transferase; Off-pump versus on-pump Coronary Artery Bypass surgery. SANAMED 2020. [DOI: 10.24125/sanamed.v15i2.440] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Abstract
Introduction: Atrial fibrillation (AF) which can be seen as a complication of the open-heart surgery, may cause serious problems on postoperative period. The exact pathophysiology of AF is unknown but it is thought that factors such as oxidative stress might cause AF. Material and methods: We retrospectively surveyed the serum gamma-glutamyl transferase (GGT) levels which is accepted as a mediator of oxidative stres, for the Post Operative Atrial Fibrillation (POAF) that occur after of-pump versus on-pump Coronary Artery Bypass Graft (CABG) surgery. Our study included 183 cases (101 male, 72 female; median age 63 ± 4.3 years) of which CABG was performed. Results: Echocardiography, routine blood tests, electrocardiography (ECG), test for the serum GGT levels were performed in preoperative and postoperative period to all participants. AF developed in 34 patients (35 %) in Group I and 19 patients (20 %) in Group II. There were no significant differences between two groups (of-pump versus on-pump) in terms of gender, cardiovascular risk factors and the severity of the coronary artery disease. In patients who has developed AF in postoperative period had significantly higher serum GGT levels. Conclusion: This study has shown that serum GGT levels were found to be significantly higher in patients whom AF has developed after on-pump CABG surgery.
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Arellano-Orden E, Bacopoulou F, Baicus C, Bonfrate L, Broadbent J, Buechler C, Carbone F, Charmandari E, Davis GR, Dullaart RPF, Efthymiou V, Goeser F, Goswami N, Jong GP, Lichtenauer M, Liou YS, Lutz P, Maeng M, Mert GÖ, Mert KU, Montecucco F, Ndrepepa G, Olesen KKW, Oliveira P, Perton FG, Portincasa P, Rodriguez-Panadero F, Schernthaner C, Schutte R. Research update for articles published in EJCI in 2017. Eur J Clin Invest 2019; 49:e13163. [PMID: 31524285 DOI: 10.1111/eci.13163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2019] [Accepted: 08/06/2019] [Indexed: 11/27/2022]
Affiliation(s)
- Elena Arellano-Orden
- Medical-Surgical Unit of Respiratory Diseases, University Hospital Virgen del Rocio, Seville, Spain.,Institute of Biomedicine of Seville (IBiS), Seville, Spain.,Center for Biomedical Research in Respiratory Diseases Network, Carlos III Health Institute, Madrid, Spain
| | - Flora Bacopoulou
- First Department of Pediatrics, Center for Adolescent Medicine and UNESCO Chair on Adolescent Health Care, School of Medicine, National and Kapodistrian University of Athens, Aghia Sophia Children's Hospital, Athens, Greece
| | - Cristian Baicus
- Department of Internal Medicine, Carol Davila University of Medicine and Pharmacy, Colentina Clinical Hospital, Bucharest, Romania
| | - Leonilde Bonfrate
- Department of Biomedical Sciences & Human Oncology, Clinica Medica "A. Murri", University of Bari Medical School, Bari, Italy
| | - James Broadbent
- Norwich Medical School, Faculty of Medicine and Health Sciences, University of East Anglia, Norwich, UK
| | - Christa Buechler
- Department of Internal Medicine I, Regensburg University Hospital, Regensburg, Germany
| | - Federico Carbone
- First Clinic of Internal Medicine, Department of Internal Medicine, University of Genoa, Genoa, Italy.,IRCCS Ospedale Policlinico San Martino Genoa - Italian Cardiovascular Network, Genoa, Italy
| | - Evangelia Charmandari
- Division of Endocrinology, Metabolism and Diabetes, First Department of Pediatrics, School of Medicine, National and Kapodistrian University of Athens, Aghia Sophia Children's Hospital, Athens, Greece.,Division of Endocrinology and Metabolism, Clinical, Experimental Surgery and Translational Research Center, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - Greggory R Davis
- Red Lerille's/LEQSF Regents Endowed Professor in Health and Physical Education, University of Louisiana at Lafayette, Lafayette, LA, USA
| | - Robin P F Dullaart
- Department of Endocrinology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Vasiliki Efthymiou
- First Department of Pediatrics, Center for Adolescent Medicine and UNESCO Chair on Adolescent Health Care, School of Medicine, National and Kapodistrian University of Athens, Aghia Sophia Children's Hospital, Athens, Greece
| | - Felix Goeser
- Department of Internal Medicine I, University of Bonn, Bonn, German.,German Center for Infection Research, Bonn, Germany
| | - Nandu Goswami
- Physiology Division, Otto Loewi Research Center of Vascular Biology, Immunity and Inflammation, Medical University of Graz, Graz, Austria
| | - Gwo-Ping Jong
- Division of Internal Cardiology, Chung Shan Medical University Hospital and Chung Shan Medical University, Taichung, Taiwan ROC
| | | | - Yi-Sheng Liou
- Department of Family Medicine, Taichung Veteran General Hospital, Taichung, ROC.,School of Public Health, National Defense Medical Center, Taipei, Taiwan ROC
| | - Philipp Lutz
- Department of Internal Medicine I, University of Bonn, Bonn, German.,German Center for Infection Research, Bonn, Germany
| | - Michael Maeng
- Department of Cardiology, Aarhus University Hospital, Aarhus N, Denmark
| | - Gurbet Özge Mert
- Department of Cardiology, Eskişehir Yunus Emre State Hospital, Eskişehir, Turkey
| | - Kadir Uğur Mert
- Department of Cardiology, Eskisehir Osmangazi University, Eskişehir, Turkey
| | - Fabrizio Montecucco
- IRCCS Ospedale Policlinico San Martino Genoa - Italian Cardiovascular Network, Genoa, Italy.,First Clinic of Internal Medicine, Department of Internal Medicine and Centre of Excellence for Biomedical Research (CEBR), University of Genoa, Genoa, Italy
| | | | | | - Paulo Oliveira
- CNC - Center for Neuroscience and Cell Biology, UC-Biotech, University of Coimbra, Cantanhede, Portugal
| | - Frank G Perton
- Laboratory Center, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Piero Portincasa
- Department of Biomedical Sciences & Human Oncology, Clinica Medica "A. Murri", University of Bari Medical School, Bari, Italy
| | - Francisco Rodriguez-Panadero
- Medical-Surgical Unit of Respiratory Diseases, University Hospital Virgen del Rocio, Seville, Spain.,Institute of Biomedicine of Seville (IBiS), Seville, Spain
| | | | - Rudolph Schutte
- School of Allied Health, Faculty of Health, Education, Medicine and Social Care, Anglia Ruskin University, Chelmsford, UK
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Korantzopoulos P, Letsas K, Fragakis N, Tse G, Liu T. Oxidative stress and atrial fibrillation: an update. Free Radic Res 2018; 52:1199-1209. [PMID: 30003814 DOI: 10.1080/10715762.2018.1500696] [Citation(s) in RCA: 52] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Atrial remodelling involves electrophysiological and structural abnormalities that promote the development and perpetuation of atrial fibrillation. Experimental and clinical data indicate that oxidative stress is implicated in the pathophysiology of atrial remodelling. The mechanistic links between atrial remodelling and oxidative stress are complex with several underlying diseases and conditions may affect these pathways. Therefore, the development of antioxidant interventions in this setting remains difficult. Besides classical antioxidant compounds, several agents with pleiotropic effects, including anti-inflammatory and antioxidant, have been tested in experimental and clinical settings with variable results. Strategies applying conventional antioxidants in specific situations such as postoperative atrial fibrillation show beneficial effects, especially the two-step regimen of antioxidants combination. Of note, there are limited data on the development of strategies that target specific sources of reactive oxygen species implicated in atrial remodelling. Lifestyle, diet, and risk factors modification is a complementary promising approach. This updated review provides a concise and critical overview of all available data regarding oxidative stress and its modulation in atrial fibrillation. Future directions on this exciting field are also discussed.
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Affiliation(s)
| | - Konstantinos Letsas
- b Second Department of Cardiology, Laboratory of Cardiac Electrophysiology , "Evangelismos" General Hospital of Athens , Athens , Greece
| | - Nikolaos Fragakis
- c Third Department of Cardiology , Hippokration Hospital, Medical School, Aristotle University of Thessaloniki , Thessaloniki , Athens , Greece
| | - Gary Tse
- d Department of Medicine and Therapeutics , Chinese University of Hong Kong , Hong Kong , P. R. China.,e Li Ka Shing Institute of Health Sciences, Faculty of Medicine , Chinese University of Hong Kong , Hong Kong , China
| | - Tong Liu
- f Department of Cardiology , Tianjin Institute of Cardiology, Second Hospital of Tianjin Medical University , Tianjin , P. R. China
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Yang W, Kim CK, Kim DY, Jeong HG, Lee SH. Gamma-glutamyl transferase predicts future stroke: A Korean nationwide study. Ann Neurol 2018; 83:375-386. [DOI: 10.1002/ana.25158] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2017] [Revised: 01/22/2018] [Accepted: 01/23/2018] [Indexed: 12/21/2022]
Affiliation(s)
- Wookjin Yang
- Department of Neurology; Seoul National University Hospital
- Korean Cerebrovascular Research Institute
| | - Chi Kyung Kim
- Korean Cerebrovascular Research Institute
- Department of Neurology; Korea University Guro Hospital and Korea University College of Medicine; Seoul Republic of Korea
| | - Do Yeon Kim
- Department of Neurology; Seoul National University Hospital
- Korean Cerebrovascular Research Institute
| | - Han-Gil Jeong
- Department of Neurology; Seoul National University Hospital
- Korean Cerebrovascular Research Institute
| | - Seung-Hoon Lee
- Department of Neurology; Seoul National University Hospital
- Korean Cerebrovascular Research Institute
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Nonalcoholic fatty liver disease as a predictor of atrial fibrillation: a systematic review and meta-analysis. ADVANCES IN INTERVENTIONAL CARDIOLOGY 2017; 13:250-257. [PMID: 29056998 PMCID: PMC5644044 DOI: 10.5114/aic.2017.70198] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2017] [Accepted: 08/19/2017] [Indexed: 12/25/2022] Open
Abstract
INTRODUCTION Numerous epidemiologic studies have investigated the link between nonalcoholic fatty liver disease (NAFLD) and long-term atrial fibrillation (AF) risk, but the results are surprisingly conflicting. AIM Therefore, we systematically reviewed all published studies assessing the risk of AF in patients with NAFLD and conducted a meta-analysis. MATERIAL AND METHODS We performed a literature search using PubMed, EMBASE and Cochrane Library databases in February 2017 with no restrictions. Two cohort studies and two cross-sectional studies were identified, involving a total of 5150 subjects (NAFLD: 1655; controls: 3495) in this meta-analysis. Data from selected studies were extracted and a meta-analysis was performed using a random effects model. RESULTS Nonalcoholic fatty liver disease patients had a significantly higher risk of AF compared to controls (relative risk (RR): 2.61; 95% confidence interval (CI): 1.34-5.06, p = 0.00; I2 = 52.5%, p = 0.097). In a further analysis stratified by presence of type 2 diabetes, the increased risk was present predominantly in patients with type 2 diabetes (RR = 5.10; 95% CI: 2.43-10.7, p < 0.001; I2 = 0, p = 0.958). However, subjects without type 2 diabetes were at slightly increased risk of AF but the relative risk did not reach statistical significance (RR = 1.68; 95% CI: 0.99-2.82, p = 0.05; I2 = 0, p = 0.461). CONCLUSIONS Our meta-analysis suggested that ultrasound-diagnosed NAFLD patients have a significantly higher risk for AF after adjustment for numerous important clinical risk factors for AF. These results need to be confirmed in large prospective studies.
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