Writing Committee Members, et al. 2023 ACC/AHA/ACCP/HRS Guideline for the diagnosis and management of Atrial Fibrillation: a report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice guidelines. J Am Coll Cardiol. 2024;83(1):109–279.

Article  Google Scholar 

Brundel BJJM, Ai X, Hills MT, Kuipers MF, Lip GYH, de Groot NMS. Atrial fibrillation. Nat Rev Dis Primers. 2022;8(1):21.

Article  PubMed  Google Scholar 

Lip GY, Fauchier L, Freedman SB, Van Gelder I, Natale A, Gianni C, Nattel S, Potpara T, Rienstra M, Tse HF, Lane DA. Atrial fibrillation. Nat Rev Dis Primers. 2016;2:16016.

Article  PubMed  Google Scholar 

Odutayo A, Wong CX, Hsiao AJ, Hopewell S, Altman DG, Emdin CA. Atrial fibrillation and risks of cardiovascular disease, renal disease, and death: systematic review and meta-analysis. BMJ. 2016;354:i4482.

Article  PubMed  Google Scholar 

Choi SE, Sagris D, Hill A, Lip GYH, Abdul-Rahim AH. Atrial fibrillation and stroke. Expert Rev Cardiovasc Ther. 2023;21(1):35–56.

Article  CAS  PubMed  Google Scholar 

Escudero-Martínez I, Morales-Caba L, Segura T. Atrial fibrillation and stroke: a review and new insights. Trends Cardiovasc Med. 2023;33(1):23–9.

Article  PubMed  Google Scholar 

Rattanawong P, Upala S, Riangwiwat T, Jaruvongvanich V, Sanguankeo A, Vutthikraivit W, Chung EH. Atrial fibrillation is associated with sudden cardiac death: a systematic review and meta-analysis. J Interv Card Electrophysiol. 2018;51(2):91–104.

Article  PubMed  Google Scholar 

Kornej J, Börschel CS, Benjamin EJ, Schnabel RB. Epidemiology of Atrial Fibrillation in the 21st Century: Novel methods and New insights. Circ Res. 2020;127(1):4–20.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Chiang CE, Wang KL, Lip GY. Stroke prevention in atrial fibrillation: an Asian perspective. Thromb Haemost. 2014;111(5):789–97.

CAS  PubMed  Google Scholar 

Blomström-Lundqvist C, Gizurarson S, Schwieler J, Jensen SM, Bergfeldt L, Kennebäck G, Rubulis A, Malmborg H, Raatikainen P, Lönnerholm S, Höglund N, Mörtsell D. Effect of catheter ablation vs Antiarrhythmic Medication on quality of life in patients with Atrial Fibrillation: the CAPTAF Randomized Clinical Trial. JAMA. 2019;321(11):1059–68.

Article  PubMed  PubMed Central  Google Scholar 

Willems S, Borof K, Brandes A, Breithardt G, Camm AJ, Crijns HJGM, Eckardt L, Gessler N, Goette A, Haegeli LM, Heidbuchel H, Kautzner J, Ng GA, Schnabel RB, Suling A, Szumowski L, Themistoclakis S, Vardas P, van Gelder IC, Wegscheider K, Kirchhof P. Systematic, early rhythm control strategy for atrial fibrillation in patients with or without symptoms: the EAST-AFNET 4 trial. Eur Heart J. 2022;43(12):1219–30.

Article  CAS  PubMed  Google Scholar 

Packer DL, Mark DB, Robb RA, Monahan KH, Bahnson TD, Poole JE, Noseworthy PA, Rosenberg YD, Jeffries N, Mitchell LB, Flaker GC, Pokushalov E, Romanov A, Bunch TJ, Noelker G, Ardashev A, Revishvili A, Wilber DJ, Cappato R, Kuck KH, Hindricks G, Davies DW, Kowey PR, Naccarelli GV, Reiffel JA, Piccini JP, Silverstein AP, Al-Khalidi HR, Lee KL. CABANA investigators. Effect of catheter ablation vs antiarrhythmic drug therapy on mortality, stroke, bleeding, and Cardiac arrest among patients with Atrial Fibrillation: the CABANA Randomized Clinical Trial. JAMA. 2019;321(13):1261–74.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Zink MD, Chua W, Zeemering S, di Biase L, Antoni BL, David C, Hindricks G, Haeusler KG, Al-Khalidi HR, Piccini JP, Mont L, Nielsen JC, Escobar LA, de Bono J, Van Gelder IC, de Potter T, Scherr D, Themistoclakis S, Todd D, Kirchhof P, Schotten U. Predictors of recurrence of atrial fibrillation within the first 3 months after ablation. Europace. 2020;22(9):1337–44.

Article  PubMed  PubMed Central  Google Scholar 

Chew DS, Jones KA, Loring Z, Black-Maier E, Noseworthy PA, Exner DV, Packer DL, Grant J, Mark DB, Piccini JP. Diagnosis-to-ablation time predicts recurrent atrial fibrillation and rehospitalization following catheter ablation. Heart Rhythm O2. 2021;3(1):23–31.

Article  PubMed  PubMed Central  Google Scholar 

Vizzardi E, Curnis A, Latini MG, Salghetti F, Rocco E, Lupi L, Rovetta R, Quinzani F, Bonadei I, Bontempi L. D’Aloia A, Dei Cas L. Risk factors for atrial fibrillation recurrence: a literature review. J Cardiovasc Med (Hagerstown). 2014;15(3):235–53.

Article  PubMed  Google Scholar 

Black-Maier E, Parish A, Steinberg BA, Green CL, Loring Z, Barnett AS, Al-Khatib SM, Atwater BD, Daubert JP, Frazier-Mills C, Hegland DD, Jackson KP, Jackson LR, Koontz J, Lewis RK, Pokorney SD, Sun AY, Thomas KL, Bahnson TD, Piccini JP. Predicting atrial fibrillation recurrence after ablation in patients with heart failure: validity of the APPLE and CAAP-AF risk scoring systems. Pacing Clin Electrophysiol. 2019;42(11):1440–7.

Article  PubMed  PubMed Central  Google Scholar 

Vitali F, Serenelli M, Airaksinen J, Pavasini R, Tomaszuk-Kazberuk A, Mlodawska E, Jaakkola S, Balla C, Falsetti L, Tarquinio N, Ferrari R, Squeri A, Campo G, Bertini M. CHA2DS2-VASc score predicts atrial fibrillation recurrence after cardioversion: systematic review and individual patient pooled meta-analysis. Clin Cardiol. 2019;42(3):358–64.

Article  PubMed  PubMed Central  Google Scholar 

Cay S, Kara M, Ozcan F, Ozeke O, Korkmaz A, Cetin H, Aksu T, Topaloglu S. A new scoring system: PAT2C2H score. Its clinical use and comparison with HATCH and CHA2DS2-VASc scores in predicting arrhythmia recurrence after cryoballoon ablation of paroxysmal atrial fibrillation. J Interv Card Electrophysiol. 2022;65(3):701–10.

Article  PubMed  Google Scholar 

Kornej J, Schumacher K, Dinov B, Kosich F, Sommer P, Arya A, Husser D, Bollmann A, Lip GYH, Hindricks G. Prediction of electro-anatomical substrate and arrhythmia recurrences using APPLE, DR-FLASH and MB-LATER scores in patients with atrial fibrillation undergoing catheter ablation. Sci Rep. 2018;8(1):12686.

Article  PubMed  PubMed Central  Google Scholar 

Kosiuk J, Dinov B, Kornej J, Acou WJ, Schönbauer R, Fiedler L, Buchta P, Myrda K, Gąsior M, Poloński L, Kircher S, Arya A, Sommer P, Bollmann A, Hindricks G, Rolf S. Prospective, multicenter validation of a clinical risk score for left atrial arrhythmogenic substrate based on voltage analysis: DR-FLASH score. Heart Rhythm. 2015;12(11):2207–12.

Article  PubMed  Google Scholar 

Wolf RK, Schneeberger EW, Osterday R, Miller D, Merrill W, Flege JB Jr, Gillinov AM. Video-assisted bilateral pulmonary vein isolation and left atrial appendage exclusion for atrial fibrillation. J Thorac Cardiovasc Surg. 2005;130(3):797–802.

Article  PubMed  Google Scholar 

Balk EM, Garlitski AC, Alsheikh-Ali AA, Terasawa T, Chung M, Ip S. Predictors of atrial fibrillation recurrence after radiofrequency catheter ablation: a systematic review. J Cardiovasc Electrophysiol. 2010;21(11):1208–16.

Article  PubMed  Google Scholar 

Tao S, Yu L, Li J, Huang L, Huang X, Zhang W, Xie Z, Tan Y, Yang D. Association between the triglyceride-glucose index and 1-year major adverse cardiovascular events in patients with coronary heart disease and hypertension. Cardiovasc Diabetol. 2023;22(1):305.

Article  CAS  PubMed  PubMed Central  Google Scholar 

He J, Song C, Yuan S, Bian X, Lin Z, Yang M, Dou K. Triglyceride-glucose index as a suitable non-insulin-based insulin resistance marker to predict cardiovascular events in patients undergoing complex coronary artery intervention: a large-scale cohort study. Cardiovasc Diabetol. 2024;23(1):15.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Li H, Zuo Y, Qian F, Chen S, Tian X, Wang P, Li X, Guo X, Wu S, Wang A. Triglyceride-glucose index variability and incident cardiovascular disease: a prospective cohort study. Cardiovasc Diabetol. 2022;21(1):105.

Article  PubMed  PubMed Central  Google Scholar 

Li X, Chan JSK, Guan B, Peng S, Wu X, Lu X, Zhou J, Hui JMH, Lee YHA, Satti DI, Tsang SL, Wu S, Chen S, Tse G, Liu S. Triglyceride-glucose index and the risk of heart failure: evidence from two large cohorts and a mendelian randomization analysis. Cardiovasc Diabetol. 2022;21(1):229.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Yang Y, Huang X, Wang Y, Leng L, Xu J, Feng L, Jiang S, Wang J, Yang Y, Pan G, Jiang B, Wang Y, Chen L. The impact of triglyceride-glucose index on ischemic stroke: a systematic review and meta-analysis. Cardiovasc Diabetol. 2023;22(1):2.

Article  PubMed  PubMed Central  Google Scholar 

Chan YH, Chang GJ, Lai YJ, Chen WJ, Chang SH, Hung LM, Kuo CT, Yeh YH. Atrial fibrillation and its arrhythmogenesis associated with insulin resistance. Cardiovasc Diabetol. 2019;18(1):125.

Article  PubMed  PubMed Central  Google Scholar 

Maria Z, Campolo AR, Scherlag BJ, Ritchey JW, Lacombe VA. Dysregulation of insulin-sensitive glucose transporters during insulin resistance-induced atrial fibrillation. Biochim Biophys Acta Mol Basis Dis. 2018;1864(4 Pt A):987–96.

Article  CAS  PubMed  Google Scholar 

Jia G, DeMarco VG, Sowers JR. Insulin resistance and hyperinsulinaemia in diabetic cardiomyopathy. Nat Rev Endocrinol. 2016;12(3):144–53.

Article  CAS  PubMed  Google Scholar 

Polina I, Jansen HJ, Li T, Moghtadaei M, Bohne LJ, Liu Y, Krishnaswamy P, Egom EE, Belke DD, Rafferty SA, Ezeani M, Gillis AM, Rose RA. Loss of insulin signaling may contribute to atrial fibrillation and atrial electrical remodeling in type 1 diabetes. Proc Natl Acad Sci U S A. 2020;117(14):7990–8000.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Tang Q, Guo XG, Sun Q, Ma J. The pre-ablation triglyceride-glucose index predicts late recurrence of atrial fibrillation after radiofrequency ablation in non-diabetic adults. BMC Cardiovasc Disord. 2022;22(1):219.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Stekhoven DJ, Bühlmann P. MissForest–non-parametric missing value imputation for mixed-type data. Bioinformatics. 2012;28(1):112–8.

Article