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Research Article

Enhancing mortality prediction after coronary artery bypass graft: a machine learning approach utilizing EuroScore

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Article: FSO959 | Received 06 Aug 2023, Accepted 05 Jan 2024, Published online: 17 Jun 2024

References

  • Montrief T, Koyfman A, Long B. Coronary artery bypass graft surgery complications: a review for emergency clinicians. Am. J. Emerg. Med. 36(12), 2289–2297 (2018).
  • Duggan JP, Peters AS, Trachiotis GD, Antevil JL. Epidemiology of Coronary Artery Disease. Surg. Clin. North Am. 102(3), 499–516 (2022).
  • Siribaddana S. Cardiac dysfunction in the CABG patient. Curr Opin Pharmacol. 12(2), 166–171 (2012).
  • Dimeling G, Bakaeen L, Khatri J, Bakaeen FG. CABG: when, why, and how? Cleve. Clin. J. Med. 88(5), 295–303 (2021).
  • Silverborn M, Nielsen S, Karlsson M. The performance of EuroSCORE II in CABG patients in relation to sex, age, and surgical risk: a nationwide study in 14,118 patients. J. Cardiothorac. Surg. 18(1), 40 (2023).
  • Bauer A, Korten I, Juchem G, Kiesewetter I, Kilger E, Heyn J. EuroScore and IL-6 predict the course in ICU after cardiac surgery. Eur. J. Med. Res. 26(1), 29 (2021).
  • Sembi N, Cheng T, Ravindran W, Ulucay E, Ahmed A, Harky A. Anticoagulation and antiplatelet therapy post coronary artery bypass surgery. J. Card. Surg. 36(3), 1091–1099 (2021).
  • Kimmaliardjuk DM, Toeg H, GlineurD, SohmerB, Ruel M. Operative mortality with coronary artery bypass graft: where do we stand in 2015? Curr. Opin. Cardiol. 30(6), 611–618 (2015).
  • European system for cardiac operative risk evaluation (EuroSCORE).
  • Survival after CABG--better than predicted by EuroSCORE and equal to the general population.
  • Nissinen J, Biancari F, Wistbacka JO et al. Safe time limits of aortic cross-clamping and cardiopulmonary bypass in adult cardiac surgery. Perfusion. 24(5), 297–305 (2009).
  • Salis S, Mazzanti VV, Merli G et al. Cardiopulmonary bypass duration is an independent predictor of morbidity and mortality after cardiac surgery. J Cardiothorac Vasc Anesth. 22(6), 814–822 (2008).
  • Iino K, Miyata H, Motomura N et al. Prolonged cross-clamping during aortic valve replacement is an independent predictor of postoperative morbidity and mortality: analysis of the japan cardiovascular surgery database. Ann. Thorac. Surg. 103(2), 602–609 (2017).
  • Al-Sarraf N, Thalib L, Hughes A et al. Cross-clamp time is an independent predictor of mortality and morbidity in low- and high-risk cardiac patients. Int J Surg. 9(1), 104–109 (2011).
  • Locker C, Schaff HV, Dearani JA et al. Multiple arterial grafts improve late survival of patients undergoing coronary artery bypass graft surgery: analysis of 8622 patients with multivessel disease. Circulation 126(9), 1023–1030 (2012).
  • Nashef SAM, Roques F, Sharples LD et al. EuroSCORE II. Eur. J. Cardiothorac. Surg. 41(4), 734–745 (2012).
  • Ad N, Holmes SD, Patel J, Pritchard G, Shuman DJ, Halpin L. Comparison of EuroSCORE II, Original EuroSCORE, and The Society of Thoracic Surgeons Risk Score in Cardiac Surgery Patients. Ann. Thorac. Surg. 102(2), 573–579 (2016).
  • Barili F, Pacini D, Capo A et al. Does EuroSCORE II perform better than its original versions? A multicentre validation study. Eur. Heart J. 34(1), 22–29 (2013).
  • Nashef SAM, Roques F, Sharples LD et al. EuroSCORE II. Eur. J. Cardiothorac. Surg. 41(4), 734–745 (2012).
  • Fan Y, Dong J, Wu Y et al. Development of machine learning models for mortality risk prediction after cardiac surgery. Cardiovasc Diagn Ther. 12(1), 12–23 (2022).