Coronary Artery Bypass Risk Prediction Using Neural Networks

Slides:

Advertisements

Similar presentations

Assessment of the Association of Bilateral Internal Thoracic Artery Skeletonization and Sternal Wound Infection After Coronary Artery Bypass Grafting

Advertisements

Results of Coronary Artery Endarterectomy and Coronary Artery Bypass Grafting for Diffuse Coronary Artery Disease Srikrishna Sirivella, MD, Isaac Gielchinsky,

The STS National Database

Improved clinical outcomes in patients undergoing coronary artery bypass grafting with coronary endarterectomy Oz M Shapira, MD, Gabriel Akopian, Ali.

Coronary Artery Bypass for Heart Failure in Ischemic Cardiomyopathy: 17-Year Follow- Up Marco Pocar, MD, PhD, Andrea Moneta, MD, Adalberto Grossi, MD,

Leena Khaitan, MD, Francis P Sutter, Scott M Goldman, MD

Hospital readmission after coronary artery bypass grafting: are women doing worse? Johnny Steuer, MD, Paul Blomqvist, MD, PhD, Fredrik Granath, PhD, Bo.

Jason O. Robertson, MD, Phillip S. Cuculich, MD, Lindsey L

Robert Brewer, MD, MHSA, Patricia F. Theurer, BSN, Chad M

Intraoperative Conversion From Off-Pump to On-Pump Coronary Artery Bypass Is Associated With Increased 30-Day Hospital Readmission Zhongmin Li, PhD,

Postoperative Atrial Fibrillation Prophylaxis After Lung Surgery: Systematic Review and Meta-Analysis Lars Peter Riber, MD, PhD, Torben Bjerregaard Larsen,

Hospital variability in length of stay after coronary artery bypass surgery: results from the Society of Thoracic Surgeon’s National Cardiac Database

C-Reactive Protein Predicts Acute Kidney Injury and Death After Coronary Artery Bypass Grafting Seung Seok Han, MD, PhD, Dong Ki Kim, MD, PhD, Sejoong.

Intraoperative physiologic variables and outcome in cardiac surgery: part II. Neurologic outcome Gijs K van Wermeskerken, MD, Jan-Willem H Lardenoye,

International Participation in The Society of Thoracic Surgeons Adult Cardiac Surgery Database: From Institutional to National Oz M. Shapira, MD, Orit.

Warfarin Cessation Before Cardiopulmonary Bypass: Lessons Learned from a Randomized Controlled Trial of Oral Vitamin K Richard P. Whitlock, MD, Mark.

Unprotected Left Main Coronary Artery Stenting Versus Coronary Artery Bypass Graft Surgery Hisato Takagi, MD, PhD, Hideaki Manabe, MD, Norikazu Kawai,

Comparison of EuroSCORE II, Original EuroSCORE, and The Society of Thoracic Surgeons Risk Score in Cardiac Surgery Patients Niv Ad, MD, Sari D. Holmes,

Mortality on the waiting list for coronary artery bypass grafting: incidence and risk factors Helena Rexius, MD, Gunnar Brandrup-Wognsen, MD, PhD, Anders.

Predicting New-Onset Post-Coronary Artery Bypass Graft Atrial Fibrillation With Existing Risk Scores Benjamin D. Pollock, PhD, MSPH, Giovanni Filardo,

The Impact of Peripheral Vascular Disease on Long-Term Survival After Coronary Artery Bypass Graft Surgery Danny Chu, MD, Faisal G. Bakaeen, MD, Xing.

Subjective versus statistical model assessment of mortality risk in open heart surgical procedures Joan M.V Pons, MD, Josep M Borras, MD, Josep A Espinas,

The Society of Thoracic Surgeons Thoracic Surgery Practice and Access Task Force: 2014 Workforce Report John S. Ikonomidis, MD, PhD The Annals of Thoracic.

Atrial Fibrillation After Coronary Artery Bypass Grafting Surgery: Development of a Predictive Risk Algorithm Mitchell J. Magee, MD, Morley A. Herbert,

Alina M. Robert, MD, Robert S. Kramer, MD, Lawrence J

Robert E. Freundlich, MD, MS, Michael D. Maile, MD, MS, Mark M

Does Prior Coronary Bypass Surgery Present a Unique Risk for Reoperative Valve Surgery? Andrew Breglio, BS, Anelechi Anyanwu, MD, Shinobu Itagaki, MD,

Coronary artery operation in patients after breast cancer therapy

Impact of Preoperative Angiotensin-Converting Enzyme Inhibitor Use on Clinical Outcomes After Cardiac Surgery Maral Ouzounian, MD, Karen J. Buth, MS,

Simple Index to Predict Likelihood of Skilled Nursing Facility Admission After Coronary Artery Bypass Grafting Among Older Patients David C. Chang, PhD,

The Society of Thoracic Surgeons Mitral Valve Repair/Replacement Plus Coronary Artery Bypass Grafting Composite Score: A Report of The Society of Thoracic.

Performing Coronary Artery Bypass Grafting Off-Pump May Compromise Long-Term Survival in a Veteran Population Faisal G. Bakaeen, MD, Danny Chu, MD, Rosemary.

Established Preoperative Risk Factors Do Not Predict Long-Term Survival in Isolated Coronary Artery Bypass Grafting Patients Giovanni Filardo, PhD, MPH,

Incremental Value of Anemia in Cardiac Surgical Risk Prediction With the European System for Cardiac Operative Risk Evaluation (EuroSCORE) II Model Giuseppe.

Mariano E. Brizzio, MD, Alex Zapolanski, MD, Richard E

Multivariable prediction of in-hospital mortality associated with aortic and mitral valve surgery in Northern New England Edward R Nowicki, MD, Nancy.

Association of hospital coronary artery bypass volume with processes of care, mortality, morbidity, and the Society of Thoracic Surgeons composite quality.

Reperfusion injury associated with one-fourth of deaths after coronary artery bypass grafting Saara M Weman, MD, Pekka J Karhunen, MD, Antti Penttilä,

Risk Factors for Atrial Fibrillation After Lung Cancer Surgery: Analysis of The Society of Thoracic Surgeons General Thoracic Surgery Database Mark Onaitis,

Meta-Analysis of Medium and Long-Term Efficacy of Loading Statins After Coronary Artery Bypass Grafting Cheng Bin, MM, Mu Junsheng, MD, Zhang Jianqun,

Vinod H. Thourani, MD, Vinay Badhwar, MD, David M. Shahian, MD, Fred H

Yin-Shu Chang, MD, Jia-Xiang Wang, MD, PhD, Da-Wei Chang, PhD

Coronary Artery Bypass Revascularization Using Bilateral Internal Thoracic Arteries in Diabetic Patients: A Systematic Review and Meta-Analysis Kan Kajimoto,

Michel Carrier, MD, Michel Pellerin, MD, Louis P Perrault, MD, PhD, B

The Low Triiodothyronine Syndrome: A Strong Predictor of Low Cardiac Output and Death in Patients Undergoing Coronary Artery Bypass Grafting Alfredo.

Hisato Takagi, MD, PhD, Takuya Umemoto, MD, PhD

Internal validation of risk models in lung resection surgery: Bootstrap versus training- and-test sampling Alessandro Brunelli, MD, Gaetano Rocco, MD

Assessment of the Association of Bilateral Internal Thoracic Artery Skeletonization and Sternal Wound Infection After Coronary Artery Bypass Grafting

Cardiac surgery report cards: making the grade

Off-Pump Coronary Artery Bypass Disproportionately Benefits High-Risk Patients John D. Puskas, MD, Vinod H. Thourani, MD, Patrick Kilgo, MS, William Cooper,

Limitations of Hospital Volume as a Measure of Quality of Care for Coronary Artery Bypass Graft Surgery Karl F. Welke, MD, Mitchell J. Barnett, PharmD,

Bootstrap resampling methods: something for nothing?

Survival After Isolated Coronary Artery Bypass Grafting in Patients With Severe Left Ventricular Dysfunction Waleed A. Ahmed, MD, Phillip J. Tully, BHSc(Hons),

First Report on 30-day and Operative Mortality in Risk Model of Isolated Coronary Artery Bypass Grafting in Japan Noboru Motomura, MD, PhD, Hiroaki Miyata,

Valvular heart operation is an independent risk factor for acute renal failure Antony D Grayson, Magdy Khater, FRCA, Mark Jackson, PhD, Mark A Fox, FRCA

Trends in Patient Characteristics and Outcomes of Coronary Artery Bypass Grafting in the 2000 to 2012 Medicare Population Christian McNeely, MD, Stephen.

Measuring for improvement: from Toyota to thoracic surgery

Coronary bypass and carotid endarterectomy: does a combined approach increase risk? A metaanalysis Michael A Borger, MD, Stephen E Fremes, MD, Richard.

“Transitions” for Cardiothoracic Surgeons Now Listed on the Web:

Sérgio A de Oliveira, MD The Annals of Thoracic Surgery

Impact of Cardiothoracic Resident Turnover on Mortality After Cardiac Surgery: A Dynamic Human Factor Jeffrey H. Shuhaiber, MD, Kimberley Goldsmith,

Predicting Early Coronary Artery Bypass Graft Failure by Intraoperative Transit Time Flow Measurement Yoshiyuki Tokuda, MD, Min-Ho Song, MD, PhD, Yuichi.

Increased Rehospitalization Rate After Coronary Bypass Operation for Acute Coronary Syndrome: A Prospective Study in 200 Patients Staffan Bjessmo, MD,

Prospective randomized trial of high thoracic epidural analgesia for coronary artery bypass surgery Colin Royse, MBBS, MD, Alistair Royse, MBBS, MD,

Gary L Grunkemeier, PhD, Ruyun Jin, MD The Annals of Thoracic Surgery

Hisato Takagi, MD, PhD, Masafumi Matsui, MD, Takuya Umemoto, MD, PhD

Utilization and Outcomes of Unprotected Left Main Coronary Artery Stenting and Coronary Artery Bypass Graft Surgery Chuntao Wu, MD, PhD, Edward L. Hannan,

Left Ventricular End-Diastolic Pressure Predicts Survival in Coronary Artery Bypass Graft Surgery Patients Jeevan Nagendran, MD, PhD, Colleen M. Norris,

Benjamin D. Kozower, MD, MPH, Shubin Sheng, PhD, Sean M

Harvey Edward Garrett, MD, Bradley A. Wolf, MD

Presentation transcript:

Coronary Artery Bypass Risk Prediction Using Neural Networks Richard P Lippmann, PhD, David M Shahian, MD The Annals of Thoracic Surgery Volume 63, Issue 6, Pages 1635-1643 (June 1997) DOI: 10.1016/S0003-4975(97)00225-7

Fig. 1 Two-layer, multilayer perceptron neural network using random weight initialization and back propagation. The Annals of Thoracic Surgery 1997 63, 1635-1643DOI: (10.1016/S0003-4975(97)00225-7)

Fig. 2 Block diagram of risk prediction system with confidence intervals. The Annals of Thoracic Surgery 1997 63, 1635-1643DOI: (10.1016/S0003-4975(97)00225-7)

Fig. 3 (A) Receiver operating characteristic curve for committee classifier. Area (C-index) = 76.4%. (B) Fifty superimposed receiver operating characteristic curves generated using bootstrap sampling. Average receiver operating characteristic curve area (AVE AREA) = 75.4% ± 0.3%, suggesting little variability in neural network output secondary to random weight initialization and stochastic descent gradient training. The Annals of Thoracic Surgery 1997 63, 1635-1643DOI: (10.1016/S0003-4975(97)00225-7)

Fig. 4 Calibration, by mortality bins, of four classifiers. (MLP = multilayer sigmoid neural network.) The Annals of Thoracic Surgery 1997 63, 1635-1643DOI: (10.1016/S0003-4975(97)00225-7)

Fig. 5 Block diagram of bootstrap method for determination of confidence intervals for multilayer perceptron. (MLP = multilayer sigmoid neural network.) The Annals of Thoracic Surgery 1997 63, 1635-1643DOI: (10.1016/S0003-4975(97)00225-7)

Fig. 6 Confidence intervals for two-layer multilayer perceptron classifier. The Annals of Thoracic Surgery 1997 63, 1635-1643DOI: (10.1016/S0003-4975(97)00225-7)