A model that predicts morbidity and mortality after coronary artery bypass graft surgery
JA Magovern,
T Sakert,
GJ Magovern,
DH Benckart,
JA Burkholder,
GA Liebler,
and
GJ Magovern Sr
Division of Thoracic Surgery, Allegheny General Hospital, Pittsburg, Pennsylvania 15212, USA.
OBJECTIVES: This study was performed to develop a method for identifying patients at increased risk for morbidity or mortality after coronary artery bypass graft surgery. BACKGROUND: Postoperative morbidity is more common than mortality and is important because of its relation to cost. METHODS: Univariate and forward stepwise logistic regression analysis was used to retrospectively analyze a group of 1,567 consecutive patients who underwent bypass surgery between July 1991 and December 1992. We developed a model that predicted postoperative morbidity or mortality, or both, which was then prospectively validated in a group of 1,235 consecutive patients operated on between January 1993 and April 1994. A clinical risk score was derived from the model to simplify utilization of the data. RESULTS: The following factors, listed in decreasing order of significance, were found to be significant independent predictors: cardiogenic shock, emergency operation, catheterization-induced coronary artery closure, severe left ventricular dysfunction, increasing age, cardiomegaly, peripheral vascular disease, chronic renal insufficiency, diabetes mellitus, low body mass index, female gender, reoperation, anemia, cerebrovascular disease, chronic obstructive pulmonary disease, renal dysfunction, low albumin, elevated blood urea nitrogen, congestive heart failure and atrial arrhythmias. Observed morbidity and mortality for the validation group fell within the 95% confidence interval of that predicted by the model. Costs were closely related to the incidence of postoperative morbidity. CONCLUSIONS: Analysis of preoperative patient variables can predict patients at increased risk for morbidity or mortality, or both, after bypass surgery. Increased morbidity results in higher costs. Different strategies for high and low risk patients should be used in cost reduction efforts.
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M. L. Bell, G. K. Grunwald, J. H. Baltz, G. O. McDonald, M. R. Bell, F. L. Grover, and A. L. W. Shroyer
Does Preoperative Hemoglobin Independently Predict Short-Term Outcomes After Coronary Artery Bypass Graft Surgery?
Ann. Thorac. Surg.,
November 1, 2008;
86(5):
1415 - 1423.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. Chu, F. G. Bakaeen, X. L. Wang, T. K. Dao, S. A. LeMaire, J. S. Coselli, and J. Huh
The impact of peripheral vascular disease on long-term survival after coronary artery bypass graft surgery.
Ann. Thorac. Surg.,
October 1, 2008;
86(4):
1175 - 1180.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L. Merello, E. Riesle, J. Alburquerque, H. Torres, E. Aranguiz-Santander, O. Pedemonte, and B. Westerberg
Risk Scores Do Not Predict High Mortality After Coronary Artery Bypass Surgery in the Presence of Diastolic Dysfunction
Ann. Thorac. Surg.,
April 1, 2008;
85(4):
1247 - 1255.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
O.-P. Kangasniemi, M. A. A. Mahar, E. Rasinaho, A. Satomaa, V. Tiozzo, M. Lepojarvi, and F. Biancari
Impact of estimated glomerular filtration rate on the 15-year outcome after coronary artery bypass surgery
Eur. J. Cardiothorac. Surg.,
February 1, 2008;
33(2):
198 - 202.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. Karkouti, D. N. Wijeysundera, W. S. Beattie, and for the Reducing Bleeding in Cardiac Surgery (RBC)
Risk Associated With Preoperative Anemia in Cardiac Surgery: A Multicenter Cohort Study
Circulation,
January 29, 2008;
117(4):
478 - 484.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. Jegger, J.-P. Revelly, J. Horisberger, L. K. von Segesser, and P. Ruchat
Establishing an association between a peri-operative perfusion score system (PerfSCORE) and post-operative patient morbidity/mortality during CPB cardiac surgery
Perfusion,
September 1, 2007;
22(5):
311 - 316.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
A. S. Adabag, T. Rector, S. Mithani, J. Harmala, H. B. Ward, R. F. Kelly, J. T. Nguyen, E. O. McFalls, and H. E. Bloomfield
Prognostic Significance of Elevated Cardiac Troponin I After Heart Surgery
Ann. Thorac. Surg.,
May 1, 2007;
83(5):
1744 - 1750.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. Nilsson, L. Algotsson, P. Hoglund, C. Luhrs, and J. Brandt
Comparison of 19 pre-operative risk stratification models in open-heart surgery
Eur. Heart J.,
April 1, 2006;
27(7):
867 - 874.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. Berman, A. Stamler, G. Sahar, G. P. Georghiou, E. Sharoni, R. Brauner, B. Medalion, B. A. Vidne, and A. Kogan
Validation of the 2000 Bernstein-Parsonnet Score Versus the EuroSCORE as a Prognostic Tool in Cardiac Surgery
Ann. Thorac. Surg.,
February 1, 2006;
81(2):
537 - 540.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. E. Rodriguez, J. Baldi, C. F. Pereira, J. Navia, M. R. Alemparte, A. Delacasa, F. Vigo, D. Vogel, W. O'Neill, I. F. Palacios, et al.
Five-Year Follow-Up of the Argentine Randomized Trial of Coronary Angioplasty With Stenting Versus Coronary Bypass Surgery in Patients With Multiple Vessel Disease (ERACI II)
J. Am. Coll. Cardiol.,
August 16, 2005;
46(4):
582 - 588.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J.-Y. Dupuis
Clinical Predictions and Decisions to Perform Cardiac Surgery on High-Risk Patients
Seminars in Cardiothoracic and Vascular Anesthesia,
June 1, 2005;
9(2):
179 - 186.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
S. W Sutton, M. A Duncan, V. A Chase, B. L Hamman, and E. H Cheung
Perfusion-assisted beating heart support with a miniature extracorporeal circuit and leukocyte filtration: a 58-year-old patient with severe COPD
Perfusion,
December 1, 2004;
19(6):
369 - 373.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
R. Hutfless, R. Kazanegra, M. Madani, M. A. Bhalla, A. Tulua-Tata, A. Chen, P. Clopton, C. James, A. Chiu, and A. S. Maisel
Utility of B-type natriuretic peptide in predicting postoperative complications and outcomes in patients undergoing heart surgery
J. Am. Coll. Cardiol.,
May 19, 2004;
43(10):
1873 - 1879.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C. R. Narins, W. Zareba, A. J. Moss, V. J. Marder, P. M. Ridker, R. J. Krone, and E. Lichstein
Relationship Between Intermittent Claudication, Inflammation, Thrombosis, and Recurrent Cardiac Events Among Survivors of Myocardial Infarction
Arch Intern Med,
February 23, 2004;
164(4):
440 - 446.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. M. Davierwala, M. Maganti, and T. M. Yau
Decreasing significance of left ventricular dysfunction and reoperative surgery in predicting coronary artery bypass grafting-associated mortality: A twelve-year study
J. Thorac. Cardiovasc. Surg.,
November 1, 2003;
126(5):
1335 - 1344.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
F. Wang, J.-Y. Dupuis, H. Nathan, and K. Williams
An Analysis of the Association Between Preoperative Renal Dysfunction and Outcome in Cardiac Surgery: Estimated Creatinine Clearance or Plasma Creatinine Level as Measures of Renal Function,*
Chest,
November 1, 2003;
124(5):
1852 - 1862.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. Sedrakyan, K. Gondek, D. Paltiel, and J. A. Elefteriades
Volume Expansion With Albumin Decreases Mortality After Coronary Artery Bypass Graft Surgery
Chest,
June 1, 2003;
123(6):
1853 - 1857.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A Rodriguez, M Rodriguez Alemparte, J Baldi, J Navia, A Delacasa, D Vogel, R Oliveri, C Fernandez Pereira, V Bernardi, W O'Neill, et al.
Coronary stenting versus coronary bypass surgery in patients with multiple vessel disease and significant proximal LAD stenosis: results from the ERACI II study
Heart,
February 1, 2003;
89(2):
184 - 188.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. Pinna Pintor, S. Colangelo, and M. Bobbio
Evolution of case-mix in heart surgery: from mortality risk to complication risk
Eur. J. Cardiothorac. Surg.,
December 1, 2002;
22(6):
927 - 933.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. R. Holmes Jr and B. J. Gersh
And the Answer Is, It Doesn't Much Matter
Circulation,
July 2, 2002;
106(1):
11 - 13.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P.J. de Feyter, P.W. Serruys, F. Unger, R. Beyar, V. de Valk, S. Milo, R. Simon, D. Regensburger, P.A. Crean, E. McGovern, et al.
Bypass Surgery Versus Stenting for the Treatment of Multivessel Disease in Patients With Unstable Angina Compared With Stable Angina
Circulation,
May 21, 2002;
105(20):
2367 - 2372.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. Steuer, P. Blomqvist, F. Granath, B. Rydh, A. Ekbom, U. de Faire, and E. Stahle
Hospital readmission after coronary artery bypass grafting: are women doing worse?
Ann. Thorac. Surg.,
May 1, 2002;
73(5):
1380 - 1386.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E Sokolovic, D Schmidlin, E.R Schmid, M Turina, C Ruef, M Schwenkglenks, and T.D Szucs
Determinants of costs and resource utilization associated with open heart surgery
Eur. Heart J.,
April 1, 2002;
23(7):
574 - 578.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
British Cardiac Society Guidelines and Medical Pra and Royal College of Physicians Clinical Effectiveness
Guideline for the management of patients with acute coronary syndromes without persistent ECG ST segment elevation
Heart,
February 1, 2001;
85(2):
133 - 142.
[Full Text]
|
 |
|

|
 |

|
 |
 
A. Rodriguez, V. Bernardi, J. Navia, J. Baldi, L. Grinfeld, J. Martinez, D. Vogel, R. Grinfeld, A. Delacasa, M. Garrido, et al.
Argentine randomized study: coronary angioplasty with stenting versus coronary bypass surgery in patients with multiple-vessel disease (ERACI II): 30-day and one-year follow-up results
J. Am. Coll. Cardiol.,
January 1, 2001;
37(1):
51 - 58.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
T. A. d'Amato, E. B. Savage, R. J. Wiechmann, T. Sakert, D. H. Benckart, and J. A. Magovern
Reduced incidence of atrial fibrillation with minimally invasive direct coronary artery bypass
Ann. Thorac. Surg.,
December 1, 2000;
70(6):
2013 - 2016.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. F. Szwerc, D. H. Benckart, R. J. Wiechmann, E. B. Savage, G. W. Szydlowski, G. J. Magovern Jr, and J. A. Magovern
Partial versus full sternotomy for aortic valve replacement
Ann. Thorac. Surg.,
December 1, 1999;
68(6):
2209 - 2213.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. T. Engelman, D. H. Adams, J. G. Byrne, S. F. Aranki, J. J. Collins Jr, G. S. Couper, E. N. Allred, L. H. Cohn, and R. J. Rizzo
IMPACT OF BODY MASS INDEX AND ALBUMIN ON MORBIDITY AND MORTALITY AFTER CARDIAC SURGERY
J. Thorac. Cardiovasc. Surg.,
November 1, 1999;
118(5):
866 - 873.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. A. Eagle, R. A. Guyton, R. Davidoff, G. A. Ewy, J. Fonger, T. J. Gardner, J. P. Gott, H. C. Herrmann, R. A. Marlow, W. C. Nugent, et al.
ACC/AHA guidelines for coronary artery bypass graft surgery: A report of the American College of Cardiology/ American Heart Association task force on Practice Guidelines (Committee to revise the 1991 Guidelines for Coronary Artery Bypass Graft Surgery)
J. Am. Coll. Cardiol.,
October 1, 1999;
34(4):
1262 - 1347.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. M. Graham, R. J. Chambers, and R. F. Davies
ANGIOGRAPHIC QUANTIFICATION OF DIFFUSE CORONARY ARTERY DISEASE: RELIABILITY AND PROGNOSTIC VALUE FOR BYPASS OPERATIONS
J. Thorac. Cardiovasc. Surg.,
October 1, 1999;
118(4):
618 - 627.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. Michalopoulos, G. Tzelepis, U. Dafni, and S. Geroulanos
Determinants of Hospital Mortality After Coronary Artery Bypass Grafting
Chest,
June 1, 1999;
115(6):
1598 - 1603.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L. Noyez, D. P.B. Janssen, J. A.M. van Druten, S. H. Skotnicki, and L. K. Lacquet
Coronary bypass surgery: what is changing?: Analysis of 3834 patients undergoing primary isolated myocardial revascularization
Eur. J. Cardiothorac. Surg.,
April 1, 1999;
13(4):
365 - 369.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. P.B. Janssen, L. Noyez, J. A.M. van Druten, S. H. Skotnicki, and L. K. Lacquet
Predictors of neurological morbidity after coronary artery bypass surgery
Eur. J. Cardiothorac. Surg.,
February 1, 1999;
15(2):
166 - 172.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. A. Magovern, D. H. Benckart, R. J. Landreneau, T. Sakert, and G. J. Magovern Jr
Morbidity, cost, and six-month outcome of minimally invasive direct coronary artery bypass grafting
Ann. Thorac. Surg.,
October 1, 1998;
66(4):
1224 - 1229.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
W. E. Boden, R. A. O'Rourke, M. H. Crawford, A. S. Blaustein, P. C. Deedwania, R. G. Zoble, L. F. Wexler, R. E. Kleiger, C. J. Pepine, D. R. Ferry, et al.
Outcomes in Patients with Acute Non-Q-Wave Myocardial Infarction Randomly Assigned to an Invasive as Compared with a Conservative Management Strategy
N. Engl. J. Med.,
June 18, 1998;
338(25):
1785 - 1792.
[Abstract]
[Full Text]
[PDF]
|
 |
|
|