TY - JOUR
T1 - Cardiopulmonary bypass parameters improve the prediction of 30-day mortality following cardiac surgery
AU - Newland, Richard F.
AU - Baker, Robert A.
AU - Australian and New Zealand Collaborative Perfusion Registry
AU - Anderson, James
AU - McEgan, Robin
AU - Mennen, Mark
AU - Underwood, Jessica
AU - Saad, Wendy
AU - Carr, Nicholas
AU - Byrne, Joshua
AU - Ottens, Jane
AU - Sanderson, Andrew
AU - McMillan, James
AU - McDonald, Michael
AU - Gavande, Smita
AU - Angus-Anagnostou, Kyriakos
AU - Garfield, Kamala
AU - Perafan, Vanessa
AU - Sgammotta, Emerson
AU - Galaeti, Sreenivasulu
AU - Valiyapurayil, Vijaykumar
AU - Giovinazzo, Gil
AU - Wells, Adam
AU - Kapoor, Ravi
AU - Carpenter, Rowan
AU - Farrar, Kuljeet
AU - Mazzone, Annette
AU - Romanowicz, Roy
AU - Howard, Aidan Singh
AU - Betts, Jessica
AU - Bean, Misty
AU - Clark, Jude
AU - Evans, Taryn
AU - Ibbott, Nathan
AU - Merry, Alan
AU - Morris, Kathrine
AU - van Uden, Rachael
AU - Zahidani, Shuja
AU - Chase, Jill
AU - van Wijk, Luise
AU - Birchler, Daryl
AU - Peterson, Alex
AU - Blackie, Danielle
AU - Greaves, Mark
AU - Hick, Thomas
AU - Holder, James
AU - Solanki, Hina
AU - Jabur, Ghaz
AU - Riddell, Cynthia
AU - Hand, Camilla
AU - Rawlings, Kate
AU - Dobier, Maddison
AU - Fenton, Carmel
AU - Carr, Nick
AU - Huang, YiYi
AU - Bizzell, Samantha
AU - Prince, Stuart
AU - Vincent, Viji
AU - Wright, Brian
AU - Agbulos, Grace
AU - Kim, Orison
AU - Brouwer, Monique
AU - Steel, Rona
AU - Miraziz, Ray
AU - Klineberg, Peter
AU - Field, Jeremy
PY - 2024/4
Y1 - 2024/4
N2 - Currently 30-day mortality is commonly used as a quality indicator for cardiac surgery; however, prediction models have not included the role of cardiopulmonary bypass (CPB). We hypothesized that reproducing currently utilised prediction model methods of 30-day mortality using the Australian and New Zealand Collaborative Perfusion Registry (ANZCPR) would identify relevant CPB predictors. Nine centers in Australia and New Zealand collected data using the ANZCPR between 2011–2020. CPB parameter selection was determined by evaluating association with 30-day mortality. Data were divided into model creation (n = 15,073) and validation sets (n = 15,072). Bootstrap sampling and automated variable selection methods were used to develop candidate models. The final model was selected using prediction mean square error and Bayesian Information Criteria. The average receiver operating characteristic (ROC), p-value for Hosmer—Lemeshow chi-squared test and MSE were obtained from multifold validation. In total, 30,145 patients were included, of which 735 (2.4%) died within 30 day of surgery. The area under the ROC curve for the model including CPB parameters was significantly greater than preoperative risk factors only (0.829 vs 0.783, p < 0.001). CPB parameters included in the predictive model were CPB time, red blood cell transfusion, mean arterial pressure <50 mmHg, minimum oxygen delivery, cardiac index <1.6 L/min/m2. CPB parameters improve the prediction of 30-day mortality. Randomised trials designed to evaluate modifiable CPB parameters will determine their impact on mortality.
AB - Currently 30-day mortality is commonly used as a quality indicator for cardiac surgery; however, prediction models have not included the role of cardiopulmonary bypass (CPB). We hypothesized that reproducing currently utilised prediction model methods of 30-day mortality using the Australian and New Zealand Collaborative Perfusion Registry (ANZCPR) would identify relevant CPB predictors. Nine centers in Australia and New Zealand collected data using the ANZCPR between 2011–2020. CPB parameter selection was determined by evaluating association with 30-day mortality. Data were divided into model creation (n = 15,073) and validation sets (n = 15,072). Bootstrap sampling and automated variable selection methods were used to develop candidate models. The final model was selected using prediction mean square error and Bayesian Information Criteria. The average receiver operating characteristic (ROC), p-value for Hosmer—Lemeshow chi-squared test and MSE were obtained from multifold validation. In total, 30,145 patients were included, of which 735 (2.4%) died within 30 day of surgery. The area under the ROC curve for the model including CPB parameters was significantly greater than preoperative risk factors only (0.829 vs 0.783, p < 0.001). CPB parameters included in the predictive model were CPB time, red blood cell transfusion, mean arterial pressure <50 mmHg, minimum oxygen delivery, cardiac index <1.6 L/min/m2. CPB parameters improve the prediction of 30-day mortality. Randomised trials designed to evaluate modifiable CPB parameters will determine their impact on mortality.
KW - cardiac surgery
KW - cardiopulmonary bypass
KW - mortality
KW - risk prediction
UR - http://www.scopus.com/inward/record.url?scp=85145451305&partnerID=8YFLogxK
U2 - 10.1177/02676591221146505
DO - 10.1177/02676591221146505
M3 - Article
C2 - 36547056
AN - SCOPUS:85145451305
SN - 0267-6591
VL - 39
SP - 479
EP - 488
JO - Perfusion (United Kingdom)
JF - Perfusion (United Kingdom)
IS - 3
ER -