Skip to main content

Main menu

  • Home
  • Content
    • Current issue
    • Past issues
    • Collections
  • About
    • General information
    • Staff
    • Editorial board
    • Open access
    • Contact
  • CMAJ JOURNALS
    • CMAJ
    • CJS
    • JAMC
    • JPN

User menu

Search

  • Advanced search
CMAJ Open
  • CMAJ JOURNALS
    • CMAJ
    • CJS
    • JAMC
    • JPN
CMAJ Open

Advanced Search

  • Home
  • Content
    • Current issue
    • Past issues
    • Collections
  • About
    • General information
    • Staff
    • Editorial board
    • Open access
    • Contact
  • RSS feeds
Research
Open Access

Derivation and validation of a clinical risk score to predict death among patients awaiting cardiac surgery in Ontario, Canada: a population-based study

Louise Y. Sun, Harindra C. Wijeysundera, Douglas S. Lee, Sean van Diepen, Marc Ruel, Anan Bader Eddeen and Thierry G. Mesana
March 08, 2022 10 (1) E173-E182; DOI: https://doi.org/10.9778/cmajo.20210031
Louise Y. Sun
Division of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; ICES (Sun, Wijeysundera, Lee, Eddeen); Schulich Heart Program (Wijeysundera), Sunnybrook Health Sciences Centre; Division of Cardiology (Wijeysundera), Department of Medicine, University of Toronto; Institute of Health Policy, Management and Evaluation (Wijeysundera), University of Toronto; Peter Munk Cardiac Centre (Lee), University Health Network, University of Toronto, Toronto, Ont.; Department of Critical Care Medicine (van Diepen), University of Alberta; Division of Cardiology (van Diepen), Department of Medicine, University of Alberta, Edmonton, Alta.; Division of Cardiac Surgery (Ruel, Mesana), University of Ottawa Heart Institute, Ottawa, Ont.
MD SM
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Harindra C. Wijeysundera
Division of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; ICES (Sun, Wijeysundera, Lee, Eddeen); Schulich Heart Program (Wijeysundera), Sunnybrook Health Sciences Centre; Division of Cardiology (Wijeysundera), Department of Medicine, University of Toronto; Institute of Health Policy, Management and Evaluation (Wijeysundera), University of Toronto; Peter Munk Cardiac Centre (Lee), University Health Network, University of Toronto, Toronto, Ont.; Department of Critical Care Medicine (van Diepen), University of Alberta; Division of Cardiology (van Diepen), Department of Medicine, University of Alberta, Edmonton, Alta.; Division of Cardiac Surgery (Ruel, Mesana), University of Ottawa Heart Institute, Ottawa, Ont.
MD PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Douglas S. Lee
Division of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; ICES (Sun, Wijeysundera, Lee, Eddeen); Schulich Heart Program (Wijeysundera), Sunnybrook Health Sciences Centre; Division of Cardiology (Wijeysundera), Department of Medicine, University of Toronto; Institute of Health Policy, Management and Evaluation (Wijeysundera), University of Toronto; Peter Munk Cardiac Centre (Lee), University Health Network, University of Toronto, Toronto, Ont.; Department of Critical Care Medicine (van Diepen), University of Alberta; Division of Cardiology (van Diepen), Department of Medicine, University of Alberta, Edmonton, Alta.; Division of Cardiac Surgery (Ruel, Mesana), University of Ottawa Heart Institute, Ottawa, Ont.
MD PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Sean van Diepen
Division of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; ICES (Sun, Wijeysundera, Lee, Eddeen); Schulich Heart Program (Wijeysundera), Sunnybrook Health Sciences Centre; Division of Cardiology (Wijeysundera), Department of Medicine, University of Toronto; Institute of Health Policy, Management and Evaluation (Wijeysundera), University of Toronto; Peter Munk Cardiac Centre (Lee), University Health Network, University of Toronto, Toronto, Ont.; Department of Critical Care Medicine (van Diepen), University of Alberta; Division of Cardiology (van Diepen), Department of Medicine, University of Alberta, Edmonton, Alta.; Division of Cardiac Surgery (Ruel, Mesana), University of Ottawa Heart Institute, Ottawa, Ont.
MD MSc
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Marc Ruel
Division of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; ICES (Sun, Wijeysundera, Lee, Eddeen); Schulich Heart Program (Wijeysundera), Sunnybrook Health Sciences Centre; Division of Cardiology (Wijeysundera), Department of Medicine, University of Toronto; Institute of Health Policy, Management and Evaluation (Wijeysundera), University of Toronto; Peter Munk Cardiac Centre (Lee), University Health Network, University of Toronto, Toronto, Ont.; Department of Critical Care Medicine (van Diepen), University of Alberta; Division of Cardiology (van Diepen), Department of Medicine, University of Alberta, Edmonton, Alta.; Division of Cardiac Surgery (Ruel, Mesana), University of Ottawa Heart Institute, Ottawa, Ont.
MD MPH
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Anan Bader Eddeen
Division of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; ICES (Sun, Wijeysundera, Lee, Eddeen); Schulich Heart Program (Wijeysundera), Sunnybrook Health Sciences Centre; Division of Cardiology (Wijeysundera), Department of Medicine, University of Toronto; Institute of Health Policy, Management and Evaluation (Wijeysundera), University of Toronto; Peter Munk Cardiac Centre (Lee), University Health Network, University of Toronto, Toronto, Ont.; Department of Critical Care Medicine (van Diepen), University of Alberta; Division of Cardiology (van Diepen), Department of Medicine, University of Alberta, Edmonton, Alta.; Division of Cardiac Surgery (Ruel, Mesana), University of Ottawa Heart Institute, Ottawa, Ont.
MSc
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Thierry G. Mesana
Division of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; ICES (Sun, Wijeysundera, Lee, Eddeen); Schulich Heart Program (Wijeysundera), Sunnybrook Health Sciences Centre; Division of Cardiology (Wijeysundera), Department of Medicine, University of Toronto; Institute of Health Policy, Management and Evaluation (Wijeysundera), University of Toronto; Peter Munk Cardiac Centre (Lee), University Health Network, University of Toronto, Toronto, Ont.; Department of Critical Care Medicine (van Diepen), University of Alberta; Division of Cardiology (van Diepen), Department of Medicine, University of Alberta, Edmonton, Alta.; Division of Cardiac Surgery (Ruel, Mesana), University of Ottawa Heart Institute, Ottawa, Ont.
MD PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Article
  • Figures & Tables
  • Related Content
  • Responses
  • Metrics
  • PDF
Loading

Article Figures & Tables

Figures

  • Tables
  • Figure 1:
    • Download figure
    • Open in new tab
    • Download powerpoint
    Figure 1:

    (A) Calibration plot of observed versus expected rate of waitlist mortality according to decile of expected rate. (B) Observed versus expected rate of waitlist mortality by type of cardiac surgery. Error bars indicate 95% confidence intervals, obtained through 200 bootstraps. Note: CABG = coronary artery bypass grafting.

  • Figure 2:
    • Download figure
    • Open in new tab
    • Download powerpoint
    Figure 2:

    Receiver-operating characteristic curve of the CardiOttawa Waitlist Mortality Score.

Tables

  • Figures
    • View popup
    Table 1:

    Baseline and operative characteristics of patients awaiting isolated CABG, valvular surgery, combined CABG and valvular surgery, or surgery on the thoracic aorta in Ontario, Oct. 1, 2008, to Sept. 30, 2019, by mortality status

    CharacteristicNo. (%) of patients*p value
    Died
    n = 269
    Did not die
    n = 111 997
    Baseline
    Demographic
    Age, mean ± SD, yr70.3 ± 11.066.4 ± 10.9< 0.001
    Age, median (IQR), yr71 (64–79)67 (59–74)
    Female sex80 (29.7)28 574 (25.5)0.1
    Body mass index, mean ± SD28.1 ± 5.728.8 ± 5.5
    Body mass index, median (IQR)27 (24–31)28 (25–32)0.02
    Rural residence42 (15.6)17 181 (15.3)0.9
    Hospital type0.8
     Community76 (28.2)30 932 (27.6)
     Teaching193 (71.7)81 065 (72.4)
    Comorbidities
    Hypertension233 (86.6)94 413 (84.3)0.3
    Atrial fibrillation54 (20.1)19 898 (17.8)0.3
    Recent myocardial infarction81 (30.1)27 295 (24.4)0.03
    CCS grading of angina pectoris (41)< 0.001
     085 (31.6)27 555 (24.6)
     125 (9.3)10 812 (9.7)
     233 (12.3)18 198 (16.2)
     329 (10.8)16 158 (14.4)
     412 (4.5)3865 (3.5)
     Low-risk acute coronary syndrome28 (10.4)16 632 (14.9)
     Intermediate-risk acute coronary syndrome35 (13.0)14 477 (12.9)
     High-risk acute coronary syndrome22 (8.2)4300 (3.8)
    Left main coronary artery or left main coronary artery equivalent disease105 (39.0)46 651 (41.7)0.3
    Proximal left anterior descending coronary artery disease97 (36.1)43 483 (38.8)0.4
    Previous percutaneous coronary intervention28 (10.4)12 393 (11.1)0.7
    Left ventricular ejection fraction, %< 0.001
     ≥ 50135 (50.2)78 679 (70.3)
     35–4977 (28.6)22 667 (20.2)
     20–3447 (17.5)8989 (8.0)
     < 2010 (3.7)1662 (1.5)
    NYHA functional classification (42)< 0.001
     1147 (54.6)75 515 (67.4)
     257 (21.2)17 821 (15.9)
     351 (19.0)15 241 (13.6)
     414 (5.2)3420 (3.1)
    Heart failure145 (53.9)30 217 (27.0)< 0.001
    Moderate to severe mitral regurgitation38 (14.1)9830 (8.8)0.002
    Moderate to severe aortic regurgitation15 (5.6)3567 (3.2)0.03
    Severe aortic stenosis109 (40.5)26 192 (23.4)< 0.001
    Endocarditis0.02
     None260 (96.7)110 207 (98.4)
     Acute4–8†1260–1264†
     Subacute1–5†526–530†
    Cerebrovascular disease41 (15.2)11 407 (10.2)0.006
    Peripheral arterial disease61 (22.7)15 895 (14.2)< 0.001
    Smoking status0.3
     Never121 (45.0)52 427 (46.8)
     Current60 (22.3)21 085 (18.8)
     Former88 (32.7)38 485 (34.4)
    Chronic obstructive pulmonary disease100 (37.2)26 035 (23.2)
    Diabetes135 (50.2)47 032 (42.0)0.007
    Dyslipidemia168 (62.5)74 354 (66.4)0.2
    Glomerular filtration rate, mean ± SD, mL/min per 1.73 m269.4 ± 33.985.1 ± 34.8< 0.001
    Glomerular filtration rate, median (IQR), mL/min per 1.73 m264 (47–88)81 (61–105)< 0.001
    Dialysis34 (12.6)3093 (2.8)< 0.001
    Anemia37 (13.8)9304 (8.3)0.001
    Liver disease9 (3.3)1551 (1.4)0.006
    Alcohol abuse7 (2.6)1500 (1.3)0.07
    Dementia6 (2.2)1475 (1.3)0.2
    Depression7 (2.6)1425 (1.3)0.05
    Psychosis1–5†212–216†< 0.001
    Primary cancer17 (6.3)5611 (5.0)0.3
    Metastatic cancer0 (0.0)578 (0.5)0.2
    Operative
    Surgery type< 0.001
     Isolated CABG118 (43.9)72 248 (64.5)
     Valvular81 (30.1)24 380 (21.8)
     CABG + valvular63 (23.4)11 983 (10.7)
     Thoracic aorta7 (2.6)3386 (3.0)
    Redo sternotomy19 (7.1)3315 (3.0)< 0.001
    Cardiogenic shock1–5†218–222†0.04
    Operative priority< 0.001
     Unknown67 (24.9)13 004 (11.6)
     Emergent18 (6.7)3460 (3.1)
     Urgent90 (33.5)31 244 (27.9)
     Semiurgent41 (15.2)25 799 (23.0)
     Elective53 (19.7)38 490 (34.4)
    Recommend maximum wait time, mean ± SD, d23.3 ± 27.834.9 ± 31.3< 0.001
    Recommend maximum wait time, median (IQR), d14 (3–35)22 (13–56)
    Adherence to recommended wait time124 (46.1)74 809 (66.8)< 0.001
    • Note: CABG = coronary artery bypass grafting, CCS = Canadian Cardiovascular Society, IQR = interquartile range, NYHA = New York Heart Association, SD = standard deviation.

    • ↵* Except where noted otherwise.

    • ↵† Numbers suppressed because of small cells to avoid back-calculation.

    • View popup
    Table 2:

    Multivariable predictors of death while awaiting surgery

    VariableModel β-coefficientOR (95% CI)Wald χ2
    Demographic characteristics
    Age0.03251.03 (1.02–1.05)27.0617
    Female sex0.03841.04 (0.79–1.36)0.0774
    Comorbidities
    CCS grading of angina pectoris (41)
     0ReferenceReferenceReference
     1−0.07930.92 (0.59–1.46)0.1159
     2−0.05370.95 (0.61–1.47)0.0582
     3−0.08420.92 (0.58–1.46)0.1280
     40.39331.48 (0.78–2.82)1.4389
     Low-risk acute coronary syndrome−0.18120.83 (0.51–1.35)0.5365
     Intermediate-risk acute coronary syndrome0.07921.08 (0.66–1.77)0.1002
     High-risk acute coronary syndrome0.41671.52 (0.74–3.11)1.2934
    Left main coronary artery or left main coronary artery equivalent disease0.24521.28 (0.98–1.76)2.2699
    Left ventricular ejection fraction, %
     ≥ 50ReferenceReferenceReference
     35–490.69262.00 (1.49–2.69)20.9352
     20–350.91472.50 (1.72–3.62)23.2995
     < 201.00862.74 (1.39–5.43)8.3881
    Heart failure0.55461.74 (1.31–2.31)14.8925
    Atrial fibrillation−0.55020.58 (0.42–0.79)11.6325
    Dialysis1.31673.73 (2.56–5.44)47.0533
    Psychosis1.68785.41 (1.70–17.19)8.1826
    Operative characteristics
    Surgery type
     Isolated CABGReferenceReferenceReference
     Valvular0.74322.10 (1.33–3.32)10.1776
     CABG + valvular0.83962.32 (1.58–3.40)18.2858
     Thoracic aorta0.02131.02 (0.42–2.49)0.0022
    Operative priority
     Unknown0.79402.21 (1.42–3.45)12.2517
     Emergent0.30141.35 (0.60–3.04)0.5335
     Urgent−0.00960.99 (0.65–1.50)0.0021
     Semiurgent−0.03910.96 (0.62–1.49)0.0309
     ElectiveReferenceReferenceReference
    • Note: CABG = coronary artery bypass grafting, CCS = Canadian Cardiovascular Society, CI = confidence interval, OR = odds ratio.

PreviousNext
Back to top

In this issue

CMAJ Open: 10 (1)
Vol. 10, Issue 1
1 Jan 2022
  • Table of Contents
  • Index by author

Article tools

Respond to this article
Print
Download PDF
Article Alerts
To sign up for email alerts or to access your current email alerts, enter your email address below:
Email Article

Thank you for your interest in spreading the word on CMAJ Open.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
Derivation and validation of a clinical risk score to predict death among patients awaiting cardiac surgery in Ontario, Canada: a population-based study
(Your Name) has sent you a message from CMAJ Open
(Your Name) thought you would like to see the CMAJ Open web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Citation Tools
Derivation and validation of a clinical risk score to predict death among patients awaiting cardiac surgery in Ontario, Canada: a population-based study
Louise Y. Sun, Harindra C. Wijeysundera, Douglas S. Lee, Sean van Diepen, Marc Ruel, Anan Bader Eddeen, Thierry G. Mesana
Jan 2022, 10 (1) E173-E182; DOI: 10.9778/cmajo.20210031

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
Share
Derivation and validation of a clinical risk score to predict death among patients awaiting cardiac surgery in Ontario, Canada: a population-based study
Louise Y. Sun, Harindra C. Wijeysundera, Douglas S. Lee, Sean van Diepen, Marc Ruel, Anan Bader Eddeen, Thierry G. Mesana
Jan 2022, 10 (1) E173-E182; DOI: 10.9778/cmajo.20210031
Twitter logo Facebook logo Mendeley logo
  • Tweet Widget
  • Facebook Like

Related Articles

  • PubMed
  • Google Scholar

Cited By...

  • No citing articles found.
  • Google Scholar

Similar Articles

Collections

  • Clinical
    • Cardiovascular Medicine
      • Other cardiovascular medicine
  • Nonclinical
    • Health Policy
      • Wait Times

Content

  • Current issue
  • Past issues
  • Collections

About

  • General Information
  • Staff
  • Editorial Board
  • Advisory Panel
  • Contact Us
  • Reprints
  • Copyright and Permissions
CMAJ Group

Copyright 2025, CMA Impact Inc. or its licensors. All rights reserved. ISSN 2291-0026

All editorial matter in CMAJ OPEN represents the opinions of the authors and not necessarily those of the Canadian Medical Association or its subsidiaries.

To receive any of these resources in an accessible format, please contact us at CMAJ Group, 500-1410 Blair Towers Place, Ottawa ON, K1J 9B9; p: 1-888-855-2555; e: [email protected].

CMA Civility, Accessibility, Privacy

 

 

Powered by HighWire