Evidence map›Paper›PMID 34810162›Full record

ArticleCMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne2021

Derivation and validation of predictive indices for 30-day mortality after coronary and valvular surgery in Ontario, Canada.

Louise Y Sun, Anna Chu, Derrick Y Tam, Xuesong Wang, Jiming Fang, Peter C Austin, Christopher M Feindel, Garth H Oakes, Vicki Alexopoulos, Natasa Tusevljak and 3 more

Abstract readValidation Study
In one paragraph

Article in CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed.

  1. Trial
  2. Article
  3. Time-varying comparative effectiveness of surgical or percutaneous revascularization on patient-centred outcomes.CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne · 2025
    Article
  4. Article
  5. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Louise Y SunDivision of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute, Ottawa, Ont.; ICES Central (Sun, Chu, Tam, Wang, Fang, Austin, Tusevljak, Lee), Toronto, Ont.; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; Sunnybrook Health Sciences Centre (Tam); University Health Network and Peter Munk Cardiac Centre (Feindel, Ouzounian, Lee); Departments of Cardiac Surgery (Tam, Feindel, Ouzounian), Physical Therapy (Chu), Surgery (Feindel), Cardiology (Lee), University of Toronto, Toronto, Ont.; Institute for Health Policy, Management and Evaluation (Austin), University of Toronto, Toronto, Ont.; CorHealth Ontario (Oakes, Alexopoulos), Toronto, Ont.
Anna ChuDivision of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute, Ottawa, Ont.; ICES Central (Sun, Chu, Tam, Wang, Fang, Austin, Tusevljak, Lee), Toronto, Ont.; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; Sunnybrook Health Sciences Centre (Tam); University Health Network and Peter Munk Cardiac Centre (Feindel, Ouzounian, Lee); Departments of Cardiac Surgery (Tam, Feindel, Ouzounian), Physical Therapy (Chu), Surgery (Feindel), Cardiology (Lee), University of Toronto, Toronto, Ont.; Institute for Health Policy, Management and Evaluation (Austin), University of Toronto, Toronto, Ont.; CorHealth Ontario (Oakes, Alexopoulos), Toronto, Ont.
Derrick Y TamDivision of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute, Ottawa, Ont.; ICES Central (Sun, Chu, Tam, Wang, Fang, Austin, Tusevljak, Lee), Toronto, Ont.; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; Sunnybrook Health Sciences Centre (Tam); University Health Network and Peter Munk Cardiac Centre (Feindel, Ouzounian, Lee); Departments of Cardiac Surgery (Tam, Feindel, Ouzounian), Physical Therapy (Chu), Surgery (Feindel), Cardiology (Lee), University of Toronto, Toronto, Ont.; Institute for Health Policy, Management and Evaluation (Austin), University of Toronto, Toronto, Ont.; CorHealth Ontario (Oakes, Alexopoulos), Toronto, Ont.
Xuesong WangDivision of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute, Ottawa, Ont.; ICES Central (Sun, Chu, Tam, Wang, Fang, Austin, Tusevljak, Lee), Toronto, Ont.; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; Sunnybrook Health Sciences Centre (Tam); University Health Network and Peter Munk Cardiac Centre (Feindel, Ouzounian, Lee); Departments of Cardiac Surgery (Tam, Feindel, Ouzounian), Physical Therapy (Chu), Surgery (Feindel), Cardiology (Lee), University of Toronto, Toronto, Ont.; Institute for Health Policy, Management and Evaluation (Austin), University of Toronto, Toronto, Ont.; CorHealth Ontario (Oakes, Alexopoulos), Toronto, Ont.
Jiming FangDivision of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute, Ottawa, Ont.; ICES Central (Sun, Chu, Tam, Wang, Fang, Austin, Tusevljak, Lee), Toronto, Ont.; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; Sunnybrook Health Sciences Centre (Tam); University Health Network and Peter Munk Cardiac Centre (Feindel, Ouzounian, Lee); Departments of Cardiac Surgery (Tam, Feindel, Ouzounian), Physical Therapy (Chu), Surgery (Feindel), Cardiology (Lee), University of Toronto, Toronto, Ont.; Institute for Health Policy, Management and Evaluation (Austin), University of Toronto, Toronto, Ont.; CorHealth Ontario (Oakes, Alexopoulos), Toronto, Ont.
Peter C AustinDivision of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute, Ottawa, Ont.; ICES Central (Sun, Chu, Tam, Wang, Fang, Austin, Tusevljak, Lee), Toronto, Ont.; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; Sunnybrook Health Sciences Centre (Tam); University Health Network and Peter Munk Cardiac Centre (Feindel, Ouzounian, Lee); Departments of Cardiac Surgery (Tam, Feindel, Ouzounian), Physical Therapy (Chu), Surgery (Feindel), Cardiology (Lee), University of Toronto, Toronto, Ont.; Institute for Health Policy, Management and Evaluation (Austin), University of Toronto, Toronto, Ont.; CorHealth Ontario (Oakes, Alexopoulos), Toronto, Ont.
Christopher M FeindelDivision of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute, Ottawa, Ont.; ICES Central (Sun, Chu, Tam, Wang, Fang, Austin, Tusevljak, Lee), Toronto, Ont.; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; Sunnybrook Health Sciences Centre (Tam); University Health Network and Peter Munk Cardiac Centre (Feindel, Ouzounian, Lee); Departments of Cardiac Surgery (Tam, Feindel, Ouzounian), Physical Therapy (Chu), Surgery (Feindel), Cardiology (Lee), University of Toronto, Toronto, Ont.; Institute for Health Policy, Management and Evaluation (Austin), University of Toronto, Toronto, Ont.; CorHealth Ontario (Oakes, Alexopoulos), Toronto, Ont.
Garth H OakesDivision of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute, Ottawa, Ont.; ICES Central (Sun, Chu, Tam, Wang, Fang, Austin, Tusevljak, Lee), Toronto, Ont.; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; Sunnybrook Health Sciences Centre (Tam); University Health Network and Peter Munk Cardiac Centre (Feindel, Ouzounian, Lee); Departments of Cardiac Surgery (Tam, Feindel, Ouzounian), Physical Therapy (Chu), Surgery (Feindel), Cardiology (Lee), University of Toronto, Toronto, Ont.; Institute for Health Policy, Management and Evaluation (Austin), University of Toronto, Toronto, Ont.; CorHealth Ontario (Oakes, Alexopoulos), Toronto, Ont.
Vicki AlexopoulosDivision of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute, Ottawa, Ont.; ICES Central (Sun, Chu, Tam, Wang, Fang, Austin, Tusevljak, Lee), Toronto, Ont.; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; Sunnybrook Health Sciences Centre (Tam); University Health Network and Peter Munk Cardiac Centre (Feindel, Ouzounian, Lee); Departments of Cardiac Surgery (Tam, Feindel, Ouzounian), Physical Therapy (Chu), Surgery (Feindel), Cardiology (Lee), University of Toronto, Toronto, Ont.; Institute for Health Policy, Management and Evaluation (Austin), University of Toronto, Toronto, Ont.; CorHealth Ontario (Oakes, Alexopoulos), Toronto, Ont.
Natasa TusevljakDivision of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute, Ottawa, Ont.; ICES Central (Sun, Chu, Tam, Wang, Fang, Austin, Tusevljak, Lee), Toronto, Ont.; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; Sunnybrook Health Sciences Centre (Tam); University Health Network and Peter Munk Cardiac Centre (Feindel, Ouzounian, Lee); Departments of Cardiac Surgery (Tam, Feindel, Ouzounian), Physical Therapy (Chu), Surgery (Feindel), Cardiology (Lee), University of Toronto, Toronto, Ont.; Institute for Health Policy, Management and Evaluation (Austin), University of Toronto, Toronto, Ont.; CorHealth Ontario (Oakes, Alexopoulos), Toronto, Ont.
Maral OuzounianDivision of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute, Ottawa, Ont.; ICES Central (Sun, Chu, Tam, Wang, Fang, Austin, Tusevljak, Lee), Toronto, Ont.; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; Sunnybrook Health Sciences Centre (Tam); University Health Network and Peter Munk Cardiac Centre (Feindel, Ouzounian, Lee); Departments of Cardiac Surgery (Tam, Feindel, Ouzounian), Physical Therapy (Chu), Surgery (Feindel), Cardiology (Lee), University of Toronto, Toronto, Ont.; Institute for Health Policy, Management and Evaluation (Austin), University of Toronto, Toronto, Ont.; CorHealth Ontario (Oakes, Alexopoulos), Toronto, Ont.
Douglas S LeeDivision of Cardiac Anesthesiology (Sun), University of Ottawa Heart Institute, Ottawa, Ont.; ICES Central (Sun, Chu, Tam, Wang, Fang, Austin, Tusevljak, Lee), Toronto, Ont.; School of Epidemiology and Public Health (Sun), University of Ottawa, Ottawa, Ont.; Sunnybrook Health Sciences Centre (Tam); University Health Network and Peter Munk Cardiac Centre (Feindel, Ouzounian, Lee); Departments of Cardiac Surgery (Tam, Feindel, Ouzounian), Physical Therapy (Chu), Surgery (Feindel), Cardiology (Lee), University of Toronto, Toronto, Ont.; Institute for Health Policy, Management and Evaluation (Austin), University of Toronto, Toronto, Ont.; CorHealth Ontario (Oakes, Alexopoulos), Toronto, Ont. dlee@ices.on.ca.
CorHealth Ontario Cardiac Surgery Risk Adjustment Task Group

Funding

CIHR FDN 148446
6 · The paper itself

Abstract

backgroundCoronary artery bypass grafting (CABG) and surgical aortic valve replacement (AVR) are the 2 most common cardiac surgery procedures in North America. We derived and externally validated clinical models to estimate the likelihood of death within 30 days of CABG, AVR or combined CABG + AVR.

methodsWe obtained data from the CorHealth Ontario Cardiac Registry and several linked population health administrative databases from Ontario, Canada. We derived multiple logistic regression models from all adult patients who underwent CABG, AVR or combined CABG + AVR from April 2017 to March 2019, and validated them in 2 temporally distinct cohorts (April 2015 to March 2017 and April 2019 to March 2020).

resultsThe derivation cohorts included 13 435 patients who underwent CABG (30-d mortality 1.73%), 1970 patients who underwent AVR (30-d mortality 1.68%) and 1510 patients who underwent combined CABG + AVR (30-d mortality 3.05%). The final models for predicting 30-day mortality included 15 variables for patients undergoing CABG, 5 variables for patients undergoing AVR and 5 variables for patients undergoing combined CABG + AVR. Model discrimination was excellent for the CABG (c-statistic 0.888, optimism-corrected 0.866) AVR (c-statistic 0.850, optimism-corrected 0.762) and CABG + AVR (c-statistic 0.844, optimism-corrected 0.776) models, with similar results in the validation cohorts.

interpretationOur models, leveraging readily available, multidimensional data sources, computed accurate risk-adjusted 30-day mortality rates for CABG, AVR and combined CABG + AVR, with discrimination comparable to more complex American and European models. The ability to accurately predict perioperative mortality rates for these procedures will be valuable for quality improvement initiatives across institutions.

Indexed as

AdultAgedAortic ValveCoronary Artery BypassFemaleHeart Valve Prosthesis ImplantationHumansMaleMiddle AgedOntarioPredictive Value of TestsRegistriesRetrospective Studies

Identifiers

PMID34810162
PMCPMC8608458

What OpenQuestion holds

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LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.