Improving the prediction of long-term readmission and mortality using a novel biomarker panel.


Journal

Journal of cardiac surgery
ISSN: 1540-8191
Titre abrégé: J Card Surg
Pays: United States
ID NLM: 8908809

Informations de publication

Date de publication:
Nov 2021
Historique:
revised: 27 07 2021
received: 18 05 2021
accepted: 08 08 2021
pubmed: 3 9 2021
medline: 5 10 2021
entrez: 2 9 2021
Statut: ppublish

Résumé

Several short-term readmission and mortality prediction models have been developed using clinical risk factors or biomarkers among patients undergoing coronary artery bypass graft (CABG) surgery. The use of biomarkers for long-term prediction of readmission and mortality is less well understood. Given the established association of cardiac biomarkers with short-term adverse outcomes, we hypothesized that 5-year prediction of readmission or mortality may be significantly improved using cardiac biomarkers. Plasma biomarkers from 1149 patients discharged alive after isolated CABG surgery from eight medical centers were measured in a cohort from the Northern New England Cardiovascular Disease Study Group between 2004 and 2007. We assessed the added predictive value of a biomarker panel with a clinical model against the clinical model alone and compared the model discrimination using the area under the receiver operating characteristic (AUROC) curves. In our cohort, 461 (40%) patients were readmitted or died within 5 years. Long-term outcomes were predicted by applying the STS ASCERT clinical model with an AUROC of 0.69. The biomarker panel with the clinical model resulted in a significantly improved AUROC of 0.74 (p value <.0001). Across 5 years, the hazard ratio for patients in the second to fifth quintile predicted probabilities from the biomarker augmented STS ASCERT model ranged from 2.2 to 7.9 (p values <.001). We report that a panel of biomarkers significantly improved prediction of long-term readmission or mortality risk following CABG surgery. Our findings suggest biomarkers help clinical care teams better assess the long-term risk of readmission or mortality.

Identifiants

pubmed: 34472654
doi: 10.1111/jocs.15954
pmc: PMC8560027
mid: NIHMS1747813
doi:

Substances chimiques

Biomarkers 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

4213-4223

Subventions

Organisme : NHLBI NIH HHS
ID : R01 HL119664
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR001863
Pays : United States
Organisme : National Heart Lung and Blood Institute (NHLBI)
ID : R01HL119664

Commentaires et corrections

Type : CommentIn
Type : CommentIn

Informations de copyright

© 2021 Wiley Periodicals LLC.

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Auteurs

Jeremiah R Brown (JR)

Department of Epidemiology, Dartmouth Geisel School of Medicine, Hanover, New Hampshire, USA.
Department of Biomedical Data Science, Geisel School of Medicine, Lebanon, New Hampshire, USA.

Devin M Parker (D)

Department of Epidemiology, Dartmouth Geisel School of Medicine, Hanover, New Hampshire, USA.

Meagan E Stabler (ME)

Department of Epidemiology, Dartmouth Geisel School of Medicine, Hanover, New Hampshire, USA.

Marshall L Jacobs (ML)

Division of Pediatric Cardiology, Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.

Jeffrey P Jacobs (JP)

Division of Thoracic and Cardiovascular Surgery, Department of Surgery, University of Florida, Gainesville, Florida, USA.

Allen D Everett (AD)

Division of Cardiac Surgery, Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.

Kevin W Lobdell (KW)

Regional Cardiovascular and Thoracic Quality, Education, and Research, Atrium Health, Charlotte, North Carolina, USA.

Moritz C Wyler von Ballmoos (MC)

Division of Cardiovascular and Thoracic Surgery, Duke University Medical Center, Durham, North Carolina, USA.

Heather Thiessen-Philbrook (H)

Division of Nephrology, Department of Medicine, Johns Hopkins University, Baltimore, Maryland, USA.

Chirag Parikh (C)

Division of Nephrology, Department of Medicine, Johns Hopkins University, Baltimore, Maryland, USA.

Todd Mackenzie (T)

Department of Biomedical Data Science, Geisel School of Medicine, Lebanon, New Hampshire, USA.

Anthony DiScipio (A)

Division of Cardiology, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, USA.

David Malenka (D)

Division of Cardiology, Dartmouth-Hitchcock Medical Center, Lebanon, New Hampshire, USA.

Michael E Matheny (ME)

Department of Biomedical Informatics, Vanderbilt University Medical School, Nashville, Tennessee, USA.

Alexander Turchin (A)

Division of Endocrinology, Diabetes and Hypertension, Harvard Medical School, Boston, Massachusetts, USA.

Donald S Likosky (DS)

Department of Cardiac Surgery, Michigan Medicine, Ann Arbor, Michigan, USA.

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