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Development and Validation of a Clinical Risk Score for Intensive Care Resource Utilization After Colon Cancer Surgery: a Practical Guide to the Selection of Patients During COVID-19.
- Source :
-
Journal of gastrointestinal surgery : official journal of the Society for Surgery of the Alimentary Tract [J Gastrointest Surg] 2021 Jan; Vol. 25 (1), pp. 252-259. Date of Electronic Publication: 2020 Jun 03. - Publication Year :
- 2021
-
Abstract
- Background: The purpose of this study was to develop and validate a prediction model and clinical risk score for Intensive Care Resource Utilization after colon cancer surgery.<br />Methods: Adult (≥ 18 years old) patients from the 2012 to 2018 ACS-NSQIP colectomy-targeted database who underwent elective colon cancer surgery were identified. A prediction model for 30-day postoperative Intensive Care Resource Utilization was developed and transformed into a clinical risk score based on the regression coefficients. Model performance was assessed using the area under the receiver operating characteristic curve (AUC) and Hosmer-Lemeshow goodness-of-fit test. The model was validated in a separate test set of similar patients.<br />Results: In total, 54,893 patients underwent an elective colon cancer resection, of which 1224 (2.2%) required postoperative Intensive Care Resource Utilization. The final prediction model retained six variables: age (≥ 70; OR 1.90, 95% CI 1.68-2.14), sex (male; OR 1.73, 95% CI 1.54-1.95), American Society of Anesthesiologists score (III/IV; OR 2.52, 95% CI 2.15-2.95), cardiorespiratory disease (yes; OR 2.22, 95% CI 1.94-2.53), functional status (dependent; OR 2.81, 95% CI 2.22-3.56), and operative approach (open surgery; OR 1.70, 95% CI 1.51-1.93). The model demonstrated good discrimination (AUC = 0.73). A clinical risk score was developed, and the risk of requiring postoperative Intensive Care Resource Utilization ranged from 0.03 (0 points) to 19.0% (8 points). The model performed well on test set validation (AUC = 0.73).<br />Conclusion: A prediction model and clinical risk score for postoperative Intensive Care Resource Utilization after colon cancer surgery was developed and validated.
- Subjects :
- Adult
Age Factors
Aged
Clinical Decision Rules
Colonic Neoplasms pathology
Comorbidity
Databases, Factual
Elective Surgical Procedures
Female
Humans
Male
Middle Aged
Neoadjuvant Therapy
Postoperative Complications therapy
Proof of Concept Study
ROC Curve
Reproducibility of Results
Risk Assessment
Risk Factors
SARS-CoV-2
Sex Factors
COVID-19
Colectomy
Colonic Neoplasms surgery
Critical Care statistics & numerical data
Intensive Care Units statistics & numerical data
Patient Selection
Postoperative Complications epidemiology
Subjects
Details
- Language :
- English
- ISSN :
- 1873-4626
- Volume :
- 25
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- Journal of gastrointestinal surgery : official journal of the Society for Surgery of the Alimentary Tract
- Publication Type :
- Academic Journal
- Accession number :
- 32495141
- Full Text :
- https://doi.org/10.1007/s11605-020-04665-9