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Updated: Feb 22, 2026

Competing-Risk Nomogram for Predicting Cancer-Specific Survival in Multiple Primary Colorectal Cancer Patients after Surgery
Published on: September 27, 2024
Risk-adjusted regional outcomes in elective medicare colorectal surgery
Donald E Fry1, Susan M Nedza2, Michael Pine3
1MPA Healthcare Solutions, 1 East Wacker Dr., #2850, Chicago, IL, USA; Department of Surgery, Northwestern University Feinberg School of Medicine, Chicago, IL, USA; Department of Surgery, University of New Mexico School of Medicine, Albuquerque, NM, USA.
Background:
Regional differences in utilization of services in healthcare are commonly understood, but risk-adjusted evaluation of outcomes has not been done.
Methods:
Risk-adjusted adverse outcomes (AOs) for elective Medicare colorectal resections were studied for 2012-2014. Risk-adjusted metrics were inpatient deaths, prolonged postoperative length-of-stay, 90-day post-discharge deaths, and 90-day relevant post-discharge readmissions. The nine Census Bureau regions of the U.S. were evaluated by using standard deviations of predicted adverse outcomes to evaluate observed versus expected events.
Results:
Overall AO rate was 24.3% from 86,624 patients in 1497 hospitals. Region 9 (Pacific) had the best outcomes (z-score = -3.06; risk-adjusted AO rate = 22.9%) and Region 1 (New England) the poorest (z-score = +1.86; risk-adjusted AO rate = 25.4%).
Conclusions:
A 4.9 SD difference exists among the best and poorest performing regions in risk-adjusted colorectal surgery outcomes. Alternative Payment Models should consider regional benchmarks as a variable for the evaluation of quality and pricing of episodes of care.
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