Related Experiment Video
Updated: Feb 8, 2026

Competing-Risk Nomogram for Predicting Cancer-Specific Survival in Multiple Primary Colorectal Cancer Patients after Surgery
Published on: September 27, 2024
Higher Use of Surgery Confers Superior Survival in Stage I Non-Small Cell Lung Cancer
Michael S Mulvihill1, Morgan L Cox2, David C Becerra1
1Department of Surgery, Division of Cardiovascular and Thoracic Surgery, Duke University Medical Center, Durham, North Carolina.
Background:
Lobar resection is the gold standard therapy for medically fit patients with stage I non-small cell lung cancer (NSCLC). However, considerable variability exists in the use of surgical therapy. This study tested the hypothesis that center-based variation in the use of surgical therapy affects survival in NSCLC.
Methods:
We queried the National Cancer Database for patients with stage I NSCLC. Mixed-effects multivariable models were developed to establish the per-center adjusted rate of surgical therapy. Patients were stratified into quartiles based on the treating center's adjusted rate of surgical therapy. Survival was estimated and then tested by using Kaplan-Meier and the log-rank test. Multivariable Cox proportional hazard models were developed to estimate the effect of rate of surgical therapy on overall survival.
Results:
A total of 139,802 patients met the criteria. There was wide variation in the per-center rate of surgical resection in the highest (80.8%) versus lowest (41.4%, p < 0.001) quartile. Across cohorts, patients were similar in age (mean 68.8 years in the highest quartile versus 69.7 in the lowest quartile) and Charlson-Deyo Score of 2 or greater (15.1% in the highest quartile versus 14.4% in the lowest quartile). Five-year survival was higher for patients treated at high-use centers (52.7% versus 36.7%, p < 0.001). After adjustment, an adjusted rate of surgical therapy in the lowest 25th percentile was associated with lower survival (adjusted hazard ratio 1.40, 95% confidence interval: 1.37 to 1.40, p < 0.001).
Conclusions:
Treatment at a center with a higher rate of surgical therapy confers a considerable survival advantage, even after adjustment for hospital volume, surgical approach, and other confounders. Targeted efforts to improve adherence to guidelines about provision of surgical therapy in early-stage NSCLC may represent a meaningful opportunity to improve outcomes.
Related Concept Videos
Cancer Survival Analysis
Survival Curves
The Kaplan-Meier estimator is the most common method for constructing survival curves. This...
Survival Tree
Building a Survival Tree
Constructing a...
Lung Capacity
Introduction To Survival Analysis
The primary goal of survival analysis is to estimate survival time—the time...
Comparing the Survival Analysis of Two or More Groups

