Innovative estimation of survival using log-normal survival modelling on ACCENT database

Br J Cancer. 2013 Mar 5;108(4):784-90. doi: 10.1038/bjc.2013.34. Epub 2013 Feb 5.

Abstract

Background: The ACCENT database, with individual patient data for 20 898 patients from 18 colon cancer clinical trials, was used to support Food and Drug Administration (FDA) approval of 3-year disease-free survival as a surrogate for 5-year overall survival. We hypothesised substantive differences in survival estimation with log-normal modelling rather than standard Kaplan-Meier or Cox approaches.

Methods: Time to relapse, disease-free survival, and overall survival were estimated using Kaplan-Meier, Cox, and log-normal approaches for male subjects aged 60-65 years, with stage III colon cancer, treated with 5-fluorouracil-based chemotherapy regimens (with 5FU), or with surgery alone (without 5FU).

Results: Absolute differences between Cox and log-normal estimates with (without) 5FU varied by end point. The log-normal model had 5.8 (6.3)% higher estimated 3-year time to relapse than the Cox model; 4.8 (5.1)% higher 3-year disease-free survival; and 3.2 (2.2)% higher 5-year overall survival. Model checking indicated greater data support for the log-normal than the Cox model, with Cox and Kaplan-Meier estimates being more similar. All three model types indicate consistent evidence of treatment benefit on both 3-year disease-free survival and 5-year overall survival; patients allocated to 5FU had 5.0-6.7% higher 3-year disease-free survival and 5.3-6.8% higher 5-year overall survival.

Conclusion: Substantive absolute differences between estimates of 3-year disease-free survival and 5-year overall survival with log-normal and Cox models were large enough to be clinically relevant, and warrant further consideration.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Aged
  • Clinical Trials, Phase III as Topic
  • Colonic Neoplasms / drug therapy
  • Colonic Neoplasms / mortality*
  • Colonic Neoplasms / surgery
  • Combined Modality Therapy
  • Databases as Topic
  • Disease-Free Survival
  • Endpoint Determination
  • Fluorouracil / administration & dosage
  • Humans
  • Kaplan-Meier Estimate
  • Male
  • Middle Aged
  • Models, Statistical*
  • Proportional Hazards Models
  • Randomized Controlled Trials as Topic

Substances

  • Fluorouracil