Machine Learning Predicts Oxaliplatin Benefit in Early Colon Cancer

J Clin Oncol. 2024 May 1;42(13):1520-1530. doi: 10.1200/JCO.23.01080. Epub 2024 Feb 5.

Abstract

Purpose: A combination of fluorouracil, leucovorin, and oxaliplatin (FOLFOX) is the standard for adjuvant therapy of resected early-stage colon cancer (CC). Oxaliplatin leads to lasting and disabling neurotoxicity. Reserving the regimen for patients who benefit from oxaliplatin would maximize efficacy and minimize unnecessary adverse side effects.

Methods: We trained a new machine learning model, referred to as the colon oxaliplatin signature (COLOXIS) model, for predicting response to oxaliplatin-containing regimens. We examined whether COLOXIS was predictive of oxaliplatin benefits in the CC adjuvant setting among 1,065 patients treated with 5-fluorouracil plus leucovorin (FULV; n = 421) or FULV + oxaliplatin (FOLFOX; n = 644) from NSABP C-07 and C-08 phase III trials. The COLOXIS model dichotomizes patients into COLOXIS+ (oxaliplatin responder) and COLOXIS- (nonresponder) groups. Eight-year recurrence-free survival was used to evaluate oxaliplatin benefits within each of the groups, and the predictive value of the COLOXIS model was assessed using the P value associated with the interaction term (int P) between the model prediction and the treatment effect.

Results: Among 1,065 patients, 526 were predicted as COLOXIS+ and 539 as COLOXIS-. The COLOXIS+ prediction was associated with prognosis for FULV-treated patients (hazard ratio [HR], 1.52 [95% CI, 1.07 to 2.15]; P = .017). The model was predictive of oxaliplatin benefits: COLOXIS+ patients benefited from oxaliplatin (HR, 0.65 [95% CI, 0.48 to 0.89]; P = .0065; int P = .03), but COLOXIS- patients did not (COLOXIS- HR, 1.08 [95% CI, 0.77 to 1.52]; P = .65).

Conclusion: The COLOXIS model is predictive of oxaliplatin benefits in the CC adjuvant setting. The results provide evidence supporting a change in CC adjuvant therapy: reserve oxaliplatin only for COLOXIS+ patients, but further investigation is warranted.

Trial registration: ClinicalTrials.gov NCT00096278 NCT00004931.

Publication types

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

MeSH terms

  • Adult
  • Aged
  • Antineoplastic Combined Chemotherapy Protocols* / therapeutic use
  • Chemotherapy, Adjuvant
  • Clinical Trials, Phase III as Topic
  • Colonic Neoplasms* / drug therapy
  • Colonic Neoplasms* / mortality
  • Colonic Neoplasms* / pathology
  • Female
  • Fluorouracil* / administration & dosage
  • Fluorouracil* / therapeutic use
  • Humans
  • Leucovorin* / administration & dosage
  • Leucovorin* / therapeutic use
  • Machine Learning*
  • Male
  • Middle Aged
  • Neoplasm Staging
  • Organoplatinum Compounds / administration & dosage
  • Organoplatinum Compounds / therapeutic use
  • Oxaliplatin* / administration & dosage
  • Oxaliplatin* / therapeutic use

Substances

  • Oxaliplatin
  • Fluorouracil
  • Leucovorin
  • Organoplatinum Compounds

Supplementary concepts

  • Folfox protocol

Associated data

  • ClinicalTrials.gov/NCT00096278
  • ClinicalTrials.gov/NCT00004931