Machine Learning Predicts Oxaliplatin Benefit in Early Colon Cancer.


Journal

Journal of clinical oncology : official journal of the American Society of Clinical Oncology
ISSN: 1527-7755
Titre abrégé: J Clin Oncol
Pays: United States
ID NLM: 8309333

Informations de publication

Date de publication:
05 Feb 2024
Historique:
medline: 5 2 2024
pubmed: 5 2 2024
entrez: 5 2 2024
Statut: aheadofprint

Résumé

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. 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 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]; 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.

Identifiants

pubmed: 38315963
doi: 10.1200/JCO.23.01080
doi:

Banques de données

ClinicalTrials.gov
['NCT00096278', 'NCT00004931']

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

JCO2301080

Auteurs

Lujia Chen (L)

Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA.

Ying Wang (Y)

NSABP/NRG Oncology, Pittsburgh, PA.

Chunhui Cai (C)

Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA.

Ying Ding (Y)

NRG Oncology Statistics and Data Management Center, Pittsburgh, PA.
Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA.

Rim S Kim (RS)

NSABP/NRG Oncology, Pittsburgh, PA.
AstraZeneca, Oncology Translational Medicine, Gaithersburg, MD.

Corey Lipchik (C)

NSABP/NRG Oncology, Pittsburgh, PA.

Patrick G Gavin (PG)

NSABP/NRG Oncology, Pittsburgh, PA.
AstraZeneca Respiratory and Immunology, Gaithersburg, MD.

Greg Yothers (G)

NRG Oncology Statistics and Data Management Center, Pittsburgh, PA.
Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA.

Carmen J Allegra (CJ)

Department of Medicine, University of Florida Health, Gainesville, FL.

Nicholas J Petrelli (NJ)

Helen F. Graham Cancer Center and Research Institute at Christiana Care, Newark, DE.

Jennifer Marie Suga (JM)

Kaiser Permanente Oncology Clinical Trials, KP NCI Community Oncology Research Program (NCORP), Vallejo, CA.

Judith O Hopkins (JO)

Novant Health Forsyth Medical Cancer Institute/Southeast Clinical Oncology Research NCORP, Kernersville, NC.

Naoyuki G Saito (NG)

Melvin and Bren Simon Cancer Center, Indiana University School of Medicine, Indianapolis, IN.

Terry Evans (T)

UPMC Hillman Cancer Center, Pittsburgh, PA.

Srinivas Jujjavarapu (S)

Illinois CancerCare, P.C./Heartland Cancer Research NCORP, Peoria, IL.

Norman Wolmark (N)

NSABP/NRG Oncology, Pittsburgh, PA.
UPMC Hillman Cancer Center, Pittsburgh, PA.
UPMC Hillman Cancer Center, University of Pittsburgh School of Medicine, Pittsburgh, PA.

Peter C Lucas (PC)

NSABP/NRG Oncology, Pittsburgh, PA.
UPMC Hillman Cancer Center, Pittsburgh, PA.
UPMC Hillman Cancer Center, University of Pittsburgh School of Medicine, Pittsburgh, PA.

Soonmyung Paik (S)

NSABP/NRG Oncology, Pittsburgh, PA.
Yonsei University College of Medicine, Yonsei Biomedical Research Institute, Seoul, Republic of South Korea.

Min Sun (M)

UPMC Hillman Cancer Center, Pittsburgh, PA.
UPMC Hillman Cancer Center, University of Pittsburgh School of Medicine, Pittsburgh, PA.
DeepRx Inc, Pittsburgh, PA.

Katherine L Pogue-Geile (KL)

NSABP/NRG Oncology, Pittsburgh, PA.

Xinghua Lu (X)

Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA.
DeepRx Inc, Pittsburgh, PA.

Classifications MeSH