Value of Real-World Evidence for Treatment Selection: A Case Study in Colon Cancer.


Journal

JCO clinical cancer informatics
ISSN: 2473-4276
Titre abrégé: JCO Clin Cancer Inform
Pays: United States
ID NLM: 101708809

Informations de publication

Date de publication:
May 2024
Historique:
medline: 16 5 2024
pubmed: 16 5 2024
entrez: 16 5 2024
Statut: ppublish

Résumé

Real-world evidence (RWE)-derived from analysis of real-world data (RWD)-has the potential to guide personalized treatment decisions. However, because of potential confounding, generating valid RWE is challenging. This study demonstrates how to responsibly generate RWE for treatment decisions. We validate our approach by demonstrating that we can uncover an existing adjuvant chemotherapy (ACT) guideline for stage II and III colon cancer (CC)-which came about using both data from randomized controlled trials and expert consensus-solely using RWD. Data from the population-based Netherlands Cancer Registry from a total of 27,056 patients with stage II and III CC who underwent curative surgery were analyzed to estimate the overall survival (OS) benefit of ACT. Focusing on 5-year OS, the benefit of ACT was estimated for each patient using G-computation methods by adjusting for patient and tumor characteristics and estimated propensity score. Subsequently, on the basis of these estimates, an ACT decision tree was constructed. The constructed decision tree corresponds to the current Dutch guideline: patients with stage III or stage II with T stage 4 should receive surgery and ACT, whereas patients with stage II with T stage 3 should only receive surgery. Interestingly, we do not find sufficient RWE to conclude against ACT for stage II with T stage 4 and microsatellite instability-high (MSI-H), a recent addition to the current guideline. RWE, if used carefully, can provide a valuable addition to our construction of evidence on clinical decision making and therefore ultimately affect treatment guidelines. Next to validating the ACT decisions advised in the current Dutch guideline, this paper suggests additional attention should be paid to MSI-H in future iterations of the guideline.

Identifiants

pubmed: 38753347
doi: 10.1200/CCI.23.00186
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e2300186

Auteurs

Lingjie Shen (L)

Department of Methodology and Statistics, Tilburg University, Tilburg, the Netherlands.

Anja van Gestel (A)

Department of Clinical Data Science, Netherlands Comprehensive Cancer Organization (IKNL), Utrecht, the Netherlands.

Peter Prinsen (P)

Department of Clinical Data Science, Netherlands Comprehensive Cancer Organization (IKNL), Utrecht, the Netherlands.

Geraldine Vink (G)

Department of Research and Development, Netherlands Comprehensive Cancer Organization (IKNL), Utrecht, the Netherlands.
Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands.

Felice N van Erning (FN)

Department of Research and Development, Netherlands Comprehensive Cancer Organization (IKNL), Utrecht, the Netherlands.
Department of Surgery, Catharina Hospital, Eindhoven, the Netherlands.

Gijs Geleijnse (G)

Department of Clinical Data Science, Netherlands Comprehensive Cancer Organization (IKNL), Utrecht, the Netherlands.

Maurits Kaptein (M)

Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, the Netherlands.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH