The estimand framework had implications in time to patient-reported outcomes deterioration analyses in cancer clinical trials

Francesco Cottone, Fabio Efficace, David Cella, Neil K. Aaronson, Johannes M. Giesinger, Jean Baptiste Bachet, Christophe Louvet, Emilie Charton, Gary S. Collins, Amelie Anota*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

3 Scopus citations

Abstract

Objectives: To apply the estimand framework in time to deterioration (TTD) analysis of patient-reported outcomes (PROs), and identify the appropriate statistical methods to deal with intercurrent event (IEs) such as death. Study Design and Setting: Data from phase II randomized trial were used. We estimated TTD using European Organization for Research and Treatment of Cancer Quality of Life Questionnaire-C30 questionnaire with death as the IE, by applying Kaplan–Meier (K.M.) estimator and Cox proportional hazards (PH) model. The Fine–Gray approach was explored, accounting for death as a competing risk. The estimands targeted by the aforementioned methods were defined. Results: We analyzed the data of 64 patients with available questionnaires at baseline. The most notable differences in TTD estimates were observed for deterioration in physical functioning: the hazard ratios were 0.44 [95% CI 0.22–0.90] and 0.62 [95% CI 0.36–1.07] by either ignoring death (31 events) or considering it as deterioration (58 events), respectively (Cox-PH model). When considering death as a competing event (Fine–Gray model), the sub-HRs was 0.51 [95% CI 0.26–1.01]. Conclusion: Depending on the proportion and distribution of deaths occurring before deterioration between arms, the Fine–Gray competing risks model should be considered rather than KM estimator and Cox PH model to reflect the patient's experience of the disease and treatment burden.

Original languageEnglish (US)
Pages (from-to)118-126
Number of pages9
JournalJournal of Clinical Epidemiology
Volume162
DOIs
StatePublished - Oct 2023

Funding

Funding: No funding has been received for this specific work.

Keywords

  • Cancer research
  • Competing risks
  • Estimand framework
  • Intercurrent events
  • Patient-reported outcomes
  • Time to deterioration

ASJC Scopus subject areas

  • Epidemiology

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