AI Article Synopsis

  • The study emulates a randomized clinical trial to assess overall survival in HER2-negative metastatic breast cancer patients receiving either paclitaxel alone or in combination with bevacizumab.
  • Advanced statistical methods were used to analyze data from 5538 patients, ultimately identifying 3211 eligible participants, with results favoring the combination therapy and demonstrating improved precision in estimates.
  • Target trial emulation shows potential for minimizing biases in real-world studies and enhances the ability to evaluate the long-term effects of innovative treatments.

Article Abstract

Background: Real-world data studies usually consider biases related to measured confounders. We emulate a target trial implementing study design principles of randomized trials to observational studies; controlling biases related to selection, especially immortal time; and measured confounders.

Methods: This comprehensive analysis emulating a randomized clinical trial compared overall survival in patients with HER2-negative metastatic breast cancer (MBC), receiving as first-line treatment, either paclitaxel alone or combined to bevacizumab. We used data from 5538 patients extracted from the Epidemiological Strategy and Medical Economics-MBC cohort to emulate a target trial using advanced statistical adjustment techniques including stabilized inverse-probability weighting and G-computation, dealing with missing data with multiple imputation, and performing a quantitative bias analysis for residual bias due to unmeasured confounders.

Results: Emulation led to 3211 eligible patients, and overall survival estimates achieved with advanced statistical methods favored the combination therapy. Real-world effect sizes were close to that assessed in the existing E2100 randomized clinical trial (hazard ratio = 0.88, P = .16), but the increased sample size allowed to achieve a higher level of precision in real-world estimates (ie, reduced confidence intervals). Quantitative bias analysis confirmed the robustness of the results with respect to potential unmeasured confounding.

Conclusion: Target trial emulation with advanced statistical adjustment techniques is a promising approach to investigate long-term impact of innovative therapies in the French Epidemiological Strategy and Medical Economics-MBC cohort while minimizing biases and provides opportunities for comparative efficacy through the synthetic control arms provided.

Database Registration: clinicaltrials.gov Identifier NCT03275311.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10407701PMC
http://dx.doi.org/10.1093/jnci/djad092DOI Listing

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