Novel Approaches for Dynamic Visualization of Adverse Event Data in Oncology Clinical Trials: A Case Study Using

Shing M Lee1, Weijia Fan1, Aijin Wang1

  • 1Department of Biostatistics, Mailman School of Public Health, Columbia University, New York, NY.

Abstract

Insights

Novel visualization methods enhance clinical trial adverse event (AE) analysis. These dynamic graphics offer a clearer understanding of treatment toxicity profiles compared to traditional tables.

Area of Science:

  • Oncology
  • Clinical Trials
  • Data Visualization

Background:

  • Clinical trial adverse event (AE) data are complex and high-dimensional, particularly for novel targeted agents and immunotherapies.
  • Standard AE analysis methods are often tabular and fail to capture the nuances of toxicity.
  • Novel dynamic and data visualization methods are needed for comprehensive toxicity assessment.

Purpose of the Study:

  • To develop and apply novel visualization methods for analyzing complex clinical trial adverse event (AE) data.
  • To enable a more comprehensive assessment of treatment toxicity profiles.
  • To improve the reporting of rare AE events.

Main Methods:

  • Developed circular plots for maximal-grade AEs by system organ classes (SOCs).
  • Developed butterfly plots for AE severity by AE term.
  • Applied these visualization methods to a randomized phase III trial (S1400I) comparing nivolumab with nivolumab plus ipilimumab in stage IV squamous non-small-cell lung cancer.

Main Results:

  • Visualizations revealed higher rates of grade 3+ AEs in the nivolumab plus ipilimumab arm for musculoskeletal, skin, vascular, and cardiac SOCs.
  • Identified higher prevalence of moderate gastrointestinal and endocrine toxicities with combined therapy.
  • Showed discordant types of cardiac and neurologic toxicities despite similar overall rates.

Conclusions:

  • Proposed graphical approaches enable more comprehensive and intuitive evaluation of toxicity types by treatment groups.
  • These methods offer advantages over traditional tabular and descriptive reporting.
  • Enhanced understanding of treatment-related toxicities in cancer clinical trials.

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