AI Article Synopsis

  • Tumor next-generation sequencing reports offer trial recommendations for patients based on their diagnosis and genomic profile, but require human prescreening for refinement, adding to physician workload.
  • Manual prescreening significantly reduces false positives in trial matches and identifies that trial-specific criteria, like recruiting status, are crucial for accurate trial selection.
  • Improving clinical trial matching by integrating detailed clinical information and trial-specific criteria can ease the strain on physicians and enhance enrollment by reducing inaccurate trial options.

Article Abstract

Purpose: Tumor next-generation sequencing reports typically generate trial recommendations for patients based on their diagnosis and genomic profile. However, these require additional refinement and prescreening, which can add to physician burden. We wanted to use human prescreening efforts to efficiently refine these trial options and also elucidate the high-value parameters that have a major impact on efficient trial matching.

Methods: Clinical trial recommendations were generated based on diagnosis and biomarker criteria using an informatics platform and were further refined by manual prescreening. The refined results were then compared with the initial trial recommendations and the reasons for false-positive matches were evaluated.

Results: Manual prescreening significantly reduced the number of false positives from the informatics generated trial recommendations, as expected. We found that trial-specific criteria, especially recruiting status for individual trial arms, were a high value parameter and led to the largest number of automated false-positive matches.

Conclusion: Reflex clinical trial matching approaches that refine trial recommendations based on the clinical details as well as trial-specific criteria have the potential to help alleviate physician burden for selecting the most appropriate trial for their patient. Investing in publicly available resources that capture the recruiting status of a trial at the cohort or arm level would, therefore, allow us to make meaningful contributions to increase the clinical trial enrollments by eliminating false positives.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8140789PMC
http://dx.doi.org/10.1200/CCI.20.00142DOI Listing

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