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biomarker clinical trial failure analysis NSCLC oncology

Does biomarker use in oncology improve clinical trial failure risk? A large-scale analysis


Summary

  • Data from clinical trials across four oncology indications (breast cancer, NSCLC, melanoma, and colorectal cancer) from 1998 to 2017 were analyzed to assess drug approval likelihood based on biomarker status.
  • Using multi-state Markov models, which describe stochastic processes, the study compared drug progression through clinical trial phases.
  • Out of over 10,000 trials screened, 745 drugs were included in the analysis. Including biomarker status significantly enhanced the model fit.
  • Markov models indicated that drugs with biomarkers had a nearly fivefold increased likelihood of approval across all indications. Specifically, hazard ratios were 12 for breast cancer, 8 for melanoma, and 7 for NSCLC.
  • This study provides the first systematic statistical evidence that biomarkers enhance clinical trial success rates in oncology, advocating for their early and aggressive use in trials.

Cancer continues to be a major challenge in medicine, as it remains the second leading cause of death in the United States, after heart disease, with a forecasted 1.7 million new cases in 2018. Finding new treatments remains a challenge, as illustrated by drug failures rates during clinical trial testing for non-small cell lung cancer (NSCLC; 89%), metastatic melanoma (83%) non-Hodgkin's lymphoma (92%) and prostate cancer (97%). In the face of this problem, developing anti-cancer agents demands new paradigms.

The addition of prognostic and predictive biomarkers, that predict disease progression and a patient's response to therapy, respectively, have offered promise in tackling the problem of developing new anti-cancer agents. Biomarker benefits potentially include more cost-effective use and diminishing the costs of development through better patient selection. Pioneering biomarker approved therapies include: HER2 in breast cancer, BCR-ABL in chronic myelogenous lymphoma, anaplastic lymphoma receptor tyrosine kinase (ALK) rearrangements in NSCLC, BRAF V600 mutations in melanoma and the absence of RAS mutations in colorectal cancer.

Published studies to date on the potential benefits of biomarkers in oncology have lacked the analytical rigour, despite pointing to some positive trends. In addition, we have argued previously that biomarker use in clinical trial testing can entail new risks. The current strategy of combining new biomarkers that have never before been validated with a new drug may increase the risk of clinical trial failure. In theory, one would be compounding the probability that a new drug will fail to work with the probability that a new biomarker will fail to target appropriate patients for treatment.

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biomarker, clinical trial, failure, analysis, NSCLC, oncology