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Two-Stage Biomarker Protocols for Improving the Precision of Early Detection of Prostate Cancer

Author

Listed:
  • Christine L. Barnett
  • Scott A. Tomlins
  • Daniel J. Underwood
  • John T. Wei
  • Todd M. Morgan
  • James E. Montie
  • Brian T. Denton

Abstract

Background. New cancer biomarkers are being discovered at a rapid pace; however, these tests vary in their predictive performance characteristics, and it is unclear how best to use them. Methods. We investigated 2-stage biomarker-based screening strategies in the context of prostate cancer using a partially observable Markov model to simulate patients’ progression through prostate cancer states to mortality from prostate cancer or other causes. Patients were screened every 2 years from ages 55 to 69. If the patient’s serum prostate-specific antigen (PSA) was over a specified threshold in the first stage, a second stage biomarker test was administered. We evaluated design characteristics for these 2-stage strategies using 7 newly discovered biomarkers as examples. Monte Carlo simulation was used to estimate the number of screening biopsies, prostate cancer deaths, and quality-adjusted life-years (QALYs) per 1000 men. Results. The all-cancer biomarkers significantly underperformed the high-grade cancer biomarkers in terms of QALYs. The screening strategy that used a PSA threshold of 2 ng/mL and a second biomarker test with high-grade sensitivity and specificity of 0.86 and 0.62, respectively, maximized QALYs. This strategy resulted in a prostate cancer death rate within 1% of using PSA alone with a threshold of 2 ng/mL, while reducing the number of biopsies by 20%. Sensitivity analysis suggests that the results are robust with respect to variation in model parameters. Conclusions. Two-stage biomarker screening strategies using new biomarkers with risk thresholds optimized for high-grade cancer detection may increase quality-adjusted survival and reduce unnecessary biopsies.

Suggested Citation

  • Christine L. Barnett & Scott A. Tomlins & Daniel J. Underwood & John T. Wei & Todd M. Morgan & James E. Montie & Brian T. Denton, 2017. "Two-Stage Biomarker Protocols for Improving the Precision of Early Detection of Prostate Cancer," Medical Decision Making, , vol. 37(7), pages 815-826, October.
  • Handle: RePEc:sae:medema:v:37:y:2017:i:7:p:815-826
    DOI: 10.1177/0272989X17696996
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    Cited by:

    1. Zehra Önen Dumlu & Serpil Sayın & İbrahim Hakan Gürvit, 2023. "Screening for preclinical Alzheimer’s disease: Deriving optimal policies using a partially observable Markov model," Health Care Management Science, Springer, vol. 26(1), pages 1-20, March.

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