PLoS ONE (Jan 2022)

Clinical validation and utility of Percepta GSC for the evaluation of lung cancer.

  • Peter Mazzone,
  • Travis Dotson,
  • Momen M Wahidi,
  • Michael Bernstein,
  • Hans J Lee,
  • David Feller Kopman,
  • Lonny Yarmus,
  • Duncan Whitney,
  • Christopher Stevenson,
  • Jianghan Qu,
  • Marla Johnson,
  • P Sean Walsh,
  • Jing Huang,
  • Lori R Lofaro,
  • Sangeeta M Bhorade,
  • Giulia C Kennedy,
  • Avrum Spira,
  • M Patricia Rivera,
  • AEGIS Study Team,
  • Percepta Registry Investigators

DOI
https://doi.org/10.1371/journal.pone.0268567
Journal volume & issue
Vol. 17, no. 7
p. e0268567

Abstract

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The Percepta Genomic Sequencing Classifier (GSC) was developed to up-classify as well as down-classify the risk of malignancy for lung lesions when bronchoscopy is non-diagnostic. We evaluated the performance of Percepta GSC in risk re-classification of indeterminate lung lesions. This multicenter study included individuals who currently or formerly smoked undergoing bronchoscopy for suspected lung cancer from the AEGIS I/ II cohorts and the Percepta Registry. The classifier was measured in normal-appearing bronchial epithelium from bronchial brushings. The sensitivity, specificity, and predictive values were calculated using predefined thresholds. The ability of the classifier to decrease unnecessary invasive procedures was estimated. A set of 412 patients were included in the validation (prevalence of malignancy was 39.6%). Overall, 29% of intermediate-risk lung lesions were down-classified to low-risk with a 91.0% negative predictive value (NPV) and 12.2% of intermediate-risk lesions were up-classified to high-risk with a 65.4% positive predictive value (PPV). In addition, 54.5% of low-risk lesions were down-classified to very low risk with >99% NPV and 27.3% of high-risk lesions were up-classified to very high risk with a 91.5% PPV. If the classifier results were used in nodule management, 50% of patients with benign lesions and 29% of patients with malignant lesions undergoing additional invasive procedures could have avoided these procedures. The Percepta GSC is highly accurate as both a rule-out and rule-in test. This high accuracy of risk re-classification may lead to improved management of lung lesions.