Analytical validation of a multi-cancer early detection test with cancer signal origin using a cell-free DNA-based targeted methylation assay

PLoS One. 2023 Apr 14;18(4):e0283001. doi: 10.1371/journal.pone.0283001. eCollection 2023.

Abstract

The analytical validation is reported for a targeted methylation-based cell-free DNA multi-cancer early detection test designed to detect cancer and predict the cancer signal origin (tissue of origin). A machine-learning classifier was used to analyze the methylation patterns of >105 genomic targets covering >1 million methylation sites. Analytical sensitivity (limit of detection [95% probability]) was characterized with respect to tumor content by expected variant allele frequency and was determined to be 0.07%-0.17% across five tumor cases and 0.51% for the lymphoid neoplasm case. Test specificity was 99.3% (95% confidence interval, 98.6-99.7%). In the reproducibility and repeatability study, results were consistent in 31/34 (91.2%) pairs with cancer and 17/17 (100%) pairs without cancer; between runs, results were concordant for 129/133 (97.0%) cancer and 37/37 (100%) non-cancer sample pairs. Across 3- to 100-ng input levels of cell-free DNA, cancer was detected in 157/182 (86.3%) cancer samples but not in any of the 62 non-cancer samples. In input titration tests, cancer signal origin was correctly predicted in all tumor samples detected as cancer. No cross-contamination events were observed. No potential interferent (hemoglobin, bilirubin, triglycerides, genomic DNA) affected performance. The results of this analytical validation study support continued clinical development of a targeted methylation cell-free DNA multi-cancer early detection test.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Biomarkers, Tumor / genetics
  • Cell-Free Nucleic Acids* / genetics
  • DNA Methylation / genetics
  • Early Detection of Cancer
  • Neoplasms* / diagnosis
  • Neoplasms* / genetics
  • Reproducibility of Results
  • Sensitivity and Specificity

Substances

  • Cell-Free Nucleic Acids
  • Biomarkers, Tumor

Grants and funding

This study was funded by GRAIL, LLC, a subsidiary of Illumina, Inc., currently held separate from Illumina, Inc. under the terms of the Interim Measures Order of the European Commission dated 29 October 2021. GRAIL authors were involved in the study design, data collection and analysis, decision to publish, and preparation of the manuscript.