Abstract 6425: Evaluation of a plasma cell-free DNA methylation-based multi-cancer detection test
Abstract Introduction: Blood-based multi-cancer detection (MCD) tests hold promise for early cancer detection. MCDs should demonstrate high specificity, clinically meaningful sensitivity, and provide information to guide clinical diagnostic evaluation. Methods: We developed an MCD test that leverages a next-generation sequencing epigenomics hybrid capture assay (Shield™) to measure DNA methylation in regions differentially methylated across cancers. We then implemented a two-step classification algorithm. First, a regression model (multi-cancer classifier) was trained to distinguish cancer from non-cancer samples at 98% target specificity. Next, a cancer signal of origin (CSO) model was trained to predict 10 solid tumors (Table 1) in samples predicted to be cancer. The test was evaluated in a blinded case-control cohort of plasma samples (3mL; Streck) from adults with treatment naïve cancer, or who were self-reported cancer free with 1 year of follow-up (NCT05334069). Results: Final evaluable dataset was 778 participants (excluding 18 (2.3%) that failed QC). Median age was 62 years (range: 40-78). 55% were female. Self-reported race was 79% White. Specificity was 98.5% (397/403). Overall sensitivity for the 10 cancers was 59.7% (224/375); 34.6% Stage I/II (64/185), 84.2% Stage III/IV (160/190) and ranged from 96% for esophageal-stomach to 21% for prostate. Primary or secondary CSO prediction was 89% accurate. Sensitivity in cancers without average risk standard-of-care screening was 73% and was 74% in the 6 most aggressive cancers (shortest survival rates; Table 1). Conclusions: In this cohort, this MCD has 59.7% sensitivity, 98.5% specificity, and 89% primary or secondary CSO accuracy. Ongoing development is aimed at expanding CSO calling range. Integrating an MCD with an FDA approved blood-based CRC screening test may increase the MCD clinical value in the intended use population. A version of this MCD is being studied in a prospective, interventional study evaluating MCD testing feasibility. Citation Format: Rachel Gittelman, Alan Selewa, Yupeng He, Jordan Burke, Victoria M. Raymond, Sven Duenwald, Craig Eagle, AmirAli Talasaz, Darya Chudova. Evaluation of a plasma cell-free DNA methylation-based multi-cancer detection test [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2025; Part 1 (Regular Abstracts); 2025 Apr 25-30; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2025;85(8_Suppl_1):Abstract nr 6425.
Authors
- Jordan E. Burke
- Rachel Gittelman
- Darya Chudova
- Sven Duenwald
- AmirAli Talasaz (ORCID: https://orcid.org/0000-0002-2944-6458)
- Victoria M. Raymond (ORCID: https://orcid.org/0000-0001-5223-0981)
- Yupeng He (ORCID: https://orcid.org/0000-0002-8319-0510)
- Craig Eagle
- Alan Selewa
Institutions
- Guardant (United States) (US)
Publication Details
- Journal
- Cancer Research
- Published
- 2025-04-21
- DOI
- https://doi.org/10.1158/1538-7445.am2025-6425
- Primary Topic
- Cancer Genomics and Diagnostics
- Type
- article
- Field-Weighted Citation Impact
- 0.00