Development of a methylation-based, tissue-free test for the detection of molecular residual disease by circulating tumor DNA.
Abstract
3048 Background: Clinical validation studies support tumor-informed molecular residual disease (MRD) as a prognostic biomarker for disease recurrence across multiple solid tumor types. However, these tests are not always feasible due to the occasional lack of tumor tissue for next-generation sequencing. Here, we discuss the design of a test for tissue-free (tf)MRD detection and its application to a cohort of patients with colorectal cancer (CRC). Methods: A targeted panel composed of differentially methylated regions was developed. A machine-learning model was trained on differential methylation patterns in order to classify plasma samples as MRD-positive or MRD-negative. Performance of the trained classifier was assessed in an independent cohort of 246 patients enrolled in the Bespoke CRC trial (NCT04264702). These patients had MRD results available using a tumor-informed circulating tumor DNA (ctDNA) assay (SignateraTM), of whom 163 were persistently MRD-negative without clinical progression, and 83 had MRD-positive results. Tissue-free MRD results were compared to the tumor-informed results by calculating the percent positive agreement (PPA) and negative percent agreement (NPA). Clinical outcomes (recurrence-free survival [RFS]) were evaluated based on tfMRD results in all patients and stratified based on whether the patient received adjuvant chemotherapy (ACT). Results: In this clinical cohort from Bespoke CRC (72% non-Hispanic White, 54% male, mean age 61.4±12.3 years), 71 (28%) patients had stage II CRC, and 146 (59%) had stage III CRC. Overall, PPA was 86% (95% CI: 77-93%) and NPA was 98% (95% CI: 95-100%). Patients with tfMRD-positive status showed inferior RFS compared to tfMRD-negative patients (p < 0.001). Significant benefit from ACT was observed among tfMRD-positive (p < 0.001) but not among tfMRD-negative patients (p = 0.19). For patients who did not receive ACT in this cohort, we observed 100% PPV and 100% specificity. Conclusions: This is the first study of its kind demonstrating a high concordance between a tfMRD test and a clinically validated tumor-informed ctDNA assay. Similar to recently reported data using a tumor-informed ctDNA assay, patients with tfMRD-positive results appeared to derive benefit from ACT treatment. These findings demonstrate that in cases where tissue is not available or of inadequate quality, a methylation-based tissue-free assay may serve as a potential alternative for MRD detection.
Article Details
Journal Info
Journal of Clinical Oncology
Lippincott Williams & Wilkins
Authors (20)
John Paul Y.C. Shen
Department of Gastrointestinal (GI) Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
Johannes Reiter
Natera, Inc., Austin, TX
Joshua Babiarz
Natera, Inc., Austin, TX
Preethi Srinivasan
Fei Lu
Key Laboratory of Drug-Targeting and Drug Delivery System of the Education Ministry and Sichuan Province, Sichuan Engineering Laboratory for Plant-Sourced Drug and Sichuan Research Center for Drug Precision Industrial Technology, West China School of Pharmacy
Ehsan Haghshenas
Natera, Inc., Austin, TX
Tzu-Chun Chen
Natera, Inc., Austin, TX
Nathan Liang
UPMC, Pittsburgh, Pennsylvania, United States
Jayashree Joshi
Natera, Inc., Austin, TX
Hsiao-Yun Huang
Natera, Inc., Austin, TX
Liliana Cerna
Natera, Inc., Austin, TX
Spenser Alexander
Natera, Inc., Austin, TX
Boris Gutman
Natera, Inc., Austin, TX
Garima Kushwaha
Natera, Inc., Austin, TX
Vasily N. Aushev
Marcia Roxana Cruz-Correa
University of Puerto Rico, School of Medicine, and Pan American Center for Oncology Trials, San Juan, PR, Puerto Rico
Matthew Rabinowitz
MyOme, Inc, Menlo Park, California, United States
Trupti Kawli
Natera, Inc., Austin, TX
Alexey Aleshin
Natera, Inc., Austin, TX
Stacey A. Cohen
Fred Hutch Cancer Center, University of Washington, Seattle, WA