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

Authors :
Gregory E Alexander
Wendy Lin
Fabian E Ortega
Madhuvanthi Ramaiah
Byoungsok Jung
Lijuan Ji
Ekaterina Revenkova
Payal Shah
Christian Croisetiere
Jennifer R Berman
Lane Eubank
Gunjan Naik
Jacqueline Brooks
Andrea Mich
Seyedmehdi Shojaee
Neda Ronaghi
Hemanshi Chawla
Xinyi Hou
Qinwen Liu
Christopher-James A V Yakym
Patriss Wais Moradi
Meredith Halks-Miller
Alexander M Aravanis
Sonya Parpart-Li
Nathan Hunkapiller
Source :
PLoS ONE, Vol 18, Iss 4, p e0283001 (2023)
Publication Year :
2023
Publisher :
Public Library of Science (PLoS), 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.

Subjects

Subjects :
Medicine
Science

Details

Language :
English
ISSN :
19326203
Volume :
18
Issue :
4
Database :
Directory of Open Access Journals
Journal :
PLoS ONE
Publication Type :
Academic Journal
Accession number :
edsdoj.8363d94bd1437795386bee9e3165cc
Document Type :
article
Full Text :
https://doi.org/10.1371/journal.pone.0283001