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


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2023
Historique:
received: 24 06 2022
accepted: 28 02 2023
medline: 18 4 2023
entrez: 14 4 2023
pubmed: 15 4 2023
Statut: epublish

Résumé

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.

Identifiants

pubmed: 37058491
doi: 10.1371/journal.pone.0283001
pii: PONE-D-22-18031
pmc: PMC10104288
doi:

Substances chimiques

Cell-Free Nucleic Acids 0
Biomarkers, Tumor 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0283001

Informations de copyright

Copyright: © 2023 Alexander et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

I have read the journal’s policy and the authors of this manuscript have the following competing interests: GA, WL, FEO, MR, PS, JRB, LE, GN, AM, PWM and NH are former employees of GRAIL, LLC and may have equity in the company. MHM is a consultant to Delfi Diagnostics and to Fellow Health and a former employee of GRAIL, LLC, with equity in all three companies. AMA is an advisor to Foresite Labs, San Francisco, California and Boston, Massachusetts, and a former employee of GRAIL, LLC, and holds equity in both companies. All other authors are employees of GRAIL, LLC, with equity in the company. GRAIL, LLC is 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.

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Auteurs

Gregory E Alexander (GE)

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, Menlo Park, California, United States of America.

Wendy Lin (W)

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, Menlo Park, California, United States of America.

Fabian E Ortega (FE)

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, Menlo Park, California, United States of America.

Madhuvanthi Ramaiah (M)

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, Menlo Park, California, United States of America.

Byoungsok Jung (B)

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, Menlo Park, California, United States of America.

Lijuan Ji (L)

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, Menlo Park, California, United States of America.

Ekaterina Revenkova (E)

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, Menlo Park, California, United States of America.

Payal Shah (P)

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, Menlo Park, California, United States of America.

Christian Croisetiere (C)

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, Menlo Park, California, United States of America.

Jennifer R Berman (JR)

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, Menlo Park, California, United States of America.

Lane Eubank (L)

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, Menlo Park, California, United States of America.

Gunjan Naik (G)

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, Menlo Park, California, United States of America.

Jacqueline Brooks (J)

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, Menlo Park, California, United States of America.

Andrea Mich (A)

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, Menlo Park, California, United States of America.

Seyedmehdi Shojaee (S)

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, Menlo Park, California, United States of America.

Neda Ronaghi (N)

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, Menlo Park, California, United States of America.

Hemanshi Chawla (H)

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, Menlo Park, California, United States of America.

Xinyi Hou (X)

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, Menlo Park, California, United States of America.

Qinwen Liu (Q)

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, Menlo Park, California, United States of America.

Christopher-James A V Yakym (CAV)

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, Menlo Park, California, United States of America.

Patriss Wais Moradi (PW)

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, Menlo Park, California, United States of America.

Meredith Halks-Miller (M)

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, Menlo Park, California, United States of America.

Alexander M Aravanis (AM)

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, Menlo Park, California, United States of America.

Sonya Parpart-Li (S)

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, Menlo Park, California, United States of America.

Nathan Hunkapiller (N)

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, Menlo Park, California, United States of America.

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