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
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
e0283001Informations 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.
Références
Ann Oncol. 2021 Sep;32(9):1167-1177
pubmed: 34176681
J Appl Lab Med. 2018 Sep 1;3(2):267-281
pubmed: 33636934
CA Cancer J Clin. 2020 Jan;70(1):7-30
pubmed: 31912902
Nat Cancer. 2020 Mar;1(3):276-290
pubmed: 35122035
Arch Pathol Lab Med. 2018 Oct;142(10):1242-1253
pubmed: 29504834
Nature. 2020 Mar;579(7800):S9
pubmed: 32214259
Ann Fam Med. 2009 May-Jun;7(3):212-22
pubmed: 19433838
Clin Chem. 2020 Mar 1;66(3):408-414
pubmed: 32091082
Ann Oncol. 2020 Jun;31(6):745-759
pubmed: 33506766
Clin Cancer Res. 2017 Mar 15;23(6):1368-1372
pubmed: 27993967
Ann Intern Med. 2016 Feb 16;164(4):279-96
pubmed: 26757170
Am Soc Clin Oncol Educ Book. 2018 May 23;38:978-997
pubmed: 30231331
Ann Intern Med. 2014 Mar 4;160(5):330-8
pubmed: 24378917
Crit Rev Clin Lab Sci. 2019 Dec 22;57(4):253-269
pubmed: 31865831
JAMA. 2018 May 8;319(18):1901-1913
pubmed: 29801017
JAMA. 2016 Jun 21;315(23):2564-2575
pubmed: 27304597
JAMA. 2018 Aug 21;320(7):674-686
pubmed: 30140884
Nat Commun. 2020 Jul 21;11(1):3475
pubmed: 32694610