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

被引:8
作者
Alexander, Gregory E. [1 ]
Lin, Wendy [1 ,2 ]
Ortega, Fabian E. [1 ,3 ]
Ramaiah, Madhuvanthi [1 ,4 ]
Jung, Byoungsok [1 ]
Ji, Lijuan [1 ]
Revenkova, Ekaterina [1 ]
Shah, Payal [1 ,5 ]
Croisetiere, Christian [1 ]
Berman, Jennifer R. [1 ]
Eubank, Lane [1 ]
Naik, Gunjan [1 ,6 ]
Brooks, Jacqueline [1 ]
Mich, Andrea [1 ]
Shojaee, Seyedmehdi [1 ]
Ronaghi, Neda [1 ]
Chawla, Hemanshi [1 ]
Hou, Xinyi [1 ]
Liu, Qinwen [1 ]
Yakym, Christopher-James A. V. [1 ]
Moradi, Patriss Wais [1 ]
Halks-Miller, Meredith [1 ,7 ]
Aravanis, Alexander M. [1 ,8 ]
Parpart-Li, Sonya [1 ]
Hunkapiller, Nathan [1 ]
机构
[1] GRAIL LLC, Menlo Pk, CA 94025 USA
[2] Genentech Inc, South San Francisco, CA USA
[3] Olema Oncol, San Francisco, CA USA
[4] PrognomiQ Inc, San Mateo, CA USA
[5] Roche Diagnost, Santa Clara, CA USA
[6] Cepheid, Sunnyvale, CA USA
[7] Delfi Diagnost, Palo Alto, CA USA
[8] Illumina Inc, San Diego, CA USA
来源
PLOS ONE | 2023年 / 18卷 / 04期
关键词
CIRCULATING TUMOR DNA; LIQUID BIOPSY; PERSPECTIVE;
D O I
10.1371/journal.pone.0283001
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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 >10(5) 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.
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页数:23
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