Cargando…

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

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 ta...

Descripción completa

Detalles Bibliográficos
Autores principales: Alexander, Gregory E., Lin, Wendy, Ortega, Fabian E., Ramaiah, Madhuvanthi, Jung, Byoungsok, Ji, Lijuan, Revenkova, Ekaterina, Shah, Payal, Croisetiere, Christian, Berman, Jennifer R., Eubank, Lane, Naik, Gunjan, Brooks, Jacqueline, Mich, Andrea, Shojaee, Seyedmehdi, Ronaghi, Neda, Chawla, Hemanshi, Hou, Xinyi, Liu, Qinwen, Yakym, Christopher-James A. V., Moradi, Patriss Wais, Halks-Miller, Meredith, Aravanis, Alexander M., Parpart-Li, Sonya, Hunkapiller, Nathan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10104288/
https://www.ncbi.nlm.nih.gov/pubmed/37058491
http://dx.doi.org/10.1371/journal.pone.0283001
_version_ 1785026008343117824
author Alexander, Gregory E.
Lin, Wendy
Ortega, Fabian E.
Ramaiah, Madhuvanthi
Jung, Byoungsok
Ji, Lijuan
Revenkova, Ekaterina
Shah, Payal
Croisetiere, Christian
Berman, Jennifer R.
Eubank, Lane
Naik, Gunjan
Brooks, Jacqueline
Mich, Andrea
Shojaee, Seyedmehdi
Ronaghi, Neda
Chawla, Hemanshi
Hou, Xinyi
Liu, Qinwen
Yakym, Christopher-James A. V.
Moradi, Patriss Wais
Halks-Miller, Meredith
Aravanis, Alexander M.
Parpart-Li, Sonya
Hunkapiller, Nathan
author_facet Alexander, Gregory E.
Lin, Wendy
Ortega, Fabian E.
Ramaiah, Madhuvanthi
Jung, Byoungsok
Ji, Lijuan
Revenkova, Ekaterina
Shah, Payal
Croisetiere, Christian
Berman, Jennifer R.
Eubank, Lane
Naik, Gunjan
Brooks, Jacqueline
Mich, Andrea
Shojaee, Seyedmehdi
Ronaghi, Neda
Chawla, Hemanshi
Hou, Xinyi
Liu, Qinwen
Yakym, Christopher-James A. V.
Moradi, Patriss Wais
Halks-Miller, Meredith
Aravanis, Alexander M.
Parpart-Li, Sonya
Hunkapiller, Nathan
author_sort Alexander, Gregory E.
collection PubMed
description 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.
format Online
Article
Text
id pubmed-10104288
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-101042882023-04-15 Analytical validation of a multi-cancer early detection test with cancer signal origin using a cell-free DNA–based targeted methylation assay Alexander, Gregory E. Lin, Wendy Ortega, Fabian E. Ramaiah, Madhuvanthi Jung, Byoungsok Ji, Lijuan Revenkova, Ekaterina Shah, Payal Croisetiere, Christian Berman, Jennifer R. Eubank, Lane Naik, Gunjan Brooks, Jacqueline Mich, Andrea Shojaee, Seyedmehdi Ronaghi, Neda Chawla, Hemanshi Hou, Xinyi Liu, Qinwen Yakym, Christopher-James A. V. Moradi, Patriss Wais Halks-Miller, Meredith Aravanis, Alexander M. Parpart-Li, Sonya Hunkapiller, Nathan PLoS One Research Article 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. Public Library of Science 2023-04-14 /pmc/articles/PMC10104288/ /pubmed/37058491 http://dx.doi.org/10.1371/journal.pone.0283001 Text en © 2023 Alexander et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Alexander, Gregory E.
Lin, Wendy
Ortega, Fabian E.
Ramaiah, Madhuvanthi
Jung, Byoungsok
Ji, Lijuan
Revenkova, Ekaterina
Shah, Payal
Croisetiere, Christian
Berman, Jennifer R.
Eubank, Lane
Naik, Gunjan
Brooks, Jacqueline
Mich, Andrea
Shojaee, Seyedmehdi
Ronaghi, Neda
Chawla, Hemanshi
Hou, Xinyi
Liu, Qinwen
Yakym, Christopher-James A. V.
Moradi, Patriss Wais
Halks-Miller, Meredith
Aravanis, Alexander M.
Parpart-Li, Sonya
Hunkapiller, Nathan
Analytical validation of a multi-cancer early detection test with cancer signal origin using a cell-free DNA–based targeted methylation assay
title Analytical validation of a multi-cancer early detection test with cancer signal origin using a cell-free DNA–based targeted methylation assay
title_full Analytical validation of a multi-cancer early detection test with cancer signal origin using a cell-free DNA–based targeted methylation assay
title_fullStr Analytical validation of a multi-cancer early detection test with cancer signal origin using a cell-free DNA–based targeted methylation assay
title_full_unstemmed Analytical validation of a multi-cancer early detection test with cancer signal origin using a cell-free DNA–based targeted methylation assay
title_short Analytical validation of a multi-cancer early detection test with cancer signal origin using a cell-free DNA–based targeted methylation assay
title_sort analytical validation of a multi-cancer early detection test with cancer signal origin using a cell-free dna–based targeted methylation assay
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10104288/
https://www.ncbi.nlm.nih.gov/pubmed/37058491
http://dx.doi.org/10.1371/journal.pone.0283001
work_keys_str_mv AT alexandergregorye analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT linwendy analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT ortegafabiane analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT ramaiahmadhuvanthi analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT jungbyoungsok analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT jilijuan analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT revenkovaekaterina analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT shahpayal analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT croisetierechristian analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT bermanjenniferr analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT eubanklane analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT naikgunjan analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT brooksjacqueline analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT michandrea analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT shojaeeseyedmehdi analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT ronaghineda analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT chawlahemanshi analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT houxinyi analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT liuqinwen analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT yakymchristopherjamesav analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT moradipatrisswais analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT halksmillermeredith analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT aravanisalexanderm analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT parpartlisonya analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay
AT hunkapillernathan analyticalvalidationofamulticancerearlydetectiontestwithcancersignaloriginusingacellfreednabasedtargetedmethylationassay