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Fragment length profiles of cancer mutations enhance detection of circulating tumor DNA in patients with early-stage hepatocellular carcinoma
BACKGROUND: Late detection of hepatocellular carcinoma (HCC) results in an overall 5-year survival rate of less than 16%. Liquid biopsy (LB) assays based on detecting circulating tumor DNA (ctDNA) might provide an opportunity to detect HCC early noninvasively. Increasing evidence indicates that ctDN...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10009971/ https://www.ncbi.nlm.nih.gov/pubmed/36915069 http://dx.doi.org/10.1186/s12885-023-10681-0 |
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author | Nguyen, Van-Chu Nguyen, Trong Hieu Phan, Thanh Hai Tran, Thanh-Huong Thi Pham, Thu Thuy Thi Ho, Tan Dat Nguyen, Hue Hanh Thi Duong, Minh-Long Nguyen, Cao Minh Nguyen, Que-Tran Bui Bach, Hoai-Phuong Thi Kim, Van-Vu Pham, The-Anh Nguyen, Bao Toan Nguyen, Thanh Nhan Vo Huynh, Le Anh Khoa Tran, Vu Uyen Tran, Thuy Thi Thu Nguyen, Thanh Dang Phu, Dung Thai Bieu Phan, Boi Hoan Huu Nguyen, Quynh-Tho Thi Truong, Dinh-Kiet Do, Thanh-Thuy Thi Nguyen, Hoai-Nghia Phan, Minh-Duy Giang, Hoa Tran, Le Son |
author_facet | Nguyen, Van-Chu Nguyen, Trong Hieu Phan, Thanh Hai Tran, Thanh-Huong Thi Pham, Thu Thuy Thi Ho, Tan Dat Nguyen, Hue Hanh Thi Duong, Minh-Long Nguyen, Cao Minh Nguyen, Que-Tran Bui Bach, Hoai-Phuong Thi Kim, Van-Vu Pham, The-Anh Nguyen, Bao Toan Nguyen, Thanh Nhan Vo Huynh, Le Anh Khoa Tran, Vu Uyen Tran, Thuy Thi Thu Nguyen, Thanh Dang Phu, Dung Thai Bieu Phan, Boi Hoan Huu Nguyen, Quynh-Tho Thi Truong, Dinh-Kiet Do, Thanh-Thuy Thi Nguyen, Hoai-Nghia Phan, Minh-Duy Giang, Hoa Tran, Le Son |
author_sort | Nguyen, Van-Chu |
collection | PubMed |
description | BACKGROUND: Late detection of hepatocellular carcinoma (HCC) results in an overall 5-year survival rate of less than 16%. Liquid biopsy (LB) assays based on detecting circulating tumor DNA (ctDNA) might provide an opportunity to detect HCC early noninvasively. Increasing evidence indicates that ctDNA detection using mutation-based assays is significantly challenged by the abundance of white blood cell-derived mutations, non-tumor tissue-derived somatic mutations in plasma, and the mutational tumor heterogeneity. METHODS: Here, we employed concurrent analysis of cancer-related mutations, and their fragment length profiles to differentiate mutations from different sources. To distinguish persons with HCC (PwHCC) from healthy participants, we built a classification model using three fragmentomic features of ctDNA through deep sequencing of thirteen genes associated with HCC. RESULTS: Our model achieved an area under the curve (AUC) of 0.88, a sensitivity of 89%, and a specificity of 82% in the discovery cohort consisting of 55 PwHCC and 55 healthy participants. In an independent validation cohort of 54 PwHCC and 53 healthy participants, the established model achieved comparable classification performance with an AUC of 0.86 and yielded a sensitivity and specificity of 81%. CONCLUSIONS: Our study provides a rationale for subsequent clinical evaluation of our assay performance in a large-scale prospective study. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12885-023-10681-0. |
format | Online Article Text |
id | pubmed-10009971 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-100099712023-03-14 Fragment length profiles of cancer mutations enhance detection of circulating tumor DNA in patients with early-stage hepatocellular carcinoma Nguyen, Van-Chu Nguyen, Trong Hieu Phan, Thanh Hai Tran, Thanh-Huong Thi Pham, Thu Thuy Thi Ho, Tan Dat Nguyen, Hue Hanh Thi Duong, Minh-Long Nguyen, Cao Minh Nguyen, Que-Tran Bui Bach, Hoai-Phuong Thi Kim, Van-Vu Pham, The-Anh Nguyen, Bao Toan Nguyen, Thanh Nhan Vo Huynh, Le Anh Khoa Tran, Vu Uyen Tran, Thuy Thi Thu Nguyen, Thanh Dang Phu, Dung Thai Bieu Phan, Boi Hoan Huu Nguyen, Quynh-Tho Thi Truong, Dinh-Kiet Do, Thanh-Thuy Thi Nguyen, Hoai-Nghia Phan, Minh-Duy Giang, Hoa Tran, Le Son BMC Cancer Research BACKGROUND: Late detection of hepatocellular carcinoma (HCC) results in an overall 5-year survival rate of less than 16%. Liquid biopsy (LB) assays based on detecting circulating tumor DNA (ctDNA) might provide an opportunity to detect HCC early noninvasively. Increasing evidence indicates that ctDNA detection using mutation-based assays is significantly challenged by the abundance of white blood cell-derived mutations, non-tumor tissue-derived somatic mutations in plasma, and the mutational tumor heterogeneity. METHODS: Here, we employed concurrent analysis of cancer-related mutations, and their fragment length profiles to differentiate mutations from different sources. To distinguish persons with HCC (PwHCC) from healthy participants, we built a classification model using three fragmentomic features of ctDNA through deep sequencing of thirteen genes associated with HCC. RESULTS: Our model achieved an area under the curve (AUC) of 0.88, a sensitivity of 89%, and a specificity of 82% in the discovery cohort consisting of 55 PwHCC and 55 healthy participants. In an independent validation cohort of 54 PwHCC and 53 healthy participants, the established model achieved comparable classification performance with an AUC of 0.86 and yielded a sensitivity and specificity of 81%. CONCLUSIONS: Our study provides a rationale for subsequent clinical evaluation of our assay performance in a large-scale prospective study. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12885-023-10681-0. BioMed Central 2023-03-13 /pmc/articles/PMC10009971/ /pubmed/36915069 http://dx.doi.org/10.1186/s12885-023-10681-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Nguyen, Van-Chu Nguyen, Trong Hieu Phan, Thanh Hai Tran, Thanh-Huong Thi Pham, Thu Thuy Thi Ho, Tan Dat Nguyen, Hue Hanh Thi Duong, Minh-Long Nguyen, Cao Minh Nguyen, Que-Tran Bui Bach, Hoai-Phuong Thi Kim, Van-Vu Pham, The-Anh Nguyen, Bao Toan Nguyen, Thanh Nhan Vo Huynh, Le Anh Khoa Tran, Vu Uyen Tran, Thuy Thi Thu Nguyen, Thanh Dang Phu, Dung Thai Bieu Phan, Boi Hoan Huu Nguyen, Quynh-Tho Thi Truong, Dinh-Kiet Do, Thanh-Thuy Thi Nguyen, Hoai-Nghia Phan, Minh-Duy Giang, Hoa Tran, Le Son Fragment length profiles of cancer mutations enhance detection of circulating tumor DNA in patients with early-stage hepatocellular carcinoma |
title | Fragment length profiles of cancer mutations enhance detection of circulating tumor DNA in patients with early-stage hepatocellular carcinoma |
title_full | Fragment length profiles of cancer mutations enhance detection of circulating tumor DNA in patients with early-stage hepatocellular carcinoma |
title_fullStr | Fragment length profiles of cancer mutations enhance detection of circulating tumor DNA in patients with early-stage hepatocellular carcinoma |
title_full_unstemmed | Fragment length profiles of cancer mutations enhance detection of circulating tumor DNA in patients with early-stage hepatocellular carcinoma |
title_short | Fragment length profiles of cancer mutations enhance detection of circulating tumor DNA in patients with early-stage hepatocellular carcinoma |
title_sort | fragment length profiles of cancer mutations enhance detection of circulating tumor dna in patients with early-stage hepatocellular carcinoma |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10009971/ https://www.ncbi.nlm.nih.gov/pubmed/36915069 http://dx.doi.org/10.1186/s12885-023-10681-0 |
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