Cargando…
Validation of HER2 Status in Whole Genome Sequencing Data of Breast Cancers with the Ploidy-Corrected Copy Number Approach
BACKGROUND AND OBJECTIVE: Human epidermal growth factor receptor 2 (HER2) protein overexpression is one of the most significant biomarkers for breast cancer diagnostics, treatment prediction, and prognostics. The high accessibility of HER2 inhibitors in routine clinical practice directly translates...
Autores principales: | , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8766398/ https://www.ncbi.nlm.nih.gov/pubmed/34932189 http://dx.doi.org/10.1007/s40291-021-00571-1 |
_version_ | 1784634521124077568 |
---|---|
author | Wojtaszewska, Marzena Stępień, Rafał Woźna, Alicja Piernik, Maciej Sztromwasser, Pawel Dąbrowski, Maciej Gniot, Michał Szymański, Sławomir Socha, Maciej Kasprzak, Piotr Matkowski, Rafał Zawadzki, Paweł |
author_facet | Wojtaszewska, Marzena Stępień, Rafał Woźna, Alicja Piernik, Maciej Sztromwasser, Pawel Dąbrowski, Maciej Gniot, Michał Szymański, Sławomir Socha, Maciej Kasprzak, Piotr Matkowski, Rafał Zawadzki, Paweł |
author_sort | Wojtaszewska, Marzena |
collection | PubMed |
description | BACKGROUND AND OBJECTIVE: Human epidermal growth factor receptor 2 (HER2) protein overexpression is one of the most significant biomarkers for breast cancer diagnostics, treatment prediction, and prognostics. The high accessibility of HER2 inhibitors in routine clinical practice directly translates into the diagnostic need for precise and robust marker identification. Even though multigene next-generation sequencing methodologies have slowly taken over the field of single-biomarker molecular tests, the copy number alterations such as amplification of the HER2-coding ERBB2 gene are hard to validate on next-generation sequencing platforms as they are characterized by chromosomal structural heterogeneity, polysomy, and genomic context of ploidy. In our study, we tested the approach of using whole genome sequencing instead of next-generation sequencing panels to determine HER2 status in the clinical set-up. METHODS: We used a large dataset of 876 patients with breast cancer whole genomes with curated clinical data and an additional set of 551 patients’ external genomic data. We used the decision-tree-based algorithm for optimization of the diagnostic tool for HER2 status assessment by whole genome sequencing. RESULTS: The most efficient approach to assess HER2 status in whole genome sequencing data was the ploidy-corrected copy number, utilizing ERBB2 copy number and mean tumor ploidy. The classifier achieved sensitivity of 91.18% and specificity of 98.69% on the internal validation dataset and 89.86% and 96.06% on the external data, which is similar to other next-generation sequencing methods, currently tested in the clinic. CONCLUSIONS: We provide evidence that the HER2 status may be reliably determined by whole genome sequencing and is applicable across different laboratory protocols and pipelines. We suggest using the ploidy-corrected copy number for diagnostic purposes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s40291-021-00571-1. |
format | Online Article Text |
id | pubmed-8766398 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-87663982022-02-02 Validation of HER2 Status in Whole Genome Sequencing Data of Breast Cancers with the Ploidy-Corrected Copy Number Approach Wojtaszewska, Marzena Stępień, Rafał Woźna, Alicja Piernik, Maciej Sztromwasser, Pawel Dąbrowski, Maciej Gniot, Michał Szymański, Sławomir Socha, Maciej Kasprzak, Piotr Matkowski, Rafał Zawadzki, Paweł Mol Diagn Ther Original Research Article BACKGROUND AND OBJECTIVE: Human epidermal growth factor receptor 2 (HER2) protein overexpression is one of the most significant biomarkers for breast cancer diagnostics, treatment prediction, and prognostics. The high accessibility of HER2 inhibitors in routine clinical practice directly translates into the diagnostic need for precise and robust marker identification. Even though multigene next-generation sequencing methodologies have slowly taken over the field of single-biomarker molecular tests, the copy number alterations such as amplification of the HER2-coding ERBB2 gene are hard to validate on next-generation sequencing platforms as they are characterized by chromosomal structural heterogeneity, polysomy, and genomic context of ploidy. In our study, we tested the approach of using whole genome sequencing instead of next-generation sequencing panels to determine HER2 status in the clinical set-up. METHODS: We used a large dataset of 876 patients with breast cancer whole genomes with curated clinical data and an additional set of 551 patients’ external genomic data. We used the decision-tree-based algorithm for optimization of the diagnostic tool for HER2 status assessment by whole genome sequencing. RESULTS: The most efficient approach to assess HER2 status in whole genome sequencing data was the ploidy-corrected copy number, utilizing ERBB2 copy number and mean tumor ploidy. The classifier achieved sensitivity of 91.18% and specificity of 98.69% on the internal validation dataset and 89.86% and 96.06% on the external data, which is similar to other next-generation sequencing methods, currently tested in the clinic. CONCLUSIONS: We provide evidence that the HER2 status may be reliably determined by whole genome sequencing and is applicable across different laboratory protocols and pipelines. We suggest using the ploidy-corrected copy number for diagnostic purposes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s40291-021-00571-1. Springer International Publishing 2021-12-21 2022 /pmc/articles/PMC8766398/ /pubmed/34932189 http://dx.doi.org/10.1007/s40291-021-00571-1 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by-nc/4.0/Open AccessThis article is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License, which permits any non-commercial 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-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) . |
spellingShingle | Original Research Article Wojtaszewska, Marzena Stępień, Rafał Woźna, Alicja Piernik, Maciej Sztromwasser, Pawel Dąbrowski, Maciej Gniot, Michał Szymański, Sławomir Socha, Maciej Kasprzak, Piotr Matkowski, Rafał Zawadzki, Paweł Validation of HER2 Status in Whole Genome Sequencing Data of Breast Cancers with the Ploidy-Corrected Copy Number Approach |
title | Validation of HER2 Status in Whole Genome Sequencing Data of Breast Cancers with the Ploidy-Corrected Copy Number Approach |
title_full | Validation of HER2 Status in Whole Genome Sequencing Data of Breast Cancers with the Ploidy-Corrected Copy Number Approach |
title_fullStr | Validation of HER2 Status in Whole Genome Sequencing Data of Breast Cancers with the Ploidy-Corrected Copy Number Approach |
title_full_unstemmed | Validation of HER2 Status in Whole Genome Sequencing Data of Breast Cancers with the Ploidy-Corrected Copy Number Approach |
title_short | Validation of HER2 Status in Whole Genome Sequencing Data of Breast Cancers with the Ploidy-Corrected Copy Number Approach |
title_sort | validation of her2 status in whole genome sequencing data of breast cancers with the ploidy-corrected copy number approach |
topic | Original Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8766398/ https://www.ncbi.nlm.nih.gov/pubmed/34932189 http://dx.doi.org/10.1007/s40291-021-00571-1 |
work_keys_str_mv | AT wojtaszewskamarzena validationofher2statusinwholegenomesequencingdataofbreastcancerswiththeploidycorrectedcopynumberapproach AT stepienrafał validationofher2statusinwholegenomesequencingdataofbreastcancerswiththeploidycorrectedcopynumberapproach AT woznaalicja validationofher2statusinwholegenomesequencingdataofbreastcancerswiththeploidycorrectedcopynumberapproach AT piernikmaciej validationofher2statusinwholegenomesequencingdataofbreastcancerswiththeploidycorrectedcopynumberapproach AT sztromwasserpawel validationofher2statusinwholegenomesequencingdataofbreastcancerswiththeploidycorrectedcopynumberapproach AT dabrowskimaciej validationofher2statusinwholegenomesequencingdataofbreastcancerswiththeploidycorrectedcopynumberapproach AT gniotmichał validationofher2statusinwholegenomesequencingdataofbreastcancerswiththeploidycorrectedcopynumberapproach AT szymanskisławomir validationofher2statusinwholegenomesequencingdataofbreastcancerswiththeploidycorrectedcopynumberapproach AT sochamaciej validationofher2statusinwholegenomesequencingdataofbreastcancerswiththeploidycorrectedcopynumberapproach AT kasprzakpiotr validationofher2statusinwholegenomesequencingdataofbreastcancerswiththeploidycorrectedcopynumberapproach AT matkowskirafał validationofher2statusinwholegenomesequencingdataofbreastcancerswiththeploidycorrectedcopynumberapproach AT zawadzkipaweł validationofher2statusinwholegenomesequencingdataofbreastcancerswiththeploidycorrectedcopynumberapproach |