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Targeted RNA next generation sequencing analysis of cervical smears can predict the presence of hrHPV-induced cervical lesions
BACKGROUND: Because most cervical cancers are caused by high-risk human papillomaviruses (hrHPVs), cervical cancer prevention programs increasingly employ hrHPV testing as a primary test. The high sensitivity of HPV tests is accompanied by low specificity, resulting in high rates of overdiagnosis an...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9178797/ https://www.ncbi.nlm.nih.gov/pubmed/35676700 http://dx.doi.org/10.1186/s12916-022-02386-1 |
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author | Andralojc, Karolina M. Elmelik, Duaa Rasing, Menno Pater, Bernard Siebers, Albert G. Bekkers, Ruud Huynen, Martijn A. Bulten, Johan Loopik, Diede Melchers, Willem J. G. Leenders, William P. J. |
author_facet | Andralojc, Karolina M. Elmelik, Duaa Rasing, Menno Pater, Bernard Siebers, Albert G. Bekkers, Ruud Huynen, Martijn A. Bulten, Johan Loopik, Diede Melchers, Willem J. G. Leenders, William P. J. |
author_sort | Andralojc, Karolina M. |
collection | PubMed |
description | BACKGROUND: Because most cervical cancers are caused by high-risk human papillomaviruses (hrHPVs), cervical cancer prevention programs increasingly employ hrHPV testing as a primary test. The high sensitivity of HPV tests is accompanied by low specificity, resulting in high rates of overdiagnosis and overtreatment. Targeted circular probe-based RNA next generation sequencing (ciRNAseq) allows for the quantitative detection of RNAs of interest with high sequencing depth. Here, we examined the potential of ciRNAseq-testing on cervical scrapes to identify hrHPV-positive women at risk of having or developing high-grade cervical intraepithelial neoplasia (CIN). METHODS: We performed ciRNAseq on 610 cervical scrapes from the Dutch cervical cancer screening program to detect gene expression from 15 hrHPV genotypes and from 429 human genes. Differentially expressed hrHPV- and host genes in scrapes from women with outcome “no CIN” or “CIN2+” were identified and a model was built to distinguish these groups. RESULTS: Apart from increasing percentages of hrHPV oncogene expression from “no CIN” to high-grade cytology/histology, we identified genes involved in cell cycle regulation, tyrosine kinase signaling pathways, immune suppression, and DNA repair being expressed at significantly higher levels in scrapes with high-grade cytology and histology. Machine learning using random forest on all the expression data resulted in a model that detected ‘no CIN’ versus CIN2+ in an independent data set with sensitivity and specificity of respectively 85 ± 8% and 72 ± 13%. CONCLUSIONS: CiRNAseq on exfoliated cells in cervical scrapes measures hrHPV-(onco)gene expression and host gene expression in one single assay and in the process identifies HPV genotype. By combining these data and applying machine learning protocols, the risk of CIN can be calculated. Because ciRNAseq can be performed in high-throughput, making it cost-effective, it can be a promising screening technology to stratify women at risk of CIN2+. Further increasing specificity by model improvement in larger cohorts is warranted. |
format | Online Article Text |
id | pubmed-9178797 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-91787972022-06-10 Targeted RNA next generation sequencing analysis of cervical smears can predict the presence of hrHPV-induced cervical lesions Andralojc, Karolina M. Elmelik, Duaa Rasing, Menno Pater, Bernard Siebers, Albert G. Bekkers, Ruud Huynen, Martijn A. Bulten, Johan Loopik, Diede Melchers, Willem J. G. Leenders, William P. J. BMC Med Research Article BACKGROUND: Because most cervical cancers are caused by high-risk human papillomaviruses (hrHPVs), cervical cancer prevention programs increasingly employ hrHPV testing as a primary test. The high sensitivity of HPV tests is accompanied by low specificity, resulting in high rates of overdiagnosis and overtreatment. Targeted circular probe-based RNA next generation sequencing (ciRNAseq) allows for the quantitative detection of RNAs of interest with high sequencing depth. Here, we examined the potential of ciRNAseq-testing on cervical scrapes to identify hrHPV-positive women at risk of having or developing high-grade cervical intraepithelial neoplasia (CIN). METHODS: We performed ciRNAseq on 610 cervical scrapes from the Dutch cervical cancer screening program to detect gene expression from 15 hrHPV genotypes and from 429 human genes. Differentially expressed hrHPV- and host genes in scrapes from women with outcome “no CIN” or “CIN2+” were identified and a model was built to distinguish these groups. RESULTS: Apart from increasing percentages of hrHPV oncogene expression from “no CIN” to high-grade cytology/histology, we identified genes involved in cell cycle regulation, tyrosine kinase signaling pathways, immune suppression, and DNA repair being expressed at significantly higher levels in scrapes with high-grade cytology and histology. Machine learning using random forest on all the expression data resulted in a model that detected ‘no CIN’ versus CIN2+ in an independent data set with sensitivity and specificity of respectively 85 ± 8% and 72 ± 13%. CONCLUSIONS: CiRNAseq on exfoliated cells in cervical scrapes measures hrHPV-(onco)gene expression and host gene expression in one single assay and in the process identifies HPV genotype. By combining these data and applying machine learning protocols, the risk of CIN can be calculated. Because ciRNAseq can be performed in high-throughput, making it cost-effective, it can be a promising screening technology to stratify women at risk of CIN2+. Further increasing specificity by model improvement in larger cohorts is warranted. BioMed Central 2022-06-09 /pmc/articles/PMC9178797/ /pubmed/35676700 http://dx.doi.org/10.1186/s12916-022-02386-1 Text en © The Author(s) 2022 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 Article Andralojc, Karolina M. Elmelik, Duaa Rasing, Menno Pater, Bernard Siebers, Albert G. Bekkers, Ruud Huynen, Martijn A. Bulten, Johan Loopik, Diede Melchers, Willem J. G. Leenders, William P. J. Targeted RNA next generation sequencing analysis of cervical smears can predict the presence of hrHPV-induced cervical lesions |
title | Targeted RNA next generation sequencing analysis of cervical smears can predict the presence of hrHPV-induced cervical lesions |
title_full | Targeted RNA next generation sequencing analysis of cervical smears can predict the presence of hrHPV-induced cervical lesions |
title_fullStr | Targeted RNA next generation sequencing analysis of cervical smears can predict the presence of hrHPV-induced cervical lesions |
title_full_unstemmed | Targeted RNA next generation sequencing analysis of cervical smears can predict the presence of hrHPV-induced cervical lesions |
title_short | Targeted RNA next generation sequencing analysis of cervical smears can predict the presence of hrHPV-induced cervical lesions |
title_sort | targeted rna next generation sequencing analysis of cervical smears can predict the presence of hrhpv-induced cervical lesions |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9178797/ https://www.ncbi.nlm.nih.gov/pubmed/35676700 http://dx.doi.org/10.1186/s12916-022-02386-1 |
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