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Plasma microRNA ratios associated with breast cancer detection in a nested case–control study from a mammography screening cohort
Mammographic breast cancer screening is effective in reducing breast cancer mortality. Nevertheless, several limitations are known. Therefore, developing an alternative or complementary non-invasive tool capable of increasing the accuracy of the screening process is highly desirable. The objective o...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10368693/ https://www.ncbi.nlm.nih.gov/pubmed/37491482 http://dx.doi.org/10.1038/s41598-023-38886-0 |
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author | Chiorino, Giovanna Petracci, Elisabetta Sehovic, Emir Gregnanin, Ilaria Camussi, Elisa Mello-Grand, Maurizia Ostano, Paola Riggi, Emilia Vergini, Viviana Russo, Alessia Berrino, Enrico Ortale, Andrea Garena, Francesca Venesio, Tiziana Gallo, Federica Favettini, Elisabetta Frigerio, Alfonso Matullo, Giuseppe Segnan, Nereo Giordano, Livia |
author_facet | Chiorino, Giovanna Petracci, Elisabetta Sehovic, Emir Gregnanin, Ilaria Camussi, Elisa Mello-Grand, Maurizia Ostano, Paola Riggi, Emilia Vergini, Viviana Russo, Alessia Berrino, Enrico Ortale, Andrea Garena, Francesca Venesio, Tiziana Gallo, Federica Favettini, Elisabetta Frigerio, Alfonso Matullo, Giuseppe Segnan, Nereo Giordano, Livia |
author_sort | Chiorino, Giovanna |
collection | PubMed |
description | Mammographic breast cancer screening is effective in reducing breast cancer mortality. Nevertheless, several limitations are known. Therefore, developing an alternative or complementary non-invasive tool capable of increasing the accuracy of the screening process is highly desirable. The objective of this study was to identify circulating microRNA (miRs) ratios associated with BC in women attending mammography screening. A nested case–control study was conducted within the ANDROMEDA cohort (women of age 46–67 attending BC screening). Pre-diagnostic plasma samples, information on life-styles and common BC risk factors were collected. Small-RNA sequencing was carried out on plasma samples from 65 cases and 66 controls. miR ratios associated with BC were selected by two-sample Wilcoxon test and lasso logistic regression. Subsequent assessment by RT-qPCR of the miRs contained in the selected miR ratios was carried out as a platform validation. To identify the most promising biomarkers, penalised logistic regression was further applied to candidate miR ratios alone, or in combination with non-molecular factors. Small-RNA sequencing yielded 20 candidate miR ratios associated with BC, which were further assessed by RT-qPCR. In the resulting model, penalised logistic regression selected seven miR ratios (miR-199a-3p_let-7a-5p, miR-26b-5p_miR-142-5p, let-7b-5p_miR-19b-3p, miR-101-3p_miR-19b-3p, miR-93-5p_miR-19b-3p, let-7a-5p_miR-22-3p and miR-21-5p_miR-23a-3p), together with body mass index (BMI), menopausal status (MS), the interaction term BMI * MS, life-style score and breast density. The ROC AUC of the model was 0.79 with a sensitivity and specificity of 71.9% and 76.6%, respectively. We identified biomarkers potentially useful for BC screening measured through a widespread and low-cost technique. This is the first study reporting circulating miRs for BC detection in a screening setting. Validation in a wider sample is warranted. Trial registration: The Andromeda prospective cohort study protocol was retrospectively registered on 27-11-2015 (NCT02618538). |
format | Online Article Text |
id | pubmed-10368693 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-103686932023-07-27 Plasma microRNA ratios associated with breast cancer detection in a nested case–control study from a mammography screening cohort Chiorino, Giovanna Petracci, Elisabetta Sehovic, Emir Gregnanin, Ilaria Camussi, Elisa Mello-Grand, Maurizia Ostano, Paola Riggi, Emilia Vergini, Viviana Russo, Alessia Berrino, Enrico Ortale, Andrea Garena, Francesca Venesio, Tiziana Gallo, Federica Favettini, Elisabetta Frigerio, Alfonso Matullo, Giuseppe Segnan, Nereo Giordano, Livia Sci Rep Article Mammographic breast cancer screening is effective in reducing breast cancer mortality. Nevertheless, several limitations are known. Therefore, developing an alternative or complementary non-invasive tool capable of increasing the accuracy of the screening process is highly desirable. The objective of this study was to identify circulating microRNA (miRs) ratios associated with BC in women attending mammography screening. A nested case–control study was conducted within the ANDROMEDA cohort (women of age 46–67 attending BC screening). Pre-diagnostic plasma samples, information on life-styles and common BC risk factors were collected. Small-RNA sequencing was carried out on plasma samples from 65 cases and 66 controls. miR ratios associated with BC were selected by two-sample Wilcoxon test and lasso logistic regression. Subsequent assessment by RT-qPCR of the miRs contained in the selected miR ratios was carried out as a platform validation. To identify the most promising biomarkers, penalised logistic regression was further applied to candidate miR ratios alone, or in combination with non-molecular factors. Small-RNA sequencing yielded 20 candidate miR ratios associated with BC, which were further assessed by RT-qPCR. In the resulting model, penalised logistic regression selected seven miR ratios (miR-199a-3p_let-7a-5p, miR-26b-5p_miR-142-5p, let-7b-5p_miR-19b-3p, miR-101-3p_miR-19b-3p, miR-93-5p_miR-19b-3p, let-7a-5p_miR-22-3p and miR-21-5p_miR-23a-3p), together with body mass index (BMI), menopausal status (MS), the interaction term BMI * MS, life-style score and breast density. The ROC AUC of the model was 0.79 with a sensitivity and specificity of 71.9% and 76.6%, respectively. We identified biomarkers potentially useful for BC screening measured through a widespread and low-cost technique. This is the first study reporting circulating miRs for BC detection in a screening setting. Validation in a wider sample is warranted. Trial registration: The Andromeda prospective cohort study protocol was retrospectively registered on 27-11-2015 (NCT02618538). Nature Publishing Group UK 2023-07-25 /pmc/articles/PMC10368693/ /pubmed/37491482 http://dx.doi.org/10.1038/s41598-023-38886-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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/) . |
spellingShingle | Article Chiorino, Giovanna Petracci, Elisabetta Sehovic, Emir Gregnanin, Ilaria Camussi, Elisa Mello-Grand, Maurizia Ostano, Paola Riggi, Emilia Vergini, Viviana Russo, Alessia Berrino, Enrico Ortale, Andrea Garena, Francesca Venesio, Tiziana Gallo, Federica Favettini, Elisabetta Frigerio, Alfonso Matullo, Giuseppe Segnan, Nereo Giordano, Livia Plasma microRNA ratios associated with breast cancer detection in a nested case–control study from a mammography screening cohort |
title | Plasma microRNA ratios associated with breast cancer detection in a nested case–control study from a mammography screening cohort |
title_full | Plasma microRNA ratios associated with breast cancer detection in a nested case–control study from a mammography screening cohort |
title_fullStr | Plasma microRNA ratios associated with breast cancer detection in a nested case–control study from a mammography screening cohort |
title_full_unstemmed | Plasma microRNA ratios associated with breast cancer detection in a nested case–control study from a mammography screening cohort |
title_short | Plasma microRNA ratios associated with breast cancer detection in a nested case–control study from a mammography screening cohort |
title_sort | plasma microrna ratios associated with breast cancer detection in a nested case–control study from a mammography screening cohort |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10368693/ https://www.ncbi.nlm.nih.gov/pubmed/37491482 http://dx.doi.org/10.1038/s41598-023-38886-0 |
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