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Longitudinal tumor fraction trajectories predict risk of progression in metastatic HR(+) breast cancer patients undergoing CDK4/6 treatment
Despite improved clinical outcomes, intrinsic or acquired resistance to CDK4/6 inhibitor treatment has limited the success of this treatment in HR(+)HER2(−) metastatic breast cancer patients. Biomarkers are urgently needed, and longitudinal biomarker measurements may harbor more dynamic predictive a...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8410553/ https://www.ncbi.nlm.nih.gov/pubmed/33264486 http://dx.doi.org/10.1002/1878-0261.12870 |
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author | Dandachi, Nadia Posch, Florian Graf, Ricarda Suppan, Christoph Klocker, Eva Valentina Müller, Hannah Deborah Lindenmann, Jörg Terbuch, Angelika Heitzer, Ellen Balic, Marija |
author_facet | Dandachi, Nadia Posch, Florian Graf, Ricarda Suppan, Christoph Klocker, Eva Valentina Müller, Hannah Deborah Lindenmann, Jörg Terbuch, Angelika Heitzer, Ellen Balic, Marija |
author_sort | Dandachi, Nadia |
collection | PubMed |
description | Despite improved clinical outcomes, intrinsic or acquired resistance to CDK4/6 inhibitor treatment has limited the success of this treatment in HR(+)HER2(−) metastatic breast cancer patients. Biomarkers are urgently needed, and longitudinal biomarker measurements may harbor more dynamic predictive and prognostic information compared to single time point measurements. The aim of this study was to explore the longitudinal evolution of circulating tumor fractions within cell‐free DNA assessed by an untargeted sequencing approach during CDK4/6 therapy and to quantify the potential association between longitudinal z‐score measurements and clinical outcome by using joint models. Forty‐nine HR(+)HER2(−) metastatic breast cancer patients were enrolled, and z‐score levels were measured at baseline and during 132 follow‐up visits (median number of measurements per patient = 3, 25(th)–75(th) percentile: 3–5, range: 1–8). We observed higher baseline z‐score levels (estimated difference 0.57, 95% CI: 0.147–0.983, P‐value = 0.008) and a constant increase of z‐score levels over follow‐up time (overall P‐value for difference in log z‐score over time = 0.024) in patients who developed progressive disease. Importantly, the joint model revealed that elevated z‐score trajectories were significantly associated with higher progression risk (HR of log z‐score at any time of follow‐up = 3.3, 95% CI, 1.44–7.55, P = 0.005). In contrast, single z‐score measurement at CDK4/6 inhibitor treatment start did not predict risk of progression. In this prospective study, we demonstrate proof‐of‐concept that longitudinal z‐score trajectories rather than single time point measurements may harbor important dynamic information on the development of disease progression in HR(+)HER2(−) breast cancer patients undergoing CDK4/6 inhibitor treatment. |
format | Online Article Text |
id | pubmed-8410553 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84105532021-09-03 Longitudinal tumor fraction trajectories predict risk of progression in metastatic HR(+) breast cancer patients undergoing CDK4/6 treatment Dandachi, Nadia Posch, Florian Graf, Ricarda Suppan, Christoph Klocker, Eva Valentina Müller, Hannah Deborah Lindenmann, Jörg Terbuch, Angelika Heitzer, Ellen Balic, Marija Mol Oncol Research Articles Despite improved clinical outcomes, intrinsic or acquired resistance to CDK4/6 inhibitor treatment has limited the success of this treatment in HR(+)HER2(−) metastatic breast cancer patients. Biomarkers are urgently needed, and longitudinal biomarker measurements may harbor more dynamic predictive and prognostic information compared to single time point measurements. The aim of this study was to explore the longitudinal evolution of circulating tumor fractions within cell‐free DNA assessed by an untargeted sequencing approach during CDK4/6 therapy and to quantify the potential association between longitudinal z‐score measurements and clinical outcome by using joint models. Forty‐nine HR(+)HER2(−) metastatic breast cancer patients were enrolled, and z‐score levels were measured at baseline and during 132 follow‐up visits (median number of measurements per patient = 3, 25(th)–75(th) percentile: 3–5, range: 1–8). We observed higher baseline z‐score levels (estimated difference 0.57, 95% CI: 0.147–0.983, P‐value = 0.008) and a constant increase of z‐score levels over follow‐up time (overall P‐value for difference in log z‐score over time = 0.024) in patients who developed progressive disease. Importantly, the joint model revealed that elevated z‐score trajectories were significantly associated with higher progression risk (HR of log z‐score at any time of follow‐up = 3.3, 95% CI, 1.44–7.55, P = 0.005). In contrast, single z‐score measurement at CDK4/6 inhibitor treatment start did not predict risk of progression. In this prospective study, we demonstrate proof‐of‐concept that longitudinal z‐score trajectories rather than single time point measurements may harbor important dynamic information on the development of disease progression in HR(+)HER2(−) breast cancer patients undergoing CDK4/6 inhibitor treatment. John Wiley and Sons Inc. 2020-12-18 2021-09 /pmc/articles/PMC8410553/ /pubmed/33264486 http://dx.doi.org/10.1002/1878-0261.12870 Text en © 2020 The Authors. Published by FEBS Press and John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Dandachi, Nadia Posch, Florian Graf, Ricarda Suppan, Christoph Klocker, Eva Valentina Müller, Hannah Deborah Lindenmann, Jörg Terbuch, Angelika Heitzer, Ellen Balic, Marija Longitudinal tumor fraction trajectories predict risk of progression in metastatic HR(+) breast cancer patients undergoing CDK4/6 treatment |
title | Longitudinal tumor fraction trajectories predict risk of progression in metastatic HR(+) breast cancer patients undergoing CDK4/6 treatment |
title_full | Longitudinal tumor fraction trajectories predict risk of progression in metastatic HR(+) breast cancer patients undergoing CDK4/6 treatment |
title_fullStr | Longitudinal tumor fraction trajectories predict risk of progression in metastatic HR(+) breast cancer patients undergoing CDK4/6 treatment |
title_full_unstemmed | Longitudinal tumor fraction trajectories predict risk of progression in metastatic HR(+) breast cancer patients undergoing CDK4/6 treatment |
title_short | Longitudinal tumor fraction trajectories predict risk of progression in metastatic HR(+) breast cancer patients undergoing CDK4/6 treatment |
title_sort | longitudinal tumor fraction trajectories predict risk of progression in metastatic hr(+) breast cancer patients undergoing cdk4/6 treatment |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8410553/ https://www.ncbi.nlm.nih.gov/pubmed/33264486 http://dx.doi.org/10.1002/1878-0261.12870 |
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