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Identification and Validation Model for Informative Liquid Biopsy-Based microRNA Biomarkers: Insights from Germ Cell Tumor In Vitro, In Vivo and Patient-Derived Data
Liquid biopsy-based biomarkers, such as microRNAs, represent valuable tools for patient management, but often do not make it to integration in the clinic. We aim to explore issues impeding this transition, in the setting of germ cell tumors, for which novel biomarkers are needed. We describe a model...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6952794/ https://www.ncbi.nlm.nih.gov/pubmed/31847394 http://dx.doi.org/10.3390/cells8121637 |
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author | Lobo, João Gillis, Ad J.M. van den Berg, Annette Dorssers, Lambert C. J. Belge, Gafanzer Dieckmann, Klaus-Peter Roest, Henk P. van der Laan, Luc J. W. Gietema, Jourik Hamilton, Robert J. Jerónimo, Carmen Henrique, Rui Salvatori, Daniela Looijenga, Leendert H. J. |
author_facet | Lobo, João Gillis, Ad J.M. van den Berg, Annette Dorssers, Lambert C. J. Belge, Gafanzer Dieckmann, Klaus-Peter Roest, Henk P. van der Laan, Luc J. W. Gietema, Jourik Hamilton, Robert J. Jerónimo, Carmen Henrique, Rui Salvatori, Daniela Looijenga, Leendert H. J. |
author_sort | Lobo, João |
collection | PubMed |
description | Liquid biopsy-based biomarkers, such as microRNAs, represent valuable tools for patient management, but often do not make it to integration in the clinic. We aim to explore issues impeding this transition, in the setting of germ cell tumors, for which novel biomarkers are needed. We describe a model for identifying and validating clinically relevant microRNAs for germ cell tumor patients, using both in vitro, in vivo (mouse model) and patient-derived data. Initial wide screening of candidate microRNAs is performed, followed by targeted profiling of potentially relevant biomarkers. We demonstrate the relevance of appropriate (negative) controls, experimental conditions (proliferation), and issues related to sample origin (serum, plasma, cerebral spinal fluid) and pre-analytical variables (hemolysis, contaminants, temperature), all of which could interfere with liquid biopsy-based studies and their conclusions. Finally, we show the value of our identification model in a specific scenario, contradicting the presumed role of miR-375 as marker of teratoma histology in liquid biopsy setting. Our findings indicate other putative microRNAs (miR-885-5p, miR-448 and miR-197-3p) fulfilling this clinical need. The identification model is informative to identify the best candidate microRNAs to pursue in a clinical setting. |
format | Online Article Text |
id | pubmed-6952794 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-69527942020-01-23 Identification and Validation Model for Informative Liquid Biopsy-Based microRNA Biomarkers: Insights from Germ Cell Tumor In Vitro, In Vivo and Patient-Derived Data Lobo, João Gillis, Ad J.M. van den Berg, Annette Dorssers, Lambert C. J. Belge, Gafanzer Dieckmann, Klaus-Peter Roest, Henk P. van der Laan, Luc J. W. Gietema, Jourik Hamilton, Robert J. Jerónimo, Carmen Henrique, Rui Salvatori, Daniela Looijenga, Leendert H. J. Cells Article Liquid biopsy-based biomarkers, such as microRNAs, represent valuable tools for patient management, but often do not make it to integration in the clinic. We aim to explore issues impeding this transition, in the setting of germ cell tumors, for which novel biomarkers are needed. We describe a model for identifying and validating clinically relevant microRNAs for germ cell tumor patients, using both in vitro, in vivo (mouse model) and patient-derived data. Initial wide screening of candidate microRNAs is performed, followed by targeted profiling of potentially relevant biomarkers. We demonstrate the relevance of appropriate (negative) controls, experimental conditions (proliferation), and issues related to sample origin (serum, plasma, cerebral spinal fluid) and pre-analytical variables (hemolysis, contaminants, temperature), all of which could interfere with liquid biopsy-based studies and their conclusions. Finally, we show the value of our identification model in a specific scenario, contradicting the presumed role of miR-375 as marker of teratoma histology in liquid biopsy setting. Our findings indicate other putative microRNAs (miR-885-5p, miR-448 and miR-197-3p) fulfilling this clinical need. The identification model is informative to identify the best candidate microRNAs to pursue in a clinical setting. MDPI 2019-12-14 /pmc/articles/PMC6952794/ /pubmed/31847394 http://dx.doi.org/10.3390/cells8121637 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Lobo, João Gillis, Ad J.M. van den Berg, Annette Dorssers, Lambert C. J. Belge, Gafanzer Dieckmann, Klaus-Peter Roest, Henk P. van der Laan, Luc J. W. Gietema, Jourik Hamilton, Robert J. Jerónimo, Carmen Henrique, Rui Salvatori, Daniela Looijenga, Leendert H. J. Identification and Validation Model for Informative Liquid Biopsy-Based microRNA Biomarkers: Insights from Germ Cell Tumor In Vitro, In Vivo and Patient-Derived Data |
title | Identification and Validation Model for Informative Liquid Biopsy-Based microRNA Biomarkers: Insights from Germ Cell Tumor In Vitro, In Vivo and Patient-Derived Data |
title_full | Identification and Validation Model for Informative Liquid Biopsy-Based microRNA Biomarkers: Insights from Germ Cell Tumor In Vitro, In Vivo and Patient-Derived Data |
title_fullStr | Identification and Validation Model for Informative Liquid Biopsy-Based microRNA Biomarkers: Insights from Germ Cell Tumor In Vitro, In Vivo and Patient-Derived Data |
title_full_unstemmed | Identification and Validation Model for Informative Liquid Biopsy-Based microRNA Biomarkers: Insights from Germ Cell Tumor In Vitro, In Vivo and Patient-Derived Data |
title_short | Identification and Validation Model for Informative Liquid Biopsy-Based microRNA Biomarkers: Insights from Germ Cell Tumor In Vitro, In Vivo and Patient-Derived Data |
title_sort | identification and validation model for informative liquid biopsy-based microrna biomarkers: insights from germ cell tumor in vitro, in vivo and patient-derived data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6952794/ https://www.ncbi.nlm.nih.gov/pubmed/31847394 http://dx.doi.org/10.3390/cells8121637 |
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