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Multicenter Evaluation of Independent High-Throughput and RT-qPCR Technologies for the Development of Analytical Workflows for Circulating miRNA Analysis
Background: Among emerging circulating biomarkers, miRNA has the potential to detect lung cancer and follow the course of the disease. However, miRNA analysis deserves further standardization before implementation into clinical trials or practice. Here, we performed international ring experiments to...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7281602/ https://www.ncbi.nlm.nih.gov/pubmed/32380788 http://dx.doi.org/10.3390/cancers12051166 |
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author | Babayan, Anna Neumann, Martin H. D. Herdean, Andrei Shaffer, Jonathan M. Janning, Melanie Kobus, Franca Loges, Sonja Di Pasquale, Francesca Kubista, Mikael Schlumpberger, Martin Lampignano, Rita Krahn, Thomas Schlange, Thomas Sprenger-Haussels, Markus Pantel, Klaus Kloten, Vera |
author_facet | Babayan, Anna Neumann, Martin H. D. Herdean, Andrei Shaffer, Jonathan M. Janning, Melanie Kobus, Franca Loges, Sonja Di Pasquale, Francesca Kubista, Mikael Schlumpberger, Martin Lampignano, Rita Krahn, Thomas Schlange, Thomas Sprenger-Haussels, Markus Pantel, Klaus Kloten, Vera |
author_sort | Babayan, Anna |
collection | PubMed |
description | Background: Among emerging circulating biomarkers, miRNA has the potential to detect lung cancer and follow the course of the disease. However, miRNA analysis deserves further standardization before implementation into clinical trials or practice. Here, we performed international ring experiments to explore (pre)-analytical factors relevant to the outcome of miRNA blood tests in the context of the EU network CANCER-ID. Methods: Cell-free (cfmiRNA) and extracellular vesicle-derived miRNA (EVmiRNA) were extracted using the miRNeasy Serum/Plasma Advanced, and the ExoRNeasy Maxi kit, respectively, in a plasma cohort of 27 NSCLC patients and 20 healthy individuals. Extracted miRNA was investigated using small RNA sequencing and hybridization platforms. Validation of the identified miRNA candidates was performed using quantitative PCR. Results: We demonstrate the highest read counts in healthy individuals and NSCLC patients using QIAseq. Moreover, QIAseq showed 15.9% and 162.9% more cfmiRNA and EVmiRNA miRNA counts, respectively, in NSCLC patients compared to healthy control samples. However, a systematic comparison of selected miRNAs revealed little agreement between high-throughput platforms, thus some miRNAs are detected with one technology, but not with the other. Adding to this, 35% (9 of 26) of selected miRNAs in the cfmiRNA and 42% (11 of 26) in the EVmiRNA fraction were differentially expressed by at least one qPCR platform; about half of the miRNAs (54%) were concordant for both platforms. Conclusions: Changing of (pre)-analytical methods of miRNA analysis has a significant impact on blood test results and is therefore a major confounding factor. In addition, to confirm miRNA biomarker candidates screening studies should be followed by targeted validation using an independent platform or technology. |
format | Online Article Text |
id | pubmed-7281602 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-72816022020-06-17 Multicenter Evaluation of Independent High-Throughput and RT-qPCR Technologies for the Development of Analytical Workflows for Circulating miRNA Analysis Babayan, Anna Neumann, Martin H. D. Herdean, Andrei Shaffer, Jonathan M. Janning, Melanie Kobus, Franca Loges, Sonja Di Pasquale, Francesca Kubista, Mikael Schlumpberger, Martin Lampignano, Rita Krahn, Thomas Schlange, Thomas Sprenger-Haussels, Markus Pantel, Klaus Kloten, Vera Cancers (Basel) Article Background: Among emerging circulating biomarkers, miRNA has the potential to detect lung cancer and follow the course of the disease. However, miRNA analysis deserves further standardization before implementation into clinical trials or practice. Here, we performed international ring experiments to explore (pre)-analytical factors relevant to the outcome of miRNA blood tests in the context of the EU network CANCER-ID. Methods: Cell-free (cfmiRNA) and extracellular vesicle-derived miRNA (EVmiRNA) were extracted using the miRNeasy Serum/Plasma Advanced, and the ExoRNeasy Maxi kit, respectively, in a plasma cohort of 27 NSCLC patients and 20 healthy individuals. Extracted miRNA was investigated using small RNA sequencing and hybridization platforms. Validation of the identified miRNA candidates was performed using quantitative PCR. Results: We demonstrate the highest read counts in healthy individuals and NSCLC patients using QIAseq. Moreover, QIAseq showed 15.9% and 162.9% more cfmiRNA and EVmiRNA miRNA counts, respectively, in NSCLC patients compared to healthy control samples. However, a systematic comparison of selected miRNAs revealed little agreement between high-throughput platforms, thus some miRNAs are detected with one technology, but not with the other. Adding to this, 35% (9 of 26) of selected miRNAs in the cfmiRNA and 42% (11 of 26) in the EVmiRNA fraction were differentially expressed by at least one qPCR platform; about half of the miRNAs (54%) were concordant for both platforms. Conclusions: Changing of (pre)-analytical methods of miRNA analysis has a significant impact on blood test results and is therefore a major confounding factor. In addition, to confirm miRNA biomarker candidates screening studies should be followed by targeted validation using an independent platform or technology. MDPI 2020-05-05 /pmc/articles/PMC7281602/ /pubmed/32380788 http://dx.doi.org/10.3390/cancers12051166 Text en © 2020 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 Babayan, Anna Neumann, Martin H. D. Herdean, Andrei Shaffer, Jonathan M. Janning, Melanie Kobus, Franca Loges, Sonja Di Pasquale, Francesca Kubista, Mikael Schlumpberger, Martin Lampignano, Rita Krahn, Thomas Schlange, Thomas Sprenger-Haussels, Markus Pantel, Klaus Kloten, Vera Multicenter Evaluation of Independent High-Throughput and RT-qPCR Technologies for the Development of Analytical Workflows for Circulating miRNA Analysis |
title | Multicenter Evaluation of Independent High-Throughput and RT-qPCR Technologies for the Development of Analytical Workflows for Circulating miRNA Analysis |
title_full | Multicenter Evaluation of Independent High-Throughput and RT-qPCR Technologies for the Development of Analytical Workflows for Circulating miRNA Analysis |
title_fullStr | Multicenter Evaluation of Independent High-Throughput and RT-qPCR Technologies for the Development of Analytical Workflows for Circulating miRNA Analysis |
title_full_unstemmed | Multicenter Evaluation of Independent High-Throughput and RT-qPCR Technologies for the Development of Analytical Workflows for Circulating miRNA Analysis |
title_short | Multicenter Evaluation of Independent High-Throughput and RT-qPCR Technologies for the Development of Analytical Workflows for Circulating miRNA Analysis |
title_sort | multicenter evaluation of independent high-throughput and rt-qpcr technologies for the development of analytical workflows for circulating mirna analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7281602/ https://www.ncbi.nlm.nih.gov/pubmed/32380788 http://dx.doi.org/10.3390/cancers12051166 |
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