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Advancing brain barriers RNA sequencing: guidelines from experimental design to publication
BACKGROUND: RNA sequencing (RNA-Seq) in its varied forms has become an indispensable tool for analyzing differential gene expression and thus characterization of specific tissues. Aiming to understand the brain barriers genetic signature, RNA seq has also been introduced in brain barriers research....
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7433166/ https://www.ncbi.nlm.nih.gov/pubmed/32811511 http://dx.doi.org/10.1186/s12987-020-00207-2 |
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author | Francisco, David M. F. Marchetti, Luca Rodríguez-Lorenzo, Sabela Frías-Anaya, Eduardo Figueiredo, Ricardo M. Winter, Peter Romero, Ignacio Andres de Vries, Helga E. Engelhardt, Britta Bruggmann, Rémy |
author_facet | Francisco, David M. F. Marchetti, Luca Rodríguez-Lorenzo, Sabela Frías-Anaya, Eduardo Figueiredo, Ricardo M. Winter, Peter Romero, Ignacio Andres de Vries, Helga E. Engelhardt, Britta Bruggmann, Rémy |
author_sort | Francisco, David M. F. |
collection | PubMed |
description | BACKGROUND: RNA sequencing (RNA-Seq) in its varied forms has become an indispensable tool for analyzing differential gene expression and thus characterization of specific tissues. Aiming to understand the brain barriers genetic signature, RNA seq has also been introduced in brain barriers research. This has led to availability of both, bulk and single-cell RNA-Seq datasets over the last few years. If appropriately performed, the RNA-Seq studies provide powerful datasets that allow for significant deepening of knowledge on the molecular mechanisms that establish the brain barriers. However, RNA-Seq studies comprise complex workflows that require to consider many options and variables before, during and after the proper sequencing process. MAIN BODY: In the current manuscript, we build on the interdisciplinary experience of the European PhD Training Network BtRAIN (https://www.btrain-2020.eu/) where bioinformaticians and brain barriers researchers collaborated to analyze and establish RNA-Seq datasets on vertebrate brain barriers. The obstacles BtRAIN has identified in this process have been integrated into the present manuscript. It provides guidelines along the entire workflow of brain barriers RNA-Seq studies starting from the overall experimental design to interpretation of results. Focusing on the vertebrate endothelial blood–brain barrier (BBB) and epithelial blood-cerebrospinal-fluid barrier (BCSFB) of the choroid plexus, we provide a step-by-step description of the workflow, highlighting the decisions to be made at each step of the workflow and explaining the strengths and weaknesses of individual choices made. Finally, we propose recommendations for accurate data interpretation and on the information to be included into a publication to ensure appropriate accessibility of the data and reproducibility of the observations by the scientific community. CONCLUSION: Next generation transcriptomic profiling of the brain barriers provides a novel resource for understanding the development, function and pathology of these barrier cells, which is essential for understanding CNS homeostasis and disease. Continuous advancement and sophistication of RNA-Seq will require interdisciplinary approaches between brain barrier researchers and bioinformaticians as successfully performed in BtRAIN. The present guidelines are built on the BtRAIN interdisciplinary experience and aim to facilitate collaboration of brain barriers researchers with bioinformaticians to advance RNA-Seq study design in the brain barriers community. |
format | Online Article Text |
id | pubmed-7433166 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-74331662020-08-19 Advancing brain barriers RNA sequencing: guidelines from experimental design to publication Francisco, David M. F. Marchetti, Luca Rodríguez-Lorenzo, Sabela Frías-Anaya, Eduardo Figueiredo, Ricardo M. Winter, Peter Romero, Ignacio Andres de Vries, Helga E. Engelhardt, Britta Bruggmann, Rémy Fluids Barriers CNS Review BACKGROUND: RNA sequencing (RNA-Seq) in its varied forms has become an indispensable tool for analyzing differential gene expression and thus characterization of specific tissues. Aiming to understand the brain barriers genetic signature, RNA seq has also been introduced in brain barriers research. This has led to availability of both, bulk and single-cell RNA-Seq datasets over the last few years. If appropriately performed, the RNA-Seq studies provide powerful datasets that allow for significant deepening of knowledge on the molecular mechanisms that establish the brain barriers. However, RNA-Seq studies comprise complex workflows that require to consider many options and variables before, during and after the proper sequencing process. MAIN BODY: In the current manuscript, we build on the interdisciplinary experience of the European PhD Training Network BtRAIN (https://www.btrain-2020.eu/) where bioinformaticians and brain barriers researchers collaborated to analyze and establish RNA-Seq datasets on vertebrate brain barriers. The obstacles BtRAIN has identified in this process have been integrated into the present manuscript. It provides guidelines along the entire workflow of brain barriers RNA-Seq studies starting from the overall experimental design to interpretation of results. Focusing on the vertebrate endothelial blood–brain barrier (BBB) and epithelial blood-cerebrospinal-fluid barrier (BCSFB) of the choroid plexus, we provide a step-by-step description of the workflow, highlighting the decisions to be made at each step of the workflow and explaining the strengths and weaknesses of individual choices made. Finally, we propose recommendations for accurate data interpretation and on the information to be included into a publication to ensure appropriate accessibility of the data and reproducibility of the observations by the scientific community. CONCLUSION: Next generation transcriptomic profiling of the brain barriers provides a novel resource for understanding the development, function and pathology of these barrier cells, which is essential for understanding CNS homeostasis and disease. Continuous advancement and sophistication of RNA-Seq will require interdisciplinary approaches between brain barrier researchers and bioinformaticians as successfully performed in BtRAIN. The present guidelines are built on the BtRAIN interdisciplinary experience and aim to facilitate collaboration of brain barriers researchers with bioinformaticians to advance RNA-Seq study design in the brain barriers community. BioMed Central 2020-08-18 /pmc/articles/PMC7433166/ /pubmed/32811511 http://dx.doi.org/10.1186/s12987-020-00207-2 Text en © The Author(s) 2020 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/. The Creative Commons Public Domain Dedication waiver (http://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 | Review Francisco, David M. F. Marchetti, Luca Rodríguez-Lorenzo, Sabela Frías-Anaya, Eduardo Figueiredo, Ricardo M. Winter, Peter Romero, Ignacio Andres de Vries, Helga E. Engelhardt, Britta Bruggmann, Rémy Advancing brain barriers RNA sequencing: guidelines from experimental design to publication |
title | Advancing brain barriers RNA sequencing: guidelines from experimental design to publication |
title_full | Advancing brain barriers RNA sequencing: guidelines from experimental design to publication |
title_fullStr | Advancing brain barriers RNA sequencing: guidelines from experimental design to publication |
title_full_unstemmed | Advancing brain barriers RNA sequencing: guidelines from experimental design to publication |
title_short | Advancing brain barriers RNA sequencing: guidelines from experimental design to publication |
title_sort | advancing brain barriers rna sequencing: guidelines from experimental design to publication |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7433166/ https://www.ncbi.nlm.nih.gov/pubmed/32811511 http://dx.doi.org/10.1186/s12987-020-00207-2 |
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