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Reconstruction of the miR-506-Quaking axis in Idiopathic Pulmonary Fibrosis using integrative multi-source bioinformatics

The family of RNA-binding proteins (RBP) functions as a crucial regulator of multiple biological processes and diseases. However, RBP function in the clinical setting of idiopathic pulmonary fibrosis (IPF) is still unknown. We developed a practical in silico screening approach for the characterizati...

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Autores principales: Stojanović, Stevan D., Fuchs, Maximilian, Liang, Chunguang, Schmidt, Kevin, Xiao, Ke, Just, Annette, Pfanne, Angelika, Pich, Andreas, Warnecke, Gregor, Braubach, Peter, Petzold, Christina, Jonigk, Danny, Distler, Jörg H. W., Fiedler, Jan, Thum, Thomas, Kunz, Meik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8203802/
https://www.ncbi.nlm.nih.gov/pubmed/34127686
http://dx.doi.org/10.1038/s41598-021-89531-7
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author Stojanović, Stevan D.
Fuchs, Maximilian
Liang, Chunguang
Schmidt, Kevin
Xiao, Ke
Just, Annette
Pfanne, Angelika
Pich, Andreas
Warnecke, Gregor
Braubach, Peter
Petzold, Christina
Jonigk, Danny
Distler, Jörg H. W.
Fiedler, Jan
Thum, Thomas
Kunz, Meik
author_facet Stojanović, Stevan D.
Fuchs, Maximilian
Liang, Chunguang
Schmidt, Kevin
Xiao, Ke
Just, Annette
Pfanne, Angelika
Pich, Andreas
Warnecke, Gregor
Braubach, Peter
Petzold, Christina
Jonigk, Danny
Distler, Jörg H. W.
Fiedler, Jan
Thum, Thomas
Kunz, Meik
author_sort Stojanović, Stevan D.
collection PubMed
description The family of RNA-binding proteins (RBP) functions as a crucial regulator of multiple biological processes and diseases. However, RBP function in the clinical setting of idiopathic pulmonary fibrosis (IPF) is still unknown. We developed a practical in silico screening approach for the characterization of RBPs using multi-sources data information and comparative molecular network bioinformatics followed by wet-lab validation studies. Data mining of bulk RNA-Sequencing data of tissues of patients with IPF identified Quaking (QKI) as a significant downregulated RBP. Cell-type specific expression was confirmed by single-cell RNA-Sequencing analysis of IPF patient data. We systematically analyzed the molecular interaction network around QKI and its functional interplay with microRNAs (miRs) in human lung fibroblasts and discovered a novel regulatory miR-506-QKI axis contributing to the pathogenesis of IPF. The in silico results were validated by in-house experiments applying model systems of miR and lung biology. This study supports an understanding of the intrinsic molecular mechanisms of IPF regulated by the miR-506-QKI axis. Initially applied to human lung disease, the herein presented integrative in silico data mining approach can be adapted to other disease entities, underlining its practical relevance in RBP research.
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spelling pubmed-82038022021-06-16 Reconstruction of the miR-506-Quaking axis in Idiopathic Pulmonary Fibrosis using integrative multi-source bioinformatics Stojanović, Stevan D. Fuchs, Maximilian Liang, Chunguang Schmidt, Kevin Xiao, Ke Just, Annette Pfanne, Angelika Pich, Andreas Warnecke, Gregor Braubach, Peter Petzold, Christina Jonigk, Danny Distler, Jörg H. W. Fiedler, Jan Thum, Thomas Kunz, Meik Sci Rep Article The family of RNA-binding proteins (RBP) functions as a crucial regulator of multiple biological processes and diseases. However, RBP function in the clinical setting of idiopathic pulmonary fibrosis (IPF) is still unknown. We developed a practical in silico screening approach for the characterization of RBPs using multi-sources data information and comparative molecular network bioinformatics followed by wet-lab validation studies. Data mining of bulk RNA-Sequencing data of tissues of patients with IPF identified Quaking (QKI) as a significant downregulated RBP. Cell-type specific expression was confirmed by single-cell RNA-Sequencing analysis of IPF patient data. We systematically analyzed the molecular interaction network around QKI and its functional interplay with microRNAs (miRs) in human lung fibroblasts and discovered a novel regulatory miR-506-QKI axis contributing to the pathogenesis of IPF. The in silico results were validated by in-house experiments applying model systems of miR and lung biology. This study supports an understanding of the intrinsic molecular mechanisms of IPF regulated by the miR-506-QKI axis. Initially applied to human lung disease, the herein presented integrative in silico data mining approach can be adapted to other disease entities, underlining its practical relevance in RBP research. Nature Publishing Group UK 2021-06-14 /pmc/articles/PMC8203802/ /pubmed/34127686 http://dx.doi.org/10.1038/s41598-021-89531-7 Text en © The Author(s) 2021 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
Stojanović, Stevan D.
Fuchs, Maximilian
Liang, Chunguang
Schmidt, Kevin
Xiao, Ke
Just, Annette
Pfanne, Angelika
Pich, Andreas
Warnecke, Gregor
Braubach, Peter
Petzold, Christina
Jonigk, Danny
Distler, Jörg H. W.
Fiedler, Jan
Thum, Thomas
Kunz, Meik
Reconstruction of the miR-506-Quaking axis in Idiopathic Pulmonary Fibrosis using integrative multi-source bioinformatics
title Reconstruction of the miR-506-Quaking axis in Idiopathic Pulmonary Fibrosis using integrative multi-source bioinformatics
title_full Reconstruction of the miR-506-Quaking axis in Idiopathic Pulmonary Fibrosis using integrative multi-source bioinformatics
title_fullStr Reconstruction of the miR-506-Quaking axis in Idiopathic Pulmonary Fibrosis using integrative multi-source bioinformatics
title_full_unstemmed Reconstruction of the miR-506-Quaking axis in Idiopathic Pulmonary Fibrosis using integrative multi-source bioinformatics
title_short Reconstruction of the miR-506-Quaking axis in Idiopathic Pulmonary Fibrosis using integrative multi-source bioinformatics
title_sort reconstruction of the mir-506-quaking axis in idiopathic pulmonary fibrosis using integrative multi-source bioinformatics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8203802/
https://www.ncbi.nlm.nih.gov/pubmed/34127686
http://dx.doi.org/10.1038/s41598-021-89531-7
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