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

Abstract 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 chara...

Full description

Bibliographic Details
Main Authors: Stevan D. Stojanović, Maximilian Fuchs, Chunguang Liang, Kevin Schmidt, Ke Xiao, Annette Just, Angelika Pfanne, Andreas Pich, Gregor Warnecke, Peter Braubach, Christina Petzold, Danny Jonigk, Jörg H. W. Distler, Jan Fiedler, Thomas Thum, Meik Kunz
Format: Article
Language:English
Published: Nature Publishing Group 2021-06-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-89531-7
id doaj-757334abd2ab4df69064526720aa8b80
record_format Article
spelling doaj-757334abd2ab4df69064526720aa8b802021-06-20T11:34:19ZengNature Publishing GroupScientific Reports2045-23222021-06-011111910.1038/s41598-021-89531-7Reconstruction of the miR-506-Quaking axis in Idiopathic Pulmonary Fibrosis using integrative multi-source bioinformaticsStevan D. Stojanović0Maximilian Fuchs1Chunguang Liang2Kevin Schmidt3Ke Xiao4Annette Just5Angelika Pfanne6Andreas Pich7Gregor Warnecke8Peter Braubach9Christina Petzold10Danny Jonigk11Jörg H. W. Distler12Jan Fiedler13Thomas Thum14Meik Kunz15Institute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical SchoolChair of Medical Informatics, Friedrich-Alexander University (FAU) of Erlangen-NürnbergChair of Medical Informatics, Friedrich-Alexander University (FAU) of Erlangen-NürnbergInstitute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical SchoolInstitute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical SchoolInstitute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical SchoolInstitute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical SchoolInstitute of Toxicology and Core Unit Proteomics, Hannover Medical SchoolDepartment of Cardiac Surgery, University of HeidelbergInstitute of Pathology, Hannover Medical SchoolInstitute of Pathology, Hannover Medical SchoolInstitute of Pathology, Hannover Medical SchoolDepartment of Internal Medicine 3-Rheumatology and Immunology, Universitätsklinikum Erlangen, Friedrich-Alexander University (FAU) of Erlangen-NürnbergInstitute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical SchoolInstitute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical SchoolChair of Medical Informatics, Friedrich-Alexander University (FAU) of Erlangen-NürnbergAbstract 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.https://doi.org/10.1038/s41598-021-89531-7
collection DOAJ
language English
format Article
sources DOAJ
author Stevan D. Stojanović
Maximilian Fuchs
Chunguang Liang
Kevin Schmidt
Ke Xiao
Annette Just
Angelika Pfanne
Andreas Pich
Gregor Warnecke
Peter Braubach
Christina Petzold
Danny Jonigk
Jörg H. W. Distler
Jan Fiedler
Thomas Thum
Meik Kunz
spellingShingle Stevan D. Stojanović
Maximilian Fuchs
Chunguang Liang
Kevin Schmidt
Ke Xiao
Annette Just
Angelika Pfanne
Andreas Pich
Gregor Warnecke
Peter Braubach
Christina Petzold
Danny Jonigk
Jörg H. W. Distler
Jan Fiedler
Thomas Thum
Meik Kunz
Reconstruction of the miR-506-Quaking axis in Idiopathic Pulmonary Fibrosis using integrative multi-source bioinformatics
Scientific Reports
author_facet Stevan D. Stojanović
Maximilian Fuchs
Chunguang Liang
Kevin Schmidt
Ke Xiao
Annette Just
Angelika Pfanne
Andreas Pich
Gregor Warnecke
Peter Braubach
Christina Petzold
Danny Jonigk
Jörg H. W. Distler
Jan Fiedler
Thomas Thum
Meik Kunz
author_sort Stevan D. Stojanović
title 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_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_sort reconstruction of the mir-506-quaking axis in idiopathic pulmonary fibrosis using integrative multi-source bioinformatics
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2021-06-01
description Abstract 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.
url https://doi.org/10.1038/s41598-021-89531-7
work_keys_str_mv AT stevandstojanovic reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT maximilianfuchs reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT chunguangliang reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT kevinschmidt reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT kexiao reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT annettejust reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT angelikapfanne reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT andreaspich reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT gregorwarnecke reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT peterbraubach reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT christinapetzold reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT dannyjonigk reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT jorghwdistler reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT janfiedler reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT thomasthum reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
AT meikkunz reconstructionofthemir506quakingaxisinidiopathicpulmonaryfibrosisusingintegrativemultisourcebioinformatics
_version_ 1721369879616946176