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...
Guardado en:
Autores principales: | , , , , , , , , , , , , , , , |
---|---|
Formato: | article |
Lenguaje: | EN |
Publicado: |
Nature Portfolio
2021
|
Materias: | |
Acceso en línea: | https://doaj.org/article/757334abd2ab4df69064526720aa8b80 |
Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
id |
oai:doaj.org-article:757334abd2ab4df69064526720aa8b80 |
---|---|
record_format |
dspace |
spelling |
oai:doaj.org-article:757334abd2ab4df69064526720aa8b802021-12-02T16:04:30ZReconstruction of the miR-506-Quaking axis in Idiopathic Pulmonary Fibrosis using integrative multi-source bioinformatics10.1038/s41598-021-89531-72045-2322https://doaj.org/article/757334abd2ab4df69064526720aa8b802021-06-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-89531-7https://doaj.org/toc/2045-2322Abstract 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.Stevan D. StojanovićMaximilian FuchsChunguang LiangKevin SchmidtKe XiaoAnnette JustAngelika PfanneAndreas PichGregor WarneckePeter BraubachChristina PetzoldDanny JonigkJörg H. W. DistlerJan FiedlerThomas ThumMeik KunzNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-9 (2021) |
institution |
DOAJ |
collection |
DOAJ |
language |
EN |
topic |
Medicine R Science Q |
spellingShingle |
Medicine R Science Q 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 |
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. |
format |
article |
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 |
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 Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/757334abd2ab4df69064526720aa8b80 |
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_ |
1718385214282006528 |