[en] Aim: Prediction of genes under dynamic post-transcriptional regulation from epigenomic data. Materials & methods: We used time-series profiles of chromatin immunoprecipitation-seq data of histone modifications from differentiation of mesenchymal progenitor cells toward adipocytes and osteoblasts to predict gene expression levels at five time points in both lineages and estimated the deviation of those predictions from the RNA-seq measured expression levels using linear regression. Results & conclusion: The genes with biggest changes in their estimated stability across the time series are enriched for noncoding RNAs and lineage-specific biological processes. Clustering mRNAs according to their stability dynamics allows identification of post-transcriptionally coregulated mRNAs and their shared regulators through sequence enrichment analysis. We identify miR-204 as an early induced adipogenic microRNA targeting Akr1c14 and Il1rl1.
Disciplines :
Biochimie, biophysique & biologie moléculaire
Auteur, co-auteur :
BECKER, Julia Christina ; University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Life Science Research Unit
GERARD, Déborah ; University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Computer Science and Communications Research Unit (CSC)
GINOLHAC, Aurélien ; University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Life Science Research Unit
SAUTER, Thomas ; University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Life Science Research Unit
SINKKONEN, Lasse ; University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Life Science Research Unit
Co-auteurs externes :
no
Langue du document :
Anglais
Titre :
Identification of genes under dynamic post-transcriptional regulation from time-series epigenomic data
FNR11191283 - Computational Models And Algorithms For Predicting Cell Reprogramming Determinants With High Efficiency And High Fidelity, 2015 (01/03/2017-15/07/2021) - Thomas Sauter