PanomiR: a systems biology framework for analysis of multi-pathway targeting by miRNAs

Author:

Naderi Yeganeh Pourya123,Teo Yue Y45,Karagkouni Dimitra1236,Pita-Juárez Yered1236,Morgan Sarah L178,Slack Frank J123,Vlachos Ioannis S1236,Hide Winston A123

Affiliation:

1. Harvard Medical School , Boston, MA , USA

2. Department of Pathology, Beth Israel Deaconess Medical Center , Boston, MA , USA

3. Harvard Medical School Initiative for RNA Medicine , Boston, MA , USA

4. National University of Singapore , Singapore

5. École Polytechnique Fédérale de Lausanne (EPFL) , Lausanne , Switzerland

6. Broad Institute of MIT and Harvard , Cambridge, MA , USA

7. Centre for Neuroscience , Surgery and Trauma, Blizard Institute, , London E1 2AT , UK

8. Queen Mary University of London , Surgery and Trauma, Blizard Institute, , London E1 2AT , UK

Abstract

Abstract Charting microRNA (miRNA) regulation across pathways is key to characterizing their function. Yet, no method currently exists that can quantify how miRNAs regulate multiple interconnected pathways or prioritize them for their ability to regulate coordinate transcriptional programs. Existing methods primarily infer one-to-one relationships between miRNAs and pathways using differentially expressed genes. We introduce PanomiR, an in silico framework for studying the interplay of miRNAs and disease functions. PanomiR integrates gene expression, mRNA–miRNA interactions and known biological pathways to reveal coordinated multi-pathway targeting by miRNAs. PanomiR utilizes pathway-activity profiling approaches, a pathway co-expression network and network clustering algorithms to prioritize miRNAs that target broad-scale transcriptional disease phenotypes. It directly resolves differential regulation of pathways, irrespective of their differential gene expression, and captures co-activity to establish functional pathway groupings and the miRNAs that may regulate them. PanomiR uses a systems biology approach to provide broad but precise insights into miRNA-regulated functional programs. It is available at https://bioconductor.org/packages/PanomiR.

Funder

Harvard Medical School Aging Initiative Pilot

US National Institutes on Aging

National Institutes of Health

National Cancer Institute

Cure Alzheimer's Foundation

Publisher

Oxford University Press (OUP)

Subject

Molecular Biology,Information Systems

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