bioRxivBioinformaticsPreprint
nf-sarcopipe enables integrative discovery of exercise-responsive miRNAs and miRNA-mRNA regulatory networks associated with skeletal muscle adaptation
Natalia PobleteiD, Felipe Alvarez Gómez, Gabriel Cabas-MoraiD, Alex Di GenovaiD, Denisse Valladares-IdeiD, Carol MoragaiD
Abstract
Skeletal muscle dynamically adapts to physiological stimuli such as exercise through coordinated molecular and structural remodeling processes. Circulating microRNAs (miRNAs) represent promising non-invasive biomarkers of exercise responsiveness and skeletal muscle physiological states; however, most analytical frameworks rely solely on annotated miRNAs and overlook novel candidates. Here, we present nf-sarcopipe, a modular Nextflow pipeline that integrates de novo and reference-guided miRNA discovery with transcriptomic analysis and regulatory network reconstruction. The pipeline is organized into three complementary modules: 1) Preprocessing, 2) miRNA Discovery, and 3) Target Prediction & mRNA Integration. Using publicly available datasets from active and sedentary young women, the pipeline identified reproducible miRNA signatures and prioritized a small set of structurally supported, high-confidence de novo candidates. Previously reported exercise-associated miRNAs compiled from the literature were additionally incorporated for comparative candidate evaluation. Although the available datasets were derived from different tissues, confounding-aware analyses enabled the identification of coherent transcriptional signatures associated with exercise responsiveness. Integrative miRNA-mRNA analysis uncovered consistent regulatory interactions linking circulating miRNAs--both novel and known--to pathways involved in immune response, extracellular matrix remodeling, autophagy, and skeletal muscle adaptation. Together, these results establish nf-sarcopipe as a robust and scalable framework for complementary miRNA discovery and for investigating regulatory mechanisms associated with exercise-induced skeletal muscle adaptation.
- organism: human
- assay: bulk RNA-seq
- research focus: gene regulatory network inference
- research focus: differential expression
- approach: statistical model
- Citations
- 0
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