MyBrain-Seq: A Pipeline for MiRNA-Seq Data Analysis in Neuropsychiatric Disorders

Biomedicines. 2023 Apr 21;11(4):1230. doi: 10.3390/biomedicines11041230.

Abstract

High-throughput sequencing of small RNA molecules such as microRNAs (miRNAs) has become a widely used approach for studying gene expression and regulation. However, analyzing miRNA-Seq data can be challenging because it requires multiple steps, from quality control and preprocessing to differential expression and pathway-enrichment analyses, with many tools and databases available for each step. Furthermore, reproducibility of the analysis pipeline is crucial to ensure that the results are accurate and reliable. Here, we present myBrain-Seq, a comprehensive and reproducible pipeline for analyzing miRNA-Seq data that incorporates miRNA-specific solutions at each step of the analysis. The pipeline was designed to be flexible and user-friendly, allowing researchers with different levels of expertise to perform the analysis in a standardized and reproducible manner, using the most common and widely used tools for each step. In this work, we describe the implementation of myBrain-Seq and demonstrate its capacity to consistently and reproducibly identify differentially expressed miRNAs and enriched pathways by applying it to a real case study in which we compared schizophrenia patients who responded to medication with treatment-resistant schizophrenia patients to obtain a 16-miRNA treatment-resistant schizophrenia profile.

Keywords: Compi; NGS; differential expression; epigenetics; functional analysis; miRNA-Seq; miRNAs; myBrain-Seq; neuropsychiatry; reproducibility.

Grants and funding

This work was partially supported by: (i) Consellería de Educación, Universidades e Formación Profesional (Xunta de Galicia) under the scope of the strategic funding ED431C2018/55-GRC and ED431C 2022/03-GRC Competitive Reference Group; (ii) Instituto de Salud Carlos III (ISCIII) through the project PI18/01311 (co-funded by European Regional Development Fund (FEDER), “A way to make Europe”, UE) to R.C. Agís-Balboa and (iii) Investigo Program, TR349V, predoctoral contract from Xunta de Galicia to D. Pérez-Rodríguez.