2026· Methods in molecular biology· Vol 3056, pp.
147-164
· 0 citations
Medicine
TL;DR
This chapter reviews the emerging computational paradigms driving the next generation of miRNA-integrated pathway analysis, and highlights three major developments: the rise of multi-omics integration, which enables the joint analysis of heterogeneous molecular layers such as transcriptomics, methylomics, and proteomics; the growing adoption of deep learning approaches, especially Graph Neural Networks (GNNs), for modeling complex and non-linear dependencies in biological networks.
A structured multi-layer interpretation framework is proposed that links computational outputs across data-level processing, epigenomics-informed integrative regulatory modeling, and multi-omics-informed clinical interpretation, enabling traceable and mechanistically interpretable clinical inference.
M. Srivastava, Pratik Kumar, Ankita Chouhan et al.· Academia Molecular Biology a...· 0 citations
This chapter includes step-by-step protocols, example R code, and recommendations for integrating additional data layers such as copy number variation and DNA methylation, with the goal of improving the robustness and interpretability of miRNA-based analyses in cancer.
L. Cascione· Methods in molecular biology· 0 citations
This review provides a comprehensive, systems-level framework for translational discovery in cardiovascular disease, synthesizing advances in multi-omics technologies, network biology, artificial intelligence, and bioinformatics applied to conditions including thoracic aortic aneurysm, heart failure, valvular disease,...
V. Brecher, V. Androutsopoulou, S. Sicouri et al.· Frontiers in Systems Biology· 0 citations
This chapter outlines a comprehensive protocol for joint embedding of chromatin accessibility and transcriptomic data using best practices developed in laboratories, along with detailed parameter tuning at each step to fully leveraging this pipeline.
Avinash M. Veerappa, C. Guda· Methods in molecular biology· 0 citations
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