Integrative Multi-Omics Analysis with MultiOmicsBridge
Introduction | Installation | Simulated Multi-Omics Dataset | Module 1: Data Harmonization | Step 1.1 — Load host RNA-seq data | Step 1.2 — Load microbiome data | Step 1.3 — Match paired samples | Module 2: Joint Dimensionality Reduction | Module 3: Biomarker Discovery | Module 4: Diagnostic Classification | Full Pipeline with One Call | Module 5: Visualization | Joint integration biplot | Cross-omics biomarker network | Classifier comparison (bar chart) | Classifier comparison (ROC curves) | Feature flow (Sankey) diagram | Structured text report | Working with Real Data | HMP2 / IBDMDB dataset | Complex disease contexts | Design Principles | Why CLR for microbiome data? | Why DIABLO for integration? | Quantifying the multi-omics advantage | References | Session information