Answering Your Scientific Questions
Each analysis module in MetaboNexus is a specialized tool designed to answer a specific biological question. Explore our comprehensive suite of methods.

Dimensionality Reduction
Get a high-level "map" of your data's structure. Do your experimental groups form distinct clusters? Is there unexpected heterogeneity? PCA, UMAP & t-SNE can tell you.

Spatial Autocorrelation
Is your metabolite's distribution random or spatially structured? Use Moran's I for a global score and LISA to find the exact location of significant hotspots and coldspots.

Leiden Clustering
Perform unsupervised spatial segmentation to discover distinct metabolic regions in your tissue, revealing hidden biological structures and tumor microenvironments.

Correlation Analysis
Understand systemic metabolic relationships by calculating the pairwise correlation for every metabolite, hinting at shared biological pathways and regulatory mechanisms.

Enrichment Analysis
Connect molecular observations to biological function. Find out if your list of interesting metabolites are statistically over-represented in known biological pathways.