KNOWLEDGE

Useful context
before interpretation.

Short, factual guides that explain what common research outputs mean, what they omit and where to continue exploring.

How to read a volcano plot

Understand fold change, significance thresholds and why the most visually extreme point is not automatically the most important result.

Learn how to read neighbourhoods, clusters and annotations without treating visual distance as a complete biological conclusion.

A clear boundary between organising VCF evidence and producing a validated clinical conclusion.

A practical orientation to common microbiome outputs and their main interpretive limits.

Structure provenance, confidence and why a visually plausible pocket is still a research hypothesis.

How ranked gene sets can support interpretation—and why enrichment does not establish a causal mechanism.