
gene expression
A heatmap is a picture not a conclusion
How clustering, colour scale and row scaling change a gene-expression heatmap, and why the differential table and the contrast remain the result.
8 October 2026 · 8 min read
Tag
Articles tagged rna seq. Tags group methods across clusters so a technique can be found from more than one route.
8 articles

gene expression
How clustering, colour scale and row scaling change a gene-expression heatmap, and why the differential table and the contrast remain the result.
8 October 2026 · 8 min read

gene expression
What a batch effect is in an expression study, how library date, operator, sequencer or kit lot can dominate a PCA, and what a correction model can adjust.
8 October 2026 · 8 min read

gene expression
How to tell a biological replicate from a technical one, and which unit of inference actually supports a treatment claim in an expression study.
8 October 2026 · 8 min read

gene expression
Why RT-qPCR and RNA-seq can disagree on one gene, and when that disagreement means they measured different molecules rather than a failed assay.
8 October 2026 · 8 min read

Pillar · gene expression
How a laboratory goes from cells to a gene expression result, and how RNA quality decides between a focused RT-qPCR assay and RNA-seq.
8 October 2026 · 7 min read

gene expression
How testing thousands of genes creates a multiple-testing problem, and why a pathway table built on an already chosen list is not yet a mechanism.
8 October 2026 · 10 min read

gene expression
How poly(A) selection and ribosomal depletion keep different RNA molecules, and when degraded, bacterial or non-polyadenylated samples need the broader library.
8 October 2026 · 8 min read

gene expression
What single-cell RNA-seq adds beyond a bulk average: droplets or wells, empty droplets, doublets, UMIs, sparse counts, and clustering as a parameter.
8 October 2026 · 7 min read