We then validate this approach by comparing classical biased KH gene selection for brain hypoxia to a de novo identified highly stable HK panel and their reliability in reproducing the discovery of Nox4 as a key inducible gene with a causal role in post-stroke neurodegeneration17. This evidence concerns the gene NOX4 and stroke disorder.