Correlation analyses revealed that the MPN group consistently exhibited the strongest correlation between NF-κB1 and caspase-1 normalized counts, supporting its selection for further dimensionality reduction and ML analyses. This evidence concerns the gene CASP1 and myeloproliferative disorder.