To clarify the complicated correlation structure and potential signaling pathway among the genes in NLRP3 inflammasome, we used score-based hill-climbing greedy search algorithm based on mRNA expression data to learn the network structure in AML patients and controls respectively. This evidence concerns the gene NLRP3 and acute myeloid leukemia.