TNF and Shock: In summary, this study revealed the critical involvement of the IL-6/JAK/STAT3, PI3K/Akt/mTOR, and TNF-α/NF-κB pathways in pediatric postoperative septic shock and identified key genes such as PIM3, with quercetin and astramembrannin I predicted as potential therapeutic compounds.