Dietary restriction (DR) is a well-established method for extending lifespan across various species, including C. elegans. Among the different DR regimens, axenic dietary restriction (ADR), in which worms are grown in a nutrient-rich sterile liquid medium, yields the most powerful lifespan extension. However, the molecular mechanisms underlying this longevity phenotype remain largely unexplored. Through a pilot screen of candidate genes, we identified the proprotein convertase BLI-4 as a crucial factor in neurons for modulating lifespan under ADR conditions. BLI-4's role appears to be specific to ADR, as it does not significantly impact longevity under other DR regimens.