This study integrates single-cell and bulk transcriptomics analysis to reveal the critical roles of <i>CD163</i> and <i>SPP1</i> in the IPF macrophage-mitochondrial autophagy axis, a novel framework for understanding the macrophage-mitophagy axis in IPF pathogenesis. This evidence concerns the gene SPP1 and idiopathic pulmonary fibrosis.