By integrating scRNA‐seq analysis of paired BALF and PBMCs, our study bridges this gap, highlighting the intricate immune crosstalk between peripheral and pulmonary compartments and advancing the systemic understanding of anti‐MDA5+ associated ILD immunopathogenesis. Here, IFIH1 is linked to interstitial lung disease.