This study demonstrates that SPHK1 promotes M2 macrophage polarization and drives TGF-β1-dependent thrombus fibrosis, underscoring its critical role in the progression of CTEPH. This evidence concerns the gene SPHK1 and chronic thromboembolic pulmonary hypertension.