Sema4D signaling was upregulated in both venous and arterial ECs in obese conditions, and is known to drive endothelial dysfunction in pathological settings39, while cytoplasmic translation was downregulated in both venous and arterial subtypes in obese sWAT (Supplementary Fig. 6e, f). The gene discussed is SEMA4D; the disease is endothelial dysfunction.