In line with these findings, our results suggest that the pronounced immunological alterations observed in GDM placentas—such as elevated CD4+ and CD8+ T-cell infiltration and a shift toward M1 macrophage polarization—may represent one of the mechanistic pathways through which specific GDM subtypes contribute to adverse placental function and fetal growth outcomes [24]. The gene discussed is CD4; the disease is gestational diabetes.