In pericytes and endothelial cells, TBX2, ETS1, BHLHE40, and ID1 function as transcription factors that regulate cell proliferation and differentiation, yet their roles and underlying mechanisms in cellular senescence in AD require further in-depth investigation. The gene discussed is ID1; the disease is Alzheimer disease.