MADH4 variants cause juvenile polyposis/HHT overlap syndrome, while GDF2 encodes BMP9, which can bind to endoglin protein and ALK1 protein, leading to overlapping phenotypes of HHT1 and HHT2. The gene discussed is GDF2; the disease is juvenile polyposis syndrome.