CD40L's potential involvement in Immunodeficiency and hyper-IgM, RECQL4's associations with Baller-Gerold syndrome, RAPADILINO syndrome, and Rothmund-Thomson syndrome, and IL7RA's connection to severe combined immunodeficiency exemplify the intricate genetic landscape. Here, CD40LG is linked to Baller-Gerold syndrome.