QXTLF was found to regulate the directional differentiation of LGO-induced NSCs through the Fg-mediated BMPRI/ID3 signal axis, highlighting its role in promoting the differentiation of NSCs into neurons post-ischemic stroke. The gene discussed is ID3; the disease is ischemic stroke.