The lack of difference in umbilical cord BDNF values between neonates born from COVID-19 or healthy pregnant women supports the speculation that in the absence of other risk factors (i.e., prematurity), the infection does not affect fetal neurodevelopment, thanks, among others, to the BDNF-mediated neuroprotection [144,145]. This evidence concerns the gene BDNF and COVID-19.