A recent review by Nadim et al. casts some light on a Cosmetology and Dermatology, where circulating biomarkers, though studied to a certain extent so far, are yet unknown for many skin models. (1) A first element to have in mind when considering the skin-related experimental model is the “Oxygen level”. Oxygen levels may contribute to different findings, and the in vitro models used so far may not be so physiologically relevant as initially thought.