Age-related changes in dermal collagen architecture induced by HAPLN1 has been linked to reduced T cell motility and infiltration, and increased melanoma incidence with age [93, 95], raising the possibility that ECM remodeling represented by our matrix risk signature captures a similar process in SqCC. Here, HAPLN1 is linked to melanoma.