Systems and methods are provided for improving skincare product formulations to address
predicted skin trends. A biomarker analysis system is used to determine concentra tions of …

In some embodiments, protein biomarker concentration information for a subject is obtained,
and is used to determine one or more skin trends likely to be experienced by the subject …