Hello,
once I read an interesting chapter:
Arroyo, J., Maté, C., & Roque, A.M. (2006). Hierarchical Clustering for Boxplot Variables. Data Science and Classification.
The authors were suggesting to use the "ingredients" of a boxplot (quartiles, median, etc) to calculate a sort of manhattan...