2-Way Hierarchical Clustering

Has anyone attempted to perform 2-way hierarchical clustering in which one dimension might be hierarchical clustering

of molecules using ECFP6 (or some other) fingerprints as a basis for the distance metric, and the other dimension might be

hierarchical clustering using perhaps a profile of biological activities for a set of assays e.g., a set of pIC50

measurements.  Does anyone have a PP or PP + R stats protocol that they can share?

Is this approach useful for elucidating chemotypes and possible polypharmacology / target / mechanism of action

analysis?

Please share your experiences or ideas if you have tried this or had some success.

Thank you.

Regards,

Jim Metz

James.Metz@AbbVie.com