Isn't response surface methodology a form of topological data analysis? IIRC, it isn't used much since it has poor predictive power.
I also second the notion to read papers from the Carlsson lab, particularly one of the more application-oriented papers such as this one: http://www.nature.com/srep/2013/130207/srep01236/pdf/srep012...