Separation of molecular mediators of bacterial quorum sensing molecules

I am presently planning a study project on detecting and identifying molecular mediators of quorum sensing among bacterial populations (Like E coli and Pseudomonas).
How should I start?
How can I identify and separate the molecular mediators?
Thank you in advance.