algebras on graph sets

Does anyone have any information on past or present work with bialgebra/Hopf algebra structures (or any coalgebra structures even ) on sets of graphs? I am a grad student working on my dissertation and I would be very grateful for any referrence or contacts anyone could give me. Thank you. Jo Ellis-Monaghan.