Bake the cake. Change all fluids (water. milk) to sardine juice.
lol
Good heavens, pop that sucker in the oven and it would make the kitchen smell like cannery row at low tide in August. The stench would be alarming and possibly permanent.
A thick coating of cream cheese frosting would probably go well with the aroma.