Actually, they have. There are observations with the Spitzer space telescope infrared spectrograph of planets occulting their star, where if I'm not mistaken one could see something like methane absorption signatures of the atmosphere of the planets. That's not very surprising, since these are Jupiter-like planets and they have methane clouds in their atmosphere.