Infrared absorption spectra of glycine and glycine-water aggregates embedded in superfluid helium nanodroplets were recorded in the frequency range 1000-1450 cm. For glycine monomer, absorption bands were observed at 1106 cm, 1134 cm, and 1389 cm. These bands were assigned to the C-OH stretch mode of the glycine conformers I, III and II, respectively. For glycine-water aggregates, we observed two bands at 1209 cm and 1410 cm which we assign to distinct conformers of glycine-HO. In all cases, the water is found to preferentially bind to the carboxyl group of the glycine.