In this paper, we present new experimental results on the interaction of single-wall nanotubes with cell culture media through multicomponent amino acid and vitamin profiling. We show that nanotubes cause dose-dependent depletion of cell culture medium with respect to some amino acids, the pH indicator dye phenol red, and a range of vitamins, especially those with aromatic or polyaromatic core structure. The mechanism of this interaction is investigated by correlating the adsorption with molecular physical properties and through separate single-component experiments on tyrosine and phenol red. The single components experiments yield equilibrium isotherms and provide information on reversibility, multicomponent competitive effects, and the dependence on nanotube surface chemistry. The combined results suggest that the dominant mechanism is competitive multicomponent physical adsorption on hydrophobic nanotube surface patches, and the implications for biological assays and cell behavior is discussed.