“…Despite the recent developments in theoretical XANES calculations for V and other transitionmetal species [3a, 11] determination of average coordination environments of metal ions in complex biological or environmental matrices still relies on empirical techniques, such as principal component analyses or multiple linear regression fitting. [1,12] Our group has previously applied empirical analyses of XANES spectra, based on the use of libraries of model compounds, to a variety of problems related to the reactivity of toxic and medicinal metal ions in biological media. [1b, 13] In this work, we developed a library of V V , V IV and V III complexes with biological or biomimetic ligands (1-18 in Figure 1), primarily for biotransformation studies of V-based anti-diabetic drugs.…”