%0 Journal Article %T Extra-Virgin Olive Oils from Nine Italian Regions: An 1H NMR-Chemometric Characterization %J Metabolites | An Open Access Journal from MDPI %D 2019 %R https://doi.org/10.3390/metabo9040065 %X Extra-virgin olive oil (383 samples; EVOOs) of three consecutive harvesting years from nine Italian regions were collected and submitted to an 1H NMR-chemometric protocol to characterize the samples according to their origin (geographical area and variety). A more complete assignment of the olive oil 1H spectrum in CDCl 3 and DMSO d6 was reported identifying 24-methylencycolartanol. A single classification model provided the discrimination of EVOOs among the three geographical macro-areas (North, Islands, Center-South), whereas a hierarchical approach based on breaking the overall classification problem into a series of smaller linear discriminant analysis (LDA) sub-models was tested to differentiate olive oils according to their geographical regions. Specific compounds responsible for olive oil characterization were identified. View Full-Tex %U https://www.mdpi.com/2218-1989/9/4/65