“…The first phase of the study consisted of an in-depth analysis of smell, taste and tactile sensations characterising the selected wines. Considering the samples’ heterogeneity in terms of wine type, grape variety and winemaking procedures (e.g., macerated wines, wines aged in barrel), several existing tools (Le Nez du Vin ® [ 29 ], Tasterplace©, TasterPlace S.r.l., Montebelluna (TV), Italy; The Wine Wheel ® , Noble et al [ 30 ]) were used as well as literature data [ 31 , 32 , 33 , 34 , 35 ] to cover the sensory complexity of the Italian wines tested, leading to the selection of 169 descriptors: 97 for white wines, 100 for red wines and 133 for sparkling white and rosé wines. Supplementary Table S1 reports the complete list of descriptors.…”