“…According to the correlation circle ( Fig. 8 c), the first component contained Phe, Leu, Arg, Lys, Iso, Val , His, Ala, and Cys (highlighted amino acids were those with the highest correlation, >94%), similar to that reported by Schlüter et al (2022) ; whereas, in the second component the amino acids with the highest contribution were Glu, Tyr, Ser, Pro, Gly and Asp (highlighted amino acid with the highest correlation, >89%); behavior similar to SF. In addition, multivariate analysis has shown that amino acids (primarily hydrophobic) prevailed at the end of the fermentation, similar to that reported by Deus et al (2021) , due to the ability of the inoculum to modulate the change in the concentration of aromatic precursors ( Sande et al, 2020 ), and influenced by the cacao origin, soil characteristics, climatic conditions, among others ( Balcázar-Zumaeta, Pajuelo-Muñoz, et al, 2023 ; Marseglia et al, 2014 ; Servent et al, 2018 ; Spizzirri et al, 2019 ), however further studies are warranted.…”