Haining Xu,
Xiaoming Zhang* and
Eric Karangwa
State Key Laboratory of Food Science and Technology, School of Food Science and Technology, Jiangnan University, Lihu Road 1800, Wuxi, 214112, Jiangsu, PR China. E-mail: xmzhang@jiangnan.edu.cn; Fax: +86-510-85329081; Tel: +86-510-85197217
First published on 23rd June 2016
Inhibition of tyrosinase activity by Maillard reaction products derived from cysteine and glucose (Cys-MRPs) was studied. Pre-incubation of mushroom tyrosinase with Cys-MRPs decreased enzyme activity with increasing reaction time. We show that Cys-MRPs irreversibly block the active site of mushroom tyrosinase and that the competitive inhibitors dithiothreitol and kojic acid protect the enzyme from Cys-MRPs inactivation. Correlation of tyrosinase inhibition ability, volatile compounds, non-volatile compounds (HMF, DDMP and maltol), and Maillard reaction conditions of Cys-MRPs was analyzed by partial least squares regression (PLSR). 3-Ethyl-2-formylthiophene, α-dimethylformylthiophene, 2,6-dimethylpyrazine, ethylpyrazine, 2-ethyl-6-methylpyrazine, 2-methyl-3-(2-thienyldithio) thiophene, and furfural showed a significant and positive contribution to inhibition ability, while 2-propionylfuran and α-dimethyl-2-formylfuran showed a significant but negative correlation with inhibition ability. Of the three non-volatile compounds analyzed, only 2,3-dihydro-3,5-dihydroxy-6-methyl-4(H)-pyran-4-one (DDMP) showed a significant and positive correlation with inhibition ability, while HMF and maltol showed a weak negative correlation. The reaction temperature and time showed a significant and positive correlation with inhibition rate, whereas the ratio of sugar to amino acid showed a negative effect within the experimental range.
The control of enzymatic browning has always been a challenge for the food industry. Sulfites are used extensively as effective inhibitors of enzymatic browning. However, use of sulfites has been restricted by the Food and Drug Administration (FDA) because of potential associated hazards.4 Therefore, several studies have been carried out to find non-sulfite, natural anti-browning agents. Ascorbic acid and its derivatives, kojic acid and 4-hexyl resorcinol (4HR) have been used commercially in the food industry with limited success.5–7 As use of the term “tyrosinase inhibitor” varies among different researchers, Chang et al. classified them into six types: reducing agents (such as ascorbic acid), o-quinone scavenger (such as cysteine), alternative enzyme substrate, nonspecific enzyme inactivators (such as acids or bases), specific tyrosinase inactivators (suicide substrate), and specific tyrosinase inhibitor, of which the last two are considered to be “true inhibitors”.8 Kojic acid, tropolone, and dithiothreitol (DTT) have been used as positive control tyrosinase inhibitors by different researchers.
The Maillard reaction has an important role in improving the appearance and taste of foods. It is initiated by reaction between amino and carbonyl compounds, followed by a cascade of reactions, which produce a wide range of products. It has been demonstrated that Maillard reaction products (MRPs) can inhibit enzymatic browning.9–11 However, the inhibitory efficiency is affected significantly by type of amino acids and processing parameters (such as temperature, pH, and time).12–14 Cysteine (Cys) is the only amino acid that can inhibit enzymatic browning by itself. Previous studies showed that MRPs derived from cysteine and reducing sugar (Cys-MRPs) possessed the most potent inhibitory efficiency on enzymatic browning compared with the other amino acids. This is in accordance with the findings of Maillard et al., who compared the inhibition efficiency of MRPs derived from glycine, arginine, proline, and lysine and found that Cys-MRPs was the most effective inhibitor of mushroom tyrosinase and apple PPO.15 Maillard reaction processing parameters significantly affected the properties of the final product mixture. Cheriot et al. used surface response methodology to study the effect of Maillard reaction conditions on the browning inhibition capacity of final products on eggplant PPO, and reported that lower pH (pH 2), high temperature (115 °C), and proper reaction time (200 min) are favorable for high inhibitory activity.16
The initial phase of the Maillard reaction leads to formation of Amadori compounds, which undergo further reactions following two main decomposition pathways: 1,2-enolization (pathway A) and 2,3-enolization (pathway B). 5-(Hydroxymethyl)-2-furaldehyde (HMF) is formed from hexoses via 3-deoxyhexosones (pathway A), whereas 1-deoxy-2,3-hexosuloses generate 2,3-dihydro-3,5-dihydroxy-6-methyl-4(H)-pyran-4-one (DDMP) as a typical marker of pathway B. Further dehydration of DDMP will generate maltol. As the early stage of the Maillard reaction influences the course of the whole reaction, understanding these phenomena is crucial to study of the tyrosinase inhibition mechanism of MRPs.17 Measurement of HMF, DDMP, and maltol content can help to investigate which pathway is more favorable for formation of an efficient tyrosinase inhibitor.
In general, there are two mechanisms for inhibition of enzymatic browning by adding chemical reagents, as shown in Fig. 1: directly acting on PPO as an enzyme inhibitor, or reacting with the initial product o-quinone forming adduct products or reducing quinone back to phenolic substrate to block or delay the formation of dark pigment.18 In the former situation, polarographic methods can be used to determine PPO activity by measuring dissolved oxygen consumption (i.e. substrate utilization), whereas for the latter case, spectrophotometric and polarographic methods can be used together to verify possible interaction between o-quinone and inhibitors. For example, in the case of cysteine, a decline curve of dissolved oxygen content with time can be monitored, where a flat curve of absorbance in the visible region against time is seen when enough cysteine is provided. Therefore, more information can be obtained from a combination of polarographic and spectrophotometric assays.
Fig. 1 Schematic representation of diphenolase activity on catechol, together with possible mechanisms of inhibition of enzymatic browning. |
In the literature, confusing results for enzymatic browning inhibition have been obtained using spectrophotometric measurement because of the non-linear relationship between absorbance and o-quinone formation.19 As MRPs are a complex combination of various compounds, it cannot be ruled out that there are different inhibitors exhibiting different inhibitory mechanisms as demonstrated by Wu et al.,20 who found that multiple components may contribute to the tyrosinase inhibitory effects of MRPs using activity-guided chromatographic analysis.
Although tyrosinase inhibition has always been a hotspot of research in the food, cosmetic, and medical industries, only a small number of reports have been published on use of MRPs as tyrosinase inhibitors. In the present study, Cys-MRPs, the most potent tyrosinase inhibitor among MRPs, was chosen for study of inhibitory characteristics on mushroom tyrosinase to gain more knowledge on its inhibition mechanism. The correlation between tyrosinase inhibition ability and volatile, non-volatile compounds, and Maillard reaction conditions was established using partial least squares regression analysis to characterize the active compounds of Cys-MRPs for efficiently inhibiting tyrosinase.
ID | Ratio of glucose to cysteine | Temperature (°C) | Time (h) |
---|---|---|---|
RC1 | 2 | 110 | 2 |
RC2 | 1 | 110 | 4 |
RC3 | 0.5 | 110 | 6 |
RC4 | 2 | 120 | 2 |
RC5 | 1 | 120 | 4 |
RC6 | 0.5 | 120 | 6 |
RC7 | 2 | 130 | 2 |
RC8 | 1 | 130 | 4 |
RC9 | 0.5 | 130 | 6 |
RC10 | 2 | 140 | 2 |
RC11 | 1 | 140 | 4 |
RC12 | 0.5 | 140 | 6 |
Recent studies showed that the enzymatic browning inhibition ability of MRPs is greatly influenced by Maillard reaction parameters such as temperature and pH.11,29 Our preliminary response surface methodology experiments revealed that the optimal Maillard reaction conditions for generating the maximal inhibition ability were 140 °C, pH 7.0 for 150 min reaction time. The browning inhibition characteristics of Cys-MRPs prepared under the optimal conditions were compared with those of Cys-MRPs prepared under normal conditions (Fig. 2B and C). Cys-MRPs prepared under different Maillard reaction conditions showed different inhibition patterns. The inhibition pattern of Cys-MRPs in Fig. 2B is similar to that of cysteine with a lag period, whereas the Cys-MRPs as shown in Fig. 2C, had no lag period. A possible explanation is that Cys-MRPs prepared at 125 °C, pH 4.0, for 90 min (Fig. 2B) still contain a certain amount of unreacted cysteine, whereas all cysteine has reacted in Cys-MRPs prepared at 140 °C, pH 7.0 for 150 min (Fig. 2C). It is well known that Cys-MRPs can directly inhibit PPO activity.11 The Cys-MRPs as depicted in Fig. 2B exhibited the same inhibition characteristic as Cys (Fig. 2A), and also gave a similar dose–response curve (Fig. 2D). While for the Cys-MRPs as depicted in Fig. 2C, the inhibitory capacity was greatly improved, and 0.052 mM Cys-MRPs could completely inhibit the enzymatic browning, indicating that the newly formed compounds have potent browning inhibition ability. As depicted in Fig. 2D, anti-browning capacity and mechanism of Cys-MRPs is greatly influenced by Maillard reaction conditions.
To investigate whether the observed time-dependent mode of inhibition of tyrosinase by Cys-MRPs is reversible, tyrosinase was first incubated with Cys-MRPs and then separated by diafiltration. Any remaining activity of tyrosinase was determined and the diafiltered, CuCl2-treated tyrosinase was taken as control. Results showed that tyrosinase incubated with Cys-MRPs followed by diafiltration exhibited decreased activity with declining oxygen consumption rate (Fig. 4), indicating an irreversible inhibitory effect. These results are in accordance with Cheriot et al., who demonstrated that inhibition of eggplant PPO by Cys-MRPs prepared by reacting cysteine and glucose (0.25 M/1 M) at 115 °C initial pH 2 for 200 min was almost irreversible, suggesting that the MRPs might irreversibly denature the major part of the enzyme or chelate the copper present in the enzyme to form a complex, which cannot be totally dissociated by dialysis (or gel filtration).16
To study whether the inactivation of tyrosinase by Cys-MRPs involves action on the copper ions at the active center of tyrosinase, reactivation was attempted by supplementing pretreated tyrosinase with CuCl2. DTT was used as a control, as it is known to reversibly inhibit tyrosinase.31 Comparing the activities of the pretreated tyrosinase samples (Fig. 4), it was found that copper supplementation could only partially reactivate the tyrosinase, which was inactivated by Cys-MRPs, but it could largely reactivate DTT-inactivated tyrosinase. Based on these results, it could be concluded that Cys-MRPs irreversibly inactivated tyrosinase, and that inactivation might be partially attributed to chelation of copper ions. Maillard et al. investigated the copper chelating capacity of several MRPs derived from different amino acids and the relationship with PPO inhibition, and reported that the sulfhydryl groups of cysteine and glutathione are important to the copper chelating properties, making them outstanding among other amino acids.15
Pretreatment of tyrosinase with tropolone or kojic acid followed by diafiltration did not inactivate the enzyme, indicating that these inhibitors are indeed reversible (Fig. 5). When tyrosinase was incubated with equimolar Cys-MRPs and tropolone together, efficiency of inhibition of the tyrosinase was lower than that of Cys-MRPs alone, and a similar trend was observed when tropolone was replaced by kojic acid but to a lesser extent. All these results suggest that the inhibitory effect of Cys-MRPs on tyrosinase is partially attributed to action on the active center of the enzyme or, more accurately, on the copper ions of the active center. The difference between tropolone and kojic acid probably results from higher affinity of tropolone to the enzyme. Chen et al. reported that the inhibitor constant Ki of kojic acid ranged from 0.02 to 0.71 mM depending on the enzyme and substrate, in particular the Ki value for mushroom tyrosinase and substrate DL-dopa is 0.02 mM.7 Espín et al. reported that the Ki value of tropolone for mushroom tyrosinase and substrate 4-tert-butylcatechol is 8–11.5 μM.33
The volatiles formed from the Maillard reaction between ribose and cysteine, were dominated by sulfur-containing heterocyclics with thiophene and its derivatives.34 As shown in Table 2, 59 volatile compounds were generally classified as thiols, thiazoles, thiophenes, disulfides, pyrazines, furans, and other sulfur-containing compounds.
KI | Compound | ID | RC1 | RC2 | RC3 | RC4 | RC5 | RC6 | RC7 | RC8 | RC9 | RC10 | RC11 | RC12 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
a Approximate quantities in headspace (ng mL−1 of mixture) given as means of independent experiments; —, below detection limit (0.07 ng mL−1 of mixture).b Each model system consisted of different reactant ratios of glucose to cysteine and reacted at different times and temperatures. Reliability of the identification proposal was indicated by the following: (A) mass spectrum and Kovats index according to the literature; and (B) mass spectrum compared with NIST98 and Wiley mass spectral databases. KI, Kovats index calculated for the DB-WAX capillary column; ID, identification. RC1–RC12 represents 12 MRPs samples prepared according to Table 1. | ||||||||||||||
Thiol | ||||||||||||||
818 | 3-Mercapto-2-butanone | TL1 | 0.86 | 7.21 | 5.32 | 5.36 | 21.45 | 7.83 | 1.78 | 17.31 | 7.89 | — | 6.88 | 1.94 |
869 | 2-Methyl-3-furanthiol | TL2 | — | 2.78 | — | 0.76 | 6.35 | 4.31 | 8.14 | 6.37 | 4.31 | — | 16.62 | 7.3 |
904 | 3-Mercapto-2-pentanone | TL3 | — | — | — | — | — | — | 5.68 | 8.92 | 15.1 | — | 4.74 | 0.81 |
909 | 2-Mercapto-3-pentanone | TL4 | 0.99 | 5.14 | 1.89 | 9.15 | 53.15 | 45.37 | 163.1 | 77.46 | 67.49 | 1.74 | 6.32 | 1.02 |
913 | 2-Furanmethanethiol | TL5 | — | 3.12 | — | 4.79 | 6.43 | 8.55 | — | 7.32 | — | — | 22.09 | 0.85 |
959 | 2-Thiophenethiol | TL6 | — | 0.65 | — | 6.89 | 3.15 | 9.53 | — | — | — | — | — | — |
980 | 3-Thiophenethiol | TL7 | — | — | — | — | — | 1.43 | — | — | — | — | 25.55 | 26.99 |
1066 | 2-Methyl-3-thiophenethiol | TL8 | 1.05 | 2.17 | 4.82 | 1.83 | 3.89 | 7.45 | 4.81 | 15.78 | 4.56 | — | 25.37 | 27.23 |
Disulfide | ||||||||||||||
542 | Bis(2-methyl-3-furyl)disulfide | DS1 | — | 1.94 | — | — | 1.6 | — | 1.89 | 2.94 | 6.26 | 4.37 | 8.54 | 0.73 |
1643 | 2-Methyl-3-(2-furfuryldithio)furan | DS2 | — | 0.48 | — | 0.8 | 4.18 | 2.91 | 8.23 | 15.6 | 4.91 | 6.71 | 0.48 | — |
1702 | 2,3-Dihydro-5-methyl-4-[(2-methyl-3-furyl)dithio]furan | DS3 | — | 3.2 | 1.66 | 3.77 | 6.32 | 1.86 | 2.92 | 13.57 | 4.45 | 2.13 | 3.2 | 1.66 |
1745 | 2-Methyl-3-[(2-methyl-3-thienyl)dithio]furan | DS4 | — | 1.76 | — | 0.57 | 3.2 | — | 7.05 | 5.41 | 5.73 | 4.81 | 9.93 | 11.23 |
1874 | α-Dithiobisthiophene | DS5 | — | 0.7 | 1.37 | 1.07 | 3.18 | 5.4 | — | 3.17 | — | — | 3.7 | 6.37 |
1921 | 2-Methyl-3-(2-thienyldithio)thiophene | DS6 | — | 1.34 | 2.22 | — | — | — | 4.38 | 4.31 | 9.27 | 2.88 | 10.4 | 12.22 |
Thiophene | ||||||||||||||
68 | 2-Thienylmethanol | TP1 | — | — | — | — | 3.79 | — | 1.58 | 8.77 | 4.74 | 16.48 | 22.96 | 6.6 |
1095 | 2-Acetylthiophene | TP2 | — | 5.47 | — | — | 5.18 | 0.72 | 1.37 | 12.54 | 6.28 | 4.27 | 3.78 | 0.99 |
1128 | 3-Methyl-2-formylthiophene | TP3 | — | — | — | 1.53 | 7.28 | 2.67 | 23.75 | 10.33 | 17.43 | 41.53 | 28.05 | 10.48 |
1149 | 5-Methyl-2-thiophenecarboxaldehyde | TP4 | — | 2.51 | — | 1.74 | 7.91 | 4.36 | — | — | — | 1.37 | 3.13 | — |
1189 | 2-Propionylthiophene | TP5 | — | — | 3.59 | — | 3.71 | 7.99 | 16.95 | 12.73 | 5.32 | 2.04 | 15.23 | 7.83 |
1194 | 2-Acetyl-3-methylthiophene | TP6 | 0.78 | 3.18 | — | 1.07 | 9.95 | 0.83 | 3.62 | 8.74 | 1.48 | 7.19 | 9.37 | 3.51 |
1208 | 3-Ethyl-2-formylthiophene | TP7 | — | — | — | — | — | — | 1.16 | 5.75 | 2.73 | 2.41 | 8.9 | 4.82 |
1249 | α-Dimethylformylthiophene | TP8 | 0.92 | — | — | 3.26 | 0.68 | 1.65 | 8.71 | 7.14 | 3.87 | 3.66 | 2.46 | |
1289 | 3-Acetyl-2,5-dimethylthiophene | TP9 | 1.17 | — | — | 3.84 | 1.03 | — | 54.83 | 7.43 | 2.36 | 127.4 | 6.9 | 1.1 |
Thiophenone | ||||||||||||||
959 | Dihydro-3(2H)-thiophenone | TO1 | — | — | — | — | 2.73 | — | 3.61 | 13.18 | 4.72 | 0.97 | 1.58 | 1.05 |
996 | Dihydro-2-methyl-3(2H)-thiophenone | TO2 | — | 4.81 | — | — | 7.43 | 0.58 | 0.63 | 21.66 | 6.16 | 2.52 | 31.75 | 5.33 |
1026 | Dihydro-2,(4 or 5)-dimethyl-3(2H)-thiophenone (E or Z) | TO3 | — | 2.19 | 0.52 | — | 1.9 | 3.17 | 1.8 | 12.61 | 3.55 | 0.65 | 6.96 | 2.72 |
Fused bicyclic compound | ||||||||||||||
197 | 2,3-Dihydro-6-methylthieno[2,3-c]furan | FB1 | 4.71 | 3.69 | 7.25 | 12.54 | 19.67 | 15.43 | 104.53 | 35.62 | 3.89 | 199.78 | 56.08 | 1.94 |
1220 | Thieno[2,3-b]thiophene | FB2 | 10.27 | 14.51 | 19.24 | 2.67 | 4.73 | 8.42 | 4.32 | 8.56 | 12.35 | 2.48 | 17.36 | 17.78 |
1325 | α-Dihydrothienothiophene | FB3 | 2.57 | 4.31 | 4.68 | 16.01 | 26.89 | 17.53 | 57.32 | 44.67 | 17.84 | 271.68 | 441.52 | 91.65 |
1364 | 2-Methyl-thieno[3,2-b]thiophene | FB4 | — | 1.75 | 4.67 | — | — | — | — | 4.83 | — | 10.43 | 21.2 | 16.32 |
1381 | α-Methyldihydrothienothiophene | FB5 | 4.26 | 3.15 | 1.96 | 0.75 | — | — | — | — | — | 11.92 | 75.56 | 4.65 |
1477 | α-Dimethyldihydrothienothiophene | FB6 | — | — | — | — | — | — | 1.95 | 7.39 | 8.54 | 3.39 | 36.62 | 2.95 |
Polysulfur heterocyclic compound | ||||||||||||||
1153 | 3,5-Dimethyl-1,2,4-trithiolane (E or Z) | PS1 | — | 3.28 | — | — | 5.02 | 2.57 | 4.02 | 12.31 | 6.44 | 2.15 | 7.38 | 5.34 |
1160 | 3,5-Dimethyl-1,2,4-trithiolane (E or Z) | PS2 | — | 1.9 | — | — | 5.9 | 2.77 | — | 7.92 | 3.67 | — | 4.73 | — |
1185 | 1,2-Dithian-4-one | PS3 | — | 2.11 | — | 1.5 | 8.1 | 0.67 | — | 4.29 | — | 2.16 | 10.52 | 1.7 |
1232 | 3-Methyl-1,2-dithian-4-one | PS4 | — | 2.16 | — | — | 8.96 | 1.94 | — | — | — | 1.26 | 18.6 | 5.23 |
1266 | 3-Methyl-1,2,4-trithiane | PS5 | — | — | 3.07 | — | 4.59 | 9.07 | — | 7.61 | 12.33 | — | 8.9 | 16.47 |
1428 | 3,6-Dimethyl-1,2,4,5-tetrathiacyclohexane (E or Z) | PS6 | — | — | — | — | — | — | — | 3.17 | — | 4.61 | 13.2 | 2.18 |
Pyrazine | ||||||||||||||
825 | Methylpyrazine | PY1 | 2.59 | 6.81 | 3.74 | — | 3.38 | 9.51 | — | — | — | 0.61 | 5.75 | — |
914 | 2,6-Dimethylpyrazine | PY2 | 3.46 | 5.14 | 6.93 | 1.07 | 3.37 | 4.87 | 9.41 | 7.13 | 10.67 | 56.18 | 22.12 | 34.76 |
918 | Ethylpyrazine | PY3 | — | 1.72 | — | 4.13 | 10.63 | 15.78 | 35.17 | 25.17 | 29.46 | 78.72 | 103.45 | 89.15 |
919 | 2,3-Dimethylpyrazine | PY4 | 5.17 | 4.85 | 17.21 | 2.14 | 5.31 | 1.76 | — | 5.71 | 3.28 | 7.15 | 11.38 | 3.79 |
999 | 2-Ethyl-6-methylpyrazine | PY5 | — | — | — | 10.29 | 15.85 | 18.42 | 7.38 | 17.53 | 21.78 | 45.13 | 78.31 | 68.35 |
1003 | Trimethylpyrazine | PY6 | 1.23 | 5.39 | 2.17 | 18.47 | 27.16 | 7.35 | 0.59 | 9.27 | 3.16 | 1.67 | 5.89 | 0.93 |
Thiazole | ||||||||||||||
933 | 4,5-Dimethylthiazole | TZ1 | 3.47 | 7.36 | 9.75 | 3.8 | 6.78 | 19.6 | 7.18 | 1.87 | 2.99 | 3.16 | 5.17 | 4.57 |
997 | 2,4,5-Trimethylthiazole | TZ2 | — | 6.77 | 8.59 | 15.43 | 52.32 | 95.7 | 15.65 | 39.27 | 73.1 | 0.81 | 1.54 | 7.18 |
1022 | 2-Acetylthiazole | TZ3 | — | 9.7 | 9.33 | 8.93 | 37.11 | 29.05 | 5.9 | 79.15 | 49.37 | 4.95 | 11.12 | 3.32 |
1024 | 5-Ethyl-2-methylthiazole | TZ4 | — | — | 2.19 | 11.86 | 5.61 | 4.81 | 15.82 | 9.67 | — | — | — | |
1077 | 5-Ethyl-2,4-dimethylthiazole | TZ5 | 3.65 | 4.18 | 7.44 | 14.96 | 18.62 | 30.17 | 8.7 | 7.53 | 10.84 | — | 1.94 | 2.2 |
1113 | 2-Acetyl-4-methylthiazole | TZ6 | — | — | — | 8.49 | 27.18 | 12.7 | 19.08 | 42.39 | 25.17 | 1.25 | 2.1 | 1.45 |
1241 | 2,5-Diethyl-4-methylthiazole | TZ7 | — | 3.19 | 8.29 | 8.72 | 9.55 | 17.43 | 3.78 | 6.81 | 19.36 | 0.57 | 2.13 | 3.14 |
Miscellaneous | ||||||||||||||
832 | Furfural | MI1 | 1.6 | 5.79 | 2.1 | 12.25 | 3.19 | 4.76 | 27.2 | 18.51 | 11.63 | 51.5 | 32.7 | 27.94 |
850 | 2-Furanmethanol | MI2 | — | — | — | 9.28 | — | — | 24.35 | 19.56 | 15.75 | 3.02 | 2.29 | — |
910 | 2-Acetylfuran | MI3 | 4.19 | 0.73 | — | 10.3 | 7.18 | 2.67 | — | 4.33 | — | — | — | — |
936 | 5-Methylfurfural | FB4 | 1.89 | 2.94 | 6.26 | 17.05 | 25.41 | 15.73 | 14.38 | 45.31 | 9.27 | 2.92 | 29.57 | 4.45 |
952 | 1-(2-Furyl)-2-propanone | MI5 | 19.2 | 8.23 | 0.52 | — | — | — | 4.32 | 5.18 | 3.76 | 0.93 | 2.75 | 0.52 |
1004 | Benzofuran | MI6 | — | 2.6 | 5.81 | 3.75 | 7.56 | 10.5 | — | 3.71 | 8.29 | — | — | — |
1016 | 2-Propionylfuran | MI7 | 7.1 | 16.23 | 14.96 | — | — | — | 0.82 | 3.87 | 1.4 | — | — | — |
1086 | α-Dimethyl-2-formylfuran | MI8 | 27.19 | 39.5 | 15.43 | 19.61 | 8.25 | 2.1 | — | — | — | — | — | — |
PLSR was performed to process data from GC-MS analysis of MRPs and tyrosinase inhibition rate. The X-matrix was designed as GC-MS data of 12 MRPs derived from various Maillard reaction conditions (time, temperature, and ratio of cysteine to glucose); the Y-matrix was designed as tyrosinase inhibition rate (Fig. 6). The derived PLSR model included two significant PCs and explained 80% of the cross-validated variance. Furthermore, more PCs did not provide any predictive improvement in the Y-matrix obtained. PC1 versus PC2 was explored and is presented in Fig. 6.
As shown in Fig. 6B, the volatile compounds of MRPs marked with small circles were found to be significant in browning inhibition ability. The big circles indicate 50% and 100% explained variance, respectively. The measured parameter of browning inhibition rate was located in the first quadrant between the inner and outer ellipses, r2 = 50% and 100%. More volatile compounds were located on the right side in PC1, suggesting that the total amount of volatile compounds of Maillard reaction was positively correlated with the enzymatic browning inhibition ability.
Further studies of the relationships were carried out by calculating estimated regression coefficients from the jack-knife uncertainty test. The results from the PLS1 regression analysis described the contribution of volatile compounds of MRPs to the browning inhibition ability. 3-Ethyl-2-formylthiophene, α-dimethylformylthiophene (TP7, 8), 2,6-dimethylpyrazine, ethylpyrazine, 2-ethyl-6-methylpyrazine (PY2, 3, 5), 2-methyl-3-(2-thienyldithio) thiophene (DS6), and furfural (MI1) showed significant and positive contribution to tyrosinase inhibition ability, while 2-propionylfuran and α-dimethyl-2-formylfuran (MI7, 8) showed a significant but negative contribution to tyrosinase inhibition ability.
As shown in Fig. 7, only DDMP showed significant and positive correlation with the inhibition ability, whereas HMF and maltol showed weak negative correlation. DDMP itself cannot inhibit tyrosinase activity but could be used as an index for evaluating inhibition ability of MRPs derived from cysteine and glucose.
The PLSR results of Maillard reaction conditions and inhibition rate, indicated that reaction temperature and time have a significant and positive effect on the inhibition rate of final products within the experimental range. These results are in agreement with previous findings that increasing Maillard reaction intensity contributes to tyrosinase inhibition ability; whereas increasing ratio of sugar to amino acid in a certain range decreases inhibition ability.
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