| Literature DB >> 31844777 |
Jintana Sangsopha1, Anuchita Moongngarm1, Nutjaree Pratheepawanit Johns2, Nigel Peter Grigg3.
Abstract
Melatonin is a natural hormone which regulates human circadian rhythms and is presented in milk at low concentrations. To improve melatonin concentration and amounts of bioactive compounds in pasteurized milk (PM), soymilk powder (SMP) and mulberry leaf tea (MLT) were added using mixture design response surface methodology (RSM) and levels of SMP, MLT and raw milk (RM) were optimized. PM containing 4.50% SMP, 4.50% MLT and 88.80% RM gave the highest chemical compositions, bioactive compounds and antioxidant activity. Mathematical models of chemical compositions, bioactive compounds and antioxidant activity showed significant differences, whereas sensory attributes were not significantly different in all modeled parameters. Optimum levels were 3.90% SMP, 4.50% MLT and 89.40% RM. Verification of optimum proportions showed that experimental values of chemical compositions, bioactive compounds and antioxidant activity agreed with model predictions. Optimum PM contained melatonin (1.49 ng/mL), free tryptophan (0.26 μg/mL), and total phenolic content (0.72 mg GAE/mL) with high antioxidant activity when assayed by DPPH, ABTS and FRAP. Results suggested that mixture design RSM has the potential to optimize SMP, MLT and RM levels to obtain PM with increased amounts of bioactive compounds and high melatonin content.Entities:
Keywords: Consumer sensory research; Food analysis; Food chemistry; Food composition; Food processing; Food technology; Melatonin; Mixture design; Nutrition; Pasteurized milk; Response surface methodology; Sensory evaluation
Year: 2019 PMID: 31844777 PMCID: PMC6895669 DOI: 10.1016/j.heliyon.2019.e02939
Source DB: PubMed Journal: Heliyon ISSN: 2405-8440
Treatments of the three components using mixture design.
| Treatment | Formulation (%) | Sugar | Color | ||
|---|---|---|---|---|---|
| SMP (X1) | MLT (X2) | RM (X3) | |||
| 1 | 4.50 | 4.00 | 89.30 | 2.00 | 0.20 |
| 2 | 4.50 | 3.50 | 89.80 | 2.00 | 0.20 |
| 3 | 4.50 | 4.50 | 88.80 | 2.00 | 0.20 |
| 4 | 4.00 | 4.50 | 89.30 | 2.00 | 0.20 |
| 5 | 4.00 | 4.00 | 89.80 | 2.00 | 0.20 |
| 6 | 4.00 | 4.00 | 89.80 | 2.00 | 0.20 |
| 7 | 4.00 | 4.00 | 89.80 | 2.00 | 0.20 |
| 8 | 4.00 | 3.50 | 90.30 | 2.00 | 0.20 |
| 9 | 3.50 | 4.50 | 89.80 | 2.00 | 0.20 |
| 10 | 3.50 | 3.50 | 90.80 | 2.00 | 0.20 |
| 11 | 3.50 | 4.00 | 90.30 | 2.00 | 0.20 |
X1 = SMP = soymilk powder, X2 = MLT = mulberry leaf tea, X3 = RM = raw milk.
Chemical compositions and quality of PM treatments.
| Treatment | Formula (%) | Composition (%) | pH | Colony | Color values | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SMP | MLT | RM | Fat | SNF | Lactose | Protein | TS | (cfu/mL) | L* | a* | b* | ||
| 1 | 4.50 | 4.00 | 89.30 | 4.32 ± 0.04 | 10.40 ± 0.08 | 5.68 ± 0.08 | 4.88 ± 0.05 | 14.72 ± 0.06 | 6.65 ± 0.03 | 4.00 × 10 | 63.68 ± 0.16 | -11.04 ± 0.08 | 20.66 ± 0.10 |
| 2 | 4.50 | 3.50 | 89.80 | 4.31 ± 0.02 | 10.39 ± 0.09 | 5.66 ± 0.05 | 4.90 ± 0.08 | 14.70 ± 0.10 | 6.67 ± 0.02 | 4.33 × 10 | 64.07 ± 0.37 | -11.09 ± 0.24 | 20.85 ± 0.12 |
| 3 | 4.50 | 4.50 | 88.80 | 4.29 ± 0.07 | 10.42 ± 0.09 | 5.69 ± 0.02 | 4.91 ± 0.08 | 14.71 ± 0.12 | 6.50 ± 0.03 | 6.67 × 10 | 63.70 ± 0.21 | -9.88 ± 0.26 | 20.12 ± 0.15 |
| 4 | 4.00 | 4.50 | 89.30 | 4.26 ± 0.06 | 10.26 ± 0.08 | 5.65 ± 0.04 | 4.80 ± 0.05 | 14.52 ± 0.14 | 6.65 ± 0.01 | 6.00 × 10 | 65.94 ± 0.68 | -9.01 ± 0.30 | 18.41 ± 0.60 |
| 5 | 4.00 | 4.00 | 89.80 | 4.23 ± 0.06 | 10.25 ± 0.07 | 5.61 ± 0.11 | 4.78 ± 0.09 | 14.48 ± 0.11 | 6.51 ± 0.01 | 4.67 × 10 | 65.55 ± 0.35 | -10.92 ± 0.17 | 19.81 ± 0.28 |
| 6 | 4.00 | 4.00 | 89.80 | 4.22 ± 0.02 | 10.23 ± 0.06 | 5.64 ± 0.04 | 4.77 ± 0.08 | 14.45 ± 0.07 | 6.54 ± 0.01 | 3.00 × 10 | 65.87 ± 0.19 | -10.29 ± 0.08 | 19.77 ± 0.14 |
| 7 | 4.00 | 4.00 | 89.80 | 4.23 ± 0.08 | 10.22 ± 0.11 | 5.62 ± 0.05 | 4.75 ± 0.09 | 14.45 ± 0.11 | 6.57 ± 0.02 | 3.00 × 10 | 66.77 ± 0.42 | -10.62 ± 0.10 | 19.18 ± 0.57 |
| 8 | 4.00 | 3.50 | 90.30 | 4.22 ± 0.08 | 10.11 ± 0.10 | 5.65 ± 0.08 | 4.74 ± 0.09 | 14.33 ± 0.03 | 6.53 ± 0.02 | 5.67 × 10 | 65.49 ± 0.12 | -10.00 ± 0.07 | 18.99 ± 0.33 |
| 9 | 3.50 | 4.50 | 89.80 | 4.20 ± 0.05 | 10.12 ± 0.06 | 5.68 ± 0.06 | 4.67 ± 0.03 | 14.32 ± 0.09 | 6.57 ± 0.02 | 3.33 × 10 | 66.52 ± 0.05 | -11.24 ± 0.11 | 20.40 ± 0.08 |
| 10 | 3.50 | 3.50 | 90.80 | 4.18 ± 0.03 | 10.07 ± 0.09 | 5.67 ± 0.07 | 4.65 ± 0.04 | 14.25 ± 0.12 | 6.64 ± 0.02 | 1.67 × 10 | 67.43 ± 0.03 | -11.56 ± 0.60 | 20.00 ± 0.41 |
| 11 | 3.50 | 4.00 | 90.30 | 4.20 ± 0.05 | 10.10 ± 0.08 | 5.66 ± 0.06 | 4.67 ± 0.06 | 14.30 ± 0.12 | 6.67 ± 0.02 | 5.33 × 10 | 66.84 ± 0.69 | -11.64 ± 0.34 | 19.03 ± 0.34 |
SMP = soymilk powder, MLT = mulberry leaf tea, RM = raw milk, SNF = solid not fat and TS = total solids. L* = light (+) and black (-), a* = red (+) and green (-), b* = yellow (+) and blue (-).
Melatonin, free tryptophan, TPC and antioxidant activity of PM treatments.
| Treatment | Formulation (%) | Melatonin | Free tryptophan | TPC | Antioxidant activity (mg TE/mL) | ||||
|---|---|---|---|---|---|---|---|---|---|
| SMP | MLT | RM | ng/mL | μg/mL | mg GAE/mL | DPPH | ABTS | FRAP | |
| 1 | 4.50 | 4.00 | 89.30 | 1.61 ± 0.15 | 0.30 ± 0.02 | 0.68 ± 0.02 | 0.52 ± 0.01 | 0.80 ± 0.01 | 0.51 ± 0.02 |
| 2 | 4.50 | 3.50 | 89.80 | 1.70 ± 0.06 | 0.29 ± 0.02 | 0.68 ± 0.03 | 0.51 ± 0.01 | 0.72 ± 0.01 | 0.49 ± 0.02 |
| 3 | 4.50 | 4.50 | 88.80 | 1.93 ± 0.01 | 0.27 ± 0.01 | 0.73 ± 0.03 | 0.54 ± 0.01 | 0.82 ± 0.04 | 0.54 ± 0.03 |
| 4 | 4.00 | 4.50 | 89.30 | 1.61 ± 0.08 | 0.26 ± 0.01 | 0.72 ± 0.04 | 0.53 ± 0.01 | 0.78 ± 0.03 | 0.52 ± 0.02 |
| 5 | 4.00 | 4.00 | 89.80 | 1.32 ± 0.12 | 0.28 ± 0.01 | 0.71 ± 0.03 | 0.51 ± 0.04 | 0.72 ± 0.02 | 0.50 ± 0.01 |
| 6 | 4.00 | 4.00 | 89.80 | 1.38 ± 0.05 | 0.29 ± 0.01 | 0.71 ± 0.04 | 0.52 ± 0.01 | 0.73 ± 0.01 | 0.49 ± 0.01 |
| 7 | 4.00 | 4.00 | 89.80 | 1.37 ± 0.11 | 0.30 ± 0.01 | 0.70 ± 0.03 | 0.51 ± 0.01 | 0.74 ± 0.02 | 0.49 ± 0.02 |
| 8 | 4.00 | 3.50 | 90.30 | 1.16 ± 0.09 | 0.26 ± 0.01 | 0.68 ± 0.02 | 0.49 ± 0.01 | 0.67 ± 0.03 | 0.44 ± 0.01 |
| 9 | 3.50 | 4.50 | 89.80 | 1.18 ± 0.04 | 0.24 ± 0.01 | 0.72 ± 0.01 | 0.50 ± 0.01 | 0.76 ± 0.01 | 0.51 ± 0.01 |
| 10 | 3.50 | 3.50 | 90.80 | 1.03 ± 0.03 | 0.20 ± 0.01 | 0.67 ± 0.03 | 0.47 ± 0.01 | 0.63 ± 0.04 | 0.42 ± 0.02 |
| 11 | 3.50 | 4.00 | 90.30 | 1.20 ± 0.09 | 0.26 ± 0.01 | 0.70 ± 0.02 | 0.49 ± 0.02 | 0.69 ± 0.03 | 0.47 ± 0.02 |
SMP = soymilk powder, MLT = mulberry leaf tea and RM = raw milk.
Figure 1Sensory evaluation of PM treatments using mixture design. SMP refers to soymilk powder, MLT refers to mulberry leaf tea and RM refers to raw milk. Numbers 1 to 9 represent values as 1 = dislike extremely, 2 = dislike very much, 3 = dislike moderately, 4 = dislike slightly, 5 = neither like nor dislike, 6 = like slightly, 7 = like moderately, 8 = like very much, and 9 = like extremely.
Predicted models for composition and quality, bioactive components and antioxidant activity of PM treatments.
| Response | Prediction equation | R2 | Lack-of-fit | |
|---|---|---|---|---|
| Protein | 0.27X1+0.07X2+0.04X3 | 0.9784 | <0.0001 | 0.5886 |
| Fat | 0.15X1+0.05X2+0.04X3 | 0.8848 | 0.0002 | 0.1136 |
| Solid not fat | 0.40X1+0.16X2+0.09X3 | 0.9301 | <0.0001 | 0.1200 |
| Total solids | 0.55X1+0.21X2+0.13X3 | 0.9370 | <0.0001 | 0.0840 |
| Lactose | 13.92X1+5.54X2+0.10X3-0.20X1X2-0.15X1X3 | 0.8485 | 0.0409 | 0.6696 |
| pH | -6.91X1-23.76X2 -0.03X3+0.13X1X2+0.09X1X3+0.27X2X3 | 0.8154 | 0.0644 | 0.1167 |
| Total plate count | 14.77X1+13.66X2-0.78X3 | 0.2953 | 0.2466 | 0.3064 |
| L* | -2.30X1+0.53X2+0.81X3 | 0.8650 | 0.0003 | 0.7299 |
| a* | -398.95X1+260.22X2-0.27X3+2.37X1X2+4.41X1X3 | 0.9116 | 0.0114 | 0.4823 |
| b* | +351.44X1-61.48X2+0.50X3-4.24X1X2-3.85X1X3 +0.74X2X3 | 0.6117 | 0.3151 | 0.2118 |
| Melatonin (ng/mL) | 0.59X1+0.26X2-0.02X3 | 0.9046 | <0.0001 | 0.0834 |
| Free tryptophan (μg/mL) | -4.87X1-9.60X2-0.03X3+0.12X1X2+0.06X1X3+0.11X2X3 | 0.9392 | 0.0046 | 0.7292 |
| TPC (mg GAE/mL) | 8.64E-003X1+0.05X2+5.06E-003X3 | 0.8331 | 0.0008 | 0.2385 |
| DPPH | 0.04X1+0.03X2+2.44E-003X3 | 0.9255 | <0.0001 | 0.5860 |
| ABTS | 0.09X1+0.11X2-8.51E-004X3 | 0.9628 | <0.0001 | 0.2099 |
| FRAP | 0.05X1+0.07X2+1.89E-0.04X3 | 0.9423 | <0.0001 | 0.3961 |
X1 = SMP = soymilk powder, X2 = MLT = mulberry leaf tea and X3 = RM = raw milk.
Figure 2Contour plots for component composition interaction (A), melatonin, free tryptophan and TPC (B), and antioxidant activity using DPPH, ABTS and FRAP assays (C) of PM treatments.
Predicted models for sensory assessment of PM treatments.
| Response | Prediction equation | R2 | Lack of fit | |
|---|---|---|---|---|
| Color | 13.23X1+115.50X2+0.39X3-0.97X1X2 -0.17X1X3-1.30X2X3 | 0.5663 | 0.3884 | 0.0229 |
| Flavor | -14.27X1-98.26X2-0.08X3+1.43X1X2+0.15X1X3+1.08X2X3 | 0.6372 | 0.2757 | 0.0316 |
| Taste | -0.35X1-0.14X2+0.10X3 | 0.5088 | 0.0582 | 0.1113 |
| Texture | 34.73X1+70.49X2+0.36X3-0.65X1X2 -0.41X1X3-0.81X2X3 | 0.6171 | 0.3066 | 0.2490 |
| Overall liking | -355.89X1-523.56X2-1.50X3+114.15X1X2 +4.15X1X3+6.02X2X3-1.27X1X2 X3 | 0.6797 | 0.3842 | 0.2957 |
X1 = SMP = soymilk powder, X2 = MLT = mulberry leaf tea and X3 = RM = raw milk.
Verification of optimum experimental proportions compared with predicted values.
| Response | Experimental value | Predicted value | %CV |
|---|---|---|---|
| Protein | 4.87 ± 0.07 | 4.77 | 1.47 |
| Fat | 4.31 ± 0.06 | 4.24 | 1.16 |
| Solid not fat | 10.32 ± 0.11 | 10.24 | 0.55 |
| Total solids | 14.63 ± 0.12 | 14.48 | 0.73 |
| Melatonin (ng/mL) | 1.46 ± 0.11 | 1.49 | 1.44 |
| Free tryptophan (μg/mL) | 0.23 ± 0.02 | 0.26 | 8.66 |
| TPC (mg GAE/mL) | 0.73 ± 0.04 | 0.72 | 0.98 |
| DPPH | 0.50 ± 0.02 | 0.52 | 2.77 |
| ABTS | 0.80 ± 0.03 | 0.78 | 1.79 |
| FRAP | 0.53 ± 0.01 | 0.52 | 1.35 |