Effect of red pepper, garlic, red onion and ginger proportion on color value of Awaze paste
The surface color of Awaze was measured using colorimeter and is presented in Table 3. There is a significant difference at (p<0.05) in L*, a*, b*, chroma, and hue angle for the formulated paste samples. The color values of lightness (L*), redness (a*), and yellowness (b*) of the products and control sample were in the range of 5.3-19.9, 5.85-23.4, 4.15-28.1, respectively. Color is an essential food quality for consumer acceptability and it is highly dependent on the ingredients used. The degree of redness (a*) was found to have a positive value ranged from 5.85- 23.4. The difference in color value of the formulated paste could be attributed to the differences in mixing ratio of the powders. The degree of color value difference in the paste sample is affected by the type of processing, packaging material and storage temperature[25]. Following an analysis of the 15 experimental results, the redness value (a*) reached maximal value of 23.4 for a mixing ratio of red pepper, garlic, red onion and ginger of 74.39, 13.3,5.0, and 7.28% respectively, where as the control sample (household made) had the lowest value (5.85). The low value of the control sample could be due to the long storage period of the product. A previous study on fermented red pepper based product revealed that the color value is associated with the microbial composition, which metabolites the complex and converts it into simple molecules responsible for a unique taste, aroma and color[26]. The color values of Awaze paste that was obtained in this study were in agreement with the study that was conducted on another red pepper based paste product (gochjang) [27]. Similar redness (a*) value for Korean red pepper paste was reported(15.13-31.34) [28]. Generally a higher value of a* indicates the degree of redness color of Awaze paste which is a criteria for best quality product.
The contour plot in Figure 2 indicated that Increasing in the mixing ratio of red pepper and red onion, the degree of redness was significantly increased. In contrast, an increase in garlic and ginger proportion decreased the color value of Awaze paste. The results showed the redness of Awaze paste increases with an increase in mixing ratio of red pepper and red onion.
Table 3. Effect of red pepper, garlic, red onion and ginger on color values of spicy red pepper paste (Awaze) and control sample(household made).
FM
|
Mixture component (%)
|
Color value
|
Red pepper
(%)
|
Garlic
(%)
|
Red onion
(%)
|
Ginger
(%)
|
Lightness(L*)
|
Redness (a*)
|
Yellowness (b*)
|
chroma
|
Hue angle
|
1
|
60
|
20.22
|
12.01
|
7.77
|
13.8± 0.77 cd
|
17.2± .49 bcde
|
20.9± .85 abc
|
27± .97 bc
|
50.65± .33 a
|
2
|
67.28
|
19.37
|
8.28
|
5.07
|
10.7± 0.49 cdef
|
17.3± 1.06 bcde
|
17.4± .92 bcdef
|
24.5± 1.40 bcde
|
45.14± .20 abcd
|
3
|
70.13
|
10.00
|
9.87
|
10
|
13.5± 2.62 cd
|
17.7± 1.06 bcde
|
19.6± 1.70 bcd
|
26.4± 1.97 bcd
|
47.98± .73 ab
|
4
|
68.84
|
13.99
|
12.16
|
5.01
|
18.5± 1.41 ab
|
20.9± 1.34 ab
|
22.4± 1.98 ab
|
30.7± .53 ab
|
47.01± 4.50 abc
|
5
|
60
|
30.00
|
5.00
|
5
|
10.1±.92 def
|
15.6± .28 cdef
|
14.7± .92 cdef
|
21.4± .83 cdef
|
43.21± 1.29 abcde
|
6
|
76.39
|
10.00
|
8.60
|
5.01
|
7.75± .92 fg
|
14.7± 1.13 def
|
11.6± 1.56 efg
|
18.7± 1.85 def
|
38.29± 1.50 de
|
7
|
64.55
|
15.46
|
10.17
|
9.82
|
13.3± .64 cde
|
17± .78 bcde
|
18.3± 1.20 bcde
|
24.9± 1.41 bcde
|
47.06± .57 abc
|
8
|
60
|
15.00
|
20.00
|
5
|
7.45± .21 fg
|
14.2± .49 ef
|
11.1± .21 efg
|
18± .52 ef
|
37.95± .50 de
|
9
|
68.88
|
16.10
|
5.02
|
10
|
14.9± .28 bc
|
17.2± .00 bcde
|
20.1± .35 bcd
|
26.4± .27 bcd
|
49.36± .52 ab
|
10
|
65.27
|
10.00
|
17.70
|
7.03
|
12.7± .57 cde
|
18.3± .28 bcd
|
18.3± .07 bcde
|
25.9± .15 bcde
|
44.85± .61 abcd
|
11
|
74.39
|
13.33
|
5.00
|
7.28
|
19.9± 2.05 a
|
23.4± 1.70 a
|
28.1± 3.46 a
|
36.5± 3.74 a
|
50.05± 1.50 ab
|
12
|
63.27
|
24.68
|
7.03
|
5.02
|
15± 1.27 bc
|
19.3± 1.84 abc
|
22.7± 4.88 ab
|
29.8± 4.90 ab
|
49.36± 3.43 ab
|
13
|
60
|
10.13
|
19.87
|
10
|
8.95± .64 efg
|
14± .28 ef
|
14.1± 2.40 cdef
|
19.9± 1.90 cdef
|
44.98± 4.24 abcd
|
14
|
64.15
|
20.85
|
5.00
|
10
|
8.05± .64 fg
|
13.7± 1.13 ef
|
12.6± 1.48 def
|
18.6± 1.84 def
|
42.44± 1.10 bcde
|
15
|
60
|
14.81
|
15.20
|
9.99
|
5.4± .57 g
|
11.6± 1.70 f
|
9.7± 1.41 fg
|
15.1± 2.2 fg
|
40.03± .00 cde
|
Control
|
HF
|
HF
|
HF
|
HF
|
5.3± .28 g
|
5.85± .06 g
|
4.15± .21 g
|
7.17± .06 g
|
35.35±1.61e
|
FM=formulations HF= (household made formulation)
Note: Data are means ± standard devation of the replicates. Values with different lowercase letters in the same column are significantly different (LSD, P<0.05)
Effect of red pepper, garlic, red onion and ginger proportion on ash content of Awaze paste
The ash content of Awaze paste samples showed significant difference for the formulated paste samples (p<0.05) (Table 4).The ash content indicates the mineral content in food samples. In this work, the ash content of the developed products and control sample were ranged 6.32- 9.94%. At a mixing ratio of 68.8% red pepper, 16.1% garlic, 5.02% red onion and 10% ginger, the ash content was the highest. The increase in the ash content may be due to the high amount of red pepper and ginger because red pepper and ginger are good source of minerals compared to garlic and red onion[1].The values in this study were lower than the reported values for commercial red pepper paste (5.1-21.1%)[29]However, lower ash content(2.83-3.1%) were also reported for red pepper paste that was prepared using different milling technique [30]. With an increase in mixing ratio of red pepper and garlic, the ash content of the product was increased (Figure 3).In contrast, increase in red onion and ginger significantly decreases the ash content of the paste.
Effect of red pepper, garlic, red onion and ginger on crude fiber content of Awaze paste
The blending ratios resulted in a significant change (p<0.05) in fiber content, with a value in the range of 16.86 to 29.06% (Table 4). The maximal values for fiber content were found for formulation with 76.39% red pepper, 10% garlic, 8.6% red onion, and 5.01% for ginger. The variation in the fiber content of the formulations is due to the difference in the blending ratio of the ingredients (spices).The fiber content found in this study was higher compared to the reported values of sweet red pepper paste(3.61%) [31]. Based on the contour plot, the fiber content of Awaze paste was increased with an increase in mixing ratio of red pepper, red onion and ginger increases as shown in (Figure 4).
Effect of red pepper, garlic, red onion and ginger proportion on viscosity of Awaze paste
The result indicated that the viscosity of the formulated paste was significantly (p<0.05) (Table 4).Viscosity is an important parameter for texture of food products including food and condiment pastes. The viscosity of the formulations and control sample was in the range of 71-125.5 cps. The highest viscosity was observed at a mixing ratio of 64.55% red pepper, 15.46 % garlic, 10.17% red onion, and 9.82% for ginger. This could be due to the relatively higher ratio of ginger and red onion because ginger and red onion had higher viscosity compared to red pepper and garlic[1].The viscosity values found in this study are lower compared to the reported values of onion paste (396-398 cps) [32].
Effect of red pepper, garlic, red onion and ginger on antioxidant activity of Awaze paste
The blending ratio resulted in a significant change (p<0.05) in the antioxidant activity of the formulated paste. Total antioxidant activity is an important parameter in establishing the health functionality of a vegetable product. The antioxidant activity of the formulated product (free radical scavenging activity towards DPPH) was observed at 20 µL concentration (Table 4). The antioxidant activity (free radical scavenging activity towards DPPH) was in the range of 34.24-54.13% (% inhibition) for all formulation at concentration of 20 µL. The highest antioxidant activity of 54.13% was found for formulations that contained 60% red pepper, 20.2% garlic, 12.01% red onion and 7.77% ginger. The lowest antioxidant activity of 34.24% was found for formulations that contained 68.84% red pepper, 13.99% garlic, 12.12% red onion and 5.01% ginger, it may be due to the relatively low proportion of garlic in the formulation. This report is in agreement with the study that reported an antioxidant activity in the range of 30-90% for different spices at different concentration[33]. A previous study obtained an antioxidant activity of hot and sweet red pepper paste in the range 40-90%[34], which is higher than the result of the current study.
As shown in Figure 5, as the mixing ratio of red pepper and ginger increases the percentage of free radical scavenging was significantly increased. As the mixing ratio red onion was increased, the percentage of free radical scavenging was decreased. The percentage of free radical was increased with an increase of the ratio between garlic and red pepper.
Table 4. Effect of red pepper, garlic, red onion and ginger on Physico chemical property of formulated spicy red pepper paste (Awaze) and control sample(household made).
FM
|
Mixture component (%)
|
Physico chemical quality
|
Red pepper
(%)
|
Garlic
(%)
|
Red onion
(%)
|
Ginger
(%)
|
Ash (%)
|
Fiber (%)
|
Viscosity (cps)
|
RSA% at 20 µl
|
1
|
60
|
20.22
|
12.01
|
7.77
|
8.67± 0.22 de
|
18.86±0.52 h
|
102± 1.4 cd
|
54.13± 2.14 a
|
2
|
67.28
|
19.37
|
8.28
|
5.07
|
6.89± 0.03 h
|
24.22±0.33 ef
|
110± 2.83 bc
|
42.44± 0.08 abcde
|
3
|
70.13
|
10.00
|
9.87
|
10
|
6.87± 0.04 h
|
14.60±0.54 i
|
121± 2.83 a
|
48.48± 1.91 abcd
|
4
|
68.84
|
13.99
|
12.16
|
5.01
|
8.25± 0.08 ef
|
21.35±0.21 g
|
76.5± 2.12 ghi
|
34.24± 1.07 e
|
5
|
60
|
30.00
|
5.00
|
5
|
9.26± 0.06 bc
|
18.68±0.27 h
|
111.5± 0.7 b
|
48.49± 0.37 abcd
|
6
|
76.39
|
10.00
|
8.60
|
5.01
|
8.80± 0.04 d
|
29.06±0.48 a
|
89.5± 2.12 ef
|
44.98± 0.8 abcde
|
7
|
64.55
|
15.46
|
10.17
|
9.82
|
7.79±0.03 g
|
27.50±0.01 abc
|
125.5± 2.12 a
|
48.13± 2.36 abcd
|
8
|
60
|
15.00
|
20.00
|
5
|
7.90± 0.08 fg
|
24.16±0.46 ef
|
93.5± 0.71 e
|
51.10± 1.82 abc
|
9
|
68.88
|
16.10
|
5.02
|
10
|
9.94± 0.06 a
|
22.64±0.47 fg
|
91.5± 2.12 ef
|
48.51± 0.96 abcd
|
10
|
65.27
|
10.00
|
17.70
|
7.03
|
7.56±0.07 g
|
27.55±0.61 abc
|
104.5± 2.1 bc
|
44.64± 1.18 abcde
|
11
|
74.39
|
13.33
|
5.00
|
7.28
|
8.84± 0.02 cd
|
27.90±0.83 ab
|
78.5± 2.12 i
|
44.79± 1.61 abcde
|
12
|
63.27
|
24.68
|
7.03
|
5.02
|
9.40± 0.03 b
|
22.14±0.23 g
|
71± 1.41 gh
|
40.54± 1.29 cde
|
13
|
60
|
10.13
|
19.87
|
10
|
6.32± 0.05 i
|
19.39±0.10 h
|
68.5± 0.71 hi
|
33.56± 0.96 e
|
14
|
64.15
|
20.85
|
5.00
|
10
|
7.86±0.04 fg
|
25.12±0.28 de
|
76.5± 2.12 ghi
|
52.99± 2.68 ab
|
15
|
60
|
14.81
|
15.20
|
9.99
|
7.81±0.02 g
|
26.58±0.49 bcd
|
95.5± 2.12 de
|
39.14± 1.12 de
|
Control
|
HF
|
HF
|
HF
|
HF
|
7.82±0.308 g
|
25.90±0.14 cde
|
84.5± 3.50 fg
|
43.69± 1.44 abcde
|
FM=formulations HF= (household made formulation), RSA=free radical scavenging activity
Note: Data are means ± standard deviation of the replicates. Values with different lowercase letters in the same column are significantly different (LSD, P<0.05)
Effect of red pepper, garlic, red onion and ginger proportion on mineral contents of Awaze paste
The result indicated a significant change of mineral contents(Fe, Zn, K, Ca and Mg) for the formulations and control sample (p<0.05) (Table 5).The formulated spicy red pepper paste (Awaze) had mean values of Fe, Zn, K, Ca and Mg in the range of 36.54-108.82, 1.72-26.93, 913.34-2783.32,28.09-92.27 and 73.48-198.6 mg/100g respectively. Formulation 76.39% red pepper, 10% garlic, 8.6% red onion and 5.01% for ginger had highest Fe and Zn content 108.82 and 26.93 mg/100g respectively, this may be due to the high proportion of red pepper and red onion. Formulation 63.27% red pepper, 24.68% garlic, 7.03% red onion and 5.02% for ginger had highest K content with the value 2783.32 mg/100g that is due to the high proportion of red onion. The control sample had higher Ca content 92.27 mg/100g and lower K content (913.4 mg/100g) and Mg content (73.5 mg/100g) compared to the formulations of this study.
At mixing ratio of 60% red pepper, 10.13% garlic, 19.87% red onion and 10% for ginger the concentration of Mg had the highest value (198.68 mg/100g). A previous studies on red paper paste reported Fe content in the range of 13-35 mg/100g and zinc content in the range of 3.3-10 mg/100g[29] which is lower than the results of the current study. These findings imply Fe and Zn content in the formulated paste is a good input for the food industry that produces condiment based paste products.
Table 5. Effect of red pepper, garlic, red onion and ginger on mineral contents (mg/100g) of formulated spicy red pepper paste (Awaze) and control sample(household made)
FM
|
Mixture component (%)
|
Mineral content(mg/100g)
|
Red pepper
(%)
|
Garlic
(%)
|
Red onion
(%)
|
Ginger
(%)
|
Fe
|
Zn
|
K
|
Ca
|
Mg
|
1
|
60
|
20.22
|
12.01
|
7.77
|
65.08± 0.14 d
|
3.26±0.32 g
|
2291.3± 1.28 h
|
45.67± 0.8 e
|
174.85± 0.63 g
|
2
|
67.28
|
19.37
|
8.28
|
5.07
|
47.62± 0.59 h
|
12.25±0.12 b
|
2367.17± 1.16 f
|
63.7± 0.53 f
|
169.55± 0.49 c
|
3
|
70.13
|
10.00
|
9.87
|
10
|
61.43± 0.51 f
|
11.42±0.08 c
|
2496.22± 0.27 e
|
49.32± 0.33 b
|
194.62± 0.59 f
|
4
|
68.84
|
13.99
|
12.16
|
5.01
|
49.22± 0.11 h
|
4.52±0.03 f
|
2191.39± 0.04 k
|
40.41± 0.24 i
|
157.08± 0.078 j
|
5
|
60
|
30.00
|
5.00
|
5
|
35.59± 0.12 k
|
1.86±0.09 jk
|
2270.82± 0.01 i
|
42.59± 0.2 k
|
143.37± 0.76 hi
|
6
|
76.39
|
10.00
|
8.60
|
5.01
|
108.82± 0.82 a
|
26.93±0.16 a
|
2314.15± 0.31 g
|
59.24± 0.11 e
|
174.79± 0.04 d
|
7
|
64.55
|
15.46
|
10.17
|
9.82
|
62.82± 0.02 ef
|
8.57±0.27 d
|
2533.27± 0.06 d
|
72.27± 0.09 c
|
192.14± 0.32 b
|
8
|
60
|
15.00
|
20.00
|
5
|
73.83± 0.01 b
|
3.11±0.08 gh
|
2556.17± 0.14 c
|
43.61± 0.41 e
|
176.01± 0.06 h
|
9
|
68.88
|
16.10
|
5.02
|
10
|
63.36± 0.64 e
|
5.6±0.12 e
|
2142.92± 0.10 l
|
28.09± 0.02 g
|
164.2± 0.05 n
|
10
|
65.27
|
10.00
|
17.70
|
7.03
|
45.37± 0.74 i
|
1.72±0.09 k
|
1991.77± 0.2 m
|
42.2± 0.14 c
|
132.66± 0.55 i
|
11
|
74.39
|
13.33
|
5.00
|
7.28
|
59.61± 0.07 g
|
3.59±0.12 g
|
2580.9± 0.07 b
|
35.6± 0.05 h
|
161.29± 0.22 l
|
12
|
63.27
|
24.68
|
7.03
|
5.02
|
71.91± 0.08 c
|
2.5±0.01 hi
|
2783.32± 0.01 a
|
58.07± 0.01 d
|
186.81± 0.20 d
|
13
|
60
|
10.13
|
19.87
|
10
|
72.34± 0.11 bc
|
3.58±0.05 g
|
2313.4± 0.21 g
|
54.28± 0.1 a
|
198.68± 0.23 e
|
14
|
64.15
|
20.85
|
5.00
|
10
|
36.54± 0.47 k
|
3.51±0.06 g
|
2190.82± 0.06 k
|
38.49± 0.43 c
|
192.12± 0.72 k
|
15
|
60
|
14.81
|
15.20
|
9.99
|
41.51± 0.29 j
|
2.43±0.08 ij
|
2256.32± 0.10 j
|
32.12± 0.05 j
|
148.13± 0.57 m
|
Control
|
HF
|
HF
|
HF
|
HF
|
58.68± 0.48 g
|
4.63± 0.13 f
|
913.34± 0.19 n
|
92.27± 013 m
|
73.48± 0.55 a
|
FM=formulations HF= (household made formulation)
Note: Data are means ± standard devation of the replicates. Values with different lowercase letters in the same column are significantly different (LSD, P<0.05)
Effect of red pepper, garlic, red onion and ginger proportion on texture profile of Awaze paste
The textural property of Awaze paste is shown in Table 6. The result showed that the blending ratio of the four ingredient powders (red pepper, garlic, red onion and ginger)had a significant (p<0.05) effect on the textural property of Awaze paste. Hardness value of the formulation with 60% red pepper, 14.81% garlic, 15.2% red onion and 9.9% ginger had the highest value(55.09 g) that was due to the highest proportion of garlic and ginger. Cohesiveness indicates the strength of the internal bonds in making of Awaze paste. As seen from Table 6, cohesiveness of the formulation was in the range of 0.40-0.78. The highest cohesiveness score was obtained for formulation with 67.28% red pepper, 19.37% garlic, 8.28% ginger, 5.05% ginger which contained relatively high proportion of red pepper and garlic.
The range of springiness score of the formulations was 0.22-1.5. Formulation with 60% red pepper, 15% garlic, 20% red onion, and 5.0% ginger had the highest springiness score(1.5) that corresponded to high proportions of red pepper and ginger during preparation of Awaze paste. Gumminess score of the formulation were in the range of 5.23-17.32 g, whereas the highest gumminess value was obtained for formulation with 63.27% red pepper, 24.68 % garlic, 7.03% red onion, and 5.02% ginger which was prepared from high proportion of red onion and ginger. Chewiness is a function of hardness. As seen from Table 6, chewiness score of formulation with 60% red pepper, 15% garlic, 20% red onion and 5% ginger was the highest (17.62 g).
Another study report on the texture profile for miser paste [35],observed higher values compared to the texture profile of red pepper paste (Awaze) of the current study
Table 6. Effect of red pepper, garlic, red onion and ginger on texture profile of formulated spicy red pepper paste (Awaze) and control sample(household made).
FM
|
Mixture component (%)
|
Texture profile
|
|
Red pepper
(%)
|
Garlic
(%)
|
Red onion
(%)
|
Ginger
(%)
|
Hardness
(g)
|
Adhesiveness
(g.s)
|
Cohesive
ness
|
Spring
iness
|
Gumminess
(g)
|
Chew
iness(g)
|
1
|
60
|
20.22
|
12.01
|
7.77
|
8.88±.19 fg
|
-6.06±.36 a
|
.68±.06 ab
|
0.95±. 007b
|
6.63±.16 b
|
6.30±.10 bc
|
2
|
67.28
|
19.37
|
8.28
|
5.07
|
8.48±.37 g
|
-6.56±.08 abc
|
.78±.02 a
|
0.88±.03 bc
|
7.39±.30 b
|
6.54±.52 bc
|
3
|
70.13
|
10.00
|
9.87
|
10
|
13.36±.77 def
|
-7.49±.35 abcd
|
.57±.01 bcd
|
0.5±.028 def
|
5.23±.28 b
|
2.63±.30 c
|
4
|
68.84
|
13.99
|
12.16
|
5.01
|
11.35±.64 efg
|
-6.29±.73 ab
|
.56±.04 bcd
|
0.7±.1 bcde
|
6.50±1.54 b
|
4.70±2.02 c
|
5
|
60
|
30.00
|
5.00
|
5
|
13.62±1.22 de
|
-8.55±.47 bcd
|
.63±.02 abc
|
0.7±0.007 bcde
|
7.90±.25 b
|
5.54±.69 c
|
6
|
76.39
|
10.00
|
8.60
|
5.01
|
14.43±.69 de
|
-9.07±.47 d
|
.63±.06 abc
|
0.7± 0.007 bcde
|
8.43±1.41 ab
|
6.03±1.65 c
|
7
|
64.55
|
15.46
|
10.17
|
9.82
|
10.11±.55 efg
|
-6.31±.21 ab
|
.63±.05 abcd
|
0.83±.007 bcd
|
6.95±.53 b
|
5.82±.52 c
|
8
|
60
|
15.00
|
20.00
|
5
|
16.33±.04 d
|
-7.78±1.21 abcd
|
.48±.08 de
|
1.5±.0.03 a
|
11.69±.72 ab
|
17.62±1.44 a
|
9
|
68.88
|
16.10
|
5.02
|
10
|
12.57±.13 defg
|
-7.37±.27 abcd
|
.59±.03 bcd
|
0.53±.08 cdef
|
5.23±1.17 b
|
2.84±1.08 c
|
10
|
65.27
|
10.00
|
17.70
|
7.03
|
23.59±1.29 c
|
-13.15±.30 ef
|
.56±.04 bcd
|
0.54±0.10 cdef
|
11.89±1.93 ab
|
6.57±2.25 bc
|
11
|
74.39
|
13.33
|
5.00
|
7.28
|
28.68±2.08 b
|
-16.34±.73 g
|
.57±.01 bcd
|
0.41±0.12 ef
|
10.20±2.63 ab
|
4.34±2.37 c
|
12
|
63.27
|
24.68
|
7.03
|
5.02
|
25.41±1.73 bc
|
-14.01±1.28 f
|
.55±.01 bcd
|
0.76±0.07 bcd
|
17.34±2.69 a
|
13.41±3.45 ab
|
13
|
60
|
10.13
|
19.87
|
10
|
21.71±.24 c
|
-11.48±.30 e
|
.53±.02 cde
|
0.64±.02 bcde
|
11.01±.39 ab
|
7.05±.56 bc
|
14
|
64.15
|
20.85
|
5.00
|
10
|
15.96±.90 d
|
-8.66±.07 cd
|
.55±.02 bcde
|
0.62±.17 bcde
|
7.58±2.83 b
|
4.96±3.10 c
|
15
|
60
|
14.81
|
15.20
|
9.99
|
55.09±2.78 a
|
-21.77±.22 h
|
.40±.02 e
|
0.22±0.14 f
|
10.79±6.83 ab
|
2.87±3.04 c
|
Control
|
HF
|
HF
|
HF
|
HF
|
14.12±.06 de
|
-7.34±.30 abcd
|
.52±.03 cde
|
0.63±.0.02 bcde
|
5.34±.05 b
|
3.41±.15 c
|
FM=formulations HF= (household made formulation)
Note: Data are means ± standard devation of the replicates. Values with different lowercase letters in the same column are significantly different (LSD, P<0.05)
Model development
Independent and dependent variables were fitted to linear, quadratic and special cubic models (Table 7). To check goodness of model fit, residual plots were created. The best model has low standard deviation, high predicted R-squared (R2), low predicted sum of square and lack of fit (P>0.05)[36].Linear model was found to be the best fit for ash content and chewiness. Quadratic model was found to be the best fit for color (a*) and free radical scavenging activity. Special cubic model was found to be the best fit for fiber content (R2=0.98) (Table 7).
Table 7. The predicted models to experimental data in D-optimal mixtures design for the dependent variables of spicy red pepper paste (Awaze)
Response
|
model
|
F-value
|
Lack of fit(p>0.05)
|
R2
|
Ash content
|
linear
|
2.73
|
0.0944
|
0.42
|
Chewiness
|
linear
|
4.23
|
0.0323
|
0.535
|
Color(a*)
|
quadratic
|
2.88
|
0.1571
|
0.83
|
Percentage of free radical scavenging activity
|
quadratic
|
2.66
|
0.1118
|
0.82
|
Fiber content
|
Special cubic
|
6.44
|
0.2366
|
0.98
|
Optimization
An optimization of Awaze paste formulation was using the method of [37]. The optimization was done to develop a high quality Awaze paste with the selected important parameters, including color (a* value), antioxidant activity, viscosity, ash content, fiber content and chewiness (Table 8). During numerical optimization an attempt was made to maximize all the response. The ingredient red pepper, garlic and ginger was set to the range while red onion was set to the maximum. High relative importance of “5” was assigned to antioxidant activity and color (a*). High relative importance of “3” was assigned to ash content. High relative importance of “2” was assigned to viscosity, fiber content and chewiness. The numerical optimization showed that Awaze paste made from 65.66% red pepper, 10% garlic, 19.086% red onion and 5.254% ginger achieved the best desirability (0.561).The predicted response values for color(a* value), viscosity, ash, fiber, chewiness, and antioxidant activity for this optimal formulation were 21.56, 94.36 cps, 8.3%, 24.03%, 6.88 g, and 44.3% respectively (Table 8).
Verification of the model
The predicted optimum formulation was verified using an independent real formulation study. The comparison between the predicted (expected) and real values of Awaze paste for the selected parameters are shown in (Table 8). The real product is shown in (Figure 6). The predicted and verified values of the analyzed responses did not differ statistically as the verified values were included in 95% confidence interval and prediction interval range.
Table 8. Predicted and verified values of spicy red pepper paste (Awaze) optimized formula.
Response
|
Optimum formula
|
|
|
|
Desirability
|
65.66% red pepper + 10% garlic + 19.086% red onion+ 5.254% ginger
|
|
Predicted value
|
Verified value
|
Low 95% CI
|
High 95% CI
|
Low 95% PI
|
High 95% PI
|
0.561
|
Color(a*)
|
21.57
|
18.30
|
17.96
|
25.17
|
15.23
|
27.91
|
Antioxidant activity (%)
|
44.31
|
44.64
|
36.64
|
51.99
|
30.83
|
57.80
|
Viscosity
|
94.37
|
104.50
|
84.42
|
104.31
|
54.58
|
134.15
|
Ash content (%)
|
8.30
|
7.56
|
7.77
|
8.83
|
6.32
|
10.28
|
Fiber content (%)
|
24.03
|
27.55
|
2.34
|
50.40
|
10.02
|
58.08
|
Chewiness(g)
|
6.88
|
6.57
|
4.99
|
8.77
|
0.16
|
13.93
|