https://doi.org/10.29312/remexca.v15i3.3666

elocation-id: e3666

Rivera-Castro, Gutiérrez-Dorado, Gutiérrez-Grijalva, Heredia, and Muy-Rangel: Snack of corn and roselle calyx residues: process optimization

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Journal Identifier: remexca [journal-id-type=publisher-id]

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Journal Title (Full): Revista mexicana de ciencias agrícolas

Abbreviated Journal Title: Rev. Mex. Cienc. Agríc [abbrev-type=publisher]

ISSN: 2007-0934 [pub-type=ppub]

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Publisher’s Name: Instituto Nacional de Investigaciones Forestales, Agrícolas y Pecuarias

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Article Title: Snack of corn and roselle calyx residues: process optimization

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Surname: Rivera-Castro

Given (First) Names: Víctor Manuel

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Surname: Gutiérrez-Dorado

Given (First) Names: Roberto

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Superscript: 2

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Surname: Gutiérrez-Grijalva

Given (First) Names: Erick Paul

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Surname: Heredia

Given (First) Names: José Basilio

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Name of Person [name-style=western]

Surname: Muy-Rangel

Given (First) Names: María Dolores

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Institution Name: in an Address: Centro de Investigación en Alimentación y Desarrollo AC-Coordinación Culiacán. Culiacán, Sinaloa, México. CP. 80015. (vrivera2019@gmail.com; erick.gutierrez@ciad.mx; jbheredia@ciad.mx). [content-type=original]

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Institution Name: in an Address: Programa de Posgrado Integral en Biotecnología-Facultad de Ciencias Químico-Biológicas-Universidad Autónoma de Sinaloa. Culiacán, Sinaloa, México. CP. 80015. (rgutierrez@uas.edu.mx). [content-type=original]

Institution Name: in an Address: Universidad Autónoma de Sinaloa [content-type=normalized]

Institution Name: in an Address: Programa de Posgrado Integral en Biotecnología [content-type=orgdiv1]

Institution Name: in an Address: Facultad de Ciencias Químico-Biológicas [content-type=orgdiv2]

Institution Name: in an Address: Universidad Autónoma de Sinaloa [content-type=orgname]

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City: Culiacán

State or Province: Sinaloa

Postal Code: 80015

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Email Address: rgutierrez@uas.edu.mx

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Correspondence Information: [§] Autora para correspondencia: mdmuy@ciad.mx. [id=c1]

Publication Date [date-type=pub; publication-format=electronic]

Day: 01

Month: 05

Year: 2024

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Season: Apr-May

Year: 2024

Volume Number: 15

Issue Number: 3

Electronic Location Identifier: e3666

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Day: 01

Month: 03

Year: 2024

Date [date-type=accepted]

Day: 01

Month: 04

Year: 2024

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Abstract

Title: Abstract

Rich in fiber and bioactive compounds, roselle calyx decoction residues offer opportunities in food processing. This study sought to develop a directly expanded snack with a mixture of corn and roselle calyx decoction residues, optimizing its physical qualities. It was conducted in 2023, using the response surface methodology with three factors and three responses. The directly expanded snack showed expansion index values between 1.75 to 2.64, bulk density of 0.15 to 0.38 g cm-3 and firmness of 6.8 to 19.6 N, with attractive purple-lilac shades. The regression models were adequate and using the desirability method, optimal conditions (OT= 132.3 °C, SS= 240 rpm) and roselle inclusion level (J= 12.4%) were determined for an optimized directly expanded snack. It was concluded that the inclusion of up to 12.4% of roselle calyx allowed obtaining snacks with excellent physical characteristics.

Keyword Group [xml:lang=en]

Title: Keywords:

Keyword: Hibiscus sabdariffa L.

Keyword: Zea mays L.

Keyword: physical parameters

Keyword: response surface methodology

Keyword: snack.

Counts

Figure Count [count=22]

Table Count [count=2]

Equation Count [count=2]

Reference Count [count=20]

Page Count [count=0]

Abstract

Rich in fiber and bioactive compounds, roselle calyx decoction residues offer opportunities in food processing. This study sought to develop a directly expanded snack with a mixture of corn and roselle calyx decoction residues, optimizing its physical qualities. It was conducted in 2023, using the response surface methodology with three factors and three responses. The directly expanded snack showed expansion index values between 1.75 to 2.64, bulk density of 0.15 to 0.38 g cm-3 and firmness of 6.8 to 19.6 N, with attractive purple-lilac shades. The regression models were adequate and using the desirability method, optimal conditions (OT= 132.3 °C, SS= 240 rpm) and roselle inclusion level (J= 12.4%) were determined for an optimized directly expanded snack. It was concluded that the inclusion of up to 12.4% of roselle calyx allowed obtaining snacks with excellent physical characteristics.

Keywords:

Hibiscus sabdariffa L., Zea mays L., physical parameters, response surface methodology, snack.

Introduction

Mexico leads the production of roselle in the Americas, with the dried calyx of the fruit standing out in the production of concentrates and decoctions (SIAP, 2023). Roselle decoction residues (DRs), derived from extraction processes, contain up to 80% dietary fiber, offering significant potential (Sáyago-Ayerdi et al., 2013).

An alternative to use roselle DRs is the production of directly expanded snacks (DESs), consumed as appetizers. These are gaining popularity due to their ease of consumption, produced through an expansion process that involves low moisture, heat, pressure, and protein-carbohydrate interactions; extrusion is the most widely used method (Félix-Medina et al., 2020).

The snack market is constantly growing, reaching a global value of 538 billion dollars in 2022, with Mexico contributing 11.96 billion dollars and per capita consumption of more than 13 kg (Statista, 2023); therefore, it is attractive to produce products with these characteristics.

The consumption of DESs is associated with products rich in carbohydrates and fats, with low nutritional density and digestive problems due to the lack of fiber and a high glycemic index (>70) (Calvo-López and Martínez-Bustos, 2017). The growth in production and demand for healthy options has driven the search for ingredients that increase nutritional value, with fiber standing out (Gopirajah and Muthukumarappan, 2017).

Key parameters for DES acceptance include expansion index, bulk density, and firmness, all of which determine sensory quality. Expansion is crucial because of its effects on bubble structure and rupture; density influences texture, seeking a lower density, and firmness, related to shear force, decreases with increasing bubbles (Moraru and Kokini, 2003; Meng et al., 2010).

In commercial DES production, corn starch is common but lacks nutritional input. For this reason, the use of whole meal cereal flours, such as purple corn, rich in polyphenols, proteins, and fiber, is being studied (Urias-Lugo et al., 2014). Although DESs with whole meal flours show less expansion, adjusting extrusion conditions is essential (Han et al., 2018). Optimization using the response surface methodology presents itself as the most effective strategy.

This study seeks to evaluate the incorporation of roselle DR flour into purple corn flour. Using the response surface methodology, it is sought to determine the optimal temperature and screw speed conditions of the extruder, as well as the optimal level of roselle inclusion to achieve DES with ideal physical characteristics.

Materials and methods

Plant material

Purple corn kernels of the olotillo variety (17° 07’ 49.3” north latitude, 99° 07’ 18.15” west longitude) and roselle calyces of the landrace variety (16° 58’ 46.2” north latitude, 99° 06’ 53.9” west longitude), collected in the municipality of Ayutla de los Libres, Guerrero, were used. The roselle calyces were prepared as mentioned by Mayo-Mayo et al. (2020), the decoction calyces were dehydrated at 40 °C per 48 h, the dried calyces were ground in a model F20342 coffee grinder (KRUPS North America Inc.) to a particle size ≤ 0.38 mm.

In the case of the corn kernels, they were cleaned manually by removing grains in poor condition and garbage, then they were ground in a model 1000A electric seed mill (LEJIEYIN, China) to a particle size ≤0.38 mm. Both samples were stored in refrigeration (4 °C) until use. Prior to the extrusion process, the corn-roselle mixtures were adjusted to a moisture of 15%.

Extrusion conditions

The directly expanded snacks (DESs) were prepared by using a model 20DN laboratory single screw extruder (CW Brabender Instruments, Inc. New Jersey, USA), which was equipped with a 19 mm diameter screw, 20:1 length, 3:1 screw compression ratio, 3 mm outlet die and a feed flow of 30 kg h.

The equipment has three heating zones, adjusted with a gradient of 20 °C between each section. Table 1 shows the different outlet temperatures (OT) of the extruder, as well as the screw speeds (SS) and roselle calyx inclusion content (J), which were used to obtain the different DESs according to the experimental design. Subsequently, the DESs were cut into 5 cm pieces and placed in a forced-air oven at 60 °C per 30 min.

Table 1

Table 1. Experimental design and results of the response variables analyzed to the directly expanded extrusion snacks.

Run* Process variables Response variables
Coded values Uncoded values
X1 X2 X3 OT SS J EI BD F
1 -1 -1 -1 130 104 3.43 2.21 0.33 19.62
2 1 -1 -1 160 104 3.43 2.28 0.17 11.56
3 -1 1 -1 130 206 3.43 2.64 0.15 10.35
4 1 1 -1 160 206 3.43 2.49 0.21 13.27
5 -1 -1 1 130 104 12.06 2.04 0.38 17.35
6 1 -1 1 160 104 12.06 1.75 0.23 6.81
7 -1 1 1 130 206 12.06 2.08 0.21 8.99
8 1 1 1 160 206 12.06 2.02 0.22 7.29
9 -1.682 0 0 120 155 7.75 2.2 0.25 16.73
10 1.682 0 0 170 155 7.75 1.89 0.18 7.45
11 0 -1.682 0 145 70 7.75 1.99 0.3 16.27
12 0 1.682 0 145 240 7.75 2.27 0.21 11.38
13 0 0 -1.682 145 155 0.5 2.52 0.18 12.7
14 0 0 1.682 145 155 15 1.83 0.24 8.66
15 0 0 0 145 155 7.75 2.25 0.23 14.68
16 0 0 0 145 155 7.75 2.41 0.22 14.04
17 0 0 0 145 155 7.75 2.33 0.23 14.6
18 0 0 0 145 155 7.75 2.33 0.19 13.48
19 0 0 0 145 155 7.75 2.33 0.21 14.6
20 0 0 0 145 155 7.75 2.32 0.24 14.77

* = Does not correspond to the order of the run; OT= outlet temperature (°C); SS= screw speed (rpm); J= level of inclusion of roselle in snacks (%, w/w); EI= expansion index; BD= bulk density (g cm-3); F= firmness (N).

Expansion index (EI) and bulk density (BD)

The DESs (10 pieces) had the length (cm), the average diameter (cm) of three sections (points and center) and the weight (g) measured. The EI was calculated with equation 1 and the BD with equation 2 (Espinoza-Moreno et al., 2016):

EI= Average diameter of the DES outlet diameter

equation 1.

BD(g cm -3 )= DES weight π DES radius 2 DES length

equation 2.

Firmness

Firmness (Newtons) was quantified by using 50 DESs, a Model TA1 texture meter (AMETEK, Knightdale, North Carolina, USA), a 500 N cell and a cutting tip of 2 mm in diameter, penetration speed of 10 mm min-1 up to 60% of the diameter of the snack (Anton and Luciano, 2007).

Color

Three measurements were made on the DESs (10 per treatment) on a white background, using a model CM700d colorimeter (Konica Minolta, USA). Luminosity (L), chromaticity (C) and hue or true color angle (°H) values were reported.

Response surface methodology and optimization

A response surface experimental design was employed, with three factors: outlet temperature (OT), screw speed (SS), and percentage of inclusion of roselle in the mixture (J). The Design Expert 13 program was used, which generated 20 experimental runs (Table 1). Process variables included OT ranging from 120 to 170 °C and SS from 70 to 240 rpm, while J ranged from 0.5 to 15%. The responses evaluated were the expansion index (EI), bulk density (BD), and firmness (F) of the DESs.

A composite central rotatable experimental design was used, with 20 experiments performed in random order. Treatments were performed only once, excluding mean and standard deviation (Espinoza-Moreno et al., 2016). Statistical analysis included least squares regression and analysis of variance to fit second-order regression models to the experimental data of the response variables.

For the optimization process, the numerical method of desirability of the RSM was used, trying to find a desirability (D) greater than 0.7, it was sought to maximize the variables J and EI, and minimize BD and F. Additionally, surface and contour graphs were generated to analyze the effect of the extrusion process variables and the level of inclusion of roselle on the physical properties (EI, BD, F) of the DESs.

Results and discussion

Response variable modeling

Table 1 shows the experimental results of the response variables studied. The DESs showed values of EI between 1.75 and 2.64, BD between 0.15 and 0.38 g cm-3, and F between 6.81 and 19.62 N. Despite the challenges noted by Han et al. (2018) on the use of fiber-rich sources, such as roselle calyces DRs, in the making of DES, our results showed high experimental values of expansion and low density and firmness. In contrast to concerns about competition between fiber and starch for water, our DESs demonstrated positive results in bubble formation and final properties.

The statistical results of the analyses of regression and variance of the data of the response variables BD, EI, and F, are presented as predictive models in coded factors (equations 3-5). All regression models were significant with p-values ≤ 0.0001. In general, it was observed that these regression models presented an R2 adj of 82 to 97%.

EI=-4.068+0.093(OT)+0.002(SS)-0.049(J)-0.0003(OT)2 equation 3, (p-value of the model <0.0001; R2 adj= 0.822). BD=1.976-0.012(OT)-0.010(SS)+0.005(J)+0.00006(OT*SS) equation 4, (p-value of the model <0.0001; R2 adj= 0.859).

F=22.615+0.504(OT)-0.513(SS)+2.743(J)+0.003(OT*SS)-0.014(OT*J)-0.004(OT )2-0.071(J)2 equation 5, (p-value of the model <0.0001; R2 adj= 0.9633).

The regression models did not show a lack of fit (p> 0.05), and in all the responses of the DESs, the linear terms were significant (p≤ 0.1). EI and F showed significance in the quadratic terms (OT*OT and J*J). In addition, significant interactions were observed in BD and F (OT*SS and OT*J only for F).

Response variable analysis

Expansion index (EI)

As EI is one of the key attributes, these values are expected to be greater than 1.5 (Huber, 2001). Figure 1A shows the behavior of EI. Where the values are higher at OT between 130 and 145 °C, with a J close to 0.5%. This phenomenon was attributed to the content of roselle, which provides more fiber, inhibiting expansion due to ruptures in cell walls and lower starch content (Han et al., 2018).

Figure 1

Figure 1. 3D response surface graphs of the different response variables studied on the DESs as a function of the variables OT and J, at a constant SS of 155 rpm.

2007-0934-remexca-15-03-e3666-gf3.gif

The study by Huber ( 2001) points out that with a higher SS, greater pressure is generated in the barrel and die, which creates a pressure differential that favors the expansion of the snack, regardless of the composition of the food matrix. The low moisture in the corn-roselle mixture favored moisture distribution in the starch granules and improved the viscoelastic and shear properties of the mixture (Anderson, 1969).

Results similar to this study are supported by Rivera-Mirón et al. (2020), who evaluated the inclusion of pineapple pulp in a corn DES, where they observed that, the higher the pineapple pulp content, the lower the EI due to the fiber content. With conditions of OT of 150 °C, SS of 200 rpm and 15% of pineapple pulp, they obtained the highest expansion (1.86), lower than the maximum reported in this study (2.64).

Bulk density (BD)

BD is inversely proportional to EI, it reflects the degree of expansion of the snacks. During expansion, the rapid evaporation of water generates large, stable bubbles, thus reducing the bulk density in the products (Huber, 2001).

The graphical representation of the model for BD, Figure 1B, shows the effect of OT and J, with high values of BD at SS of 155 rpm, with low OT and high content of roselle (J) standing out. O’Shea et al. (2013) mention that the high temperatures and pressures in the barrel of the equipment facilitate rapid expansion as the product exits the die, this was corroborated by the results of the model and (Figure 2).

Figure 2

Figure 2. Graph showing the overall desirability (D), optimal conditions of the extrusion process, and the optimal content of roselle in the DES.

2007-0934-remexca-15-03-e3666-gf4.gif

Firmness (shear force)

Figure 1C, at SS of 155 rpm, shows an interaction between the process variables OT and J. Low values of OT and J result in high values of F, while high levels of both indicate low firmness in the DESs. This indicates that higher percentages of roselle favor the decrease in firmness. This phenomenon may be due to the fiber content provided by roselle, allowing greater moisture retention, and improving the interactions between the components (Han et al., 2018). Chinellato et al. (2016) indicated that the addition of roselle calyx powder reduced the hardness of tapioca DESs. In this study, an inverse relationship between F and J was observed (Table 1).

Color of the snacks

Table 2 presents the results of snack color. In general, snacks exhibited an L between 31.9-52.5, variable C between 9.7-16.9 and °H ranging from 13.0-47.9. According to the color circle of Minolta (1994), the color values of snacks are in the red-blue range, characteristic of their natural pigments. The lack of an overall pattern in the color variables may be due to the phenol richness of both mixtures, which could undergo similar changes, especially due to the extruder outlet temperature. The variability of color between snacks can be attributed to the variable effect of the light beam, influenced by their morphological characteristics due to expansion (Cid-Ortega and Guerrero-Beltrán, 2015).

Table 2

Color coordinates, diameter, and pictures of directly expanded snacks (DESs) prepared according to the runs of the RSM experimental design.

Run Coordinates Diameter (mm) DES
Luminosity (L) Chromaticity (C) °Hue (°H)
1 37.3 ±4.8 12.8 ±2.2 26.3 ±5.5 5.76

2007-0934-remexca-15-03-e3666-g.gif

2 46.1 ±3.5 11.1 ±1 33.3 ±5.7 6.83

2007-0934-remexca-15-03-e3666-g.gif

3 43.1 ±4.4 11.2 ±0.9 28 ± .3 7.91

2007-0934-remexca-15-03-e3666-g.gif

4 41.9 ±3.5 12.2 ±1.7 24.9 ±9.5 7.47

2007-0934-remexca-15-03-e3666-g.gif

5 31.4 ±4.9 10.2 ±2.1 22.4 ±6.3 6.13

2007-0934-remexca-15-03-e3666-gf3.gif

6 48.3 ±4.7 12.3 ±2.1 32.8 ±8.2 5.25

2007-0934-remexca-15-03-e3666-gf4.gif

7 38.6 ±2.2 17 ±1.2 13±1 6.23

2007-0934-remexca-15-03-e3666-g.gif

8 47.2 ±2.6 13.2 ±0.6 19.3 ±4.8 6.06

2007-0934-remexca-15-03-e3666-g.gif

9 40.4 ±4.3 13.8 ±1.5 18.1 ±2.4 6.6

2007-0934-remexca-15-03-e3666-g.gif

10 50.7 ±1.9 12.2 ±0.9 40.6 ±5.7 5.67

2007-0934-remexca-15-03-e3666-g.gif

11 42.0 ± 2.9 13.4 ±1.2 26.4 ±3.7 5.96

2007-0934-remexca-15-03-e3666-g.gif

12 39.4 ±2.9 13.2 ±0.8 24.5 ±2.5 6.8

2007-0934-remexca-15-03-e3666-g.gif

13 52.5 ±2.9 9.7 ±1 44.6 ±7.8 7.57

2007-0934-remexca-15-03-e3666-g.gif

14 37.2 ±2.5 15.3 ±1.5 18.5 ±1.3 5.5

2007-0934-remexca-15-03-e3666-g.gif

15 39.8 ±3.6 13.3 ±1.2 24.8 ±3.6 6.74

2007-0934-remexca-15-03-e3666-g.gif

16 45.4 ±2.6 13.3 ±0.7 20.2 ±2.2 7.24

2007-0934-remexca-15-03-e3666-g.gif

17 45.3 ±2.6 13.5 ±0.7 20.3 ±2.6 6.4

2007-0934-remexca-15-03-e3666-g.gif

18 41.4 ±2 14.2 ±1.4 19 ±2.5 7

2007-0934-remexca-15-03-e3666-g.gif

19 40 ±3.3 12.7 ±1 27 ±2.6 6.98

2007-0934-remexca-15-03-e3666-g.gif

20 38.6 ±4.4 13.9 ±1.4 21.3 ±5.8 9.65

2007-0934-remexca-15-03-e3666-g.gif

[i] The findings of Mayo-Mayo et al. (2020) incorporated roselle calyx into corn chips, obtaining a hue angle of 10, indicating colors close to purple, highlighting their sensory attributes and general acceptance thanks to the distinctive color of roselle, these authors mention that the current demand for natural foods and vibrant colors has increased, with fruits and vegetables rich in intense pigments, such as roselle, standing out.

Optimization

In this research, optimization focused on maximizing EI and J, and minimizing BD and F of DESs. The overall desirability (D) reached 0.809 (Figure 2), considered good for food, since values above 0.7 are classified as acceptable by consumers (Fabila-Carrera, 1998). In Figure 2, a white area shows the optimal process conditions (OT= 132.3 °C, SS= 240 rpm, and J= 12.38%) to obtain a DES with an EI= 2.21, BD= 0.15 g cm-3 and firmness= 6.81 N.

The study by Rivera-Mirón et al. (2020) reported a D of 0.739, for OT conditions of 165 °C, 15% pineapple pulp in corn flour DESs adjusted to 23.04% moisture and a SS of 200 rpm, the DESs presented an EI of 1.53 and BD of 4.01 g cm-3.

On the other hand, Pensamiento-Niño et al. (2018) evaluated the addition of mango pulp in a cassava starch snack, obtaining optimal values for OT= 135.81 °C, 7.97% mango pulp, moisture of 18.84%, and SS of 100 rpm. With a D of 0.772, they achieved a DES with an EI of 1.52 and BD of 0.66 g cm-3, it can be observed that in both cases and in this study, it was feasible to achieve DESs with at least the minimum EI values required for expanded foods (Huber, 2001).

Conclusions

This study focused on finding the optimal conditions for the production of directly expanded snacks (DESs) of purple corn with roselle calyx DR flour. Ideal conditions were OT of 132.3 °C, SS of 240 rpm and inclusion level of roselle calyx DR of 12.4%, with an overall desirability greater than 0.8. EI, BD, and F values of the DESs of 2.21, 0.15 g cm-3 and 6.81 N, respectively, were predicted, presenting an attractive purple-lilac color.

Bibliography

1 

Anton, A. A. and Luciano, F. B. 2007. Instrumental texture evaluation of extruded snack foods: a review. Ciencia y Tecnología Alimentaria. 5(4):245-251. Doi:10.1080/11358120709487697.

2 

Calvo-López, A. D. and Martínez-Bustos, F. 2017. Optimization of extrusion process of directly expanded snacks based on potato starch in a single step for the formation of type IV resistant starch. Plant Foods for Human Nutrition. 72(3):243-249. Doi: 10.1007/s11130-0170623-4.

3 

Cid-Ortega, S. and Guerrero-Beltrán, J. A. 2015. Roselle calyces (Hibiscus sabdariffa), an alternative to the food and beverages industries: a review. Journal of Food Science and Technology. 52(11):6859-6869. Doi: 10.1007/s13197-015-1800-9

4 

Espinoza-Moreno, R. J.; Reyes-Moreno, C.; Milán-Carrillo, J.; López-Valenzuela, J. A.; Paredes-López, O. and Gutiérrez-Dorado, R. 2016. Healthy ready to eat expanded snack with high nutritional and antioxidant value produced from whole amarantin transgenic maize and black common bean. Plant Foods for Human Nutrition . 71(2):218-224. Doi: 10.1007/s11130016-0551-8.

5 

Fabila-Carrera, G. 1998. Diseño y análisis de experimentos industriales. México, DF. Universidad Iberoamericana. 19-29 pp.

6 

Félix-Medina, J. V.; Montes-Ávila, J.; Reyes-Moreno, C.; Perales-Sánchez, J. K.; Gómez-Favela, M. A.; Aguilar-Palazuelos, E. and Gutiérrez-Dorado, R. 2020. Second generation snacks with high nutritional and antioxidant value produced by an optimized extrusion process from corn/common bean flours mixtures. LWT. 124(1):1-9. Doi:10.1016/j.lwt.2020.109172.

7 

Gopirajah, R. and Muthukumarappan, K. 2017. Effect of extrusion process conditions on the physical properties of tef oat healthy snack extrudates. Journal of Food Processing and Preservation. 42(3):1-9. Doi:10.1111/jfpp.13559.

8 

Han, Y. J.; Tra, T. T. and Man Le, V. V. 2018. Corn snack with high fiber content: effects of different fiber types on the product quality. LWT . 96(1):1-6. Doi:10.1016/j. lwt.2018.05.014.

9 

Huber, G. 2001. Snack foods cooking extruders. Snack foods processing. Pennsylvania: Technomic Publishing. 315-368 pp.

10 

Mayo-Mayo, G.; Navarrete-García, A.; Maldonado-Astudillo, Y. I.; Jiménez-Hernández, J.; Santiago-Ramos, D.; Arámbula-Villa, G.; Álvarez Fitz, P.; Ramírez, M. and Salazar, R. 2020. Addition of roselle and mango peel powder in tortilla chips: a strategy for increasing their functionality. Journal of Food Measurement and Characterization. 14(3):1511-1519. Doi: 10.1007/s11694-02000400-9.

11 

Meng, X.; Threinen, D.; Hansen, M. and Driedger, D. 2010. Effects of extrusion conditions on system parameters and physical properties of a chickpea flour-based snack. Food Research International. 43(2):650-658. Doi:10.1016/j.foodres.2009.07.016

12 

Minolta. 1994. Precise color communication: color control from feeling to instrumentation. Tokyo, Japan. 36-37 pp.

13 

Moraru, C. I. and Kokini, J. L. 2003. Nucleation and expansion during extrusion and microwave heating of cereal foods. Comprehensive reviews in Food Science and Food Safety. 2(4):147-65. doi:10.1111/j.1541-4337.2003.tb00020.x.

14 

O’Shea, N.; Arendt, E. and Gallagher, E. 2013. Enhancing an extruded puffed snack by optimising die head temperature, screw speed and apple pomace inclusion. Food and Bioprocess Technology. 7(6):1767-1782. Doi:10.1007/s11947-013-1181-x.

15 

Pensamiento-Niño, C. A.; Gómez-Aldapa, C. A.; Hernández-Santos, B.; Juárez-Barrientos, J. M.; Herman-Lara, E.; Martínez-Sánchez, C. E.; Torruco-Uco, J. G. and Rodríguez-Miranda, J. 2018. Optimization and characterization of an extruded snack based on taro flour (Colocasia esculenta L.) enriched with mango pulp (Mangifera indica L.). Journal of Food Science and Technology . 55(1):4244-4255. Doi: 10.1007/s13197-018-3363-z.

16 

Rivera‐Mirón, M. I.; Torruco‐Uco, J. G.; Carmona‐García, R. and Rodríguez‐Miranda, J. 2020. Optimization of an extrusion process for the development of a fiber‐rich, ready‐to‐eat snack from pineapple by‐products and sweet whey protein based on corn starch. Journal of Food Process Engineering. 43(11):1-12. Doi:10.1111/jfpe.13532

17 

Sáyago-Ayerdi, S. G.; Velázquez-López, C.; Montalvo-González, E. and Goñi, I. 2013. By-product from decoction process of Hibiscus sabdariffa L. calyces as a source of polyphenols and dietary fiber. Journal of the Science of Food and Agriculture. 94(5):898-904. Doi:10.1002/jsfa.6333.

18 

SIAP. 2023. Servicio de Información Agropecuaria y Pesquera. Anuario estadístico de la producción agrícola. Secretaría de Agricultura, Ganadería, Desarrollo Rural, Pesca y Alimentación. https://nube.siap.gob.mx/cierreagricola/.

19 

Statista. 2023. Snack food. Confectionery and Snacks Mexico. Mexico.

20 

Urías-Lugo, D. A.; Heredia, J. B.; Serna-Saldivar, S. O.; Muy-Rangel, M. D. and Valdez-Torres, J. B. 2014. Total phenolics, total anthocyanins and antioxidant capacity of native and elite blue maize hybrids (Zea mays L.). CyTA Journal of Food. 13(3):336-339. doi:10.1080/19476337.2014.980324.