Introduction
Mexico serves as a significant reservoir of corn diversity, boasting 59 breeds (Sanchez et al., 2000). All these breeds feature pigmented kernel variants, ranging in color from black to pale pink. However, the most prevalent colors include blue/purple, black, and red (Salinas et al., 2012b). Pigmented kernel corn is rich in anthocyanins, flavonoid pigments linked to the prevention or development of chronic degenerative diseases such as cancer (Bello et al., 2016; Alegría et al., 2020), and exhibiting anticancer, anti-neurodegenerative, and anti-inflammatory properties (Kraft, 2008; Bello et al., 2016). Typically, these pigments are found in the pericarp, aleurone, or both kernel structures (González et al., 1999; Agama et al., 2011).
According to Salinas et al. (2013b), the quantity and type of anthocyanins in corn kernels vary based on the kernel color and the concentration of the pigment in different structures; magenta-red kernels concentrate anthocyanins in both the pericarp and aleurone layer and can possess up to 10 times more anthocyanins than blue-purple kernels, which only concentrate anthocyanins in the aleurone layer. Furthermore, if the pigment is predominantly found in the aleurone, the kernel is suitable for nixtamalization, whereas if it accumulates adequately in the pericarp, the kernel could be utilized for pigment extraction. The significance of genetic enhancement for the development and utilization of varieties with high anthocyanin content stems from two primary reasons: first, their impact on the sensory characteristics of foods, which can influence their technological performance during food processing, and second, their implications for human health through several pathways (Aguilera et al., 2011).
The anthocyanin content in pigmented corn ranges, according to one study, between 276.8 and 904.0 μg g-1 (Salinas et al., 2012a), while another study found values between 271.01 and 1,989 μg g-1 (Hernández et al., 2017), where the highest values were found in samples originating from Tlaxcala. In breeding work carried out by Ballesteros et al. (2019) to improve the nutraceutical properties in western corn, the anthocyanin content was reduced with respect to the original populations, which justifies the importance of taking advantage of and characterizing native varieties in their original state, as well as continuing breeding to increase or maintain the highest anthocyanins contents and other nutraceutical compounds, as well as other desirable characteristics.
The corn used for nixtamalization must comply with certain physical characteristics according to Mexican standards NMX-FF-034/1-SCFI-2020 and NMX-FF-034/1-SCFI-2002; for white corn, the maximum percentage of floating grains must be 10 to 50 % (flotation index to measure hardness and cooking time), i.e., hard and very hard grains are preferred (Secretaría de Economía-México 2002). Kernel width should exceed 4.76 mm, (Secretaría de Economía-México 2020). Since pigmented corn undergoes nutraceutical compound extraction processes, the above standards are not necessarily applicable to pigmented corn but could be useful as a standard for quality traits.
The objective of this research was to characterize 300 accessions of pigmented maize from the Mexican Republic, according to the physical characteristics of the grain and the total anthocyanin content, to use them in genetic improvement programs.
Material and Methods
The methodology described below was designed to achieve the general objective by fulfilling the following specific objectives:
Identify the accession(s) with the highest anthocyanin content.
Identify the accession(s) with appropriate hardness for nixtamalization.
Identify the accession(s) with thousand-kernel weight and width meeting the requirements of the corn standard for nixtamalization.
Determine the location of coloration within the kernels.
Identify the physical characteristics that correlate with each other and with anthocyanin content.
Identify the variables that enable the characterization, differentiation, and grouping of the studied accessions.
Genetic material
Three hundred accessions of maize with pigmented grain, sourced from the germplasm bank of the International Maize and Wheat Improvement Center (CIMMYT), were analyzed. These accessions belong to 31 maize races, namely: Ancho, Arrocillo, Arrocillo Amarillo, Azul, Bofo, Bolita, Cacahuacintle, Celaya, Chalqueño, Cónico, Cónico Norteño, Cristalino de Chihuahua, Elotes Cónicos, Elotes de Sinaloa, Elotes Occidentales, Maíz Dulce, Mushito, Nal-Tel, Negro de Chimaltenango, Negro de Tierra Caliente , Olotillo, Olotón, Pepitilla, Perla, Reventador, San Juan , San Marceno1, Tabloncillo, Tabloncillo Perla, Tepecintle, and Tuxpeño.
Physical characteristics of the grain
The physical characteristics of the grain were assessed at the seed quality laboratory of the Universidad Autónoma Agraria Antonio Narro. The weight of one thousand seeds was determined by weighing 100 randomly selected grains from each accession using a Precisa Gravimetrics analytical balance. This process was repeated three times per accession, and the results were averaged. Subsequently, the average weight was multiplied by 10 to obtain the weight of one thousand seeds. The length, width, and thickness were measured using a Truper® digital caliper, with a random sample of 10 grains from each accession. A variable called "dimension" was calculated by multiplying the values of length, width, and thickness, expressing the results in mm3. The procedure followed the NMXFF-034/1-SCFI-2002 standard (Secretaria de Economía-México, 2002). This standard involves placing 100 grains in a sodium nitrate solution with a density of 1.25 g mL-1 (+/- 0.001 g mL-1) at a temperature of 22 to 23 °C. The number of grains that rise to the surface was then quantified (Table 1). This procedure was conducted in duplicate.
Determination of total anthocyanin content
The analyses were conducted at the Laboratory of Nutritional Quality of Maize "Evangelina Villegas" at CIMMYT, following the methodology outlined by Palacios (2018). Twenty kernels from each accession were ground, and anthocyanin extraction was performed by weighing 20 mg of flour into 1.5 mL Eppendorf tubes and adding 1.3 mL of trifluoroacetic acid. Subsequently, the absorbance of the samples was measured at 520 nm using a Quant BioTek microplate reader. The results are presented in µg pelargonidin per gram of dry weight sample (µg g-1).
Table 1 Number of floating grains per 100 grains.
| Hardness | Floating grains |
|---|---|
| Very hard | 0 - 12 |
| Hard | 13 - 37 |
| Intermediate hardness | 38 - 62 |
| Soft | 63 - 87 |
| Very soft | 88 - 100 |
Source: NMXFF-034/1-SCFI-2002 (Secretaria de Economía-México 2020). Cooking time is related to hardness.
Statistical analysis
To identify the accession(s) with the highest anthocyanin content, the mean anthocyanin content of each accession was calculated. Subsequently, to classify the accessions based on their anthocyanin content, the number of classes (c) was determined using Sturge's Rule. This involved calculating the logarithm base 10 of the average number of accessions for each race (N) and rounding c to the nearest odd number. Then, the class width (a) was estimated from the number of classes and the amplitude (r) of the average anthocyanin per accession, using the following equations:
Similarly, to identify the accession(s) with appropriate hardness for nixtamalization, the mean percentage of floating seeds of each accession was estimated.
To determine which accession(s) met the requirements of the corn standard for nixtamalization regarding thousand-seed weight (PMS) and dimensions, the mean PMS, length, width, and thickness were estimated. Additionally, the percentage of each color and the location of coloration were assessed. These analyses were conducted using Microsoft Excel (2016).
To identify physical characteristics correlating with each other and with anthocyanin content, a Pearson correlation analysis was performed using SAS® Studio software.
To pinpoint the variables enabling the characterization, differentiation, and grouping of the studied accessions, a multivariate principal component analysis was conducted. This analysis included the variables total anthocyanin content, kernel hardness, thousand-kernel weight, kernel length, kernel width, and kernel thickness. Subsequently, a cluster analysis was performed, generating a dendrogram using the centroid method for the 31 maize races. These analyses were carried out in the statistical package Rstudio version 4.1.2, utilizing the ggplot2, factoextra, readxl, and nortest libraries.
Results and Discussion
Table 2 presents the average values of total anthocyanin content for the 31 breeds of pigmented corn. The breed with the highest total anthocyanin content was Tabloncillo Perla, with a value of 511.74 µg g-1, while the breed with the lowest value was Pepitilla, averaging 248.7 µg g-1 of total anthocyanins. Breeds such as Elotes de Sinaloa, Mushito, Reventador, Tabloncillo, and Tepecintle fall within the average values.
In terms of total anthocyanin content, the HIDA 250 accession recorded the highest value at 723.9 μg g-1, while the HIDA 247 accession had the lowest value at 136.53 μg g-1 (Table 2). These values fall below those reported by Salinas et al. (2012b), with a range from 276.8 to 904.0 μg g-1, and Hernández et al. (2017), averaging 281.01 μg g-1 of total anthocyanins. Remarkably, variability was observed within the samples analyzed, with high values of 1,989 μg g-1 reported in samples from Tlaxcala. Additionally, these values were lower than those reported by Arellano et al. (2021), who obtained 774.7 µg g-1 of anthocyanins.
The flotation index results indicate that 62 accessions exhibited very hard kernels, including accessions HIDA 250, PUEB 509, and CHIS 1053. Furthermore, 80 accessions had hard kernels, 62 accessions had intermediate hardness, 59 accessions had soft kernels, and 37 accessions had very soft kernels. This implies that 142 of the 300 accessions (47.3%) possess a desirable degree of hardness for the nixtamal industry, while a total of 204 (68%) have an acceptable degree, according to the white corn guidelines required by NMX-FF-034/1-SCFI-2020 (Secretaría de Economía-México, 2020).
The lowest kernel size value was found in accession HIDA 74 and the highest value was obtained in accession OAXA 783 (data not shown). According to Salinas et al. (2012b), kernel size affects the concentration of anthocyanins, influenced by a dilution effect of anthocyanins in the flour of the kernel used for quantification, where a large kernel will have a greater dilution effect than a small kernel. On the other hand, 100 % of the accessions showed an average width greater than 4.76 mm, conforming to NMX-FF-034/1-SCFI-2020 (Secretaría de Economía-México 2020), the VERA 87 accession showed the lowest width value and DURA 163 the highest, 5.6 and 11.7 mm respectively (data not shown).
Table 2 Total anthocyanin content of the 31 races of pigmented maize, and accessions grouped into five intervals.
| Primary Race | AC† | Anthocyanin contents†† (μg g-1) | Accessions per interval group of anthocyanin contents§ | ||||
|---|---|---|---|---|---|---|---|
| (63.0975, 209.9625] | (209.9625, 356.8275] | (356.8275, 503.6925] | (503.6925, 650.5575] | (650.5575, 797.4225] | |||
| PEPITILLA | 2 | 248.7 | PUEB GP79 PUEB 102 | ||||
| CACAHUACINTLE | 5 | 272.2 | MICH 355 | MICH 324 MEXI 628 MICH 369 PUEB 436 | |||
| MUSHITO | 4 | 285.7 | MICH 360 MICH 362 MICH 376 MICH 414 | ||||
| SAN MARCENO§§ | 1 | 287.1 | CHIS 689 | ||||
| ANCHO | 5 | 301.5 | MORE 72 | GUER 130 MORE 92 MORE 52 MORE 88 | GUER 310 | ||
| ELOTES CONICOS | 44 | 308.6 | HIDA 223 HIDA 116 PUEB 302 | JALI 54 GUAN 97 JALI 633 GUER 305 PUEB 647 PUEB 711 TLAX 232 PUEB 719 MEXI 282 PUEB 210 PUEB 39 PUEB 546 QROO 36 PUEB 594 PUEB 148 OAXA 26 PUEB 611 PUEB 149 TLAX 234 PUEB 589 PUEB 18 PUEB 600 PUEB 618 PUEB 304 QUER 84 PUEB 668 GUAN 139 HIDA 150 GUAN 373 PUEB 561 | TLAX 230 OAXA 796 TLAX 248 SNLP 130 PUEB 699 MEXI 27 PUEB 479 OAXA 121 QUER 94 PUEB 14 PUEB 708 | ||
| MAIZ DULCE | 2 | 309.7 | MICH 412 JALI 188 | ||||
| ELOTES OCCIDENTALES | 23 | 312.9 | GUAN 429 | GUER 364 PUEB 510 JALI 77 JALI 89 COLI 6 PUEB 98 QUER GP15 GUAN 9 GUAN 98 GUER 173 JALI 321 ZACA 168 MICH 138 SNLP 23 GUER 223 VERA 73 HIDA 276 NAYA 116 GUAN GP22 | NAYA 38 | PUEB 509 | |
| OLOTILLO | 8 | 313.4 | OAXA 243 SNLP 368 SNLP 370 CHIS 444 CHIS 434 PUEB 185 | OAXA 249 OAXA 245 | |||
| CHALQUENO | 7 | 317.1 | PUEB GP75 PUEB 461 MEXI 33 | ||||
| NEGRO DE CHIMALTENANGO | 1 | 317.2 | CHIS 1099 | ||||
| BOFO | 18 | 317.7 | ZACA 194 NAYA 224 SINA 58 NAYA 201 DURA 100 SINA 49 SINA 52 ZACA 188 NAYA 222 NAYA 242 NAYA 281 NAYA 196 DURA 94 | NAYA 280 NAYA 191 NAYA 243 NAYA 287 ZACA 180 | |||
| CONICO NORTENO | 18 | 317.8 | CHIH 355 AGUC 27 QUER 58 GUAN 158 CHIH 353 GUAN 164 QUER 24 QUER 17 JALI 307 DURA 240 GUAN 146 PUEB 211 GUAN 149 DURA 238 SNLP 76 | CHIH 378 CHIH 441 | QUER 3 | ||
| CONICO | 44 | 320.4 | PUEB 388 VERA 358 VERA 328 PUEB 271 MEXI 129 | MEXI 532 PUEB 485 MEXI 258 HIDA 85 PUEB 547 MEXI 471 PUEB 351 OAXA 382 TLAX 250 OAXA 326 PUEB 495 PUEB GP80 OAXA 300 MEXI 237 OAXA 288 MICH 319 QUER GP16 MEXI 244 PUEB 507 OAXA 374 HIDA 74 MEXI 250 OAXA 269 PUEB GP76 VERA 340 MEXI 275 MEXI 542 | MEXI 553 MEXI 521 PUEB 332 PUEB 414 MEXI 235 PUEB 387 MICH 394 PUEB 394 PUEB 215 MEXI 150 MEXI 543 VERA 322 | MICH 119 | |
| ARROCILLO | 3 | 321 | PUEB 947 PUEB 917 | PUEB 746 | |||
| PERLA | 1 | 321 | NAYA 233 | ||||
| TUXPENO | 19 | 321.5 | VERA 169 | QROO 35 VERA 496 VERA 42 VERA 486 VERA 148 VERA 214 VERA 508 HIDA 37 NAYA 175 GUER GP36 VERA 56 VERA 173 SNLP 67 NAYA 221 | OAXA 272 SNLP 121 SNLP 75 | VERA 161 | |
| CRISTALINO | 2 | 324.1 | CHIH 218 DURA 193 | ||||
| ARROCILLO AMARILLO | 4 | 324.7 | MEXI 53 VERA 359 VERA 87 | MEXI 64 | |||
| NEGRO DE TIERRA CALIENTE§§ | 1 | 327.4 | CHIS 978 | ||||
| AZUL | 19 | 327.7 | CHIH 421 CHIH 365 CHIH 373 CHIH 360 CHIH 403 CHIH 367 CHIH 402 CHIH 439 CHIH 503 CHIH 354 CHIH 395 JALI 290 CHIH 357 | CHIH 427 CHIH 420 CHIH 384 CHIH 133 CHIH 430 CHIH 377 | |||
| NAL TEL | 3 | 328.7 | OAXA 165 YUCA 162 | YUCA 147 | |||
| OLOTON | 12 | 332.2 | OAXA 305 | CHIS 420 CHIS 1089 CHIS 1022 CHIS 1100 CHIS 674 OAXA 310 CHIS 1060 OAXA 370 | CHIS 1098 | CHIS 1053 CHIS 1044 | |
| BOLITA | 20 | 332.5 | OAXA 321 OAXA 391 | OAXA 804 OAXA 725 OAXA 929 OAXA 811 OAXA 698 OAXA 707 OAXA 783 OAXA 259 OAXA 800 OAXA 730 OAXA 758 | OAXA 685 OAXA 810 OAXA 751 OAXA 720 OAXA 320 OAXA 695 | OAXA 789 | |
| CELAYA | 1 | 348.6 | PUEB 233 | ||||
| TABLONCILLO | 6 | 361.4 | DURA 142 DURA 141 JALI 313 | SINA 41 MICH 86 DURA 169 | |||
| REVENTADOR | 7 | 361.9 | SINA 37 SINA 22 SINA 17 | SINA 38 SINA 44 DURA 109 NAYA 292 | |||
| TEPECINTLE | 15 | 374 | HIDA 247 | HIDA 296 MORE 6 HIDA 239 VERA 837 HIDA 316 HIDA 297 | OAXA 161 HIDA 251 OAXA 266 OAXA 337 SNLP 281 HIDA 312 | VERA 801 | HIDA 250 |
| ELOTES DE SINALOA | 2 | 375.1 | CHIS 1117 MICH 232 | ||||
| SAN JUAN‡ | 1 | 420.3 | DURA 123 | ||||
| TABLONCILLO PERLA | 1 | 511.7 | DURA 163 | ||||
†Accessions included per Primary Race. ††Results are presented in µg of pelargonidin per g of dry weight sample. §Lower and upper limits per class are shown, classes include values greater than the lower limit and less than or equal to the upper limit. The accessions are ordered from lowest to highest anthocyanin content, from base to tip, within the class columns for each race. §§San Marceño and Negro de Tierra Caliente were recognized as Races by Wellhausen et al. (1957). ‡Race not well defined, or it is not clear whether it belongs to any of the primary races; however, it is recognized as Primary Race by the CIMMyT-Banco de Germoplasma.
Accession CHIS 1089 obtained the lowest thousand-seed weight, 239 g, while accession MICH 86 obtained the highest value, 532 g (Data not shown). These values are similar to those obtained by Maldonado et al. (2021) who report values between 223 g and 522 g for thousand-seed weight and Cieza et al. (2020) who when evaluating 21 maize hybrids obtained results for thousand-seed weight between 297 and 381 g. Standard NMX-FF-034/1-SCFI-2020 (Secretaría de Economía-México 2020), does not specify minimum or optimum values for this variable, but it is useful in the characterization of varieties.
The accessions showed variable coloration, with 70 % of blue kernels, 20 % of red kernels, and 10 % of absent coloration; 88 % of the kernels showed coloration in the aleurone, 11 % in aleurone and pericarp, and 1 % in pericarp. In Chalqueño accessions, coloration in the aleurone layer predominated (78 %) followed by coloration in aleurone and pericarp (19 %), and finally, in pericarp (3 %); Salinas et al. (2012b) found that anthocyanins were located only in the aleurone layer in blue-purple grain samples of that race, thus making evident the association of coloration localization with the presence of anthocyanins.
There was a negative correlation between the percentage of grains floating (inverse of grain hardness according to NMX-FF-034/1-SCFI-2020), and length and size (p ≤ 0.05, Table 3), thus it is evident that the larger the size, the greater the hardness (fewer grains floating). Anthocyanin content was not correlated with any of the physical characteristics (Table 3).
Table 3 Pearson correlation coefficient among variables of the physical characteristics of the grain and anthocyanin content.
| Float percentage | Weight of a thousand seeds | Length | Width | Thickness | Dimension | |
|---|---|---|---|---|---|---|
| Anthocyanin | 0.060 0.75 NS | -0.104 0.58 NS | 0.164 0.38 NS | -0.198 0.29 NS | -0.31316 0.09 NS | -0.234 0.21 NS |
| Float percentage | -0.212 0.25 NS | -0.405 0.02 * | -0.134 0.47 NS | 0.014 0.94 NS | -0.359 0.05 * | |
| Weight of a thousand seeds | 0.450 0.01 ** | -0.272 0.14 NS | 0.596 <0.01 ** | 0.679 <0.01 ** | ||
| Length | -0.312 0.09 NS | 0.053 0.78 NS | 0.539 <0.01 | |||
| Width | -0.390 0.03 * | 0.122 0.51 NS | ||||
| Thickness | 0.605 <0.01 ** |
**, *, NS: Significant at 1 and 5 % probability levels and non-significant, respectively. Grain Hardness is inversely related to Float percentage, according to NMX-FF-034/1-SCFI-2020.
Table 4 shows the characteristics of the accessions with the highest anthocyanin content, those corresponding to the two highest intervals in Table 2. These accessions, in addition, could be considered with potential for the nixtamalization industry, since: the coloration is predominantly located in the aleurone, which is preferable according to Salinas et al. (2013a), although if it accumulates in the pericarp in sufficient quantity it could be used for pigment extraction. The flotation rate of 10 to 50 % predominates, which is desirable according to NMXFF-034/1-SCFI-2002 (Secretaría de Economía-México 2020). In nixtamalization, it could be desirable that the coloration is located in the aleurone, because if it is located in the pericarp, it is more likely that the anthocyanins are lost when they are detached during the process together with the pericarp.
Table 4 Physical characteristics of the accessions of groups 4 and 5 for anthocyanin content.
| Access | Anthocyanin contents† (μg g-1) | Interval group†† | Color | Color location | Float percentage, % | Hardness§ | Hardness acceptance§§ | Primary race |
|---|---|---|---|---|---|---|---|---|
| HIDA 250 | 723.99 | (650.5575, 797.4225] | Blue | Aleurone | 15 | Hard | Yes | Tepecintle |
| PUE 509 | 677.71 | (650.5575, 797.4225] | Red | Aleurone | 10 | Very hard | Yes | Elotes Occidentales |
| CHIS 1053 | 620.12 | (503.6925, 650.5575] | Blue | Aleurone | 25 | Hard | Yes | Oloton |
| CHIS 1044 | 616.11 | (503.6925, 650.5575] | Blue | Aleurone | 75 | Soft | No | Oloton |
| MICH 119 | 606.12 | (503.6925, 650.5575] | Blue | Aleurone (80 %) Pericarp and Aleurone (20 %) |
55 | Intermediate hardness | No | Cónico |
| VERA 161 | 602.26 | (503.6925, 650.5575] | Blue | Aleurone | 10 | Very hard | Yes | Tuxpeño |
| VERA 801 | 538.93 | (503.6925, 650.5575] | Blue | Aleurone | 0 | Very hard | No | Tepecintle |
| QUER 3 | 535.53 | (503.6925, 650.5575] | Blue | Aleurone | 50 | Intermediate hardness | Yes | Cónico Norteño |
| OAXA 789 | 520.78 | (503.6925, 650.5575] | Blue | Aleurone | 60 | Intermediate hardness | No | Bolita |
| DURA 163 | 511.74 | (503.6925, 650.5575] | Blue | Aleurone | 90 | Very soft | No | Tabloncillo Perla |
†Results are presented in µg of pelargonidin per g of dry weight sample. ††Lower and upper limits per class are shown, classes include values greater than the lower limit and less than or equal to the upper limit. §According to NMX-FF-034/1-SCFI-2020 (Secretaría de Economía-México 2020). §§According to NMX-FF-034/1-SCFI-2020 (Secretaría de Economía-México 2020) for white maize, acceptable hardness goes from 10 to 50 % floating grains.
Exclusive coloration in the pericarp was observed in accessions GUER GP36 (95%) [294.64 μg g-1], PUEB 589 (100%) [274.8 μg g-1], SNLP (35%), MEXI 64 (20%), PUEB 461 (20%), and others with percentages equal to or less than 10% (CHIH 403, CHIH 421, GUAN 146, PUEB 233, NAYA 191, MORE 52, MICH 414). These accessions may be suitable solely for pigment extraction, although their total anthocyanin content is lower than the average (323.17 μg g-1) and falls below the median range: (356.8275, 503.6925). GUER GP36 and PUEB 589 accessions exhibited blue (100%) and red (100%) coloration, respectively.
The results of the principal component (PC) analysis indicate that the first three components accounted for 66.35% of the proportion of variance (Table 5). The most relevant variables in PC1 were 100-kernel weight, length, and thickness. CP2 highlighted anthocyanin content, hardness, and kernel width as the most relevant variables. Figure 1 depicts the biplot of the first two principal components, illustrating the dispersion of the 300 pigmented maize accessions. Previous studies have also demonstrated the relevance of variables related to kernel and ear dimensions for the characterization of maize varieties, as shown in the study by Rocandio et al. (2014).
Table 5 Values and eigenvectors of the first three principal components that describe the variation of physical properties and total anthocyanin content of 300 accessions of pigmented corn.
| PC1 | PC2 | PC3 | |
|---|---|---|---|
| Eigenvalue | 1.36 | 0.31 | 1.01 |
| Variance proportion (%) | 30.95 | 18.27 | 17.13 |
| Cumulative proportion (%) | 30.95 | 49.22 | 66.35 |
| Anthocyanins | 0.07 | -0.60 | -0.70 |
| Hardness | 0.05 | 0.50 | -0.39 |
| Weight of a thousand seeds | -0.64 | -0.05 | -0.13 |
| Grain length | -0.54 | 0.03 | -0.31 |
| Grain width | -0.06 | -0.62 | 0.39 |
| Grain thickness | -0.54 | 0.07 | 0.30 |

The most relevant variables for PC1 were the weight of a thousand seeds and grain length, and for PC2, were anthocyanin content and grain width.
Figure 1 Dispersion of 300 corn accessions from 31 races.
The dendrogram generated from the physical characteristics and total anthocyanin content of the 31 corn breeds (Figure 2) shows four groups at a Euclidean distance of 5: The first group comprises Dulce, Cristalino de Chihuahua, San Marceno, Negro de Tierra Caliente, Perla, and Pepitilla. The second group includes Olotillo, Arrocillo, Nal-tel, Cónico, Tuxpeño, Bolita, Arrocillo Amarillo, Tepecintle, Elotes de Sinaloa, Cónico Norteño, Chalqueño, Olotón, Elotes Occidentales, Elotes Cónicos, Ancho, Tabloncillo, Mushito, Cacahuacintle, Bofo, Azul, San Juan, Reventador, and Celaya. The third group consists of Negro Chimaltenango, and the fourth group comprises Tabloncillo Perla. A greater affinity was observed between the races Cónico Norteño and Chalqueño, as well as a notable similarity between the races Elotes Occidentales and Elotes Cónicos. Torres et al. (2022) analyzed the morphological diversity of seven maize races, identifying four groups in the dendrogram at an Euclidean distance of 7.8 units. Similarly, in the study of genetic diversity of 10 accessions, four groups were delineated from an Euclidean distance of 5.16 (Sanchez et al., 2019).
Conclusions
The variability uncovered in this research could significantly contribute to the selection of maize accessions offering high total anthocyanin content. Accessions such as HIDA 250 (Tepecintle), PUE 509 (Elotes Occidentales), CHIS 1053 (Olotón), CHIS 1044 (Olotón), MICH 119 (Cónico), and VERA 161 (Tuxpeño) exhibited total anthocyanin content exceeding 600 μg g-1. These accessions demonstrate substantial potential for utilization in breeding programs due to their alignment with the requirements of the nixtamalization industry. Furthermore, most of these accessions display coloration predominantly in the aleurone layer, reducing the likelihood of its release during nixtamalization compared to those with coloration in the pericarp. The breeds were grouped into four categories based on the characteristics under study.










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