The AP at physiological maturity has a CV of 14.24 percent, which indicates that there is variability in the data among accessions, with an average of 202.43 cm (
Table 6). On the other hand, the NDH in flowering shows a CV of 33.63 percent, which is also indicative of a high variability among accessions, with an average of 19.98 teeth per leaf. Likewise, the LPA at physiological maturity exhibited a CV of 23.86 percent, with an average of 80.72 cm. Similarly, the DPA at physiological maturity presented a CV of 39.67 percent, the average being 24.46 cm. The summary of quantitative grain trait measurements reveal a high variability for crop yield (
Table 7), ranging from a minimum value of 0.35 t ha
−1 to a maximum value of 8.80 t ha
−1, similar to the observations of [
34] who carried out their experiments in five locations in South America and noted the highest yields in Valdivia, southern Chile, at 9.8 t ha
−1. Similarly, for saponin, the range of variation was between 0.04 and 0.21 percent. Of all the samples evaluated, 13 accessions were classified as sweet, with a saponin percentage equal to or less than 0.12, and 14 accessions were considered bitter, with a percentage greater than 0.12. Regarding the severity of mildew (
Peronospora variabilis), at 70 days after sowing, accession 13 and T1 showed a high severity compared to the other accessions. However, at 80 and 100 days after sowing, accession 12 presented a high severity. The AUDPC showed a high degree of variability (
Table 8), ranging from a minimum value of 529 to a maximum of 1725, which reflects a variable behavior depending on the genetic characteristics of the accession, disease, and environmental conditions.
3.1. Agromorphological Characterization of Discrete and Continuous Variables
The results reveal a CV of 22.15 percent during the emergence stage, which indicates the variability between the accessions evaluated, with an average of 7 days after planting (
Table 5). For these results, the choice of sowing date is crucial, since it can have a significant impact on the emergence and development of the plants. Ref. [
35], there are notable variations in the germination of
Chenopodium quinoa plants depending on the sowing date, demonstrating that each genetic accession responds uniquely to temporal variations. On the other hand, ref. [
36] highlights the importance of the harvest time to guarantee the quality of the seeds, since their emergence capacity can be affected if the right time is not chosen. This is especially relevant for late accessions, which could have a lower emergence rate in future seasons.
Table 5.
Vegetative period in days for the evaluated accessions. T1: Salcedo INIA; T2: Blanca de Juli. The 25 accessions were classified by their vegetative period as semi-late (33.33%) and late (66.67%), based upon results under irrigation at Majes as analyzed by AUTODEMA of the vegetative periods of the crop: early quinoa (≤105 days), semi-late (≤133 days), and late (>133 days).
Table 5.
Vegetative period in days for the evaluated accessions. T1: Salcedo INIA; T2: Blanca de Juli. The 25 accessions were classified by their vegetative period as semi-late (33.33%) and late (66.67%), based upon results under irrigation at Majes as analyzed by AUTODEMA of the vegetative periods of the crop: early quinoa (≤105 days), semi-late (≤133 days), and late (>133 days).
Phenological Stages (dds) 1 | Accessions | Variability |
---|
01 | 03 | 04 | 05 | 06 | 07 | 08 | 09 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 20 | 21 | 22 | 44 | 45 | 51 | 54 | 55 | 56 | T2 | T1 | |
σ
| CV (%) |
---|
Emergence | 7 | 7 | 7 | 7 | 8 | 7 | 9 | 7 | 7 | 5 | 10 | 7 | 5 | 8 | 7 | 7 | 5 | 8 | 10 | 10 | 5 | 7 | 8 | 8 | 5 | 5 | 5 | 7 | 1.57 | 22.15 |
Two true leaves | 15 | 14 | 15 | 16 | 15 | 14 | 15 | 14 | 16 | 16 | 15 | 14 | 15 | 15 | 14 | 15 | 15 | 15 | 16 | 15 | 11 | 12 | 14 | 15 | 15 | 15 | 12 | 15 | 1.22 | 8.38 |
Four true leaves | 22 | 21 | 22 | 23 | 23 | 21 | 22 | 21 | 23 | 23 | 20 | 21 | 22 | 22 | 21 | 22 | 22 | 22 | 23 | 23 | 19 | 19 | 21 | 22 | 22 | 22 | 19 | 22 | 1.22 | 5.64 |
Six true leaves | 29 | 24 | 28 | 30 | 29 | 28 | 29 | 28 | 25 | 25 | 25 | 28 | 29 | 24 | 28 | 24 | 29 | 29 | 29 | 34 | 27 | 24 | 27 | 30 | 29 | 29 | 24 | 28 | 2.45 | 8.91 |
Eight true leaves | 34 | 29 | 33 | 35 | 35 | 33 | 34 | 33 | 30 | 30 | 30 | 33 | 34 | 29 | 33 | 29 | 34 | 34 | 34 | 39 | 34 | 30 | 32 | 39 | 34 | 34 | 30 | 33 | 2.65 | 8.06 |
Floral bud formation | 50 | 45 | 49 | 51 | 45 | 41 | 45 | 49 | 45 | 45 | 45 | 49 | 50 | 45 | 49 | 45 | 50 | 50 | 45 | 55 | 50 | 41 | 45 | 55 | 50 | 50 | 50 | 48 | 3.56 | 7.45 |
Beginning of anthesis | 56 | 56 | 65 | 67 | 50 | 56 | 57 | 57 | 57 | 62 | 65 | 65 | 62 | 62 | 62 | 56 | 55 | 58 | 58 | 63 | 64 | 56 | 50 | 69 | 61 | 55 | 60 | 59 | 4.81 | 8.10 |
50% flowering | 64 | 63 | 69 | 70 | 55 | 61 | 65 | 63 | 63 | 69 | 70 | 72 | 68 | 69 | 68 | 63 | 58 | 62 | 65 | 67 | 73 | 60 | 58 | 77 | 68 | 61 | 68 | 66 | 5.07 | 7.74 |
End of flowering | 80 | 85 | 86 | 92 | 80 | 79 | 79 | 77 | 79 | 86 | 85 | 86 | 79 | 86 | 84 | 77 | 77 | 78 | 82 | 79 | 85 | 85 | 74 | 90 | 85 | 80 | 80 | 82 | 4.35 | 5.31 |
Milky grain | 103 | 99 | 93 | 116 | 89 | 99 | 99 | 92 | 99 | 96 | 108 | 125 | 95 | 106 | 100 | 86 | 92 | 95 | 99 | 99 | 110 | 92 | 94 | 98 | 90 | 98 | 97 | 99 | 8.41 | 8.50 |
Doughy grain | 117 | 109 | 105 | 136 | 107 | 110 | 122 | 106 | 119 | 119 | 130 | 136 | 108 | 126 | 109 | 99 | 105 | 105 | 106 | 110 | 118 | 106 | 101 | 109 | 102 | 110 | 118 | 113 | 10.13 | 8.98 |
50% physiological maturity | 125 | 132 | 112 | 162 | 120 | 136 | 142 | 142 | 142 | 142 | 142 | 155 | 115 | 146 | 142 | 125 | 115 | 118 | 125 | 127 | 134 | 136 | 125 | 119 | 117 | 125 | 128 | 131 | 12.79 | 9.73 |
End of physiological maturity | 135 | 136 | 150 | 167 | 133 | 148 | 147 | 150 | 148 | 156 | 152 | 164 | 129 | 157 | 152 | 156 | 124 | 133 | 137 | 137 | 151 | 147 | 135 | 133 | 135 | 137 | 137 | 144 | 11.05 | 7.68 |
Table 6.
Morphological quantitative characters in different quinoa accessions. Arithmetic mean ± standard deviation. Values followed by the same letter were not significantly different, based on the DGC Test (p ≤ 0.05).
Table 6.
Morphological quantitative characters in different quinoa accessions. Arithmetic mean ± standard deviation. Values followed by the same letter were not significantly different, based on the DGC Test (p ≤ 0.05).
ACC | AP | DTP | LPE | LMH | AMH | NDH | LPA | DPA |
---|
01 | 190.47 ± 14.99 d | 14.27 ± 1.81 d | 6.35 ± 0.42 b | 7.91 ± 1.11 c | 7.04 ± 0.64 c | 26.27 ± 4.98 c | 73.47 ± 11.89 c | 21.73 ± 4.22 d |
03 | 174.33 ± 5.77 d | 16.10 ± 2.22 c | 5.59 ± 0.69 c | 7.67 ± 0.69 c | 7.45 ± 0.74 c | 16.33 ± 1.76 e | 89.27 ± 9.49 b | 22.80 ± 8.27 d |
04 | 219.47 ± 20.43 c | 16.44 ± 3.73 c | 6.58 ± 0.69 b | 8.96 ± 0.78 b | 7.57 ± 0.70 c | 14.53 ± 4.37 e | 86.27 ± 13.27 b | 20.60 ± 6.93 d |
05 | 236.80 ± 13.34 b | 19.75 ± 4.91 a | 7.37 ± 0.92 a | 9.59 ± 0.94 a | 9.39 ± 1.09 a | 25.47 ± 4.45 c | 116.20 ± 14.64 a | 37.60 ± 8.96 b |
06 | 217.13 ± 22.00 c | 16.24 ± 2.88 c | 6.75 ± 0.58 b | 9.45 ± 0.94 a | 9.94 ± 1.07 a | 22.33 ± 7.17 d | 72.67 ± 10.50 c | 18.13 ± 2.92 d |
07 | 169.47 ± 9.43 e | 13.89 ± 1.93 d | 4.97 ± 0.53 c | 7.83 ± 0.71 c | 7.28 ± 0.61 c | 12.00 ± 1.89 e | 83.20 ± 11.07 c | 18.07 ± 5.01 d |
08 | 207.67 ± 9.03 c | 19.47 ± 3.63 a | 6.84 ± 0.69 b | 9.83 ± 0.15 a | 8.89 ± 0.47 a | 13.33 ± 1.68 e | 100.20 ± 10.91 b | 24.07 ± 3.65 d |
09 | 191.67 ± 20.54 d | 16.19 ± 2.57 c | 6.10 ± 1.51 b | 8.44 ± 0.73 b | 7.98 ± 1.02 c | 14.80 ± 2.91 e | 82.93 ± 17.79 c | 20.40 ± 5.15 d |
10 | 181.13 ± 17.11 d | 15.03 ± 2.12 d | 5.88 ± 0.86 c | 7.39 ± 0.33 c | 7.49 ± 0.91 c | 13.20 ± 1.52 e | 91.40 ± 14.21 b | 21.93 ± 5.54 d |
11 | 218.40 ± 28.84 c | 17.67 ± 4.34 b | 7.67 ± 0.78 a | 10.01 ± 0.85 a | 9.81 ± 1.06 a | 14.53 ± 2.03 e | 92.80 ± 18.95 b | 25.80 ± 6.82 c |
12 | 275.47 ± 22.26 a | 16.25 ± 2.97 c | 6.37 ± 0.66 b | 8.82 ± 0.71 b | 9.08 ± 0.85 a | 28.47 ± 5.55 c | 95.93 ± 8.44 b | 20.07 ± 5.96 d |
13 | 234.67 ± 19.66 b | 20.43 ± 2.89 a | 7.28 ± 0.89 a | 9.49 ± 1.27 a | 9.32 ± 1.44 a | 17.00 ± 4.39 e | 113.27 ± 14.62 a | 54.93 ± 12.29 a |
14 | 217.53 ± 17.40 c | 14.54 ± 3.67 d | 7.19 ± 0.93 a | 8.86 ± 0.68 b | 9.11 ± 0.92 a | 37.73 ± 4.59 a | 61.33 ± 15.28 d | 17.13 ± 4.55 d |
15 | 162.07 ± 11.58 e | 17.92 ± 2.76 b | 6.11 ± 0.89 b | 8.66 ± 0.84 b | 7.55 ± 0.90 c | 15.40 ± 1.55 e | 96.87 ± 14.15 b | 28.27 ± 7.81 c |
16 | 243.07 ± 16.09 b | 17.26 ± 2.83 b | 5.89 ± 1.09 c | 8.22 ± 1.14 c | 8.19 ± 1.00 b | 15.93 ± 2.15 e | 88.40 ± 13.76 b | 23.00 ± 5.04 d |
17 | 180.20 ± 23.10 d | 16.37 ± 2.68 c | 6.17 ± 0.74 b | 8.17 ± 0.80 c | 8.27 ± 1.14 b | 15.13 ± 2.97 e | 78.00 ± 18.96 c | 20.47 ± 6.22 d |
20 | 212.33 ± 41.24 c | 16.20 ± 4.20 c | 6.30 ± 0.85 b | 8.81 ± 1.03 b | 8.65 ± 1.29 b | 20.20 ± 4.28 d | 78.07 ± 14.39 c | 19.65 ± 6.39 d |
21 | 192.13 ± 22.05 d | 13.45 ± 2.58 d | 5.24 ± 0.63 c | 7.41 ± 0.98 c | 7.50 ± 1.07 c | 22.33 ± 5.77 d | 62.40 ± 11.43 d | 20.07 ± 7.51 d |
22 | 197.27 ± 15.41 d | 16.37 ± 2.79 c | 6.28 ± 0.83 b | 7.83 ± 0.70 c | 7.76 ± 1.11 c | 13.00 ± 3.42 e | 100.93 ± 11.82 b | 27.27 ± 6.43 c |
44 | 192.53 ± 19.00 d | 14.60 ± 2.38 d | 5.81 ± 1.15 c | 8.09 ± 0.45 c | 7.37 ± 1.19 c | 20.20 ± 4.14 d | 63.73 ± 9.34 d | 17.87 ± 5.08 d |
45 | 197.60 ± 15.56 d | 14.41 ± 2.93 d | 6.57 ± 1.01 b | 8.61 ± 0.78 b | 7.48 ± 0.81 c | 16.87 ± 4.17 e | 68.67 ± 9.12 c | 20.80 ± 4.57 d |
51 | 162.00 ± 6.45 e | 14.01 2.32 d | 5.37 ± 0.78 c | 7.17 ± 0.61 c | 6.63 ± 0.57 c | 12.73 ± 1.83 e | 73.60 ± 10.57 c | 19.13 ± 4.63 d |
54 | 176.73 ± 22.36 d | 15.48 ± 2.12 c | 6.19 ± 0.76 b | 7.75 ± 0.69 c | 7.71 ± 0.95 c | 20.20 ± 4.38 d | 71.00 ± 9.59 c | 19.87 ± 5.74 d |
55 | 235.67 ± 28.50 b | 19.15 ± 5.08 a | 6.69 ± 1.04 b | 8.57 ± 0.82 b | 8.71 ± 1.03 b | 31.73 ± 3.13 b | 58.13 ± 13.27 d | 20.93 ± 4.01 d |
56 | 207.13 ± 34.14 c | 17.38 ± 4.06 b | 6.42 ± 0.98 b | 8.34 ± 1.09 b | 8.33 ± 1.48 b | 27.80 ± 7.06 c | 65.00 ± 14.64 d | 23.93 ± 11.13 d |
T2 | 151.80 ± 12.54 e | 14.38 ± 2.82 d | 6.39 ± 0.63 b | 7.23 ± 0.67 c | 7.37 ± 0.92 c | 26.47 ± 5.13 c | 42.93 ± 6.98 e | 22.53 ± 3.94 d |
T1 | 220.87 ± 17.22 c | 17.07 ± 2.17 b | 6.23 ± 2.17 b | 8.07 ± 0.92 c | 8.33 ± 0.65 b | 25.53 ± 5.76 c | 48.80 ± 8.48 e | 21.20 ± 5.14 d |
| 202.43 | 16.31 | 6.38 | 8.48 | 8.22 | 19.98 | 80.72 | 24.46 |
σ | 28.83 | 1.89 | 0.65 | 0.80 | 0.90 | 6.72 | 19.26 | 9.70 |
CV (%) | 14.24 | 11.62 | 10.11 | 9.49 | 10.92 | 33.63 | 23.86 | 39.67 |
Table 7.
Yield quantitative characters in different quinoa accessions. Arithmetic mean ± standard deviation. Values followed by the same letter were not significantly different, based on the DGC Test (p ≤ 0.05).
Table 7.
Yield quantitative characters in different quinoa accessions. Arithmetic mean ± standard deviation. Values followed by the same letter were not significantly different, based on the DGC Test (p ≤ 0.05).
ACC | IC | RSP | DG | EG | P1000G | PHL | SAP | RC |
---|
01 | 23.96 ± 7.81 c | 38.32 ± 27.5 b | 1.67 ± 0.09 d | 0.96 ± 0.06 b | 1.81 ± 0.25 d | 0.56 ± 0.04 b | 0.14 ± 0.07 b | 4.73 ± 3.48 c |
03 | 27.71 ± 6.01 b | 36.46 ± 16.86 b | 1.51 ± 0.07 e | 0.90 ± 0.05 c | 1.58 ± 0.16 d | 0.57 ± 0.04 b | 0.11 ± 0.00 c | 4.49 ± 2.14 c |
04 | 44.62 ± 12.19 a | 58.24 ± 30.25 b | 1.82 ± 0.11 c | 1.02 ± 0.11 b | 2.33 ± 0.37 b | 0.55 ± 0.05 b | 0.15 ± 0.02 b | 7.25 ± 3.83 b |
05 | 18.38 ± 9.85 c | 22.74 ± 20.45 c | 1.72 ± 0.11 c | 0.92 ± 0.05 c | 1.82 ± 0.37 d | 0.41 ± 0.05 e | 0.15 ± 0.01 b | 2.75 ± 2.59 d |
06 | 26.88 ± 8.22 b | 30.33 ± 17.83 b | 1.63 ± 0.07 d | 0.95 ± 0.03 c | 1.51 ± 0.12 d | 0.58 ± 0.04 b | 0.05 ± 0.02 d | 3.72 ± 2.26 d |
07 | 14.04 ± 12.16 c | 8.52 ± 0.09 c | 1.51 ± 0.09 e | 0.88 ± 0.08 c | 1.21 ± 0.31 e | 0.53 ± 0.08 c | 0.13 ± 0.06 c | 1.08 ± 1.30 d |
08 | 26.57 ± 6.95 b | 47.11 ± 21.88 b | 1.65 ± 0.07 d | 1.00 ± 0.04 b | 1.77 ± 0.26 d | 0.55 ± 0.03 b | 0.20 ± 0.08 a | 5.84 ± 2.77 c |
09 | 29.47 ± 13.5 b | 35.58 ± 26.82 b | 1.65 ± 0.18 d | 1.02 ± 0.09 b | 1.67 ± 0.43 d | 0.47 ± 0.06 d | 0.09 ± 0.03 c | 4.38 ± 3.40 c |
10 | 11.01 ± 12.06 c | 10.22 ± 16.30 c | 1.47 ± 0.06 e | 0.88 ± 0.10 c | 1.04 ± 0.10 e | 0.50 ± 0.05 c | 0.12 ± 0.03 c | 1.17 ± 2.07 d |
11 | 41.09 ± 22.34 a | 54.93 ± 40.65 b | 1.75 ± 0.11 c | 0.99 ± 0.10 b | 1.35 ± 0.41 e | 0.52 ± 0.04 c | 0.19 ± 0.02 a | 6.83 ± 5.15 b |
12 | 12.21 ± 7.09 c | 18.98 ± 13.20 c | 1.71 ± 0.13 c | 0.92 ± 0.08 c | 1.56 ± 0.33 d | 0.56 ± 0.02 b | 0.16 ± 0.01 b | 2.28 ± 1.67 d |
13 | 19.74 ± 12.78 c | 28.55 ± 48.12 b | 1.73 ± 0.12 c | 0.87 ± 0.07 c | 1.47 ± 0.56 d | 0.55 ± 0.05 b | 0.20 ± 0.03 a | 3.49 ± 6.09 d |
14 | 36.73 ± 8.64 b | 65.17 ± 31.47 b | 2.05 ± 0.07 a | 1.09 ± 0.05 a | 2.97 ± 0.24 a | 0.59 ± 0.03 b | 0.10 ± 0.00 c | 8.26 ± 3.99 a |
15 | 3.51 ± 1.42 d | 2.73 ± 1.62 c | 1.40 ± 0.05 f | 0.84 ± 0.03 d | 0.63 ± 0.18 f | 0.40 ± 0.05 e | 0.16 ± 0.04 b | 0.35 ± 0.21 e |
16 | 25.64 ± 7.83 b | 34.02 ± 16.14 b | 1.89 ± 0.15 b | 1.02 ± 0.07 b | 2.43 ± 0.47 b | 0.56 ± 0.04 b | 0.10 ± 0.02 c | 4.18 ± 2.04 c |
17 | 39.48 ± 12.64 a | 48.76 ± 28.27 b | 1.74 ± 0.10 c | 1.04 ± 0.06 b | 2.06 ± 0.30 c | 0.57 ± 0.05 b | 0.12 ± 0.04 c | 6.05 ± 3.58 c |
20 | 22.32 ± 9.92 c | 39.83 ± 28.59 b | 1.79 ± 0.15 c | 1.03 ± 0.07 b | 2.06 ± 0.34 c | 0.67 ± 0.01 a | 0.08 ± 0.02 c | 5.05 ± 3.62 c |
21 | 32.69 ± 9.44 b | 40.66 ± 29.72 b | 1.65 ± 0.10 d | 0.99 ± 0.05 b | 1.79 ± 0.24 d | 0.60 ± 0.04 b | 0.20 ± 0.07 a | 5.02 ± 3.76 c |
22 | 31.21 ± 15.68 b | 45.10 ± 30.87 b | 1.73 ± 0.06 c | 1.06 ± 0.08 b | 2.02 ± 0.24 c | 0.52 ± 0.04 c | 0.18 ± 0.04 a | 5.59 ± 3.91 c |
44 | 34.65 ± 12.47 b | 46.22 ± 26.35 b | 1.77 ± 0.10 c | 1.03 ± 0.08 b | 2.04 ± 0.20 c | 0.59 ± 0.03 b | 0.10 ± 0.03 c | 5.73 ± 3.34 c |
45 | 11.72 ± 4.82 c | 12.65 ± 11.80 c | 1.18 ± 0.05 g | 0.66 ± 0.08 e | 0.81 ± 0.07 f | 0.58 ± 0.03 b | 0.08 ± 0.08 c | 1.48 ± 1.49 d |
51 | 45.07 ± 8.57 a | 55.96 ± 25.88 b | 1.60 ± 0.08 d | 0.81 ± 0.04 d | 1.63 ± 0.23 d | 0.50 ± 0.07 c | 0.12 ± 0.03 c | 6.96 ± 3.28 b |
54 | 33.20 ± 10.74 b | 56.36 ± 41.66 b | 1.75 ± 0.08 c | 1.03 ± 0.04 b | 2.07 ± 0.31 c | 0.56 ± 0.05 b | 0.14 ± 0.05 b | 7.01 ± 5.28 b |
55 | 29.15 ± 7.00 b | 74.18 ± 45.57 a | 1.98 ± 0.08 a | 1.06 ± 0.06 b | 2.53 ± 0.43 b | 0.57 ± 0.04 b | 0.12 ± 0.04 c | 8.80 ± 5.68 a |
56 | 31.62 ± 14.06 b | 88.64 ± 42.86 a | 1.80 ± 0.13 c | 0.99 ± 0.05 b | 2.31 ± 0.52 b | 0.58 ± 0.05 b | 0.15 ± 0.09 b | 7.06 ± 3.62 b |
T2 | 16.33 ± 7.68 c | 14.83 ± 10.18 c | 1.81 ± 0.07 c | 0.98 ± 0.03 b | 2.02 ± 0.38 c | 0.60 ± 0.03 b | 0.04 ± 0.01 d | 1.88 ± 1.29 d |
T1 | 5.57 ± 7.95 d | 6.51 ± 8.70 c | 1.72 ± 0.10 c | 0.95 ± 0.09 c | 1.69 ± 0.24 d | 0.53 ± 0.04 c | 0.16 ± 0.19 b | 1.06 ± 1.01 d |
| 25.73 | 38.67 | 1.70 | 0.96 | 1.78 | 0.55 | 0.13 | 4.54 |
σ | 11.41 | 21.41 | 0.17 | 0.10 | 0.52 | 0.05 | 0.04 | 2.40 |
CV (%) | 44.34 | 55.38 | 10.09 | 9.95 | 29.33 | 8.92 | 33.86 | 52.89 |
Table 8.
Severity and area under the disease progress curve of mildew (Peronospora variabilis) in different quinoa accessions at 30, 40, 50, 60, 70, 80, 90, and 100 days after sowing. Arithmetic mean ± standard deviation.
Table 8.
Severity and area under the disease progress curve of mildew (Peronospora variabilis) in different quinoa accessions at 30, 40, 50, 60, 70, 80, 90, and 100 days after sowing. Arithmetic mean ± standard deviation.
Mildew Severity (Days) 1 |
---|
ACC | 30 | 40 | 50 | 60 | 70 | 80 | 90 | 100 | AUDPC |
---|
01 | 0.30 ± 0.13 a | 1.50 ± 0.67 a | 3.00 ± 1.34 a | 15.00 ± 6.71 a | 10.76 ± 4.75 d | 37.69 ± 10.84 a | 23.78 ± 6.65 d | 16.22 ± 2.78 d | 999.84 c |
03 | 0.24 ± 0.16 a | 1.18 ± 0.83 a | 2.36 ± 1.65 a | 11.78 ± 8.25 a | 22.33 ± 11.93 c | 25 ± 13.45 b | 11.33 ± 5.43 e | 9.67 ± 4.23 e | 789.29 d |
04 | 0.20 ± 0.12 a | 0.98 ± 0.62 a | 1.96 ± 1.24 a | 9.78 ± 6.20 a | 24.75 ± 13.16 c | 24.89 ± 6.56 b | 25.11 ± 15.74 d | 24.89 ± 6.56 c | 1000.08 c |
05 | 0.20 ± 0.16 a | 1.01 ± 0.80 a | 2.02 ± 1.6 a | 10.11 ± 7.98 a | 30.22 ± 10.16 b | 22.78 ± 10.55 b | 13.56 ± 6.66 e | 11.00 ± 8.06 e | 853.02 d |
06 | 0.19 ± 0.14 a | 0.96 ± 0.69 a | 1.92 ± 1.37 a | 9.62 ± 6.86 a | 15.06 ± 9.76 c | 19.22 ± 10.84 b | 22.82 ± 12.60 d | 19.11 ± 9.55 d | 792.62 d |
07 | 0.21 ± 0.11 a | 1.07 ± 0.55 a | 2.13 ± 1.10 a | 10.67 ± 5.48 a | 5.56 ± 6.60 d | 15.56 ± 9.36 c | 16.56 ± 6.09 e | 15.56 ± 10.57 d | 594.21 e |
08 | 0.21 ± 0.19 a | 1.07 ± 0.94 a | 2.13 ± 1.87 a | 10.67 ± 9.36 a | 28.56 ± 10.74 b | 20.78 ± 7.12 b | 18.89 ± 6.26 e | 16.33 ± 6.49 d | 903.63 d |
09 | 0.23 ± 0.20 a | 1.12 ± 0.98 a | 2.25 ± 1.95 a | 11.22 ± 9.77 a | 22.22 ± 20.73 c | 22.11 ± 13.57 b | 19.33 ± 5.48 e | 22.11 ± 13.57 c | 894.27 d |
10 | 0.29 ± 0.15 a | 1.42 ± 0.76 a | 2.85 ± 1.52 a | 14.22 ± 7.61 a | 21.78 ± 12.79 c | 9.00 ± 7.84 c | 11.22 ± 9.27 e | 8.33 ± 3.67 e | 648.01 e |
11 | 0.19 ± 0.17 a | 0.97 ± 0.84 a | 1.93 ± 1.68 a | 9.67 ± 8.39 a | 31.11 ± 16.21 b | 19.33 ± 10.74 b | 13.41 ± 7.02 e | 12.67 ± 5.90 e | 828.52 d |
12 | 0.05 ± 0.05 b | 0.25 ± 0.26 b | 0.50 ± 0.51 b | 2.49 ± 2.56 b | 18.33 ± 5.64 c | 41.42 ± 9.54 a | 54.24 ± 6.55 a | 41.42 ± 9.54 a | 1379.70 b |
13 | 0.34 ± 0.21 a | 1.68 ± 1.06 a | 3.36 ± 2.13 a | 16.78 ± 10.64 a | 40.11 ± 14.12 a | 25.00 ± 17.00 b | 21.44 ± 10.12 d | 19.22 ± 6.17 d | 1181.45 c |
14 | 0.12 ± 0.12 a | 0.60 ± 0.58 a | 1.19 ± 1.17 b | 5.96 ± 5.83 a | 10.36 ± 2.80 d | 38.49 ± 9.90 a | 22.73 ± 8.82 d | 14.62 ± 5.29 d | 866.89 d |
15 | 0.13 ± 0.19 a | 0.67 ± 0.96 a | 1.33 ± 1.93 b | 6.67 ± 9.64 a | 34.67 ± 18.48 b | 4.89 ± 5.25 c | 11.02 ± 5.42 e | 4.22 ± 1.88 f | 614.24 e |
16 | 0.26 ± 0.15 a | 1.30 ± 0.74 a | 2.60 ± 1.47 a | 13.00 ± 7.35 a | 25.22 ± 17.30 c | 22.89 ± 9.99 b | 19.78 ± 11.68 e | 17.78 ± 8.08 d | 938.08 d |
17 | 0.29 ± 0.21 a | 1.47 ± 1.04 a | 2.93 ± 2.09 a | 14.67 ± 10.43 a | 16.44 ± 7.23 c | 8.22 ± 5.25 c | 16.89 ± 8.09 e | 15.22 ± 8.59 d | 683.79 e |
20 | 0.06 ± 0.07 b | 0.29 ± 0.35 b | 0.57 ± 0.70 b | 2.85 ± 3.53 b | 9.64 ± 7.72 d | 14.89 ± 9.90 c | 19.58 ± 15.03 e | 10.11 ± 1.47 e | 528.92 e |
21 | 0.13 ± 0.07 a | 0.63 ± 0.38 a | 1.26 ± 0.75 b | 6.31 ± 3.75 a | 32.71 ± 12.95 b | 38.69 ± 8.84 a | 34.04 ± 10.26 c | 24.27 ± 7.38 c | 1258.45 b |
22 | 0.25 ± 0.18 a | 1.24 ± 0.91 a | 2.49 ± 1.82 a | 12.44 ± 9.13 a | 18.33 ± 11.30 c | 15.56 ± 10.66 c | 14.33 ± 4.95 e | 12.45 ± 7.48 e | 707.46 e |
44 | 0.29 ± 0.20 a | 1.45 ± 1.03 a | 2.89 ± 2.06 a | 14.45 ± 10.32 a | 17.86 ± 7.18 c | 39.78 ± 9.04 a | 37.78 ± 9.81 c | 24.89 ± 6.65 c | 1267.79 b |
45 | 0.16 ± 0.08 a | 0.81 ± 0.43 a | 1.62 ± 0.85 a | 8.11 ± 4.25 a | 12.07 ± 4.63 d | 48.89 ± 8.32 a | 28.00 ± 9.98 d | 18.00 ± 1.69 d | 1085.83 c |
51 | 0.27 ± 0.18 a | 1.37 ± 0.91 a | 2.73 ± 1.83 a | 13.67 ± 9.13 a | 11.22 ± 4.20 d | 43.11 ± 9.63 a | 32.89 ± 10.46 c | 19.34 ± 5.23 d | 1147.94 c |
54 | 0.20 ± 0.13 a | 0.99 ± 0.63 a | 1.99 ± 1.26 a | 9.93 ± 6.28 a | 12.62 ± 7.68 d | 12.82 ± 4.55 c | 15.78 ± 8.58 e | 14.22 ± 7.40 d | 613.46 e |
55 | 0.21 ± 0.11 a | 1.05 ± 0.54 a | 2.10 ± 1.08 a | 10.49 ± 5.41 a | 11.22 ± 4.20 d | 43.11 ± 9.63 a | 32.89 ± 10.46 c | 19.34 ± 5.23 d | 1106.31 c |
56 | 0.22 ± 0.15 a | 1.10 ± 0.76 a | 2.20 ± 1.53 a | 11.00 ± 7.64 a | 19.48 ± 8.47 c | 41.16 ± 16.19 a | 44.71 ± 14.05 b | 35.11 ± 18.38 b | 1373.11 b |
T2 | 0.17 ± 0.17 a | 0.86 ± 0.82 a | 1.72 ± 1.65 a | 8.58 ± 8.24 a | 30.80 ± 8.92 b | 44.47 ± 10.60 a | 36.00 ± 14.49 c | 17.11 ± 13.91 d | 1310.59 b |
T1 | 0.30 ± 0.18 a | 1.50 ± 0.90 a | 3.00 ± 1.80 a | 14.98 ± 90 a | 40.11 ± 10.13 a | 47.78 ± 9.40 a | 50.66 ± 8.56 a | 28.67 ± 9.50 c | 1725.08 a |
| 0.21 | 1.06 | 2.11 | 10.34 | 21.24 | 27.69 | 24.77 | 18.22 | 966.39 |
σ | 0.07 | 0.36 | 0.72 | 4.03 | 9.68 | 13.42 | 11.97 | 8.04 | 294.94 |
CV (%) | 34.14 | 34.00 | 34.09 | 39.00 | 45.59 | 48.47 | 48.31 | 44.13 | 30.52 |
3.3. Multivariate Analysis
The tetrachoric correlation matrix of nominal binomial variables in
Figure 2A showed that the highest positive correlation among two variables was between FT and AE (r = 0.65), while the highest negative correlation was between PR and APG (r = −0.32). The polychoric correlation matrix of nominal polynomial variables showed low correlations among variables (
Figure 2B), with the highest positive correlation between CGH and FG and the highest negative correlation between FG and MH (r = −1). The Cramer’s V correlation matrix showed a low correlation among ordinal variables (
Figure 2C), with the highest being between GDH and DP (r = 0.25).
The Spearman correlation coefficients presented in
Figure 3 demonstrate high correlation values among variables for the discrete phenological stages including DIF and D50F (r = 0.91), DGL and DGP (r = 0.8), and DGP and D50MF (r = 0.76); between the morphological variables LPE and LMH (r = 0.58), LPE and AMH (r = 0.55), and LMH and AMH (r = 0.74); and between the grain variables RSP and RC (r = 0.99), IC and RC (r = 0.77), IC and RSP (r = 0.77), DG and P1000G (r = 0.79), and EG and P1000G (r = 0.72). There were also negative correlations, such as between EG and DGP (r = −0.46), D50MF and PHL (r = −0.46), and DGP and IC (r = −0.51), the last being the highest negative correlation. These results are concordant with those of [
4], who reported a positive correlation between yield and 1000 grain weight, along with those of Thiam et al. (2021) [
38], who observed positive correlations between grain yield, yield per plant, harvest index, and 1000 grain weight. On the other hand, these results differed from those of [
37] in Colombian quinoas, where they observed the highest correlations between plant height and panicle length (r = 0.94), panicle diameter and panicle length (r = 0.97), and plant height and panicle diameter (r = 0.90).
The principal component analysis in
Figure 4 among quantitative variables showed that, of the total variance, 55.3% corresponds to the two primary components, with 30.8% explained by the first component and 24.5% by the second, with the variables DGP, DGL, D50MF, and LPA being those contributing most to component one, and variables like DG, RSP, P1000G, and RC being the most important in the second component. We observed that accessions 5 and 13 were very close to the time or maturation variables, which makes sense, since these were very late-maturing accessions. Similarly, closely grouped variables included leaf, plant, and panicle length together in this quadrant, since there were positive correlations among these two groups of variables, while, on the other hand, these variables negatively correlated with yield and seed size, which were located in the second quadrant together with accessions having a higher yield.
In the conglomerate analysis, four main groups were identified and share similarities in variation for many of the variables discussed above. The first group (a) consists of four accessions: 56, 04, 55, and 14 (
Figure 5). These accessions stand out as having a vegetative period of 49 to 55 days and from 112 to 119 days until 50% physiological maturity. Accessions 14 and 55 are notable for having fewer days until the end of physiological maturity (
Table 5). Other characters for this group are as follows: plant height ranges from 207.13 to 235.67 cm; main stem diameter from 14.54 to 19.15 mm; petiole length from 6.42 to 7.19 cm; maximum leaf length from 8.34 to 8.96 cm; maximum leaf width from 7.57 to 9.11 cm; panicle length from 58.13 to 86.27 cm; panicle diameter from 17.13 to 23.93 cm; harvest index ranges from 31.62 to 44.62%; seed yield per plant varies from 58.24 to 88.64 g; seed diameter from 1.82 to 2.04 mm; seed thickness from 0.99 to 1.09 mm; and 1000 seed weight ranged from 2.31 to 2.97 g. Accession 14 was notable for its higher values for these last three variables and differs significantly from groups (b), (c), and (d). These results are close to those reported by Estrada-Zúniga et al. (2022) [
15], who recorded higher values for seed diameter (2.41 mm) and seed thickness (1.42 mm. In their study, Urdanegui et al. (2021) [
1] also recorded higher values for seed size (2.33 mm), seed thickness (1.38 mm), and 1000 seed weight (3.96 g). Downy mildew severity (AUDPC) varied between 808.44 and 1373.11; saponin percentage from 0.10 to 0.15%; hectoliter weight from 0.54 to 0.59 g/cm
3; and seed yield from 7.06 to 8.80 t ha
−1; notable accessions were 55 and 14 for this last variable (
Table 7). Even though accession 56 had the highest yield per plant (88.64 g), this was the accession requiring the most space per plant (0.068 m
2). The results observed in this group surpassed previous trials in different regions of Peru, as was also the case for the Colombian material [
10]. On the other hand, Jbawi et al. (2022) [
39] and Öktem and Birden (2021) [
40] mentioned that the sowing density and date are factors that significantly affect seed yield. At the same time, Thiam et al. (2021) [
38] showed the profound effects that photoperiod sensitivity and high temperatures have on quinoa seed yield.
The second group (b) was composed of 11 accessions—20, 06, 09, 16, 22, 54, 17, 51, 44, 21, and 01—along with the commercial check variety Blanca de Juli (
Figure 6). This group is characterized by having a vegetative period extending from 41 to 55 days and from 115 to 142 days until 50% physiological maturity (
Table 5). The stem diameter varied from 13.45 to 17.26 mm; petiole length from 5.24 to 6.75 cm; maximum leaf length from 6.63 to 9.94 cm; maximum leaf width from 6.63 to 9.94 cm; seed diameter from 1.6 to 1.89 mm; seed weight from 0.81 to 1.06 mm; and hectoliter seed weight ranged from 0.52 to 0.67 g/cm
3, with accession 20 (0.67 g cm
−3) being the heaviest, with significant differences in comparison to groups (a), (c), and (d). With respect to saponin percentage, this group was highly variable (
Table 5), with accession 06 (0.05%) having the lowest value versus groups (a), (c), and (d), similar to the check Blanca de Juli (0.04%), while accession 21 (0.21%) had the highest saponin value. These results differ from those of Estrada-Zúniga et al. (2022) [
15], who reported accessions with 0.0% saponin. It was reported that the saponin is concentrated in the pericarp (from 0.01% to 5.0%) [
41]. According to the Peruvian standard NTP 205.062–2021, if the saponin percentage is lower than 0.12%, the quinoa is considered to be sweet and, if higher than this value, bitter.
The third group (c) consisted of five accessions—15, 10, 07, 45, and 12—including the commercial variety Salcedo INIA (
Figure 6). This group is characterized by having a vegetative period of 41 to 50 days until the initiation of the floral meristem and from 128 to 146 days until 50% physiological maturity (
Table 5). Plant height in this group varied from 162.07 to 275.47 cm, with accession 12 (275.47 cm) being the tallest and being significantly different from groups (a), (b), and (d)—being taller than the plants in the study of Manjarres-Hernández et al. (2021) [
10]. According to Jbawi et al. (2022) [
39], planting density influences this trait, with a higher density resulting in taller plants due to competition for sunlight. In contrast, González et al. (2022) [
42] suggested that high planting densities should reduce plant height, based on the law of yield decreases of David Ricardo. Stem diameters in this group varied from 13.89 to 17.92 mm; petiole length from 4.97 to 6.57 cm; maximum leaf length from 7.39 to 8.82 cm and leaf width from 7.28 to 9.08 cm; and the hectoliter seed weight varied from 0.5 to 0.58 g cm
−3. In terms of mildew severity, accessions in this group were highly variable (
Table 7), with accessions 07 (594.21), 10 (648.01), and 15 (614.24) having the lowest area under the curve for disease progression (AUDPC), while being statistically similar to accessions of group (b): namely, 17 (683.79), 20 (528.92), 22 (707.46), and 54 (613.46). In comparison, the commercial variety Salcedo INIA (1725.08) registered the highest AUDPC value, similar to the report of Estrada-Zúniga et al. (2022) [
15] for samples collected from the Altiplano, inter-Andean valleys, and the Pacific Coast.
The fourth group (d) is composed of five accessions: 13, 05, 03, 08, and 11 (
Figure 6). These were characterized by having a vegetative period of 45 to 51 days and from 132 to 162 days until 50% physiological maturity, with the majority being late-maturing (
Table 5). Plant height varied from 174.33 to 236.8 cm, with the main stem diameter ranging from 16.1 to 20.43 mm, with accession 13 (20.43 mm) having the widest stem diameter, being and significantly different from groups (a), (b), and (c). For this variable, Jbawi et al. (2022) [
39] mentioned that, at higher planting densities, the stem diameter diminishes, while Öktem and Birden (2021) [
40] noted that the stem diameter was affected by the sowing date. Petiole longitude varied from 6.84 to 7.67 cm; maximum leaf length from 9.49 to 10.1 cm; leaf width from 8.89 to 9.81 cm; and panicle length varied from 92.8 to 116.2 cm, with accessions 13 (113.27 cm) and 05 (116.20 cm) having significantly longer panicles in comparison with the results of Morillo-Coronado et al. (2021) [
11] and Manjarres-Hernández et al. (2021) [
10] and Morillo-Coronado et al. (2021). With respect to the panicle diameter, there was variation between 24.07 and 54.93 cm, with accession 13 (54.93 cm) having the widest panicles (
Table 6), being significantly different from groups (a), (b), and (c), and greater than the results of Morillo-Coronado et al. (2021) [
11]. Interestingly, Jbawi et al. (2022) [
39] reported that the sowing density influenced this character such that, at a higher planting density, the length and diameter of the panicles were reduced. The seed diameters varied from 1.65 to 1.75 mm, seed thickness from 0.87 to 1.00 mm, and hectoliter weight from 0.43 to 0.53 g cm
−3.
Phenological evaluation among conglomerate groups. The statistically significant variability measured among lines is influenced by genetic and environmental influences (
Table 1). Moreover, Curti et al. (2022) [
43] mentioned that late-flowering quinoa populations tend to be associated with warmer environments. It is interesting that the accessions showed a high variability for physiological maturation (
Table 5). Accessions like 20 (124 days) from group (b) and 14 (129 days) from group (a) were the earliest to mature. On the other hand, accessions 15 (164 days) from group (c) and 05 (167 days) from group (d) required the greatest amount of time to mature (
Table 5). These results reflect the combined effects of genetics and, to a large extent, edapho-climactic factors [
44]. Characteristics like the formation of the floral meristem are susceptible to changes in certain production practices, among them the alteration of the sowing date [
45]. It is likely that some lines might respond differently to changes in the sowing date due to the photoperiod and ambient temperature variations, as was noted by Curti et al. (2016) [
46], who indicated that plant developmental rates up to the floral meristem appearance varied considerably among 11 accessions of
Chenopodium quinoa in experiments in the Argentine Northwest. The flowering stage was found to be the most critical in determining each genotype’s yield from environment to environment [
34]. The flowering process is heavily influenced by the photoperiod sensitivity of each accession, according to Patiranage et al. (2021) [
47], who identified five haplotypes that cause early flowering under long days. Meanwhile, Tovar et al. (2020) [
8], while studying the effect of heating on the appearance of the floral meristem, found that plants exposed to the highest temperatures kept their flowers closed, which resulted in decreased yield due to their inability to disperse pollen within the panicle. However, Eghbalishahabad et al. (2021) [
48] noted that temperature has a compensatory effect for daylength during the flowering stage.