| Literature DB >> 35161344 |
Paula Scotti-Campos1,2, Karliana Oliveira2, Isabel P Pais1,2, Ana Sofia Bagulho2,3, José N Semedo1,2, Octávio Serra4, Fernanda Simões1, Fernando C Lidon2,5, José Coutinho2,3, Benvindo Maçãs2,3.
Abstract
Bread wheat (Triticum aestivum) is a major crop worldwide, and it is highly susceptible to heat. In this work, grain production and composition were evaluated in Portuguese T. aestivum germplasm (landraces and commercial varieties), which was subjected to heat after anthesis (grain filling stage). Heat increased the test weight (TW) in Nabão, Grécia and Restauração, indicating an improved flour-yield potential. Mocho de Espiga Branca (MEB) and Transmontano (T94) showed higher thousand-kernel weight (TKW). Gentil Rosso presented increased soluble sugars, which are yeast substrates in the bread-making process. Ardila stood out for its protein increase under heat. Overall SDS was unaffected by higher temperature, but increased in T94, indicating a better dough elasticity for bread-making purposes. Under heat, lipid content was maintained in most genotypes, being endogenous fatty acids (FAs) key players in fresh bread quality. Lipid unsaturation, evaluated through the double bond index (DBI), also remained unaffected in most genotypes, suggesting a lower flour susceptibility to lipoperoxidation. In Grécia, heat promoted a higher abundance of monounsaturated oleic (C18:1) and polyunsaturated linoleic (C18:2) acids, which are essential fatty acids in the human diet. This work highlighted a great variability in most parameters both under control conditions or in response to heat during grain filling. Cluster analysis of traits revealed a lower susceptibility to heat during grain filling in Ardila, Restauração, and Ruivo, in contrast to MEQ, which seems to be more differentially affected at this stage. Characterization and identification of more favorable features under adverse environments may be relevant for agronomic, industrial, or breeding purposes, in view of a better crop adaptation to changing climate and an improved crop sustainability in agricultural systems more prone to heat stress.Entities:
Keywords: bread wheat; grain filling; high temperature; quality and nutritional traits; wholemeal flour
Year: 2022 PMID: 35161344 PMCID: PMC8839059 DOI: 10.3390/plants11030365
Source DB: PubMed Journal: Plants (Basel) ISSN: 2223-7747
Evaluation of test weight (TW) and thousand-kernel weight (TKW) in nine bread-wheat genotypes under control conditions (Ctr) or subjected to heat after anthesis. Mean values ± SE (n = 3). Different letters express significant differences between genotypes for each treatment (a, b, c, d, e) or between control and heat treatment for the same genotype (r, s); a and r represent the highest values.
| Genotypes | Treatment | TW (kg/hL) | TKW (g) |
|---|---|---|---|
| Ardila | Ctr | 77.89 ± 0.65 a r | 38.23 ± 0.61 b r |
| Heat | 75.00 ± 1.24 ab s | 33.57 ± 0.08 bc s | |
| G. Rosso | Ctr | 69.79 ± 0.63 cd r | 46.27 ± 0.84 a r |
| Heat | 71.00 ± 0.89 bc r | 46.57 ± 0.12 a r | |
| Grécia | Ctr | 74.13 ± 0.07 ab s | 33.57 ± 0.66 b r |
| Heat | 77.62 ± 0.70 a r | 36.50 ± 0.07 b r | |
| MEB | Ctr | 66.45 ± 1.13 d r | 25.01 ± 1.38 d s |
| Heat | 63.27 ± 0.48 d s | 37.95 ± 0.96 b r | |
| MEQ | Ctr | 69.00 ± 0.28 cd r | 32.13 ± 3.31 c r |
| Heat | 67.69 ± 0.95 c r | 23.70 ± 1.68 d s | |
| Nabão | Ctr | 71.86 ± 1.75 b s | 25.37 ± 0.35 d r |
| Heat | 77.66 ± 1.58 a r | 28.63 ± 0.28 cd r | |
| Restauração | Ctr | 71.51 ± 0.54 b s | 37.52 ± 0.78 bc r |
| Heat | 74.32 ± 0.44 ab r | 38.10 ± 0.21 b r | |
| Ruivo | Ctr | 72.89 ± 0.32 bc r | 18.45 ± 2.48 e r |
| Heat | 72.49 ± 0.14 b r | 18.92 ± 0.85 e r | |
| T94 | Ctr | 62.62 ± 1.15 d r | 18.87 ± 0.33 e s |
| Heat | 64.37 ± 0.16 d r | 25.74 ± 0.68 d r |
Soluble sugars (% DW) in wholemeal flour obtained from grains of nine bread-wheat genotypes under control conditions (Ctr) or subjected to heat after anthesis. Mean values ± SE (n = 6). Different letters express significant differences between genotypes for each treatment (a, b, c, d, e) or between control and heat treatment for the same genotype (r, s); a and r represent the highest values.
| Genotype | Treat. | Stachy. | Raffin. | Sucrose | Gluc. | Frut. | Mannitol | Total |
|---|---|---|---|---|---|---|---|---|
| Ardila | Ctr | 0.21 ± 0.00 c s | 0.68 ± 0.01 e r | 1.51 ± 0.03 cd r | 0.13 ± 0.01 e r | 0.09 ± 0.00 c r | 0.04 ± 0.00 cd r | 2.66 ± 0.05 e r |
| Heat | 0.24 ± 0.01 b r | 0.76 ± 0.01 e r | 1.44 ± 0.02 d r | 0.14 ± 0.00 c r | 0.07 ± 0.01 c s | 0.04 ± 0.00 b r | 2.70 ± 0.04 d r | |
| G. Rosso | Ctr | 0.30 ± 0.01 b r | 1.00 ± 0.02 cd r | 1.33 ± 0.02 d s | 0.17 ± 0.01 de r | 0.10 ± 0.01 c r | 0.03 ± 0.00 d s | 2.93 ± 0.04 de s |
| Heat | 0.30 ± 0.01 a r | 0.96 ± 0.02 cd s | 1.56 ± 0.04 cd r | 0.17 ± 0.01 bc r | 0.11 ± 0.01 c r | 0.05 ± 0.00 b r | 3.15 ± 0.07 c r | |
| Grécia | Ctr | 0.29 ± 0.01 b r | 1.10 ± 0.03 bc r | 1.85 ± 0.04 b r | 0.18 ± 0.01 cd s | 0.15 ± 0.02 bc r | 0.07 ± 0.00 a r | 3.65 ± 0.04 b r |
| Heat | 0.28 ± 0.00 ab r | 1.01 ± 0.03 b s | 1.86 ± 0.03 a r | 0.21 ± 0.02 ab r | 0.15 ± 0.02 ab r | 0.07 ± 0.00 a r | 3.58 ± 0.05 ab r | |
| MEB | Ctr | 0.22 ± 0.00 c r | 0.94 ± 0.05 d r | 1.64 ± 0.04 c r | 0.20 ± 0.01 cd r | 0.14 ± 0.02 bc r | 0.04 ± 0.00 cd r | 3.18 ± 0.07 cd r |
| Heat | 0.20 ± 0.02 c s | 0.92 ± 0.03 d r | 1.67 ± 0.06 bc r | 0.18 ± 0.01 bc s | 0.12 ± 0.02 bc r | 0.04 ± 0.00 b r | 3.13 ± 0.12 c r | |
| MEQ | Ctr | 0.42 ± 0.02 a r | 1.49 ± 0.08 a r | 2.22 ± 0.03 a r | 0.38 ± 0.01 a r | 0.32 ± 0.01 a r | 0.06 ± 0.00 ab r | 4.89 ± 0.09 a r |
| Heat | 0.32 ± 0.01 a s | 1.26 ± 0.03 a s | 1.82 ± 0.06 ab s | 0.21 ± 0.01 ab s | 0.20 ± 0.04 a s | 0.05 ± 0.00 b r | 3.86 ± 0.06 a r | |
| Nabão | Ctr | 0.24 ± 0.01 c r | 1.23 ± 0.03 b r | 1.82 ± 0.04 b r | 0.20 ± 0.01 cd r | 0.16 ± 0.01 b r | 0.05 ± 0.00 bc r | 3.71 ± 0.08 b r |
| Heat | 0.19 ± 0.00 c s | 1.15 ± 0.02 ab r | 1.58 ± 0.04 cd s | 0.14 ± 0.01 c s | 0.13 ± 0.01 b s | 0.05 ± 0.00 b r | 3.24 ± 0.06 c s | |
| Restauração | Ctr | 0.22 ± 0.01 c r | 1.09 ± 0.02 cd r | 1.48 ± 0.03 cd r | 0.15 ± 0.00 e r | 0.13 ± 0.00 bc r | 0.06 ± 0.01 ab r | 3.13 ± 0.06 cd r |
| Heat | 0.20 ± 0.01 cr | 1.12 ± 0.02 ab r | 1.46 ± 0.06 c r | 0.16 ± 0.01 c r | 0.12 ± 0.01 b r | 0.04 ± 0.00 b s | 3.10 ± 0.09 c r | |
| Ruivo | Ctr | 0.20 ± 0.01 c s | 0.93 ± 0.02 d s | 2.18 ± 0.04 a r | 0.22 ± 0.01 bc r | 0.17 ± 0.01 b r | 0.06 ± 0.00 ab r | 3.76 ± 0.03 b r |
| Heat | 0.25 ± 0.01 b r | 1.08 ± 0.02 bc r | 1.73 ± 0.04 abc s | 0.24 ± 0.01 a r | 0.18 ± 0.01 ab r | 0.05 ± 0.00 b r | 3.54 ± 0.05 b s | |
| T94 | Ctr | 0.22 ± 0.01 c r | 1.04 ± 0.02 cd r | 1.55 ± 0.02 c r | 0.26 ± 0.01 b r | 0.20 ± 0.01 b r | 0.06 ± 0.00 ab r | 3.33 ± 0.05 c r |
| Heat | 0.16 ± 0.01 c s | 0.96 ± 0.01 cd r | 1.58 ± 0.02 cd r | 0.24 ± 0.00 a r | 0.18 ± 0.00 ab r | 0.05 ± 0.00 b r | 3.18 ± 0.03 c r |
Protein, gluten strength (SDS) and ash content in wholemeal flour obtained from grains of nine bread wheat genotypes under control conditions (Ctr) or subjected to heat after anthesis. Mean values ± SE (n = 3). Different letters express significant differences between genotypes for each treatment (a, b, c, d) or between control and heat treatment for the same genotype (r, s); a and r represent the highest values.
| Genotypes | Treatment | Protein | SDS | Ash |
|---|---|---|---|---|
| Ardila | Ctr | 17.20 ± 0.21 c s | 29.67 ± 0.33 c r | 2.16 ± 0.15 ab r |
| Heat | 18.23 ± 0.23 ab r | 30.00 ± 0.00 c r | 1.91 ± 0.13 b s | |
| G. Rosso | Ctr | 18.97 ± 12 b r | 53.00 ± 0.58 a r | 1.89 ± 0.13 b r |
| Heat | 17.37 ± 0.67 b s | 52.00 ± 1.00 a r | 1.96 ± 0.05 ab r | |
| Grécia | Ctr | 20.03 ± 0.07 ab r | 22.00 ± 2.65 d r | 2.37 ± 0.07 a r |
| Heat | 17.60 ± 0.17 b s | 24.33 ± 2.19 c r | 2.10 ± 0.04 ab s | |
| MEB | Ctr | 16.97 ± 0.03 c r | 45.00 ± 1.15 ab r | 2.13 ± 0.06 ab r |
| Heat | 16.65 ± 0.14 c r | 47.50 ± 0.29 ab r | 2.04 ± 0.04 ab r | |
| MEQ | Ctr | 19.37 ± 0.33 a r | 41.67 ± 1.86 bc r | 2.41 ± 0.08 a r |
| Heat | 19.20 ± 0.10 a r | 43.67 ± 1.86 b r | 2.33 ± 0.02 a r | |
| Nabão | Ctr | 16.97 ± 0.18 c r | 51.67 ± 0.88 a r | 2.15 ± 0.08 ab r |
| Heat | 16.87 ± 0.28 c r | 53.67 ± 1.45 a r | 1.81 ± 0.13 b s | |
| Restauração | Ctr | 17.20 ± 0.06 c r | 52.331.45 ± a r | 2.15 ± 0.04 ab r |
| Heat | 16.97 ± 0.12 c r | 52.00 ± 0.58 a r | 2.10 ± 0.09 ab r | |
| Ruivo | Ctr | 17.47 ± 0.09 c r | 34.00 ± 1.73 c r | 2.15 ± 0.05 ab r |
| Heat | 16.40 ± 0.25 c s | 31.33 ± 4.37 c r | 2.12 ± 0.08 ab r | |
| T94 | Ctr | 20.35 ± 0.14 a r | 36.50 ± 2.02 c s | 2.14 ± 0.07 ab r |
| Heat | 17.63 ± 0.15 b s | 43.00 ± 1.15 b r | 2.11 ± 0.04 ab r |
Figure 1Total fatty acids (TFA) in wholemeal flour obtained from the grains of nine bread-wheat genotypes under control conditions (Ctr) or subjected to heat after anthesis. Mean values ± SE (n = 6). Different letters express significant differences between genotypes for each treatment (a, b, c, d) or between control and heat treatment for the same genotype (r, s); a and r represent the highest values.
Fatty acids composition (mol%) and total fatty acids unsaturation, estimated through a double bond index (DBI), in wholemeal flour obtained from grains of nine bread-wheat genotypes under control conditions (Ctr) or subjected to heat after anthesis. Mean values ± SE (n = 3). Different letters express significant differences between genotypes for each treatment (a, b, c, d, e) or between control and heat treatment for the same genotype (r, s); a and r represent the highest values.
| Genotype | Treat. | C16:0 | C18:0 | C18:1 | C18:2 | C18:3 | C20:1 | <0.5% | DBI |
|---|---|---|---|---|---|---|---|---|---|
| mol (%) | |||||||||
| Ardila | Ctr | 18.27 ± 0.13 b r | 0.96 ± 0.02 bc r | 15.80 ± 0.05 ab r | 57.83 ± 0.17 abc r | 4.06 ± 0.07 b r | 0.79 ± 0.01 b r | 2.25 ± 0.14 a r | 6.86 ± 0.09 a r |
| Heat | 19.80 ± 0.64 a r | 0.93 ± 0.03 c r | 15.85 ± 0.12 b r | 56.40 ± 0.44 ab s | 3.86 ± 0.04 c r | 0.79 ± 0.01 a r | 2.36 ± 0.15 b r | 6.32 ± 0.22 a r | |
| G. Rosso | Ctr | 21.47 ± 0.89 ab r | 1.06 ± 0.05 a s | 14.20 ± 0.28 cd s | 56.36 ± 0.82 bc r | 3.84 ± 0.06 b r | 0.63 ± 0.06 c r | 2.44 ± 0.39 a s | 5.88 ± 0.30 a r |
| Heat | 19.32 ± 0.49 a r | 1.26 ± 0.08 b r | 15.54 ± 0.23 bc r | 55.62 ± 0.62 b s | 3.70 ± 0.24 c r | 0.66 ± 0.04 bc r | 3.90 ± 0.40 a r | 5.95 ± 0.20 a r | |
| Grécia | Ctr | 23.20 ± 1.11 a r | 0.86 ± 0.03 c r | 11.16 ± 0.53 f s | 57.11 ± 1.41 abc s | 4.76 ± 0.21 a r | 0.62 ± 0.06 c r | 2.30 ± 0.20 a r | 5.58 ± 0.37 a s |
| Heat | 19.63 ± 0.56 a s | 0.97 ± 0.01 c r | 12.20 ± 0.17 e r | 59.54 ± 0.63 a r | 4.53 ± 0.06 a r | 0.61 ± 0.04 c r | 2.52 ± 0.47 b r | 6.53 ± 0.28 a r | |
| MEB | Ctr | 20.70 ± 1.00 ab r | 1.06 ± 0.06 a r | 14.74 ± 0.26 bc r | 56.30 ± 0.80 bc r | 3.82 ± 0.07 b r | 0.87 ± 0.05 ab r | 2.51 ± 0.21 a r | 6.02 ± 0.37 a r |
| Heat | 20.96 ± 1.13 a r | 0.96 ± 0.02 c r | 14.36 ± 0.22 bcd r | 56.91 ± 0.61 ab r | 3.88 ± 0.05 c r | 0.85 ± 0.06 ab r | 2.07 ± 0.27 bc r | 6.07 ± 0.30 a r | |
| MEQ | Ctr | 20.70 ± 1.07 ab r | 1.23 ± 0.02 a s | 13.27 ± 0.24 cde r | 58.40 ± 0.74 abc r | 4.12 ± 0.07 b r | 0.59 ± 0.04 c r | 1.69 ± 0.15 ab r | 6.27 ± 0.34 a r |
| Heat | 19.60 ± 1.03 a r | 1.53 ± 0.03 a r | 14.14 ± 0.22 cd r | 58.59 ± 0.75 ab r | 3.98 ± 0.07 b r | 0.62 ± 0.05 c r | 1.50 ± 0.15 c r | 6.56 ± 0.35 a r | |
| Nabão | Ctr | 21.00 ± 0.90 ab r | 1.10 ± 0.04 ab r | 13.03 ± 0.19 de r | 57.81 ± 0.64 abc r | 4.62 ± 0.08 a r | 0.89 ± 0.07 ab r | 1.55 ± 0.08 ab r | 6.30 ± 0.33 a r |
| Heat | 20.52 ± 1.15 a r | 1.00 ± 0.02 c r | 13.43 ± 0.22 de r | 58.38 ± 0.78 ab r | 4.40 ± 0.07 a r | 0.92 ± 0.07 a r | 1.35 ± 0.06 c r | 6.58 ± 0.41 a r | |
| Restauração | Ctr | 20.01 ± 0.86 ab r | 0.95 ± 0.03 bc r | 13.01 ± 0.35 de r | 60.08 ± 0.87 a r | 4.13 ± 0.06 b r | 0.57 ± 0.04 c r | 1.26 ± 0.11 b r | 6.81 ± 0.35 a r |
| Heat | 21.87 ± 1.13 a r | 0.96 ± 0.04 c r | 13.01 ± 0.68 de r | 58.05 ± 1.14 ab r | 4.35 ± 0.20 ab r | 0.60 ± 0.06 c r | 1.16 ± 0.09 c r | 6.17 ± 0.40 a r | |
| Ruivo | Ctr | 20.07 ± 0.87 ab r | 1.06 ± 0.08 a r | 16.92 ± 0.72 a r | 55.69 ± 0.33 c r | 3.97 ± 0.06 b r | 1.09 ± 0.06 a r | 1.20 ± 0.04 b r | 6.56 ± 0.33 a r |
| Heat | 19.68 ± 1.12 a r | 1.09 ± 0.02 bc r | 17.75 ± 0.27 a r | 55.46 ± 0.75 b r | 3.73 ± 0.06 c r | 1.02 ± 0.09 a r | 1.28 ± 0.08 c r | 6.66 ± 0.42 a r | |
| T94 | Ctr | 20.59 ± 0.64 ab r | 0.89 ± 0.02 c s | 12.56 ± 0.12 ef s | 59.35 ± 0.44 ab r | 4.55 ± 0.05 a r | 0.89 ± 0.04 ab r | 1.18 ± 0.02 b r | 6.63 ± 0.23 a r |
| Heat | 19.88 ± 0.81 a r | 1.01 ± 0.02 c r | 13.57 ± 0.19 de r | 59.01 ± 0.54 ab r | 4.44 ± 0.05 a r | 0.90 ± 0.05 ab r | 1.19 ± 0.04 c r | 6.82 ± 0.29 a r | |
DBI = [(% monoenes + 2 × % dienes + 3 × % trienes)/% saturated FAs].
Color parameters (CIEL*a*b* system), determined through lightness (L*) and chromaticity coordinates (a* e b*), for grain and wholemeal flour of nine bread-wheat genotypes under control conditions (Ctr) or subjected to heat after anthesis. Mean values ± SE (Grain: n = 5; Flour: n = 3). Different letters express significant differences between genotypes for each treatment (a, b, c, d, e) or between control and heat treatment for the same genotype (r, s); a and r represent the highest values.
| Grain | Flour | ||||||
|---|---|---|---|---|---|---|---|
|
| Treat. | L* | a* | b* | L* | a* | b* |
| Ardila | Ctr | 51.93 ± 0.66 c r | 5.88 ± 0.19 a r | 14.43 ± 0.07 d r | 80.21 ± 0.17 e r | 2.77 ± 0.10 a r | 12.52 ± 0.12 a r |
| Heat | 52.37 ± 0.16 e r | 5.81 ± 0.16 a r | 14.66 ± 0.16 d r | 79.38 ± 0.11 e r | 2.91 ± 0.03 a r | 12.61 ± 0.12 ab r | |
| G. Rosso | Ctr | 55.80 ± 0.37 a s | 5.76 ± 0.19 a r | 16.18 ± 0.11 cd r | 84.59 ± 0.15 c r | 3.00 ± 0.04 a r | 12.78 ± 0.04 a r |
| Heat | 59.88 ± 0.81 a r | 5.47 ± 0.14 a r | 16.33 ± 0.32 c r | 85.61 ± 0.46 b r | 3.06 ± 0.08 a r | 12.88 ± 0.07 a r | |
| Grécia | Ctr | 57.02 ± 0.14 a r | 6.65 ± 0.11 a r | 20.32 ± 0.44 a r | 87.78 ± 0.46 a s | 1.51 ± 0.07 a r | 9.10 ± 0.21 b r |
| Heat | 57.73 ± 0.36 b r | 6.39 ± 0.18 a r | 20.33 ± 0.16 a r | 90.99 ± 3.17 a r | 1.58 ± 0.06 a r | 9.14 ± 0.15 c r | |
| MEB | Ctr | 53.95 ± 0.48 b r | 5.97 ± 0.20 a r | 16.02 ± 0.57 cd r | 84.43 ± 0.27 c r | 2.36 ± 0.09 a r | 10.66 ± 0.17 ab r |
| Heat | 54.10 ± 0.74 d r | 5.65 ± 0.13 a r | 15.89 ± 0.57 cd r | 85.52 ± 0.49 bc r | 1.39 ± 0.12 a r | 9.97 ± 0.18 c r | |
| MEQ | Ctr | 56.32 ± 0.29 a r | 5.60 ± 0.12 a r | 16.78 ± 0.27 c r | 81.86 ± 0.46 de r | 2.86 ± 0.15 a r | 12.30 ± 0.38 ab r |
| Heat | 54.78 ± 0.56 cd s | 6.11 ± 0.14 a r | 16.22 ± 0.48 cd r | 82.23 ± 0.34 d r | 2.68 ± 0.10 a r | 11.89 ± 0.11 ab r | |
| Nabão | Ctr | 54.14 ± 0.52 b r | 5.57 ± 0.08 a r | 15.14 ± 0.21 d r | 81.30 ± 0.65 de s | 2.56 ± 0.14 a r | 11.71 ± 0.77 ab r |
| Heat | 53.12 ± 0.45 de r | 5.71 ± 0.16 a r | 15.25 ± 0.12 cd r | 83.24 ± 0.08 cd r | 2.02 ± 0.03 a r | 10.41 ± 0.13 bc r | |
| Restauração | Ctr | 55.52 ± 0.47 a r | 7.01 ± 0.27 a r | 18.53 ± 0.37 ab r | 87.02 ± 0.57 ab r | 1.63 ± 0.14 a r | 9.19 ± 0.30 b r |
| Heat | 55.32 ± 0.42 cd r | 6.89 ± 0.22 a r | 18.48 ± 0.35 ab r | 83.74 ± 0.41 b r | 1.59 ± 0.11 a r | 9.16 ± 0.26 c r | |
| Ruivo | Ctr | 53.79 ± 0.70 b s | 5.22 ± 0.14 a r | 14.68 ± 0.48 d r | 83.14 ± 0.25 cd r | 2.36 ± 0.04 a r | 11.05 ± 0.11 ab r |
| Heat | 56.34 ± 0.56 bc r | 5.02 ± 0.26 a r | 15.41 ± 0.29 cd r | 83.47 ± 0.50 bc r | 2.20 ± 0.16 a r | 11.18 ± 0.49 a r | |
| T94 | Ctr | 55.60 ± 0.65 a r | 5.56 ± 0.12 a r | 15.72 ± 0.27 cd r | 85.26 ± 0.48 bc r | 1.92 ± 0.14 a r | 10.13 ± 0.19 b s |
| Heat | 55.68 ± 0.47 cd r | 5.59 ± 0.12 a r | 15.46 ± 0.08 cd r | 84.82 ± 0.22 bc r | 2.43 ± 0.07 a r | 11.63 ± 0.06 a r | |
Principal component analysis of different traits in wheat.
| Principal Component | PC1 | PC2 | PC3 |
|---|---|---|---|
| Proportion of variance | 0.2694 | 0.2109 | 0.1508 |
| Cumulative proportion | 0.2694 | 0.4803 | 0.6311 |
| Standard deviation | 2.697 | 2.3861 | 2.0181 |
Figure 2The principal component analysis plot for PC1 and PC2 based on the trait means. Trait vectors displaying angles smaller than 90° have positive association, while those with angles greater than 90° have negative association.
Figure 3Maximal and minimal diurnal temperatures in two compartments of a semi-controlled greenhouse during the wheat cycle. Day 1 corresponds to the sowing date (23 December).