| Literature DB >> 35937360 |
Hafiz Ghulam Muhu-Din Ahmed1, Yawen Zeng2, Adnan Noor Shah3, Muhammad Majid Yar1, Aziz Ullah4, Muhammad Ali5.
Abstract
Wheat is the most widely grown and consumed crop because of its economic and social benefits. This crop is more important globally for food and feed, and its productivity is particularly vulnerable to abiotic factors. In this study, 40 wheat genotypes were studied to access the drought tolerance level using completely randomized design (CRD) in 250 ml disposable cups through morpho-physiological attributes at seedling stage. The wheat germplasm was tested under normal and two drought stress level D1 (50% field capacity) and D2 (75% field capacity) for different seedling attributes such as germination percentage (GP), chlorophyll content (CC), shoot length (SL), root length (RL), shoot fresh weight (SFW), root fresh weight (RFW), seedling fresh weight (SDFW), shoot dry weight (SDW), root dry weight (RDW), relative water content (RWC), root/shoot ratio (RS), and seedling dry weight (SeDW). The results of analysis of variance (ANOVA) and spider analysis indicate that significant amount of genetic variation was present and behavior of studied germplasm showed different behavior in different environment. The correlation analysis showed that root length has significantly positive association with root/shoot ratio, dry weight, and fresh weight while negatively correlated with shoot length and relative water content. Based on the positively associated traits, the studied genetic material would improve genetic gain for drought tolerance. The multivariate analysis showed that out 13 principal components only five PCs were significant and has eigenvalue > 1, cumulatively showed 82.33, 83.07, and 97.34% of total variation under normal, D1 and D2 conditions, respectively. Significantly, the result of spider graph and multivariate analysis showed that genotypes G47, G48, G65, G68, and G80 performed well in all drought stress conditions and considered as drought-tolerant genotypes. The best performing genotypes can be used in future breeding programs. The selection on the bases of studied attributes is effective for development of drought-tolerant and high-yielding varieties for sustainable food security.Entities:
Keywords: correlation; drought stress; multivariate analysis; seedling stage; wheat
Year: 2022 PMID: 35937360 PMCID: PMC9355593 DOI: 10.3389/fpls.2022.961049
Source DB: PubMed Journal: Front Plant Sci ISSN: 1664-462X Impact factor: 6.627
Analysis of variance (ANOVA) of all studied traits under normal and stress conditions.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Treatment | 2 | 3332.53 | 799.97 | 318.24 | 1.1809 | 0.04973 | 0.00798 | 0.06463 | 53.403 | 17.213 | 0.7825 | 0.11407 | 3223.47 |
| Genotype | 39 | 153.47 | 10.58 | 9.53 | 0.0043 | 0.00120 | 0.00027 | 0.00036 | 0.272 | 0.059 | 0.0072 | 0.00100 | 327.62 |
| G*T | 78 | 31.31 | 8.95 | 8.04 | 0.0031 | 0.00072 | 0.00011 | 0.00032 | 0.202 | 0.08 | 0.0043 | 0.00044 | 333.35 |
| Error | 240 | 25.76 | 6 | 6.41 | 0.0042 | 0.0006 | 0.0001 | 0.00019 | 0.034 | 0.195 | 0.0045 | 0.00038 | 385.55 |
| Total | 359 |
SOV, source of variation; DF, degree of freedom; GP, germination percentage; SL, shoot length; RL, root length; SFW, shoot fresh weight; RFW, root fresh weight; SDW, shoot dry weight; RDW, root dry weight; CC, chlorophyll content; SC, stomatal conductance; VI= vigor index; GI, germination index; RWC, relative water content;
Highly significant (0.01);
significant (0.05).
Figure 1Radar analysis of 40 wheat genotypes under normal (A), 50% drought (B), and 75% drought (C) conditions. GP, germination percentage; CC, chlorophyll content; SL, shoot length; RL, root length; SFW, shoot fresh weight; RFW, root fresh weight; SDFW, seedling fresh weight; SDW, shoot dry weight; RDW, root dry weight; RWC, relative water content; R/S R, root shoot ratio; SeDW, seedling dry weight.
Figure 2Comparison of morpho–physiological traits among 40 genotypes of wheat under control, D1, and D2 stressed conditions.
Performance of wheat genotypes under normal and different levels of drought stress.
|
|
|
| |
|---|---|---|---|
|
| N | G65 (94.67) followed by G75 (90.00) | G66 (67.33) followed by G62 (75.33) |
| D1 | G65 (84.73) followed by G65 (83.67) | G69 (61.67) followed by G72 (67.33) | |
| D2 | G49 (81.67) followed by G73 (80.00) | G57 (61.22) followed by G72 (64.00) | |
|
| N | G58 (2.11) followed by G48 (2.03) | G43 (0.59) followed by G69 (0.89) |
| D1 | G48 (1.35) followed by G42 (1.31) | G63 (0.35) followed by G68 (0.36) | |
| D2 | G60 (1.02) followed by G48 (0.75) | G63 (0.13) followed by G78 (0.14) | |
|
| N | G42 (20.47) followed by G47 (20.33) | G69 (9.67) followed by G46 (10.13) |
| D1 | G75 (15.6) followed by G47 (14.5) | G70 (8.4) followed by G51 (9.8) | |
| D2 | G68 (11.9) followed by G46 (11.4) | G57 (6.2) followed by G51 (6.8) | |
|
| N | G48 (11.97) followed by G55 (11.90) | G58 (7.87) followed by G78 (8.27) |
| D1 | G41 (15.0) followed by G68 (14.7) | G78 (8.3) followed by G71 (9.7) | |
| D2 | G46 (17.2) followed by G68 (16.7) | G57 (8.1) followed by G51 (8.8) | |
|
| N | G71 (0.394) followed by G80 (0.371) | G53 (0.215) followed by G47 (0.217) |
| D1 | G79 (0.337) followed by G80 (0.290) | G57 (0.156) followed by G68 (0.179) | |
| D2 | G53 (0.107) followed by G67 (0.101) | G51 (0.066) followed to G57 (0.067) | |
|
| N | G72 (0.120) followed by G48 (0.108) | G58 (0.054) followed by G78 (0.069) |
| D1 | G48 (0.134) followed by G79 (0.133) | G71 (0.076) followed by G63 (0.086) | |
| D2 | G46 (0.168) followed by G68 (0.163) | G51 (0.086) followed by G57 (0.079) | |
|
| N | G71 (0.469) followed by G75 (0.449) | G53 (0.295) followed by G58 (0.298) |
| D1 | G79 (0.470) followed by G76 (0.404) | G57 (0.260) followed by G71 (0.272) | |
| D2 | G46 (0.272) followed by G68 (0.268) | G57 (0.146) followed by G51 (0.152) | |
|
| N | G42 (0.081) followed by G67 (0.072) | G69 (0.031) followed by G57 (0.037) |
| D1 | G55 (0.047) followed by G72 (0.046) | G77 (0.0269) followed by G57 (0.027) | |
| D2 | G59 (0.064) followed by G80 (0.057) | G51 (0.035) followed by G57 (0.0356) | |
|
| N | G57 (0.103) followed by G56 (0.098) | G67 (0.052) followed by G73 (0.053) |
| D1 | G59 (0.052) follower by G54 (0.048) | G71 (0.020) followed by G63 (0.023) | |
| D2 | G46 (0.094) followed by G68 (0.091) | G57(0.044) followed by G51(0.048) | |
|
| N | G73 (84.44) followed by G41 (80.56) | G56(39.50) followed by G46(44.00) |
| D1 | G49 (86.38) followed by G63 (85.04) | G68 (43.96) followed by G72 (46.84) | |
| D2 | G76 (73.42) followed by G68 (72.31) | G59 (35.71) followed by G44 (36.89) | |
|
| N | G72 (1.12) followed by G69 (1.00) | G58 (0.46) followed by G47 (0.50) |
| D1 | G70 (1.75) followed by G51 (1.40) | G78 (0.75) followed by G65 (0.79) | |
| D2 | G52 (1.88) followed by G47 (1.83) | G42 (1.30) followed by G51 (1.31) | |
|
| N | G56 (0.162) followed by G42 (0.151) | G69 (0.090) followed by G73 (0.102) |
| D1 | G54 (0.093) followed by G59 (0.092) | G77 (0.051) followed by G71 (0.052) | |
| D2 | G46 (0.148) followed by G68 (0.146) | G57 (0.079) followed by G51 (0.084) |
GP, germination percentage; CC, chlorophyll content; SL, shoot length; RL, root length; SFW, shoot fresh weight; RFW, root fresh weight; SDFW, seedling fresh weight; SDW, shoot dry weight; RDW, root dry weight; RWC, relative water content; R/S R, root shoot ratio; SeDW, seedling dry weight.
Figure 3Correlations matrix of 40 genotypes at seedling stage under normal and drought conditions. GP, germination percentage; RDW, root dry weight; RFW, root fresh weight; RL, root length; RWC, relative water content; SDW, shoot dry weight; SFW, shoot fresh weight; SL, shoot length; SeDW, seedling dry weight; SDFW, seedling fresh weight; CC, chlorophyll content.
Eigenvalue, variability, and cumulative of wheat seedling traits under normal and drought conditions.
|
|
|
|
|
|
| |
|---|---|---|---|---|---|---|
| Eigenvalue | N | 2.943 | 2.627 | 2.406 | 1.534 | 1.193 |
| D1 | 4.018 | 2.388 | 2.005 | 1.356 | 1.032 | |
| D2 | 7.726 | 1.557 | 1.032 | 0.838 | 0.528 | |
| Variability (%) | N | 22.637 | 20.209 | 18.509 | 11.797 | 9.179 |
| D1 | 30.905 | 18.373 | 15.426 | 10.430 | 7.941 | |
| D2 | 64.386 | 12.977 | 8.604 | 6.984 | 4.398 | |
| Cumulative % | N | 22.637 | 42.846 | 61.355 | 73.152 | 82.331 |
| D1 | 30.905 | 49.278 | 64.704 | 75.133 | 83.074 | |
| D2 | 64.386 | 77.362 | 85.966 | 92.950 | 97.349 |
Figure 4Distribution of 40 wheat genotypes on the genotype score plot PC1 and PC2 under normal (A), 75% drought [(B), D2], and 50% drought [(C), D1] conditions.