| Literature DB >> 33230232 |
Holger Zetzsche1, Wolfgang Friedt2, Frank Ordon3.
Abstract
Breeding has substantially increased the genetic yield potential, but fungal pathogens are still major constraints for wheat production. Therefore, breeding success for resistance and its impact on yield were analyzed on a large panel of winter wheat cultivars, representing breeding progress in Germany during the last decades, in large scale field trials under different fungicide and nitrogen treatments. Results revealed a highly significant effect of genotype (G) and year (Y) on resistances and G × Y interactions were significant for all pathogens tested, i.e. leaf rust, strip rust, powdery mildew and Fusarium head blight. N-fertilization significantly increased the susceptibility to biotrophic and hemibiotrophic pathogens. Resistance was significantly improved over time but at different rates for the pathogens. Although the average progress of resistance against each pathogen was higher at the elevated N level in absolute terms, it was very similar at both N levels on a relative basis. Grain yield was increased significantly over time under all treatments but was considerably higher without fungicides particularly at high N-input. Our results strongly indicate that wheat breeding resulted in a substantial increase of grain yield along with a constant improvement of resistance to fungal pathogens, thereby contributing to an environment-friendly and sustainable wheat production.Entities:
Mesh:
Substances:
Year: 2020 PMID: 33230232 PMCID: PMC7683597 DOI: 10.1038/s41598-020-77200-0
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Summary statistics of disease scores (average ordinate, AO) for four fungal pathogens, orthogonal contrasts between treatments based on LSmeans and ANOVA results for 3-year field trials 2014/15, 2015/16, 2016/17 obtained on 178 wheat cultivars.
| Disease/observations (N) | YR | LR | PM | FHB |
|---|---|---|---|---|
| 2136 | 2136 | 2136 | 2136 | |
| Treatment | ∅ ± SD | ∅ ± SD | ∅ ± SD | ∅ ± SD |
| T1 | 7.55 ± 7.16 | 6.19 ± 4.29 | 4.43 ± 3.13 | 2.22 ± 1.54 |
| T2 | ||||
| T3 | 8.13 ± 6.46 | 7.65 ± 5.28 | 5.46 ± 3.58 | 2.96 ± 1.94 |
| T4 | ||||
| Total | 7.84 ± 6.82 | 6.92 ± 4.86 | 4.94 ± 3.40 | 2.59 ± 1.79 |
YR, stripe rust, % diseased leave area (Average Ordinate, AO); LR, leaf rust, % diseased leave area (AO); PM, powdery mildew, % diseased leave area (AO); FHB, Fusarium head blight, % diseased ear area (AO); T1–T4, treatments T1 (target supply 110 kg N ha−1 + inoculation), T2 (target supply 110 kg N ha−1 + fungicides), T3 (target supply 220 kg N ha−1 + inoculation), T4 (target supply 220 kg N ha−1 + fungicides); ∅, mean; SD, standard deviation; Signif. p, significance level of p value: *** < 0.001, ** < 0.01, * < 0.05, ns not significant.
Summary statistics, orthogonal contrasts between treatments based on LSmeans and ANOVA results of yield and yield components and ANOVA results with significance levels of 3-year field trials (2014/15, 2015/16, 2016/17) obtained on 178 wheat cultivars.
| Yield parameter observations (N) | GRY | TKW | KPS | ESM | BM | HI |
|---|---|---|---|---|---|---|
| 4272 | 4272 | 4264 | 4264 | 4272 | 4272 | |
| Treatment | ∅ ± SD | ∅ ± SD | ∅ ± SD | ∅ ± SD | ∅ ± SD | ∅ ± SD |
| T1 | 5.73 ± 1.18 | 33.5 ± 4.5 | 36.6 ± 8.8 | 483 ± 89 | 16.0 ± 2.3 | 0.335 ± 0.045 |
| T2 | 7.36 ± 1.85 | 38.9 ± 5.3 | 40.2 ± 11.9 | 490 ± 88 | 18.8 ± 3.4 | 0.365 ± 0.058 |
| T3 | 4.95 ± 1.40 | 29.4 ± 4.8 | 34.7 ± 9.2 | 496 ± 78 | 16.2 ± 3.1 | 0.286 ± 0.056 |
| T4 | 7.69 ± 2.17 | 36.6 ± 4.4 | 43.4 ± 14.0 | 500 ± 79 | 20.1 ± 3.8 | 0.355 ± 0.065 |
| Total | 6.43 ± 2.04 | 34.6 ± 5.9 | 38.7 ± 11.7 | 492 ± 84 | 17.8 ± 3.6 | 0.335 ± 0.064 |
GRY, grain yield in t/ha (average moisture 14%); TKW, 1000 kernel weight in g; KPS, kernels per spike; ESM, stand density/m2 (productive spike numbers/m2); BM, aboveground biomass (ATM) in t/ha; HI, harvest index; T1–T4, treatments T1 (target supply 110 kg N ha−1 + inoculation), T2 (target supply 110 kg N ha−1 + fungicides), T3 (target supply 220 kg N ha−1 + inoculation), T4 (target supply 220 kg N ha−1 + fungicides); ∅, mean; SD, standard deviation; Signif. p, significance level of p value: *** < 0.001, ** < 0.01, * < 0.05, ns not significant.
Correlation matrix for fungal diseases (YR, LR including subgroup of LR with low YR infestation, PM, FHB), yield (GRY) and yield components (TKW, KPS, ESM, BM, HI) based on LSmeans (observations over years and repeats) at two N rates, with 110 kg N ha−1 above diagonal and 220 kg N ha−1 below diagonal. Colours indicate degree and direction of correlation.
Fungal sum, YR + LR + PM + FHB; YR, stripe rust; LR, leaf rust; LR (YR1), leaf rust at quantile class with YR < 4.0455%; PM, powdery mildew; FHB, Fusarium head blight; GRY, grain yield; TKW, 1000 kernel weight; KPS, kernels per spike; ESM, stand density/m2; BM, aboveground biomass; HI, harvest index; Signif. p, significance level of p value: *** < 0.001, ** < 0.01, * < 0.05, ns not significant.
Figure 1Factor analysis by means of principal component analysis (PCA) of fungal diseases (YR, LR, including subgroup LR (YR1) with low YR infestation < 4.05%, PM, FHB, Fungal sum), grain yield (GRY), and yield components (TKW, KPS, ESM, BM, HI) based on LSmeans (treatment-specific, over years and repeats) at two N levels (left 110 kg N ha−1, right 220 kg N ha−1). Factors PC1 and PC2 explained 38.9% (43.4%) and 23.3% (21.9%) of the phenotypic variance, respectively. YR stripe rust, LR leaf rust, PM powdery mildew, FHB Fusarium head blight, GRY grain yield, KPS kernels per spike, TKW 1000 kernel weight, ESM ears per square meter, BM biomass, HI harvest index.
Bivariate analysis between diseases (YR, LR including LR by YR classes, PM, FHB), and yield (GRY) based on LSmeans (observations treatment-specific, over years and repeats) assuming a linear model with variance explained (R2) and significance levels of p values of each model tested, and equations of linear fit to estimate grain yield from values of each disease.
| Parameter treatment | R2 | Equation to estimate GRY |
|---|---|---|
| T1 | 0.454*** | GRY (110) = 7.80–0.1016*Fungal sum |
| T3 | 0.571*** | GRY (220) = 7.928–0.123*Fungal sum |
| All | 0.564*** | GRY = 8.064–0.1222*Fungal sum |
| T1 | 0.460*** | GRY (110) = 6.748–0.1346*YR |
| T3 | 0.530*** | GRY (220) = 6.191–0.1527*YR |
| All | 0.453*** | GRY = 6.514–0.1497*YR |
| T1 | Partial analysis, see below | |
| T1 (YR1) | 0.102* | GRY (110, YR1) = 6.732–0.04959*LR |
| T1 (YR2) | 0.042 ns | GRY (110, YR2) = 6.366–0.04032*LR |
| T1 (YR3) | 0.044 ns | GRY (110, YR3) = 6.091–0.05788*LR |
| T1 (YR4) | 0.013 ns | GRY (110, YR4) = 5.094–0.03269*LR |
| T1 (YR5) | 0.030 ns | GRY (110, YR5) = 5.006–0.1132*LR |
| T3 | Partial analysis, see below | |
| T3 (YR1) | 0.138* | GRY (220, YR1) = 6.4444–0.06995*LR |
| T3 (YR2) | 0.060 ns | GRY (220, YR2) = 5.956–0.05506*LR |
| T3 (YR3) | 0.010 ns | GRY (220, YR3) = 5.095–0.02508*LR |
| T3 (YR4) | 0.009 ns | GRY (220, YR4) = 4.639–0.02675*LR |
| T3 (YR5) | 0.004 ns | GRY (220, YR5) = 3.566–0.03022*LR |
| All | Partial analysis, see below | |
| All, (YR1) | 0.153*** | GRY (YR1) = 6.685–0.07277*LR |
| T1 | 0.255*** | GRY (110) = 6.492–0.1716*PM |
| T3 | 0.247*** | GRY (220) = 5.969–0.1867*PM |
| All | 0.273*** | GRY = 6.343–0.2026*PM |
| T1 | 0.057** | GRY (110) = 6.214–0.2173*FHB |
| T3 | 0.116*** | GRY (220) = 5.853–0.3048*FHB |
| All | 0.155*** | GRY = 6.275–0.3603*FHB |
T1, T3, treatment 1, treatment 3; YR, stripe rust; LR, leaf rust; YR1-YR5, quantile classes of YR infestation (YR1 < 4.0455%, YR2 4.0455 to 6.1509%, YR3 6.1509 to 9.1852%, YR4 9.1852 to 13.242%, YR5 13.242 to 31%); PM, powdery mildew; FHB, Fusarium head blight; GRY, grain yield; Signif. p, significance level of p value: *** < 0.001, ** < 0.01, * < 0.05, ns not significant.
Figure 2Bivariate analysis of grain yield (GRY, t/ha) in relation to fungal diseases as a group (Fungal sum), stripe rust (YR), powdery mildew (PM), and Fusarium head blight (FHB; all above), and partial bivariate analysis (below) of grain yield (GRY) in relation to leaf rust (LR) at five classes of YR infestation based on LSmeans (treatment-specific, over years and repeats). Each pair of analysed parameters with linear trend lines of low N (blue 110 kg N ha−1) and high N input (red 220 kg N ha−1), each trendline with 95% confidence interval. Equations of all trendlines are given above each plot.
Bivariate analysis between diseases (YR, LR including LR by YR classes, PM, FHB), and yield (GRY) with years of cultivars release based on LSmeans (observations treatment-specific, over years and repeats) assuming a linear model. Results contain phenotypic variance explained (R2), significance levels of p values of each model tested, equations of linear fit to estimate breeding progress from year of release (YoR), and relative annual improvement of each parameter between 1965 and 2013 (estimated value of 1965 set to 100%).
| Parameter treatment | R2 | Equation to estimate parameter | Relative annual improvement 1965 to 2013 (%) |
|---|---|---|---|
| T1 | 0.451*** | Fungal sum (110) = 574–0.277*YoR | − 0.932 |
| T3 | 0.439*** | Fungal sum (220) = 632.5–0.3043*YoR | − 0.881 |
| All | 0.401*** | Fungal sum = 603.2–0.2906*YoR | − 0.903 |
| T1 | 0.14*** | YR (110) = 237.2–0.1149*YoR | − 1.005 |
| T3 | 0.14*** | YR (220) = 274.4–0.1333*YoR | − 1.069 |
| All | 0.138*** | YR = 256–0.1241*YoR | − 1.022 |
| T1 | Partial analysis, see below | ||
| T1 (YR1) | 0.089 ns | LR (110, YR1) = 290.9–0.1415*YoR | − 1.101 |
| T1 (YR2) | 0.130** | LR (110, YR2) = 198.7–0.09552*YoR | − 0.868 |
| T1 (YR3) | 0.113 ns | LR (110, YR3) = 111–0.05238*YoR | − 0.648 |
| T1 (YR4) | 0.189** | LR (110, YR4) = 126.9–0.06114*YoR | − 0.904 |
| T1 (YR5) | 0.04 ns | LR (110, YR5) = 40.77–0.01881*YoR | − 0.495 |
| T3 | Partial analysis, see below | ||
| T3 (YR1) | 0.128* | LR (220, YR1) = 361.7–0.1761*YoR | − 1.124 |
| T3 (YR2) | 0.007 ns | LR (220, YR2) = 155.2–0.07317*YoR | − 0.641 |
| T3 (YR3) | 0.057 ns | LR (220, YR3) = 111.8–0.05155*YoR | − 0.490 |
| T3 (YR4) | 0.070 ns | LR (220, YR4) = 85.74–0.03972*YoR | − 0.516 |
| T3 (YR5) | 0.048 ns | LR (220, YR5) = 51.88–0.0236*YoR | − 0.430 |
| All (YR1) | 0.108** | LR (YR1) = 333.9–0.1626*YoR | − 1.130 |
| T1 | 0.521*** | PM (110) = 265.6–0.1307*YoR | − 1.490 |
| T3 | 0.512*** | PM (220) = 285.4–0.1401*YoR | − 1.387 |
| All | 0.494*** | PM = 275.5–0.1354*YoR | − 1,435 |
| T1 | 0.022 ns | FHB (110) = 18.5–0.008158*YoR | − 0.331 |
| T3 | 0.027* | FHB (220) = 27.24–0.01217*YoR | − 0.366 |
| All | 0.017** | FHB = 22.87–0.01016*YoR | − 0.350 |
| T1 | 0.38*** | GRY (T1) = − 70.5 + 0.03814*YoR | + 0.858 |
| T2 | 0.47*** | GRY (T2) = − 60.82 + 0.03411*YoR | + 0.548 |
| T3 | 0.38*** | GRY (T3) = − 86.16 + 0.04559*YoR | + 1.334 |
| T4 | 0.42*** | GRY (T4) = − 63.33 + 0.03553*YoR | + 0.546 |
| T1, T2 (low N) | 0.19*** | GRY (low N) = − 65.66 + 0.03613*YoR | + 0.677 |
| T1, T3 (without PP) | 0.32*** | GRY (wo PP) = − 78.33 + 0.04187*YoR | + 1.061 |
| T3, T4 (high N) | 0.11*** | GRY (high N) = − 74.74 + 0.04056*YoR | + 0.818 |
| T2, T4 (PP) | 0.42*** | GRY (PP) = − 62.07 + 0.03482*YoR | + 0.549 |
| All | 0.138*** | GRY = − 70.2 + 0.03834*YoR | + 0.745 |
T1—T4, treatment 1 to 4; YR, stripe rust; LR, leaf rust; YR1-YR5, quantile classes of YR infestation (YR1 < 4.0455%, YR2 4.0455 to 6.1509%, YR3 6.1509 to 9.1852%, YR4 9.1852 to 13.242%, YR5 13.242 to 31%); PM, powdery mildew; FHB, Fusarium head blight; GRY, grain yield; Signif. p, significance level of p value: *** < 0.001, ** < 0.01, * < 0.05, ns not significant.
Figure 3Breeding progress in German winter wheat against fungal pathogens. Development of susceptibility to four fungal pathogens (Fungal sum), stripe rust (YR), powdery mildew PM), and Fusarium head blight (FHB) of 178 winter wheat cultivars across 50 years at two N rates (treatments without plant protection) based on LSmeans (treatment-specific, over years and repeats). Linear trend lines of each disease is given for low N (110 kg N ha−1, lighter colour) and high N input (220 kg N ha−1, darker colour), each with 95% confidence interval. Equations of all trendlines are given above each plot.
Figure 4Breeding progress in German wheat against leaf rust. Development of susceptibility of 178 winter wheat cultivars to leaf rust (LR) depending from stripe rust (YR) infestation across 50 years at two N rates (treatments without plant protection) based on LSmeans (treatment-specific, over years and repeats). LR infestation of each YR class is given with linear trend lines of low N (110 kg N ha-1, light brown) and high N input (220 kg N ha−1, dark brown), each with 95% confidence interval. Equations of all trendlines are given above each plot.
Figure 5Breeding progress in German winter wheat. Progress of grain yield (GRY) of 178 winter wheat cultivars across 50 years at four treatments (T1 low N, no fungicide orange, T2 low N with fungicide light blue, T3 high N no fungicide brown, T4 high N with fungicide dark blue) based on LSmeans (treatment-specific, over years and repeats). Trendlines of GRY progress are given of all treatments, each with 95% confidence interval. Equations of all trendlines are given above each plot.