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1.
Fluctuations of environmental conditions increase variability in both grain yield and quality of wheat (Triticum aestivum L.). In order to evaluate stability, different stability parameters of the static or the dynamic concept can be applied, which could be negatively correlated. While correlation analysis of the mean performance between traits is common, correlations between stability estimates for quality traits have not been investigated, to the best of the authors’ knowledge. Therefore, indirect, rheological and baking traits, and grain yield from two datasets were analysed, and the mean performance, each three stability parameters of the two different concepts (static and dynamic) were calculated over all environments within each dataset.Results showed that stability parameters of the same concept were significantly positively correlated for almost all traits. Between the stability concepts, there was only one significant negative correlation, indicating that no trade-off between the two stability concepts exists. A trade-off between stability and mean performance occurred only for five traits, suggesting only a weak trade-off between stability and mean performance, allowing the development of cultivars that are of both stable and of high quality. Clusters of traits that showed similar stability could be identified but were not consistent across stability parameters and datasets. 相似文献
2.
Assessment of maize ( Zea mays L.) hybrids for adaptation to diverse environments is crucial for sustainability of maize production and productivity in sub-Saharan Africa. A total of 110 hybrids derived from 10 elite drought-tolerant maize inbreds and 11 checks were evaluated at three locations for 2 years in Nigeria to identify high-yielding and stable hybrids using different stability approaches. Mean squares were significant for genotypes (G), environments (E) and genotype x environment interaction (GEI) for grain yield and most other traits. The test environments contributed 83.7% to the total variation in grain yield, whereas G accounted for 5.0% and GEI 11.3%. The repeatability of traits ranged from 0.22 to 0.66. Grain yield of hybrids ranged from 2.1 t ha ?1 for TZEI 17 × TZEI 16 to 4.1 t ha ?1 for TZEI 129 × TZEI 16, with mean yield of 3.1 t ha ?1. The results of additive main effect and multiplicative interaction (AMMI) analysis and rank summation index were found to be consistent, as both methods identified TZEI 129 × TZEI 16 and (TZEI 17 × TZEI 16) × TZEI 157 as high-yielding and consistent-performing across test environments. The outstanding hybrids should be further tested on-farm to facilitate the registration and commercialization in Nigeria. 相似文献
3.
Efficiencies in uptake and use of N by maize cultivars have been widely studied, but little has been done on this subject in West Africa. Six single-cross hybrids, three double-cross hybrids and a synthetic line were grown at different N levels (0–210 kg N ha −1) in three ecological zones of West Africa. The maize cultivars differed widely in grain yield and N-accumulation parameters. Most cultivars absorbed similar amounts of N ranging from 2.04 g plant −1 to 2.60 g plant −1, but produced different grain yields, with those that accumulated more N after silking tending to have higher grain yield. Grain yields in the forest zone were lower than those in two Savanna regions. Differences were also observed for N-uptake (total N-uptake per unit N supplied to the soil), N-utilization (grain produced per unit N absorbed from the soil) and N-use efficiency (NUE) (grain produced per unit N supplied to the soil). Cultivars varied in their response to change in available soil N. The hybrids were more efficient in N-use and its component traits than the synthetic cultivar. Hybrid 1368 × KU1414-SR yielded the most grain as well as exhibiting superior traits for N-uptake and N-use efficiency. 相似文献
4.
干旱胁迫不仅影响玉米生长发育和产量,而且影响了玉米的子粒品质。研究结果表明,干旱胁迫对玉米产量的危害顺序为开花期干旱>孕穗期干旱>灌浆期干旱。干旱胁迫虽降低了玉米子粒产量,但使子粒有效养分含量提高。灌浆期干旱胁迫使子粒蛋白质中的各种氨基酸含量提高,孕穗期干旱胁迫使子粒蛋白质中的必需氨基酸含量下降。干旱胁迫使子粒脂肪中不饱和脂肪酸含量下降,饱和脂肪酸含量提高。 相似文献
5.
Barley grain yield in rainfed Mediterranean regions can be largely influenced by terminal drought events. In this study the ecophysiological performance of the ‘Nure’ (winter) × ‘Tremois’ (spring) barley mapping population (118 Doubled Haploids, DHs) was evaluated in a multi-environment trial of eighteen site–year combinations across the Mediterranean Basin during two consecutive harvest years (2004 and 2005). Mean grain yield of sites ranged from 0.07 to 5.43 t ha −1, clearly dependent upon both the total water input (rainfall plus irrigation) and the water stress index (WSI) accumulated during the growing season. All DHs were characterized for possessing molecular marker alleles tagging four genes that regulate barley cycle, i.e. Vrn-H1, Vrn-H2, Ppd-H2 and Eam6. Grain yield differences were initially interpreted in terms of mean differences between genotypes (G), environments (E), and for each combination of genotype and environment (GE) through a “full interaction” ANOVA model. Variance components estimates clearly showed the greater importance of GE over G, although both were much lower than E. Alternative linear and bilinear models of increasing complexity were used to describe GE. A linear model fitting allelic variation at the four genes explained genotype main effect and genotype × environment interaction much better than growth habit itself. Adaptation was primarily driven by the allelic constitution at three out of the four segregating major genes, i.e. Vrn-H1, Ppd-H2 and Eam6. In fact, the three genes together explained 47.2% of G and 26.3% of GE sum of squares. Grain yield performance was more determined by the number of grains per unit area than by the grain weight (phenotypic correlation across all genotypic values: r = 0.948 and 0.559, respectively). The inter-relationships among a series of characters defining grain yield and its components were also explored as a function of the length of the different barley developmental phases, i.e. vegetative, reproductive, and grain filling stages. In most environments, the best performing (adapted) genotypes were those with faster development until early occurrence of anthesis. This confirmed the crucial role of the period defining the number of grains per unit area in grain yield determination under Mediterranean environments. 相似文献
6.
选取具有代表性的6个玉米品种为试验材料,采用裂区试验设计,研究种植密度对主要农艺性状和产量的影响。结果表明,随密度不断提高,行数、行粒数、穗长、穗粗、子粒长、百粒重和茎粗逐渐减小;秃尖长、株高和穗位高逐渐增加;出籽率和产量先增加后减小;容重先减小后增加。因此,选择适宜品种并结合品种自身特性,合理提高种植密度才能促进玉米产量的提高。 相似文献
7.
Quantifying the exploitable gap between average farmer yields and yield potential ( YP) is essential to prioritize research and formulate policies for food security at national and international levels. While irrigated maize accounts for 58% of total annual maize production in the Western U.S. Corn Belt, current yield gap in these systems has not been quantified. Our objectives were to quantify YP, yield gaps, and the impact of agronomic practices on both parameters in irrigated maize systems of central Nebraska. The analysis was based on a 3-y database with field-specific values for yield, applied irrigation, and N fertilizer rate ( n = 777). YP was estimated using a maize simulation model in combination with actual and interpolated weather records and detailed data on crop management collected from a subset of fields ( n = 123). Yield gaps were estimated as the difference between actual yields and simulated YP for each field-year observation. Long-term simulation analysis was performed to evaluate the sensitivity of YP to changes in selected management practices. Results showed that current irrigated maize systems are operating near the YP ceiling. Average actual yield ranged from 12.5 to 13.6 Mg ha −1 across years. Mean N fertilizer efficiency (kg grain per kg applied N) was 23% greater than average efficiency in the USA. Rotation, tillage system, sowing date, and plant population density were the most sensitive factors affecting actual yields. Average yield gap was 11% of simulated YP (14.9 Mg ha −1). Time trends in average farm yields from 1970 to 2008 show that yields have not increased during the past 8 years. Average yield during this period represented ∼80% of YP ceiling estimated for this region based on current crop management practices. Simulation analysis showed that YP can be increased by higher plant population densities and by hybrids with longer maturity. Adoption of these practices, however, may be constrained by other factors such as difficulty in planting and harvest operations due to wet weather and snow, additional seed and grain drying costs, and greater risk of frost and lodging. Two key points can be made: (i) irrigated maize producers in this region are operating close to the YP ceiling and achieve high levels of N use efficiency and (ii) small increases in yield (<13%) can be achieved through fine tuning current management practices that require increased production costs and higher risk. 相似文献
8.
Previous research indicated that prolific (multi-ear) maize ( Zea mays L.) hybrids might perform better than nonprolific (single-ear) hybrids under lower-yielding environments. Field experiments were conducted during 1996–1999 to evaluate the agronomic responses of 10 maize hybrids differing in ear prolificacy under reduced-input and high-input cropping systems. Hybrids were of similar maturity (FAO 400) and divided into two prolificacy groups (prolific versus nonprolific), each consisting of five hybrids. The reduced-input system consisted of plowing at 20–22 cm; fertilization at 105, 104, and 104 kg ha −1 N, P 2O 5, and K 2O; 37–38 000 plants ha −1; and low input of herbicide. The high-input system involved plowing at 30–32 cm; fertilization at 213, 130, and 130 kg ha −1 N, P 2O 5, and K 2O; 60–65 000 plants ha −1; and high input of herbicides. Grain yields significantly decreased under reduced-input compared to high-input cropping system by an average of 26.1%. Significant cropping system×prolificacy group interactions were found for most yield components but not for grain yields. This indicated that both prolificacy groups exhibited a similar yield decrease under the reduced-input system even though prolific hybrids had 1.33 ears per plant compared to only 1.01 ears per plant of nonprolific types. All prolific hybrids responded similarly to various cropping input levels principally by means of changes in kernels per plant, whereas some nonprolific hybrids had greater response through 1000-kernel weight then kernels per plant. Prolific hybrids tended to achieve higher grain yields which averaged 10 414 kg ha −1 compared to 9383 kg ha −1 for nonprolific types partly due to less barren plants per hectare and primarily because of a higher grain weight per plant. Larger grain weights per plant of prolific hybrids were primary due to more kernels per plant in the reduced-input system, and a combined effect of more kernels and heavier 1000-kernel weight per plant in the high-input system. Improved kernel number per plant for prolific hybrids was associated with kernels from secondary ears. Although prolific hybrids outyielded nonprolific types, our findings failed to indicate that the prolificacy trait per se had any important effect on hybrid performance when grown under reduced-input compared to high-input cropping system. 相似文献
9.
玉米对干旱的反应取决于新陈代谢能力、形态结构和生育阶段.开花期逢遇干旱使玉米产量下降幅度最大.随着产量下降,环境方差所占比例增大,遗传力降低,直接选择效率不高.在干旱条件下,寻找遗传力高且与产量高度相关的第二类性状,构建选择指标,可提高耐旱选择效率.雌雄开花间隔天数(ASI)和单株穗数是可供利用的第二类性状,对其选择所获得的产量增益,在干旱和正常水分条件下均可表现出来.耐旱育种目的在于改变基因型对干旱环境的反应,实现耐旱丰产目标.根据目标环境特征,设计适宜的耐旱选择程序,结合分子标记辅助选择技术,鉴定和利用现有优良耐旱种质和CIMMYT耐旱群体,是我国进行耐旱育种和种质改良的可选途径。 相似文献
10.
The objectives of this study are to propose a model for explaining the genotypic and environmental variation in above-ground biomass growth via photosynthesis and respiration processes from transplanting to heading for different rice genotypes grown under a wide range of environments, and to identify the physiological traits associated with genotypic difference in the biomass growth based on model analysis. Cross-locational experiments were conducted with nine different rice genotypes at eight locations in Asia covering a wide climate range under irrigated conditions with sufficient nitrogen application. The crop growth rate observed during the period from transplanting to heading ranged from 3.4 to 19.4 g m −2 d −1 among the genotypes grown at the eight locations. About one-third of the data sets were utilized for model calibration and the remaining sets were used for model validation. An above-ground biomass growth model was developed by integrating processes of single leaf photosynthesis as a function of stomatal conductance and leaf nitrogen content, growth and maintenance respiration and crop development. To rigorously examine the validity of this process model, measured data were input as external variables for leaf area index (LAI) development and leaf nitrogen content per unit leaf area. The model well explained the observed dynamics in above-ground biomass growth ( R2 = 0.95*** for validation dataset) of nine rice genotypes grown under a variety of environments in Asia. The model simulation suggested that genotypic difference in the biomass growth was closely related to the difference in the stomatal conductance and leaf nitrogen content, as well as to LAI. This paper proposes the model structure, algorithms and all parameter values contained in the model, and discuss its effectiveness as a component of a more comprehensive model for simulating dynamics of biomass growth, LAI development and nitrogen uptake as a function of genotypic coefficients and environments. 相似文献
11.
The low and unstable yields of rainfed lowland rice in Central Java can be attributed to drought, nutrient stress, pest infestation or a combination of these factors. Field experiments were conducted in six crop seasons from 1997 to 2000 at Jakenan Experiment Station to quantify the yield loss due to these factors. Experimental treatments—two water supply levels (well-watered, rainfed) in the main plots and five fertilizer levels (0-22-90, 120-0-90, 120-22-0, 120-22-90, 144-27-108 kg NPK ha −1) in the subplots—were laid out in a split-plot design with four replications. Crop, soil, and water parameters were recorded and pest infestations were assessed. In all seasons, rice yield was significantly influenced by fertilizer treatments. Average yield reduction due to N omission was 42%, to K omission 33–36%, and to P omission 3–4%. Water by nutrient interactions did not affect rice yield and biomass production. In two of the three dry seasons, an average of 20% of the panicles were damaged by pests and estimated yield loss from pests was 56–59% in well-watered and well-fertilized treatments. In one out of six seasons, yields under rainfed conditions were 20–23% lower than under well-watered conditions. Drought, N and K deficiencies, and pest infestation are the major determinants for high yields in rainfed environments in Jakenan. Supplying adequate nutrient and good pest control are at least as important as drought management for increasing crop productivity of rainfed rice-growing areas in Central Java. The relative importance of drought, nutrient and pest management may vary in other rainfed areas. Yield constraints analysis should be systematically carried out to identify appropriate management strategies. 相似文献
12.
Aflatoxin, a carcinogenic toxin, is produced mainly by Aspergillus flavus and Aspergillus parasiticus. Contamination of maize (Zea mays L.) grain by these fungi occurs before harvest, and the easiest strategy to prevent this is to develop/use maize varieties resistant to Aspergillus spp. and aflatoxin accumulation. The objective of this investigation was to identify potential sources of resistance among 23 maize inbred lines (13 obtained from the MAIZE Competitive Grants Initiative, International Maize and Wheat Improvement Centre and 10 from Agricultural Research Council, South Africa). The inbred lines were planted in a randomized complete-block design at two locations each in Kenya and South Africa. Maize ears were inoculated at silking with three toxigenic strains of A. flavus. The inoculated ears in each plot were harvested at 12–18% moisture, dried, and visually assessed for Aspergillus ear rot (AER). Aflatoxin concentration in the kernels was determined using liquid chromatography–tandem mass spectrometry. Significant variation for both AER and aflatoxin concentration existed among the inbred lines at both locations in Kenya and one location in South Africa. Combined analysis revealed a significant (p < 0.001) lines × locations interaction for both AER and aflatoxin concentration. Higher incidences of AER (0–86.0%) and aflatoxin concentration (0.21–6.51 µg/kg) were recorded at Kiboko in Kenya than at the other three locations. A stronger genetic correlation (r G = 0.936, p < 0.0001) between the AER and aflatoxin concentration was recorded in Potchefstroom than at the other three locations. Repeatability of aflatoxin concentration was high at Kiboko (0.87) and Potchefstroom in South Africa (0.74). Three inbred lines, CML247, CML444, and CML495, emerged as potentially useful sources of resistance to AER and aflatoxin accumulation as they showed low levels of aflatoxin contamination in both localities in Kenya and in South Africa. 相似文献
13.
Whether the stay-green characteristic of recent maize hybrids is related to a larger source : sink ratio and/or a more efficient use of N during reproductive development was studied in a 3-year field experiment. The experiment was conducted with two short-season maize hybrids, Pride 5 (old) and Pioneer 3902 (recent), grown at two soil-N levels and with source : sink treatments during grain filling ranging from partial defoliation to no grain. Results confirmed that greater dry matter accumulation of Pioneer 3902, relative to Pride 5, was associated with greater leaf longevity. Change in stover weight from silking to maturity an indicator of the difference in supply and demand of assimilates during grain filling, varied from −30% with defoliation to +25% for the no sink treatment. The change was always greater in the new hybrid, indicating that the old hybrid was more source limited. Number of green leaves, an indicator of leaf longevity, was greatest when supply and demand of assimilates during grain filling were approximately equal. Leaf longevity was enhanced by an increase in soil N and the effect was larger in the high source : sink treatments, but differences in leaf longevity between the two hybrids were not influenced by soil-N level. In conclusion, increased leaf longevity of a new relative to an old hybrid was associated with a larger source : sink ratio during grain filling. 相似文献
14.
Diversity of clovers in grass-clover swards may contribute to greater herbage yields and stability of yield. This possible effect was evaluated in an experiment carried out over three harvest years at two contrasting sites, differing in precipitation and soil composition, using mixed swards containing either one, two or three clover species sown together with timothy ( Phleum pratense L.) and meadow fescue ( Festuca pratensis L.). The clover species were red clover ( Trifolium pratense L.), white clover ( Trifolium repens L.) and alsike clover ( Trifolium hybridum L.) sown in various proportions in a total of ten treatments. All swards were fertilized with nitrogen with amounts that increased from year to year, and three harvests were taken in three consecutive years. There was a significant interaction between site and species mixture on total dry matter (DM) yields (range 27–32 tonnes ha −1) and DM yields of clovers (range 5–15 tonnes ha −1); red clover as a single species or in a mixture was superior at the dry site while multi-clover species mixtures were superior at the wet site. Alsike clover was the least productive species of clover. Stability of yield of clovers was generally higher by including white and red clover in the seed mixture but total DM yield was not. 相似文献
15.
Maize ( Zea mays L.) breeding based primarily on final grain yield has been successful in improving this trait since the introduction of hybrids. Contrarily, understanding of the variation in ecophysiological processes responsible of this improvement is limited, especially between parental inbred lines and their hybrids. This limitation may hinder future progress in genetic gain, especially in environments where heritability estimation is reduced because grain yield is severely affected by abiotic stresses. The objective of this study was to analyze the genotypic variation between inbred lines and derived hybrids in the physiological determinants of maize grain yield at the crop level, and how differences among hybrids and parental inbreds may effect contrasting responses to N stress. Special emphasis was given to biomass production and partitioning during the critical period for kernel number determination. Phenotyping included the evaluation of 26 morpho-physiological attributes for 6 maize inbred lines and 12 derived hybrids, cropped in the field at contrasting N supply levels (N 0: no N added; N 400: 400 kg N ha −1 applied as urea) during three growing seasons. Tested genotypes differed in the response to reduce N supply for most measured traits. Grain yield was always larger for hybrids than for inbreds, but N deficiency affected the former more than the latter (average reduction in grain yield of 40% for hybrids and of 24% for inbreds). We also found (i) a common pattern across genotypes and N levels for the response of kernel number per plant to plant growth rate during the critical period, (ii) a reduced apical ear reproductive capacity (i.e., kernel set per unit of ear growth rate) of inbreds as compared to hybrids, (iii) similar RUE during the critical period and N absorption at maturity at low N levels for both groups of genotypes, but enhanced RUE and N absorption of hybrids at high N supply levels, and (iv) an improved N utilization efficiency of hybrids across all levels of N supply. Results are indicative of a more efficient use of absorbed N by hybrids than by parental inbreds. Larger grain yield of hybrids than of inbreds at N 0 was associated to (i) enhanced dry matter accumulation due to improved light interception during the life cycle and (ii) enhanced biomass partitioning to the grain. 相似文献
16.
The expansion of maize ( Zea mays) into cooler areas has been facilitated by the availability of early maturing cultivars and by cultivation under plastic mulch. However, year‐to‐year variation in harvest quality remains a problem. The yield and quality of ‘Goldcob’, an early maturing forage maize, were assessed over 5 years from plots grown in the open and under plastic mulch. For both treatments, there was significant between‐year variation in yield and quality (starch content, metabolizable energy, organic matter and D‐value), and starch content was particularly variable. The use of plastic mulch to warm the soil advanced the establishment of the crop, with silking occurring on average 19 days earlier. This resulted in significantly higher yields under plastic mulch, with a mean increase of 3·9 t ha ?1. The plastic mulch also resulted in significant increases in quality parameters, with starch content showing a mean increase of 36%. The Ontario heat unit model explained much of the variability in yield, both in the open and under plastic mulch. Plastic mulch had no consistent effect on Ontario heat units accumulated prior to silking, but Ontario heat units accumulated between silking and harvest ( OHUpost‐silk) were found to be an adequate predictor of yield. The response of starch content was more complex, showing a clear plateau in the response to temperature at 1200 OHUpost‐silk, above which the accumulation of starch appears limited by other factors. 相似文献
17.
AbstractOryza glaberrima has mostly been used as a source to improve stress resistance of Oryza sativa. Improvement of this species could be an approach to use its adaptability to local environments in Africa such as multiple resistance to several indigenous constraints. The yield of O. glaberrima was inferior to that of O. sativa under favorable growth conditions but not under unfavorable conditions. Moreover, spikelet number before grain shattering was no less in O. glaberrima than in O. sativa at any fertilizer input levels, suggesting that the yield potential of O. glaberrima is as high as that of O. sativa. Inferior yield of O. glaberrima reported in favorable environments could result from grain shattering enhanced by such growth environments where higher incidence of lodging, which is another undesirable character of O. glaberrima, can occur. Regarding characteristics associated to yield generation, O. glaberrima seemed to possess: higher dry matter production and greater leaf area than O. sativa at least until heading; a lower photosynthetic rate per leaf area but a higher rate against the same leaf nitrogen content in a low content range; higher responsiveness of dry matter, leaf area and leaf photosynthesis to increases in nitrogen inputs; lower water-use efficiency on dry matter accumulation and gas exchange bases; faster progress of leaf senescence during maturity; and faster completion of grain filling during maturity than O. sativa. 相似文献
18.
A field experiment was carried out to investigate the effects of alternate irrigation (AI) on the yield, water use and water use efficiency (WUE) of wheat ( Triticum aestivum L.)/maize ( Zea mays L.) intercropping system in an oasis region of northwest China in 2006-2008. Three planting patterns, i.e., sole wheat, sole maize and wheat/maize intercropping. Three irrigation levels were applied for each treatment during 3 years. Results showed that land use efficiency of wheat and maize was significantly enhanced by intercropping system; land equivalent ratio (LER) of wheat/maize intercropping system in different treatments was all greater than 1.0. Moreover, significant difference in grain yield was observed between intercropping treatment and sole cropping treatment, in which the yield of intercropped wheat was 55.37-74.88% of sole wheat, and intercropped maize was 66.63-78.87% of sole maize. Wheat/maize intercropping treatments increased water use by 1.8-16.4% than half of the total water use of sole-cropping wheat and maize. Compared to sole cropping wheat treatments, wheat/maize intercropping with alternate irrigation significantly improved water use efficiency (WUE) by 30.5-57.7%, 55.5-71.4% and 12.0-19.8%, and increased by 32.7-37.8%, 9.5-15.8% and 4.0-20.8% than sole cropping maize treatments in 2006-2008, respectively. Our results suggest that AI should be a useful water-saving irrigation method on wheat/maize intercropping in arid oasis field where intercropping planting is decreased because of limited water resource. 相似文献
19.
以15个CIMMYT选育的耐旱品系及其与津巴布韦耐旱玉米种质组配的不同世代的种质为材料,采用充足灌水与水分胁迫相对照的方法对玉米的雌雄穗开花间隔(ASI)与产量的关系进行了研究.结果表明在水分胁迫条件下ASI与产量呈显著的负相关.并对影响ASI的一些因素及其影响产量的潜在原因进行了探讨. 相似文献
20.
Rapeseed variety needs to be tested by regional trial in multiple sites for many years before being applied in market in China. Performants of rapeseed were affected by the interaction of sites and varieties. Evaluation of regional trials is very important for guiding rapeseed breeding. GGE (genotype main effects and genotype × environment interaction) biplot was used to evaluate yield, stability, adaptability, representativeness and discrimination of national winter rapeseed trials in the upper reaches of Yangtze River in 2017-2018. Results showed that the main effects of genotype (G), environment (E) and genotype × environment interaction (G × E) were significant ( P < 0.01) for yield. Among them, E accounted for 46.95% total variation on average, G and G × E accounted for 19.34% and 33.71% respectively. Eight varieties were found with high-yield, excellent stability and adaptability, including ‘Yiyou 29’, ‘Xiwang 920’, ‘Liyouza 108’, ‘Nanyou 546’, ‘Dadi 195’, ‘Jiayou 1’, ‘Huayouza 28’ and ‘Yuhua 2’. Test sites included Nanchong, Mianyang, Wanzhou, Shuangliu and Chengdu in Sichuan Province and Zunyi together with Guiyang in Guizhou Province were selected for their excellent representativeness and discrimination. These results would provide theoretical basis for rapeseed breeding. 相似文献
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