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Integrated triple cropping enhances soybean productivity 三合一种植提高大豆产量
IF 1.9 3区 农林科学 Q2 AGRONOMY Pub Date : 2025-10-09 DOI: 10.1002/csc2.70176
Luciana Maria da Silva, Kátia Aparecida de Pinho Costa, João Antônio Gonçalves e Silva, Adriano Carvalho Costa, Eduardo da Costa Severiano, João Victor Campos Pinho Costa, José Carlos Bento, Patrick Bezerra Fernandes, Lourival Vilela, Dilier Olivera Viciedo, Eduardo Habermann, Fabricio Rodrigues, Carlos Alberto Martinez

Using soil cover residues from previous crops through integrated systems has proven effective in driving changes in soil properties with nutrient cycling, promoting higher grain production. However, there is still a need to investigate the changes that different cultivation arrangements of these management systems can influence on soybean productivity. The aim was to compare conventional soybean cultivation methods with integrated systems in a tropical region over 2 years and how these systems affect desiccation efficiency, biomass decomposition, carbon/nitrogen ratio, nutrient cycling, as well as soybean productivity. An experimental area, under a block design with three replications, with conventional soybean cultivation system with soybean cultivated over crop residues produced by a previous integration of maize, three cultivars of Panicum maximum (Tamani, Quenia, and Zuri guinea grasses), and pigeon pea, arranged in monoculture and triple intercropping, it was implemented in Latossolo Vermelho Acriférrico typical, Goiás, Brazil. The results indicated that Tamani and Quenia guinea grasses, along with pigeon pea, exhibited higher desiccation efficiency in both monoculture and intercropping. The previous integration of maize with Panicum cultivars and pigeon pea increased soil coverage and maximized nutrient cycling, resulting in increasing productivity gains by approximately 39.8% compared to soybean cultivation without biomass covering the soil. These results highlight the importance of considering nutrient cycling and decomposition rates in fertilization strategies to increase the sustainability of systems. Therefore, integrated systems, which combine grasses and legumes, represent a promising and efficient strategy for agricultural production systems.

通过综合系统利用以前作物的土壤覆盖残留物已被证明有效地通过养分循环驱动土壤性质的变化,促进更高的粮食产量。然而,仍有必要研究这些管理制度的不同栽培安排对大豆生产力的影响。目的是在2年的时间内比较热带地区传统大豆栽培方法与综合系统,以及这些系统如何影响干燥效率、生物量分解、碳/氮比、养分循环以及大豆生产力。在巴西Goiás的Latossolo Vermelho acrifrirrico典型地区,采用3个重复区设计,采用传统的大豆种植系统,将大豆种植在先前整合玉米、三种大黄草(Tamani、Quenia和Zuri豚草)和木豆所产生的作物残茬上,采用单作和三重间作。结果表明,在单作和间作条件下,塔玛尼草、奎尼亚草和鸽豆具有较高的干燥效率。先前的玉米与九穗草和鸽豆品种的整合增加了土壤覆盖并最大化了养分循环,与没有生物质覆盖土壤的大豆种植相比,生产力提高了约39.8%。这些结果强调了在施肥策略中考虑养分循环和分解速率以提高系统可持续性的重要性。因此,结合禾本科和豆科植物的综合系统代表了农业生产系统的一种有前途和有效的战略。
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引用次数: 0
Prediction-based breeding: Modern tools to optimize and reshape programs 基于预测的育种:优化和重塑程序的现代工具
IF 1.9 3区 农林科学 Q2 AGRONOMY Pub Date : 2025-10-09 DOI: 10.1002/csc2.70175
Roberto Fritsche-Neto, Rafael T. Resende, Tiago Olivoto, Julian Garcia-Abadillo, Moyses Nascimento, Marco Antônio M. Bahia, Diego Jarquin, Rafael Augusto Vieira

Prediction-based breeding reshapes plant genetic improvement by prioritizing the predictive ability of models over causal interpretation. This review examines recent advances in the use of tools such as genomic selection, high-throughput phenotyping, multi-omics integration, and enviromics to enhance genetic gain and improve the efficiency of breeding programs. Predictive models, while powerful, rely on validation within the genetic and environmental domains represented in the training set, with evident risks when extrapolated to unrelated scenarios. Traditional approaches such as marker-assisted selection and genome-wide association study remain limited for quantitative traits, reinforcing the need for prediction-oriented models. Moreover, the expansion of omics data sources, although capturing greater biological complexity, must be accompanied by rigorous validation practices to avoid fragile interpretations. Stochastic simulations are a strategic tool for testing selection schemes, optimizing training populations, anticipating overfitting risks, reducing costs, and guiding decisions based on prospective scenarios. This review also highlights the importance of ensuring independence between calibration and prediction, focusing on practical accuracy evaluation, and prioritizing operational utility over mechanistic explanation. In summary, prediction-based breeding is a core strategy for modernizing breeding programs, connecting computational tools, high-dimensional data, and pragmatic decision-making to deliver consistent results.

基于预测的育种通过优先考虑模型的预测能力而不是因果解释来重塑植物遗传改良。本文综述了基因组选择、高通量表型、多组学整合和环境学等工具在提高遗传增益和育种效率方面的最新进展。预测模型虽然强大,但依赖于在训练集中表示的遗传和环境领域内的验证,当外推到不相关的场景时,存在明显的风险。传统的方法,如标记辅助选择和全基因组关联研究在数量性状方面仍然有限,这加强了对预测导向模型的需求。此外,组学数据源的扩展,尽管捕获了更大的生物复杂性,但必须伴随着严格的验证实践,以避免脆弱的解释。随机模拟是测试选择方案、优化训练人群、预测过拟合风险、降低成本和基于预期情景指导决策的战略工具。这篇综述还强调了确保校准和预测之间独立性的重要性,关注实际精度评估,优先考虑操作效用而不是机制解释。总之,基于预测的育种是现代化育种计划的核心战略,将计算工具、高维数据和务实决策联系起来,以提供一致的结果。
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引用次数: 0
Natural resistance to Spodoptera frugiperda (J. E. Smith, 1797) (Lepidoptera: Noctuidae) in traditional maize varieties cultivated in southeast Brazil 巴西东南部传统玉米品种对夜蛾(鳞翅目:夜蛾科)的自然抗性
IF 1.9 3区 农林科学 Q2 AGRONOMY Pub Date : 2025-10-09 DOI: 10.1002/csc2.70170
Wagner Bastos dos Santos Oliveira, Lorena Contarini Machado, Sheila Cristina Prucolli Posse, Márcia Regina Faita, Hugo José Gonçalves dos Santos Júnior, Diego Pereira do Couto, Carolina de Oliveira Bernardes, José Henrique Soler Guilhen, Adésio Ferreira, Marcia Flores da Silva Ferreira

The aim of this research was to assess the natural resistance of traditional maize (Zea mays L.) varieties cultivated in Espírito Santo, Brazil, to Spodoptera frugiperda. Additionally, the study aimed to investigate the leaf structures, chemicals, biochemicals, and cellular factors associated with this resistance, with the ultimate goal of identifying promising varieties for genetic breeding. The evaluation included a total of 77 traditional maize varieties, along with four commercial varieties cultivated throughout Brazil. The experiment followed a randomized complete block design with three replications, and the plots consisted of three rows, each 3 m in length and spaced 1.0 m apart, with the central row representing the useful area of the plot. Traditional varieties exhibiting low herbivory by S. frugiperda underwent antixenosis tests for feeding and oviposition. Leaf samples were subjected to histology and microscopy tests. Out of the field tests, eight maize varieties displayed no evidence of S. frugiperda attacks, suggesting either natural resistance or antixenosis by the pest. Antixenosis analysis identified variety Cativerde 02 with minimal herbivory by S. frugiperda, comparable to the negative control, the transgenic hybrid Feroz Viptera 3 (Syngenta), known for its resistance to the pest. Histological and microscopy analyses revealed distinct chemical elements in the traditional Cativerde 02 compared to the controls, and the presence of silica crystals in this variety suggested a potential protective mechanism against herbivory.

本研究旨在评价巴西Espírito Santo地区传统玉米品种对夜蛾(Spodoptera frugiperda)的自然抗性。此外,本研究旨在研究与这种抗性相关的叶片结构、化学物质、生化物质和细胞因子,最终目的是确定有前途的遗传育种品种。评估包括总共77个传统玉米品种,以及在巴西各地种植的4个商业品种。试验采用随机完全区组设计,3个重复,样地分为3行,每行长3 m,间隔1.0 m,中间行代表样地的有用面积。对低植食性的传统品种进行了取食和产卵抗虫试验。叶片样品进行组织学和显微镜检查。在田间试验中,8个玉米品种没有显示出frugiperda攻击的证据,这表明要么是这种害虫的天然抗性,要么是抗虫性。抗虫性分析发现,品种Cativerde 02对S. frugiperda的食草性最小,与阴性对照、转基因杂交品种Feroz Viptera 3(先正达)相当,该品种对该害虫具有抗性。组织学和显微镜分析显示,与对照相比,传统Cativerde 02中存在不同的化学元素,并且该品种中二氧化硅晶体的存在表明该品种可能具有抗草食的保护机制。
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引用次数: 0
Development and validation of diagnostic markers for wheat stem rust resistance gene Sr43 小麦茎秆抗锈病基因Sr43诊断标记的开发与验证
IF 1.9 3区 农林科学 Q2 AGRONOMY Pub Date : 2025-10-09 DOI: 10.1002/csc2.70132
Wei Zhao, Lanfei Zhao, John Fellers, Robert Bowden, Steven Xu, Guihua Bai

Stem rust, caused by Puccinia graminis Pers. f. sp. tritici Eriks. & E. Henn (Pgt), is one of the most widely spread fungal diseases in wheat (Triticum aestivum) worldwide. Sr43 originated from Thinopyrum ponticum and showed broad-spectrum resistance to stem rust. Recently, Sr43 has been cloned, which encodes an unusual protein kinase fused to two domains of unknown function. However, high-throughput Sr43 diagnostic markers are not available to assist wheat breeding. In this study, we identified sequence variation within or near the conserved domains of Sr43 by comparing the Sr43 sequence to its homologs in the wheat pangenome accessions and developed two kompetitive allele-specific PCR (KASP) markers (Sr43-KASP1 and Sr43-KASP2) for Sr43. The Sr43-marker alleles at both marker loci co-segregated with the corresponding phenotypes in a BC2F2:3 segregating population developed by backcrossing RWG34 (Sr43+) to a hard winter wheat (HWW) “Jagger” (Sr43). The Sr43 resistance marker alleles were not detected in a US HWW panel (RGON2020) where Sr43 is absent. The results confirmed that Sr43-KASP1 and Sr43-KASP2 are diagnostic for Sr43 and will facilitate the effective deployment of Sr43 to improve stem rust resistance in wheat breeding programs.

茎锈病,由小麦锈病引起。p.p tritici EriksE. Henn (Pgt)是小麦(Triticum aestivum)中传播最广的真菌病害之一。Sr43来源于薄皮草(Thinopyrum ponticum),对茎锈病具有广谱抗性。最近,Sr43被克隆,它编码一个不寻常的蛋白激酶融合到两个未知功能域。然而,目前还没有高通量的Sr43诊断标记来辅助小麦育种。在这项研究中,我们通过将Sr43序列与其在小麦泛基因组中的同源序列进行比较,确定了Sr43保守区域内或附近的序列变异,并为Sr43开发了两个竞争性等位基因特异性PCR (KASP)标记(Sr43‐KASP1和Sr43‐KASP2)。在硬冬小麦(HWW)“Jagger”(Sr43 -)与RWG34 (Sr43+)回交的BC2F2:3分离群体中,两个标记位点的Sr43等位基因均与相应表型共分离。在Sr43缺失的美国HWW面板(RGON2020)中未检测到Sr43抗性标记等位基因。结果证实,Sr43‐KASP1和Sr43‐KASP2是Sr43的诊断基因,将有助于Sr43在小麦育种计划中的有效部署,以提高茎锈病抗性。
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引用次数: 0
Genomic insights and breeding strategies for nixtamalization moisture content in hybrid maize (Zea mays) 杂交玉米(Zea mays)湿润化的基因组分析及育种策略
IF 1.9 3区 农林科学 Q2 AGRONOMY Pub Date : 2025-10-09 DOI: 10.1002/csc2.70174
Michael J. Burns, Sydney P. Berry, Molly Loftus, Amanda M. Gilbert, Candice N. Hirsch

Nixtamalization moisture content, a measure of the quantity of water absorbed during the nixtamalization of a grain, has a large impact on the end-quality of masa-based products. An application to predict nixtamalization moisture content from raw inbred and hybrid maize (Zea mays L.) grain was recently developed, but its utility in a breeding context has not been assessed. Here, important breeding considerations such as partitioning of variation, genetic architecture, and relationship with yield were assessed in diverse maize hybrids (n = 560), modern commercial hybrids (n = 10), and historically high-acreage hybrids (n = 15) grown in up to three environments across 2 years. This study demonstrated that nixtamalization moisture content is heavily influenced by growing conditions, but sufficient genetic variance is present to allow breeders to make gains from selection. There was not a substantial correlation between nixtamalization moisture content and yield, suggesting breeders can select for both traits without negatively impacting either trait. Both additive and dominant genetic action was observed, and genomic prediction was able to predict nixtamalization moisture content in hybrids with an average Spearman's rank correlation coefficient between 0.253 and 0.451 and a root mean square error between 0.00579 and 0.00691. The findings suggest that nixtamalization moisture content can be selected for early in breeding generations, allowing breeders to develop improved food-grade maize germplasm without negatively impacting yield.

湿化含水率是衡量谷物在湿化过程中所吸收的水分的一个指标,它对玛莎产品的最终质量有很大的影响。最近开发了一种预测原始自交系和杂交玉米(Zea mays L.)籽粒湿润化含水量的应用,但其在育种方面的效用尚未得到评估。在这里,对不同的玉米杂交种(n = 560)、现代商业杂交种(n = 10)和历史上高种植面积杂交种(n = 15)进行了评估,评估了重要的育种考虑因素,如变异分配、遗传结构和与产量的关系。本研究表明,干燥水分含量受生长条件的严重影响,但存在足够的遗传变异,使育种者能够从选择中获益。湿化水分含量与产量之间没有显著的相关性,表明育种者可以对这两个性状进行选择,而不会对其中任何一个性状产生负面影响。加性遗传和显性遗传均有作用,基因组预测能够预测杂交后代的近殖化水分含量,Spearman秩相关系数平均在0.253 ~ 0.451之间,均方根误差在0.00579 ~ 0.00691之间。研究结果表明,可以在育种代的早期选择湿润化含水量,使育种者能够开发出改良的食品级玉米种质,而不会对产量产生负面影响。
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引用次数: 0
Managing nitrogen fertility and stand density for sustaining Kernza intermediate wheatgrass yields 控制氮肥肥力和林分密度对维持克恩扎中间麦草产量的影响
IF 1.9 3区 农林科学 Q2 AGRONOMY Pub Date : 2025-10-05 DOI: 10.1002/csc2.70171
Erica D. Shoenberger, David E. Stoltenberg, Valentin D. Picasso

Kernza intermediate wheatgrass (IWG) [Thinopyrum intermedium (Host) Barkworth & D.R. Dewey] is a promising perennial grain and forage crop, but experiences grain yield decline, potentially due to limited nitrogen (N) and stand overcrowding. We evaluated the effects of N fertilization and stand thinning on grain and forage yield, weed biomass, thousand-kernel weight (TKW), and harvest index (HI). We used a full factorial design with N rates of 0, 75, and 150 kg N ha−1 and thinning intensities of 0%, 25%, 38%, or 50% stand density reduction via banded herbicide at two locations in Wisconsin over 2 years. Fertilization and thinning did not interact. Grain yields increased with N fertilization except at Madison in Year 2. At Lancaster, grain yield increased from 293 with no N to 497 and 701 kg ha−1 with 75 and 150 kg N ha−1, respectively, across years. At Madison, grain yield increased only in Year 1. Forage mass also increased with N at both sites except Madison in Year 2. At Lancaster, forage mass ranged from 4016 to 6500 kg ha−1 across years and N rates. TKW and HI increased with N at both sites, except at Madison in Year 2. Weed biomass was unaffected by treatments. Thinning had no effect on grain yield at Lancaster in Year 1, but in Year 2, grain yield increased from 368 to 505 kg ha−1 with 50% thinning. These results suggest that applying 75 kg N ha−1 is important for maintaining IWG productivity and that thinning can help sustain grain yield in older stands.

Kernza intermediate wheatgrass (IWG) [Thinopyrum intermedium (Host) Barkworth & D.R. Dewey]是一种很有前途的多年生粮食和饲料作物,但可能由于氮素(N)有限和林分过度拥挤而导致粮食产量下降。我们评估了氮肥和林分间伐对粮食和饲料产量、杂草生物量、千粒重(TKW)和收获指数(HI)的影响。我们采用全因子设计,施氮量分别为0、75和150 kg N ha - 1,并在2年内在威斯康星州的两个地点通过带状除草剂将林分密度减少0%、25%、38%或50%。施肥和间伐没有相互作用。第2年除麦迪逊地区外,施氮均使粮食产量增加。在兰开斯特,不同年份的籽粒产量分别从无氮肥处理的293增加到氮肥处理75和150 kg hm - 1时的497和701。在麦迪逊,粮食产量只在第一年有所增加。第2年,除麦迪逊外,其余试验点的牧草质量均随氮的增加而增加。在兰开斯特,不同年份和施氮量的牧草质量在4016 ~ 6500 kg ha - 1之间。TKW和HI随着氮的增加而增加,除了麦迪逊在第2年。杂草生物量不受处理影响。在第一年间伐对兰开斯特的粮食产量没有影响,但在第二年,间伐50%后,粮食产量从368增加到505 kg ha - 1。这些结果表明,施用75 kg N ha - 1对维持IWG生产力很重要,间伐有助于维持老林分的粮食产量。
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引用次数: 0
Genetic variability in biomass partitioning and surface residue carbon-nitrogen ratios in soybean 大豆生物量分配和表面残馀碳氮比的遗传变异
IF 1.9 3区 农林科学 Q2 AGRONOMY Pub Date : 2025-10-02 DOI: 10.1002/csc2.70155
Joscif G Raigne, Race H. Higgins, Elvis F. Elli, Sotirios V. Archontoulis, Somak Dutta, Fernando E. Miguez, Asheesh K. Singh

The drive to increase seed yield in soybean [Glycine max (L.) Merr.] has traditionally overshadowed the exploration of biomass partitioning and the compositional characteristics of plant residue traits such as leaves, petioles, stems, and pods. The exploration of biomass partitioning and the compositional characteristics of plant residue traits in soybean provide insights into plant nutrient allocation strategies that can be utilized to increase crop productivity and improve management practices for maximizing yields and sustainability. Recognizing this gap, our study aimed to investigate the variability in these traits across 32 genetically diverse soybean genotypes cultivated over 2 years in central Iowa. Through detailed collection and analysis of vegetative parts at critical growth stages (R1, R4, and R8), we assessed both biomass traits and their chemical compositional characteristics, focusing on soybean residue traits to enhance soil health and their importance in soybean cropping systems. We present broad sense heritability estimates for accumulated (R8) organ biomass (0.61–0.87) and residue carbon nitrogen composition (0.74) in soybeans. The large variation and high heritability suggest breeding strategies to optimize variety development via biomass and residue traits. Utilizing the Agriculture Production Systems sIMulator, we conducted a sensitivity analysis to evaluate the impact of soybean residue quality on soil nutrient cycling and its effects on the subsequent maize [Zea mays L.] crop. The study underscores the importance of soybean residue management, emphasizing the need for integrated approaches in breeding and agricultural practices that utilize the genetic diversity of these traits.

大豆籽粒增产的动力[甘氨酸max (l)]稳定。传统上,对生物量分配和植物残体性状(如叶、叶柄、茎和豆荚)组成特征的探索一直受到忽视。对大豆生物量分配和植物残茬性状组成特征的探索,为植物养分分配策略提供了见解,可用于提高作物生产力和改进管理实践,以实现产量最大化和可持续性。认识到这一差距,我们的研究旨在调查在爱荷华州中部种植2年以上的32种遗传多样性大豆基因型中这些性状的变异性。通过对关键生育期(R1, R4和R8)营养部位的详细收集和分析,我们评估了生物量性状及其化学组成特征,重点研究了大豆残渣性状对土壤健康的促进作用及其在大豆种植系统中的重要性。本文提出了大豆累积(R8)器官生物量(0.61 ~ 0.87)和残留碳氮组成(0.74)的广义遗传力估计。大变异和高遗传力提示了通过生物量和残量性状优化品种发育的育种策略。利用农业生产系统模拟器进行敏感性分析,评价大豆渣质量对土壤养分循环的影响及其对后续玉米作物的影响。该研究强调了大豆残留物管理的重要性,强调需要在育种和农业实践中采用综合方法,利用这些性状的遗传多样性。
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引用次数: 0
Crop Science Annual Report, 2024 作物科学年度报告,2024
IF 1.9 3区 农林科学 Q2 AGRONOMY Pub Date : 2025-09-30 DOI: 10.1002/csc2.70163
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引用次数: 0
Fungicide program impacts on corn grain fill duration, kernel weight, and grain yield 杀菌剂对玉米籽粒灌浆期、粒重和产量的影响
IF 1.9 3区 农林科学 Q2 AGRONOMY Pub Date : 2025-09-27 DOI: 10.1002/csc2.70172
Malena Bartaburu, Lia Olmedo Pico, Darcy E. P. Telenko, Daniel J. Quinn

Recent climate variability and emerging diseases have led farmers toward using multiple tactics to protect corn (Zea mays L.) yield, including fungicide applications. Despite observed yield increases from various fungicide application methods in corn, minimal research has addressed the yield component mechanisms driving these gains. Therefore, this research examined how fungicide application methods can impact corn grain fill duration, kernel weight, and grain yield. In 2022 and 2023, a research trial was established in West Lafayette, IN to examine kernel weight accumulation differences between applied fungicide treatments. In addition, two research trials were sampled in Indiana to assess corn harvest kernel number, kernel weight, and yield differences between designated treatments. Examined treatments include the following: (1) nontreated control treatment, (2) subsurface banded fungicide (flutriafol) applied at planting (starter), and (3) foliar fungicide (prothioconazole, trifloxystrobin, and fluopyram) applied at the R1 growth stage. Trial results observed corn grain yield increases at 3 of 6 site-years and 4 of 6 site-years from starter fungicide and R1 foliar fungicide, respectively, when compared to the nontreated due to reduced leaf disease severity. Furthermore, starter fungicide and R1 foliar fungicide increased grain fill duration on average by 3.5 and 4.5 days, respectively, and increased maximum dry kernel weight on average by 5.7% and 9.4%, respectively, across 2022 and 2023. Overall, research data show the ability of various fungicide programs to reduce leaf disease severity, lengthen grain fill duration, and increase final kernel weight, each of which helps explain the yield component mechanisms when foliar diseases are controlled.

最近的气候变化和新出现的疾病导致农民使用多种策略来保护玉米(Zea mays L.)产量,包括使用杀菌剂。尽管在玉米上使用各种杀菌剂方法可以提高产量,但很少有研究解决了驱动这些收益的产量组成机制。因此,本研究考察了施用杀菌剂对玉米籽粒灌浆期、粒重和产量的影响。2022年和2023年,在美国印第安纳州西拉斐特建立了一项研究试验,以研究施用杀菌剂处理之间籽粒重积累的差异。此外,在印第安纳州进行了两项研究试验,以评估玉米收获粒数、粒重和指定处理之间的产量差异。研究的处理包括以下处理:(1)未经处理的对照处理,(2)种植时施用的地下带状杀菌剂(氟triafol)(启动剂),以及(3)在R1生长期施用的叶面杀菌剂(prothioconazole, trifloxystrobin和fluopyram)。试验结果显示,与未处理的玉米相比,发酵剂和R1叶面杀菌剂分别在6个立地年中的3个和6个立地年中的4个,由于叶片病害严重程度降低,玉米产量分别增加。2022年和2023年,发酵剂和R1叶面杀菌剂分别使籽粒灌浆期平均延长3.5天和4.5 d,最大干粒重平均提高5.7%和9.4%。总体而言,研究数据表明,不同的杀菌剂方案能够降低叶片病害严重程度,延长籽粒灌浆期,增加最终粒重,这些都有助于解释控制叶片病害时的产量构成机制。
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引用次数: 0
Genetic and environmental contributions to agronomic trait variation in Cannabis sativa 遗传和环境对大麻农艺性状变异的影响
IF 1.9 3区 农林科学 Q2 AGRONOMY Pub Date : 2025-09-27 DOI: 10.1002/csc2.70168
Casey Gabriel, Clint Rhode, Christelle Cronje, Michele Wyler, Leron Katsir, Claudio Cropano, Maximilian Vogt, Daniel Carrera, Gavin M. George, Michael Ruckle, James R. Lloyd

The establishment of a global medicinal Cannabis sativa (L.) industry has necessitated improving inflorescence traits, including elements of uniformity, quality, and yield across varying growth conditions for optimum production. To understand the causal mechanisms affecting variation in growth and yield, 20 ∆9-tetrahydrocannabinol- and cannabidiol-dominant varieties were used to assess agronomic traits in two different commercial settings. To aid standardization of floral traits in cannabis, we developed a novel phenotyping method using image segmentation to study inflorescence size and compactness. We apply this method to examine the undesirable indeterminate characteristic, “foxtailing,” that presents as elongated calyces and loose inflorescences. Our findings quantified both the genetic and environmental influences affecting expression of agronomic traits in cannabis and further highlight significant genotype-by-environment interactions. The findings suggest possible genetic control of foxtailing, evidenced by multiple varieties displaying the trait in differing environments. By uncovering the interplay between genotype and environment, and shedding light on inflorescence compactness, we provide actionable insights that can inform strategic breeding approaches and unlock the full potential of cannabis cultivation. These findings can help elevate productivity and make significant contributions toward yield optimization within different environments.

全球药用大麻产业的建立需要改善花序性状,包括在不同生长条件下的均匀性、质量和产量要素,以实现最佳生产。为了了解影响生长和产量变化的因果机制,采用20个∆9-四氢大麻酚和大麻二酚优势品种,在两种不同的商业环境下评估农艺性状。为了帮助大麻花性状的标准化,我们开发了一种新的利用图像分割来研究花序大小和紧密度的表型方法。我们应用这种方法来检查不受欢迎的不确定特征,“狐尾”,呈现为细长的花萼和松散的花序。我们的研究结果量化了影响大麻农艺性状表达的遗传和环境影响,并进一步强调了显著的基因型与环境的相互作用。研究结果表明,多种品种在不同的环境中表现出这一特征,表明可能存在遗传控制。通过揭示基因型和环境之间的相互作用,并阐明花序紧密度,我们提供了可操作的见解,可以为战略育种方法提供信息,并释放大麻种植的全部潜力。这些发现有助于提高生产力,并对不同环境下的产量优化做出重大贡献。
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Crop Science
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