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MACHINE LEARNING FOR CROP SCIENCE: APPLICATIONS AND PERSPECTIVES IN MAIZE BREEDING 作物科学中的机器学习:在玉米育种中的应用与展望
Pub Date : 2022-04-01 DOI: 10.18512/rbms2022vol21e1257
A. C. Lorena, Alexandre Hild Aono, Ricardo José GONZAGA PIMENTA, Felipe ROBERTO FRANCISCO, Anete Pereira de Souza
O aprendizado de máquinas (ML) foi um dos principais impulsionadores da análise de dados nas últimas décadas, permitindo a mineração de grandes bancos de dados. Como técnicas de ML permitem a criação de modelos, e reconhecimento, considerando uma premissa de que o computador pode adquirir para realizar a criação sem ser explicitamente programados para tal finalidade. Impulsionados pela eficiência, diversos estudos demonstrados para sua ampla gama de aplicações o melhoramento de milho. Desde a predição de valores genéticos por dados ômicos aplicações de dados de tipagem de alto, os modelos de ML o avanço no desenvolvimento das espécies e auxiliares de desenvolvimento das espécies e auxiliares de ferramentas mais eficientes para seu melhoramento, gerando ganhos de produtividade.Neste contexto,
近几十年来,机器学习(ML)一直是数据分析的主要驱动因素之一,能够挖掘大型数据库。由于ML技术允许创建模型和识别,考虑到计算机可以在不被明确编程的情况下进行创建的前提。在效率的驱动下,几项研究证明了其在玉米育种中的广泛应用。由于通过高分型数据的组学数据预测遗传值,ML模型在物种发展和物种发展方面取得了进展,有助于和辅助工具更有效地改进它们,从而提高生产力。在这种情况下,
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引用次数: 0
MAIZE CULTIVARS WITH NATIVE INSECT RESISTANCE – POTENTIAL, ADVANCES, AND CHALLENGES 具有本地抗虫性的玉米品种——潜力、进展和挑战
Pub Date : 2022-04-01 DOI: 10.18512/rbms2022vol21e1250
P. Viana, P. E. Guimarães, S. M. Mendes
The development of resistant cultivars is one of the strategies applied in pest control. The method has the advantages of reduced cost and the lack of unwanted effects on the environment. Over the past decades, significant effort has been made toward developing the natural maize resistance to pests by evaluating germplasm and cultivar selection. This review highlights a maize breeding program, potential, advances, and challenges in addressing these characteristics. Also, it describes the main components and procedures applied in the mass rearing of insect pests of maize, artificial diets, techniques of artificial infestation employed in genotype selection, and methods to evaluate the mechanisms and causes of resistance. Studies on the inheritance of resistance, the breeding methods, and the potential for integrating classical and transgenic resistance are also emphasized.
培育抗病品种是害虫防治的策略之一。该方法具有降低成本和对环境没有不良影响的优点。在过去的几十年里,通过评估种质和品种选择,人们在发展玉米对害虫的天然抗性方面做出了重大努力。这篇综述重点介绍了玉米育种计划、潜力、进展和应对这些特征的挑战。此外,它还介绍了玉米害虫大规模饲养的主要组成部分和程序,人工饲料,基因型选择中使用的人工侵扰技术,以及评估抗性机制和原因的方法。还强调了抗性遗传、育种方法以及整合经典抗性和转基因抗性的潜力的研究。
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引用次数: 0
PLANT PHOSPHORUS USE EFFICIENCY IN ACID TROPICAL SOIL 热带酸性土壤植物磷利用效率研究
Pub Date : 2022-03-25 DOI: 10.18512/rbms2022vol21e1259
Maria José VILAÇA DE VASCONCELOS, José Edson FONTES FIGUEIREDO, M. F. DE OLIVEIRA, R. Schaffert, Kachandra G. Raghothama
Phosphorus is an essential macronutrient for plant growth and development. However, phosphorus availability is low in many soils, and the plant's ability to acquire phosphorus from the rhizosphere is critical in the acid soils of the Brazilian Cerrado. In addition, high levels of fixed phosphate (Pi) in many soils reduce phosphorus availability to plants. Thus, Pi deficiency is a significant concern for crop growth and high yields in tropical soils. The intra- and interspecific variations in plant growth under Pi-limiting conditions are complex traits controlled by many induced or suppressed genes, comprising an intricate epistatic regulatory network interacting within cells and the external environment. The microRNA genes (miRNAs), a class of regulators that induce, degrade or repress mRNA transcription and translation, are another critical aspect of this network. As a result, changes in morphology (growth and root architecture) and physiological (enzymes, organic acids, and anthocyanin) can be observed in plants under Pi stress. Furthermore, symbiotic associations with phosphate-solubilizing bacteria and mycorrhizal fungi increase phosphorus availability to plants. Therefore, understanding mechanisms involved in plant adaptation to phosphorus deficiency is critical for developing cultivars adapted to low phosphorus levels in the Brazilian acid soils. This review addresses P acquisition and use by plants and discusses its implications in genetic breeding programs.
磷是植物生长发育所必需的大量营养素。然而,磷在许多土壤中的有效性很低,在巴西塞拉多的酸性土壤中,植物从根际获取磷的能力至关重要。此外,许多土壤中高水平的固定磷酸盐(Pi)降低了植物对磷的有效性。因此,Pi缺乏是热带土壤中作物生长和高产的一个重要问题。Pi限制条件下植物生长的种内和种间变异是由许多诱导或抑制基因控制的复杂性状,包括细胞内和外部环境相互作用的复杂上位调控网络。微小RNA基因(miRNA)是一类诱导、降解或抑制mRNA转录和翻译的调节因子,是该网络的另一个关键方面。因此,在Pi胁迫下,可以观察到植物的形态(生长和根系结构)和生理(酶、有机酸和花青素)的变化。此外,与溶磷细菌和菌根真菌的共生关系增加了植物对磷的利用率。因此,了解植物对缺磷的适应机制对于开发适应巴西酸性土壤低磷水平的品种至关重要。这篇综述论述了植物对磷的获取和利用,并讨论了它在遗传育种计划中的意义。
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引用次数: 2
CHALLENGES OF MAIZE BREEDING UNDER TROPICAL CONDITIONS OF BRAZIL 巴西热带条件下玉米育种面临的挑战
Pub Date : 2022-03-25 DOI: 10.18512/rbms2022vol21e1258
Renzo Garcia Pinho, Eric Vinicius VIEIRA SILVA, Thiago Lucas de Oliveira
Tropical maize production represents 49% of the global maize harvested area. In terms of productivity, the annual increase rate in tropical regions is twice as higher as the increase rate in temperate regions. The increase in maize grain yield was expressive in the last 41 years in Brazil. Such achievement was possible due to the joint efforts of many areas of science, especially, plant breeding. Although maize breeding success, many are the challenges faced by the maize breeders to develop high-yielding maize hybrids. Tropical conditions provide more intense challenges in terms of pests and diseases pressures, and above all, water deficit conditions. In addition, the constant increase of breeding programs costs requires the development and application of new techniques to improve the genetic gain per time unit, increasing the maize breeding programs’ efficiency. This review discusses the main challenges faced by maize breeding programs under tropical conditions, highlighting topics related to the development of maize hybrids for first and second growing seasons; breeding for biotic and abiotic stresses conditions; specialty maize breeding; use of transgenic in maize; and genomic tools to maximize the efficiency of maize breeding programs under tropical conditions. 
热带玉米产量占全球玉米收获面积的49%。就生产力而言,热带地区的年增长率是温带地区的两倍。在过去的41年里,巴西玉米产量的增长是显而易见的。之所以能够取得这样的成就,是因为许多科学领域,特别是植物育种领域的共同努力。尽管玉米育种取得了成功,但玉米育种家在培育高产玉米杂交种方面仍面临许多挑战。热带条件在病虫害压力方面,尤其是在缺水条件方面,提供了更为严峻的挑战。此外,育种项目成本的不断增加需要开发和应用新技术来提高单位时间的遗传增益,从而提高玉米育种项目的效率。这篇综述讨论了热带条件下玉米育种计划面临的主要挑战,重点介绍了与第一和第二生长季玉米杂交种开发有关的主题;生物和非生物胁迫条件下的育种;特种玉米育种;转基因在玉米中的应用;以及基因组工具,以最大限度地提高热带条件下玉米育种计划的效率。
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引用次数: 0
WHOLE SORGHUM FLOUR PROCESSED AS COOKIES MAINTAINED BIOACTIVE COMPOUNDS AT STORAGE 加工成饼干的全高粱面粉在储存中保持了生物活性化合物
Pub Date : 2022-03-25 DOI: 10.18512/rbms2022vol21e1247
Débora David Pansini, Rosiane Cosme Nascimento, V. Queiroz, J. E. F. Figueiredo, Érika Madeira MOREIRA DA SILVA, É. A. Moraes
O sorgo é um cereal em destaque devido aos seus compostos fenólicos bioativos com efeitos protetores da saúde dos consumidores. Este estudo teve como objetivo avaliar as características tecnológicas, sensoriais e compostos de biscoitos elaborados com farinhas de sorgo em diferentes proporções e o efeito do armazenamento dos biscoitos no teor de compostos fenólicos e na capacidade antioxidante. Os biscoitos foram preparados com farinha integral do genótipo de sorgo BRS 506 e amido de milho nas proporções de 50 (50 SF), 75 (75 SF) e 100 (100 SF) g de sorgo / 100g de farinha total. Medidas de biscoitos, análise sensorial e composição química foram determinadas. Os compostos fenólicos foram compensados durante 45 dias de armazenamento.A farinha de sorgo aumentou o fator de expansão dos biscoitos, especialmente para 75SF e 100 SF. Com exceção da textura e da intenção de compra, os biscoitos de sorgo têm índice de aceitação superior a 70%. A farinha de sorgo melhorou como propriedades nutricionais e dados maiores fenólicos totais, taninos, antocianinas e capacidade antioxidante em relação ao controle. Eles mantiveram o conteúdo fenólico total e aumentaram a capacidade antioxidante por 45 dias, principalmente devido a 50 g ou 75 g de farinha de sorgo. Esses resultados indicam que a farinha de sorgo integral é uma opção para a indústria de alimentos em busca de experimentar novos produtos com benefícios à saúde.
高粱是一种突出的谷物,因为它的生物活性酚类化合物具有保护消费者健康的作用。本研究旨在评价不同比例高粱粉制作的饼干的工艺、感官和复合特性,以及贮藏对酚类化合物含量和抗氧化能力的影响。以基因型高粱brs506全面粉和玉米淀粉按50 (50 SF)、75 (75 SF)和100 (100 SF) g高粱/ 100g总面粉的比例制备饼干。测定了饼干的测量、感官分析和化学成分。酚类化合物在贮藏45天内得到补偿。高粱粉提高了饼干的膨胀系数,特别是75平方英尺和100平方英尺。除了质地和购买意向外,高粱饼干的满意率在70%以上。与对照相比,高粱粉的营养特性有所改善,总酚、单宁、花青素和抗氧化能力也有所提高。高粱粉50 g或75 g,保持总酚含量,提高抗氧化能力45 d。这些结果表明,全高粱粉是食品工业试验具有健康益处的新产品的一个选择。
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引用次数: 0
HISTORY, DEVELOPMENT AND MARKET OF MAIZE CULTIVARS WITH LOW SEED COST IN BRAZIL 巴西低成本玉米品种的历史、发展和市场
Pub Date : 2022-03-16 DOI: 10.18512/rbms2022vol21e1236
M. Paterniani, Sylmar Denucci
– Maize is one of the cereal crops most produced globally. It constitutes one species of most economic interest and provides multiple products with applications in diverse sectors, from animal feed to industrial products and even human food. More and more companies that represent this segment release genetically modified maize hybrids to ensure return on investment, decreasing the supply of conventional (non-transgenic) cultivars available on the market. Seed is one of the main components of the cost of maize production. Thus, farmers that obtain lower yields cannot afford to pay the relatively high costs of the high technology hybrid seeds or improve their production system, but it is possible to obtain satisfactory results through lower seed investments. Therefore, intervarietal hybrids may represent an alternative for meeting the needs of small and medium-sized farmers, with fewer resources for investments in inputs and seeds, and for supplying varieties that meet the needs of the small maize grower. This review presents a history of conventional maize breeding in Brazil and describes the main maize cultivars with low-cost seeds developed by public R&D companies, mainly focusing on the Instituto Agronômico (IAC) as an option for small and medium-sized maize growers in Brazil.
-玉米是全球产量最高的谷类作物之一。它构成了最具经济价值的一种物种,并提供多种产品,应用于从动物饲料到工业产品甚至人类食品的各个部门。越来越多代表这一细分市场的公司推出转基因玉米杂交品种,以确保投资回报,减少了市场上可获得的传统(非转基因)品种的供应。种子是玉米生产成本的主要组成部分之一。因此,获得较低产量的农民无法支付相对较高的高科技杂交种子成本或改进其生产系统,但可以通过降低种子投资获得令人满意的结果。因此,品种间杂交可能是满足中小农户需求的另一种选择,用于投入物和种子投资的资源较少,并可提供满足小型玉米种植者需求的品种。本文综述了巴西传统玉米育种的历史,介绍了由公共研发公司开发的主要低成本种子玉米品种,重点介绍了巴西中小型玉米种植者可选择的Agronômico研究所(IAC)。
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引用次数: 0
GENETICALLY MODIFIED CORN IN BRAZIL: HISTORICAL, RESULTS AND PERSPECTIVES 巴西转基因玉米的历史、结果与展望
Pub Date : 2022-03-16 DOI: 10.18512/rbms2022vol21e1238
I. Schuster, Ricardo Augusto DE OLIVEIRA RODRIGUES, Edimilson Linares
The objective of this work was to review the history of genetically modified (GM) corn in Brazil, and the results obtained since its introduction, as well as the perspectives for new technologies. GM corn was planted for the first time in Brazil in 2008 and, a few years later, it reached more than 80% of the planted area. Currently, the GM corn area in Brazil is close to 90%. The traits introduced in corn are related to herbicide tolerance and insect resistance, and the benefits for farmers and the environment in these 12 years were enormous. GM events also impacted plant breeding, and breeding methods needed to be adapted to include the introduction of GM events into germplasm. New emerging technologies, such as gene editing and synthetic biology, may have a new impact on corn improvement, creating new traits, many of them non-transgenic. These new technologies have the potential to improve traits associated with plant yield and tolerance to abiotic stresses.
本文的目的是回顾巴西转基因玉米的历史、转基因玉米引进以来取得的成果以及对新技术的展望。2008年,巴西首次种植了转基因玉米,几年后,转基因玉米的种植面积超过了种植面积的80%。目前,巴西的转基因玉米种植面积接近90%。引进玉米的性状与抗除草剂和抗虫有关,12年来给农民和环境带来了巨大的效益。转基因事件也影响植物育种,育种方法需要调整,以包括将转基因事件引入种质资源。新兴技术,如基因编辑和合成生物学,可能对玉米改良产生新的影响,创造新的性状,其中许多是非转基因的。这些新技术有可能改善与植物产量和对非生物胁迫的耐受性相关的性状。
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引用次数: 0
ECONOMIC WEED THRESHOLD OF MARANTA SOBOLIFERA PLANTS IN OFF-SEASON CORN 玉米淡季黑穗病植株的经济杂草阈值
Pub Date : 2022-03-15 DOI: 10.18512/rbms2021vol20e1222
Vitor Gustavo Kuhn, Silvio Douglas Ferreira, Alysson Oliveira De Carvalho, E. Fey, Neumárcio Vilanova DA COSTA
Maranta sobolifera (Caetê) has tolerance to chemical management and has spread consistently on the agricultural areas of the western region of Paraná over the years. However, there is little information about its potential to interfere with the main agricultural crops. This study aimed to estimate the economic weed threshold (EWT) of M. sobolifera plants in commercial areas of production of off-season corn. There were losses in grain yield of up to 303.7 kg plant-1 of M. sobolifera. Considering an acceptable loss in grain yield of 614.05 kg ha-1, EWT estimates varied from 2.0 to 41.2 plants m-2 of M. sobolifera. In practice, these data can be used in no-till areas, where complementary control is necessary at the crop post-emergence (V4-V6), after desiccation of the area, to maintain weed density at tolerable levels until the end of the cycle. In addition, factors such as the use of less competitive hybrids, obtaining the maximum productive potential of the crop, increasing the value of the harvested product and the efficiency of chemical management (desiccation) and a reduction in the cost of control contribute to the reduction of the EWT and make the adoption of management practices of M. sobolifera more profitable in off-season corn. 
Maranta sobolifera(Caetê)对化学管理具有耐受性,多年来一直在巴拉那西部地区的农业地区传播。然而,关于它可能干扰主要农作物的信息很少。本研究旨在估算反季节玉米商业生产区大豆M.sobolifera植物的经济杂草阈值(EWT)。大豆产量损失高达303.7kg株-1。考虑到614.05 kg ha-1的可接受的粮食产量损失,EWT估计值在2.0至41.2株m-2的大豆中变化。在实践中,这些数据可以用于免耕地区,在该地区干燥后,在作物出苗后(V4-V6)需要补充控制,以将杂草密度保持在可容忍的水平,直到周期结束。此外,诸如使用竞争性较差的杂交种、获得作物的最大生产潜力等因素,增加收获产品的价值和化学管理(干燥)的效率以及降低控制成本有助于降低EWT,并使M.sobolifera的管理实践在反季节玉米中更有利可图。
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引用次数: 1
SOWING ARRANGEMENTS OF SORGHUM WITH BRACHIARIA FOR FORAGE PRODUCTION AND SOIL COVER 高粱带臂属牧草生产和土壤覆盖的播种安排
Pub Date : 2022-02-23 DOI: 10.18512/rbms2021vol20e1221
Célia Das Eiras Ludovina DGDGE MELO, Francisco Cláudio LOPES DE FREITAS, Antonio DA Piedade DE MELO, Edimar Antonio CAMPOS COSTA, L. D. Pimentel
The objective of this study was to evaluate the dry matter content and morphological parameters of sorghum and brachiaria (signalgrass, specifically palisade grass) grown simultaneously for forage production, along with soil cover formation outside of the primary crop season. The treatments were in a randomized block design consisting of three different sowing arrangements: sorghum + two rows of brachiaria between sorghum rows, sorghum + two rows of brachiaria (one in the row + another between the sorghum rows), and sorghum with brachiaria broadcast; as well as sorghum and brachiaria in monoculture. In the first cycle, the dry matter yield of sorghum was higher, approximately 12.01 t ha-1, in the arrangement of sorghum alone. However, the highest total dry matter yield was obtained in the arrangement of sorghum with broadcast brachiaria, with 11.01 t ha-1 for sorghum and 3.75 t ha-1 for the brachiaria. In the second cycle, soil cover was greatest in the brachiaria monoculture and the arrangement of sorghum with broadcast brachiaria, at 95% and 86%, respectively. Therefore, intending to produce forage sorghum and form adequate soil cover by brachiaria, the sorghum intercropping with brachiaria in broadcast sowing is a promising strategy.
本研究的目的是评估高粱和臂草(信号草,特别是栅栏草)同时生长用于饲料生产的干物质含量和形态参数,以及初级作物季节以外的土壤覆盖形成。各处理采用随机区组设计,包括3种不同的播种安排:高粱+高粱行间两行腕足菌、高粱+两行腕足菌(一行一株+高粱行间一株)和高粱撒播腕足菌;以及单作栽培的高粱和腕鱼。在第一个循环中,单配高粱的干物质产量较高,约为12.01 t hm -1。而播播臂鱼组高粱的总干物质产量最高,高粱为11.01 t ha-1,臂鱼组为3.75 t ha-1。在第二个循环中,单作腕鱼和撒播腕鱼高粱的土壤覆被最大,分别为95%和86%。因此,为了生产饲草型高粱,并利用腕子蒿形成足够的土壤覆盖,在撒播高粱时,将其与腕子蒿间作是一种很有前途的策略。
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引用次数: 0
NITROGEN SOURCE DOES NOT CHANGE THE MORPHOPHYSIOLOGICAL CHARACTERISTICS OF MAIZE ON A CLAY SOIL 氮源不会改变粘土上玉米的形态生理特性
Pub Date : 2022-02-18 DOI: 10.18512/rbms2021vol20e1220
Rafael André Mergener, L. Sangoi, A. Coelho
This study aimed to evaluate the effect of different nitrogen fertilizer sources and rates on the morphophysiological characteristics and nitrogen use efficiency of maize. The experiment was set in Campos Novos, Santa Catarina State, Brazil, during the 2016/2017 and 2017/2018 growing seasons. The experimental design was a randomized block with treatments arranged in split plots. Four nitrogen sources were evaluated in the main plots: conventional urea, protected urea, nitrification inhibitor-treated urea, and urease inhibitor-treated urea. Four nitrogen rates were assessed in the split plots: 0 (control), 140, 280, and 420 kg N ha-1..Nitrogen source did not affect ear height, leaf area index, stem diameter, or number of senescent leaves. Increments in nitrogen rate increased plant height, ear height, stem diameter, and grain nitrogen content but decreased nitrogen use efficiency. Stabilized (nitrification/urease inhibitor-treated) or protected N sources did not influence morphophysiological characteristics or improve nitrogen use efficiency of maize compared with conventional urea.
本试验旨在探讨不同氮肥来源和施氮量对玉米形态生理特性和氮素利用效率的影响。实验于2016/2017和2017/2018生长季节在巴西圣卡塔琳娜州坎波斯诺沃斯进行。试验设计为随机分组,将处理安排在分割区中。在主要样地评价了4种氮源:常规尿素、保护性尿素、硝化抑制剂处理尿素和脲酶抑制剂处理尿素。4种施氮量分别为0(对照)、140、280和420 kg N ha-1。氮源对穗高、叶面积指数、茎粗和衰老叶数无显著影响。施氮量的增加增加了株高、穗高、茎粗和籽粒含氮量,但降低了氮素利用效率。与常规尿素相比,稳定(硝化/脲酶抑制剂处理)或保护氮素源不影响玉米的形态生理特性或提高氮素利用效率。
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引用次数: 0
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