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Crop models and their use in assessing crop production and food security: A review 作物模型及其在评估作物生产和粮食安全方面的应用:综述
IF 5 2区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-09-22 DOI: 10.1002/fes3.503
Yohanne Larissa Gavasso-Rita, Simon Michael Papalexiou, Yanping Li, Amin Elshorbagy, Zhenhua Li, Corinne Schuster-Wallace

Agriculture is directly related to food security as it determines the global food supply. Research in agriculture to predict crop productivity and losses helps avoid high food demand with little supply and price spikes. Here, we review ten crop models and one intercomparison project used for simulating crop growth and productivity under various impacts from soil–crop–atmosphere interactions. The review outlines food security and production assessments using numerical models for maize, wheat, and rice production. A summary of reviewed studies shows the following: (1) model ensembles provide smaller modeling errors compared to single models, (2) single models show better results when coupled with other types of models, (3) the ten reviewed crop models had improvements over the years and can accurately predict crop growth and yield for most of the locations, management conditions, and genotypes tested, (4) APSIM and DSSAT are fast and reliable in assessing broader output variables, (5) AquaCrop is indicated to investigate water footprint, quality and use efficiency in rainfed and irrigated systems, (6) all models assess nitrogen dynamics and use efficiency efficiently, excluding AquaCrop and WOFOST, (7) JULES specifies in evaluating food security vulnerability, (8) ORYZA is the main crop model used to evaluate paddy rice production, (9) grain filling is usually assessed with APSIM, DAISY, and DSSAT, and (10) the ten crop models can be used as tools to evaluate food production, availability, and security.

农业与粮食安全直接相关,因为它决定着全球的粮食供应。通过农业研究来预测作物生产力和损失,有助于避免粮食需求量大而供应量小以及价格暴涨。在此,我们回顾了用于模拟土壤-作物-大气相互作用的各种影响下作物生长和生产力的十种作物模型和一个相互比较项目。综述概述了利用玉米、小麦和水稻生产数值模型进行的粮食安全和生产评估。综述的研究结果表明(1) 与单个模型相比,模型集合的建模误差较小;(2) 单个模型与其他类型的模型结合使用时,会显示出更好的结果;(3) 10 个已审查的作物模型在过去几年中有所改进,能够准确预测大多数地点、管理条件和已测试基因型的作物生长和产量;(4) APSIM 和 DSSAT 在评估更广泛的产出变量方面既快速又可靠;(5) AquaCrop 适用于调查水足迹、(6) 除 AquaCrop 和 WOFOST 外,所有模型都能有效评估氮素动态和利用效率,(7) JULES 可用于评估粮食安全脆弱性,(8) ORYZA 是用于评估水稻产量的主要作物模型,(9) 谷物充实度通常用 APSIM、DAISY 和 DSSAT 评估,(10) 十种作物模型可用作评估粮食生产、供应和安全的工具。
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引用次数: 0
Forecasting spring maize yield using vegetation indices and crop phenology metrics from UAV observations 利用无人机观测数据中的植被指数和作物物候指标预测春季玉米产量
IF 5 2区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-09-21 DOI: 10.1002/fes3.505
Lun Bao, Xuan Li, Jiaxin Yu, Guangshuai Li, Xinyue Chang, Lingxue Yu, Ying Li

Early and accurate prediction and simulation of grain crop yield can help maximize the revision and development of regional food policy, which is crucial for ensuring national food security. The development of unmanned aerial vehicle (UAV) technology is gradually gaining an advantage over satellite remote sensing at the field scale. In this study, we predicted maize yield using canopy vegetation indices (VIs) and crop phenology metrics obtained through UAV with ordinary least squares (OLS), stepwise multiple linear regression (SMLR) and gradient-boosted regression tree (GBRT). The results reveal that the VIs extracted from UAV imagery had a high correlation with yield (R = 0.92), facilitating crop yield estimation. Additionally, coupling crop phenology significantly improved the prediction accuracy of SMLR, with the highest R2 and lowest RMSE of 0.894, 1.238 × 103 kg ha−1, respectively. But, the enhancement of GBRT by this method was slender. Its simulation outperformed OLS and SMLR with dramatic R2, RMSE, and MAE of 0.892, 1.189 × 103 kg ha−1, and 9.150 × 102 kg ha−1, respectively. Moreover, the blister stage was deemed the optimal stage for maize yield prediction with an accuracy rate exceeding 81%. These demonstrated the feasibility of using UAV images to predict crop yields, providing an important reference at the field scale.

及早、准确地预测和模拟粮食作物产量有助于最大限度地修订和制定区域粮食政策,对确保国家粮食安全至关重要。无人飞行器(UAV)技术的发展逐渐在田间尺度上获得了相对于卫星遥感的优势。在本研究中,我们利用无人机获取的冠层植被指数(VIs)和作物物候指标,通过普通最小二乘法(OLS)、逐步多元线性回归(SMLR)和梯度增强回归树(GBRT)预测玉米产量。结果表明,从无人机图像中提取的VIs与产量具有很高的相关性(R = 0.92),有助于作物产量的估算。此外,耦合作物物候显著提高了 SMLR 的预测精度,R2 最高,RMSE 最低,分别为 0.894 和 1.238 × 103 kg ha-1。但是,该方法对 GBRT 的提高有限。其模拟结果优于 OLS 和 SMLR,R2、RMSE 和 MAE 分别为 0.892、1.189 × 103 kg ha-1 和 9.150 × 102 kg ha-1。此外,水泡期被认为是玉米产量预测的最佳阶段,准确率超过 81%。这些都证明了利用无人机图像预测作物产量的可行性,为田间尺度的预测提供了重要参考。
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引用次数: 0
Intercropping medicinal plants is a new idea for forage production: A case study with ajowan and fenugreek 药用植物间作是饲料生产的一个新思路:大叶黄杨和葫芦巴的案例研究
IF 5 2区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-09-13 DOI: 10.1002/fes3.501
Satar Fotohi Chiyaneh, Esmaeil Rezaei-Chiyaneh, Reza Amirnia, Reza Keshavarz Afshar, Kadambot H. M. Siddique

Biofertilizers has potential to improve crop productivity in a sustainable manner yet their impact on forage crops yields and forage quality indices have not been extensively explored. In this study, the impact of different cropping patterns and fertilizer sources on the forage yield and quality of ajowan (Carum copticum L.), fenugreek (Trigonella foenum-graecum L.), and pea (Pisum sativum L.) was investigated. The findings shed light on the importance of biofertilizer application as a sustainable solution for enhancing forage production and quality in agricultural systems. The experimental treatments involved six cropping patterns [ajowan monoculture, fenugreek monoculture, pea monoculture, intercropping of one row ajowan + one row fenugreek + one row pea (1:1:1), two rows ajowan + two rows fenugreek + two rows pea (2:2:2), and three rows ajowan + three rows fenugreek + three rows pea (3:3:3)] and five fertilizer sources [no fertilizer (control), 100% chemical fertilizer (CF), chemical fertilizer + humic acid (CF + HU), chemical fertilizer + biofertilizer (CF + BF), and humic acid + biofertilizer (HU + BF)]. The results revealed that the 2:2:2 intercrop fertilized with CF + BF had the highest N, P, and K concentrations for the three species. The monoculture systems with CF + BF produced the highest forage yields for ajowan (5492 kg/ha), fenugreek (3811 kg/ha), and pea (12,695 kg/ha). In addition, 2:2:2 intercrop fertilized with CF + BF produced the highest forage quality for all three species, decreasing the crude fiber, acid detergent fiber, and neutral detergent fiber contents and increasing forage ASH, dry matter intake, water-soluble carbohydrates, and relative feed value. The 2:2:2 intercrop ratio combined with CF + BF application could be recommended to farmers as an eco-friendly strategy (decreasing chemical fertilizer use) for improving forage productivity and quality in sustainable agricultural systems.

生物肥料具有以可持续方式提高作物产量的潜力,但其对饲料作物产量和饲料质量指标的影响尚未得到广泛探讨。本研究调查了不同种植模式和肥料来源对大戟(Carum copticum L.)、葫芦巴(Trigonella foenum-graecum L.)和豌豆(Pisum sativum L.)饲草产量和质量的影响。研究结果阐明了施用生物肥料的重要性,它是提高农业系统饲料产量和质量的可持续解决方案。实验处理包括六种种植模式[大叶黄杨单作、葫芦巴单作、豌豆单作、一排大叶黄杨+一排葫芦巴+一排豌豆(1:1:1)间作、两排大叶黄杨+两排葫芦巴+两排豌豆(2:2:2),以及三行阿育王+三行葫芦巴+三行豌豆(3:3:3)]和五种肥料来源[无肥(对照)、100% 化肥(CF)、化肥+腐植酸(CF + HU)、化肥+生物肥(CF + BF)和腐植酸+生物肥(HU + BF)]。结果表明,施用 CF + BF 的 2:2:2 间作作物的氮、磷、钾浓度在三种作物中最高。使用 CF + BF 的单作系统生产的饲料产量最高,分别为大叶黄杨(5492 千克/公顷)、葫芦巴(3811 千克/公顷)和豌豆(12695 千克/公顷)。此外,2:2:2 间作施肥与 CF + BF 施肥对这三种作物的牧草质量都是最高的,粗纤维、酸性洗涤纤维和中性洗涤纤维含量都有所下降,而牧草 ASH、干物质摄入量、水溶性碳水化合物和相对饲料价值都有所提高。在可持续农业系统中,2:2:2 间作比例与 CF + BF 施用相结合可作为一种生态友好型策略(减少化肥用量)推荐给农民,以提高饲草的产量和质量。
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引用次数: 0
Asparagine and nitric oxide jointly enhance antioxidant capacity and nitrogen metabolism to improve drought resistance in cotton: Evidence from long-term field trials 天冬酰胺和一氧化氮共同增强抗氧化能力和氮代谢,从而提高棉花的抗旱性:长期田间试验的证据
IF 5 2区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-09-12 DOI: 10.1002/fes3.502
Sabri Akin, Cengiz Kaya

Asparagine (Asn) and nitric oxide (NO) can enhance plant tolerance to abiotic stress, but their interaction is not well understood. Cotton is a vital resource for the textile industry, but its yield is reduced by drought stress, which could threaten its global supply in a warming and stressful world. Improving cotton's drought tolerance is crucial for supporting the textile industry. Two simultaneous field experiments were conducted to study the effect of Asn and sodium nitroprusside (SNP), a NO donor, on cotton's drought tolerance. Two irrigation treatments were applied: control (C: 100% A pan) and drought stress (50% A pan). The plants were also sprayed with two plant stimulants before imposing drought stress: Mock control, 20 mM Asn, and 0.2 mM SNP, either alone or together. Drought stress impaired plant growth, photosynthesis, yield, nitrogen metabolism, and antioxidant defense, while increasing oxidative stress and free amino acid levels. However, Asn and SNP treatments alleviated these negative effects and improved antioxidant enzyme activity, plant growth, yield, and nitrogen content. The Asn + SNP treatment also increased irrigation water productivity under water-limited conditions, suggesting its potential for enhancing water use efficiency in cotton production. The combined treatment was more effective than the single treatments, indicating a synergistic effect of Asn and SNP in enhancing drought tolerance in cotton. These results imply that Asn and SNP could be useful tools for sustaining cotton production under drought conditions by boosting nitrogen metabolism and antioxidant defense, thereby contributing to the global supply of cotton and supporting the textile industry.

天冬酰胺(Asn)和一氧化氮(NO)可以增强植物对非生物胁迫的耐受性,但它们之间的相互作用还不十分清楚。棉花是纺织业的重要资源,但其产量会因干旱胁迫而减少,在气候变暖和压力增大的世界里,这可能会威胁到棉花的全球供应。提高棉花的抗旱性对支持纺织业至关重要。我们同时进行了两项田间试验,研究 Asn 和硝普钠(一种氮氧化物供体)对棉花耐旱性的影响。实验采用了两种灌溉处理:对照(C:100% A pan)和干旱胁迫(50% A pan)。在施加干旱胁迫之前,还向植株喷洒了两种植物刺激剂:模拟对照、20 mM Asn 和 0.2 mM SNP,可单独使用,也可同时使用。干旱胁迫损害了植物的生长、光合作用、产量、氮代谢和抗氧化防御能力,同时增加了氧化应激和游离氨基酸水平。然而,Asn 和 SNP 处理减轻了这些负面影响,提高了抗氧化酶活性、植物生长、产量和氮含量。Asn + SNP 处理还提高了限水条件下的灌溉水生产率,这表明它具有提高棉花生产用水效率的潜力。联合处理比单一处理更有效,表明 Asn 和 SNP 在提高棉花抗旱性方面具有协同作用。这些结果表明,Asn 和 SNP 可通过促进氮代谢和抗氧化防御,成为干旱条件下维持棉花生产的有用工具,从而有助于全球棉花供应和支持纺织工业。
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引用次数: 0
Phenotyping and identification of target traits for de novo domestication of wheat wild relatives 小麦野生近缘重新驯化的表型及目标性状鉴定
IF 5 2区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-09-08 DOI: 10.1002/fes3.497
Frederike Zeibig, Benjamin Kilian, Hakan Özkan, Sumitra Pantha, Michael Frei

De novo domestication—the modification of domestication genes in crop wild relatives via genome editing—is an approach for harnessing the beneficial genetic diversity of crop wild relatives. A prerequisite for de novo domestication is phenotyping to identify genetic materials suitable for cultivation in the respective environment. Taxa from the wheat genepool (Triticum aestivum, Triticum durum, Triticum monococcum) are a staple food; these taxa comprise wild relatives of different ploidy levels. The diploid Triticum boeoticum and Triticum urartu and the tetraploid Triticum dicoccoides and Triticum araraticum harbor desirable traits such as high grain quality and abiotic and biotic stress tolerance. Hence, they are candidates for de novo domestication. Here, we grew 111 wild wheats and 38 landraces originating predominantly from the Fertile Crescent and six modern wheat cultivars in a field in Giessen, Germany, to evaluate their environmental adaptability to the central European climate and to identify potential candidates and target traits for de novo domestication. We demonstrate that several wild taxa are suitable for cultivation in the central European environment and that they have distinct characteristics that need to be modified during de novo domestication. The normalized difference vegetation index and the thermal time to heading and flowering indicated excellent adaptability of some wheat wild relatives to central European conditions. The values of yield parameters such as grain weight per plant, number of tillers, and thousand kernel weight were lower in the wild wheats than in the landraces. Therefore, these traits should be targeted for improvement during the de novo domestication of wild wheats.

De novo驯化是利用作物野生近缘有益遗传多样性的一种方法,通过基因组编辑对作物野生近缘驯化基因进行修饰。重新驯化的先决条件是表型分析,以确定适合在各自环境中培养的遗传物质。小麦基因库中的分类群(Triticum aestivum, Triticum durum, monoccum)是一种主食;这些分类群包括不同倍性水平的野生近缘。二倍体小麦(boeoticum)和乌拉尔小麦(Triticum urartu)以及四倍体小麦(Triticum dicoccoides)和阿拉拉小麦(Triticum araratium)具有优良的籽粒品质和耐非生物和生物胁迫等优良性状。因此,它们是重新驯化的候选者。在这里,我们在德国吉森的一片土地上种植了111种野生小麦和38种主要来自新月沃土的地方小麦以及6种现代小麦品种,以评估它们对中欧气候的环境适应性,并确定潜在的候选品种和目标性状。我们证明了几个野生分类群适合在中欧环境中种植,并且它们具有独特的特征,需要在重新驯化过程中进行修改。归一化植被指数和抽穗和开花的热时间表明,一些小麦野生近缘种对中欧环境具有良好的适应性。单株粒重、分蘖数、千粒重等产量参数均低于地方品种。因此,在野生小麦重新驯化过程中,这些性状应成为改进的目标。
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引用次数: 0
Reviving grain quality in wheat through non-destructive phenotyping techniques like hyperspectral imaging 通过高光谱成像等无损表型技术恢复小麦的籽粒品质
IF 5 2区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-09-03 DOI: 10.1002/fes3.498
Luqman B. Safdar, Kateryna Dugina, Ali Saeidan, Guilherme V. Yoshicawa, Nicola Caporaso, Brighton Gapare, M. Jawad Umer, Rahul A. Bhosale, Iain R. Searle, M. John Foulkes, Scott A. Boden, Ian D. Fisk

A long-term goal of breeders and researchers is to develop crop varieties that can resist environmental stressors and produce high yields. However, prioritising yield often compromises improvement of other key traits, including grain quality, which is tedious and time-consuming to measure because of the frequent involvement of destructive phenotyping methods. Recently, non-destructive methods such as hyperspectral imaging (HSI) have gained attention in the food industry for studying wheat grain quality. HSI can quantify variations in individual grains, helping to differentiate high-quality grains from those of low quality. In this review, we discuss the reduction of wheat genetic diversity underlying grain quality traits due to modern breeding, key traits for grain quality, traditional methods for studying grain quality and the application of HSI to study grain quality traits in wheat and its scope in breeding. Our critical review of literature on wheat domestication, grain quality traits and innovative technology introduces approaches that could help improve grain quality in wheat.

育种家和研究人员的长期目标是开发能够抵御环境压力并高产的作物品种。然而,优先考虑产量往往会影响其他关键性状的改善,包括谷物质量,由于经常涉及破坏性表型分析方法,这是一种繁琐且耗时的测量方法。近年来,高光谱成像(HSI)等无损检测方法在食品工业中引起了人们对小麦品质研究的关注。HSI可以量化单个谷物的变化,有助于区分高质量谷物和低质量谷物。在这篇综述中,我们讨论了现代育种导致的小麦籽粒品质性状遗传多样性的减少,籽粒品质的关键性状,传统的籽粒品质研究方法,以及HSI在小麦籽粒品质特性研究中的应用及其在育种中的范围。我们对小麦驯化、籽粒品质性状和创新技术的文献进行了批判性综述,介绍了有助于改善小麦籽粒品质的方法。
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引用次数: 0
Analysis of the transcriptome and metabolome reveals phenylpropanoid mechanism in common bean (Phaseolus vulgaris) responding to salt stress at sprout stage 通过转录组学和代谢组学分析,揭示了豆芽期苯丙素对盐胁迫的响应机制
IF 5 2区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-09-01 DOI: 10.1002/fes3.481
Qi Zhang, Shukun Wang, Bin Qin, Hao-yue Sun, Xian-kai Yuan, Qi Wang, Junjie Xu, Zhengong Yin, Yan-li Du, Ji-dao Du, Caihua Li

Common bean (Phaseolus vulgaris) seeds are important legume crops and an important source of dietary proteins and carbohydrates. Therefore, it is important to develop strategies to improve salt tolerance in common beans. In this study, transcriptome and metabolome analyses were conducted on local common bean variety under salt stress at the sprout stage for a period of 0, 12, and 24 h. Results showed that phenylpropanoid pathways (including phenylpropanoid biosynthesis and phenylalanine metabolism) and flavonoid pathways (including flavonoid biosynthesis and flavone and flavonol biosynthesis) played an important role in controlling responses to salt stress as evidenced by analysis of differentially expression genes, common expression patterns, WCGNA, and differentially altered metabolites (DAMs) analyses. In addition, exploration of the activities of 4-coumarate-CoA ligase (4CL), caffeoyl-CoA O-methyltransferase (CCoAOMT), peroxidase (POD), chalcone isomerase (CHI), dihydroflavonol-4-reductase (DFR), and flavonol synthase (FLS) further showed that phenylpropanoid and flavonoid pathways participate in plant responses to salt stress. Moreover, the phenylpropanoid pathways and flavonoid pathways were found to be potential pathways regulating plant response to salt stress based on transcriptome and metabolome analysis. The activities of 4CL, CCoAOMT, POD, CHI, DFR, and FLS revealed that these pathways are crucial to the regulation of plant responses to salt stress. These findings provided theoretical basis for further improvement of salt tolerance in common bean.

蚕豆种子是重要的豆科作物,也是膳食蛋白质和碳水化合物的重要来源。因此,制定提高普通豆耐盐性的策略具有重要意义。本研究对盐胁迫下当地普通豆品种发芽期0、12和24 h的转录组和代谢组进行了分析。结果表明,通过差异表达基因、共同表达模式、WCGNA和差异改变代谢物(DAMs)分析,苯丙素途径(包括苯丙素生物合成和苯丙氨酸代谢)和黄酮途径(包括类黄酮生物合成和黄酮和黄酮醇生物合成)在盐胁迫响应中发挥重要作用。此外,对4‐香豆酸‐辅酶a连接酶(4CL)、咖啡酰‐辅酶a O‐甲基转移酶(CCoAOMT)、过氧化物酶(POD)、查尔酮异构酶(CHI)、二氢黄酮醇‐4‐还原酶(DFR)和黄酮醇合成酶(FLS)活性的研究进一步表明,苯丙酸途径和类黄酮途径参与了植物对盐胁迫的响应。此外,通过转录组和代谢组分析发现,苯丙素途径和类黄酮途径是调控植物对盐胁迫响应的潜在途径。4CL、CCoAOMT、POD、CHI、DFR和FLS的活性揭示了这些途径在调控植物对盐胁迫的响应中起重要作用。这些研究结果为进一步提高普通豆的耐盐性提供了理论依据。
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引用次数: 0
Optimal tree architecture for high-yield yellowhorn (Xanthoceras sorbifolium) management 高产黄角(黄冠)管理的最佳树型结构
IF 5 2区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-08-29 DOI: 10.1002/fes3.500
Xinrui Wang, Qing Wang, Qiang Jia, Yousry A. El-Kassaby, Sailesh Ranjitkar, Junjie Wang, Qiuhong Xiang, Kurt von Kleist, Wenbin Guan

Tree architectural attributes demonstrate a significant association with fruit yield. Yellowhorn is the future bioenergy tree in China; however, the species suffers from high reproductive energy and exceedingly low reproductive output. To optimize yellowhorn management and pinpoint priority trees featuring optimal architecture, we employed machine learning modeling to develop high fruit yielding predictive models using five yield indicators (dependent variables: FrW, SeW, ShW, FrW, and SeN) and five tree characteristics (independent variables: CA, TH, DGL, HLC, and MBN) of yellowhorn. Results showed that trees characterized by a substantial canopy area (>1.70 m2) and a large diameter at ground level (>3.71 cm) have been found to yield a higher fruit production. However, increased tree height does not invariably correlate with an elevated yield. Effective selection of high-yielding individuals can be accomplished by restricting tree height within the range of 192–232.4 cm. This approach emphasizes the importance of integrating considerations of tree architecture into forestry management practices. Such integration can bolster productivity, thereby contributing to both the sustainability and economic viability of yellowhorn forests.

树木的结构特征显示出与果实产量的显著关联。黄犀是中国未来的生物能源树;然而,该物种的繁殖能量高,繁殖产量极低。为了优化黄角树的管理并确定具有最佳结构的优先树,我们采用机器学习建模,使用黄角树五个产量指标(因变量:FrW、SeW、ShW、FrW和SeN)和五个树特征(自变量:CA、TH、DGL、HLC和MBN)开发了高产预测模型。结果表明,树木具有显著的树冠面积(>1.70 m2)和地面大直径(>3.71 cm)的果实产量较高。然而,树高的增加并不总是与产量的提高相关。通过将树高限制在192–232.4的范围内,可以有效地选择高产个体 这种方法强调了将树木结构的考虑因素纳入林业管理实践的重要性。这种一体化可以提高生产力,从而有助于黄角林的可持续性和经济可行性。
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引用次数: 0
Evaluation of the lodging resistance and the selection of identification indexes of maize inbred lines 玉米自交系抗倒伏性评价及鉴定指标选择
IF 5 2区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-08-28 DOI: 10.1002/fes3.499
Yunxiao Zheng, Peng Hou, Xiaoyan Jia, Liying Zhu, Yongfeng Zhao, Weibin Song, Wei Song, Jinjie Guo

Lodging is one of the main problems affecting the maize production. In this study, 220 maize inbred lines were used for determining the lodging resistance. Analysis methods such as the correlation analysis, the principal component analysis, the cluster analysis, the stepwise discriminate analysis, and the ridge regression analysis were deployed for data interpretation. The results of the correlation analysis showed that 17 characters were correlated with varying degrees. Strong and positive correlations between TID and FID (r = 0.910), TIL and FIL (r = 0.898), NSVB and NLVB (r = 0.775), ASVB and ALVB (r = 0.746), and LC and HC (r = 0.656) were observed. The first six principal components explained 79.13% of the phenotypic variation of the 17 characters, with the contribution rates being 20.77%, 18.12%, 14.09%, 11.17%, 8.66%, and 6.32%, respectively. Five categories were clustered in the 220 inbred lines. The result of stepwise discriminate analysis showed that 211 inbred lines were correctly discriminated and the identification rate was 95.91%, and 9 inbred lines were incorrectly discriminated and the identification rate was 4.09%, which meant that the result of cluster analysis was accurate and reliable. The stalk bending strength, ear height, cellulose content, number of small vascular bundles, and cross-sectional area were selected, and the regression model of lodging resistance of inbred lines was established by using the ridge regression method. Thirty of the 220 inbred lines, including R1656, 4003, and LD61, showed the highest lodging resistance. The results provide a reference for the selection of lodging-resistant germplasm resources in breeding for the lodging resistance hybrids.

倒伏是影响玉米生产的主要问题之一。本研究以220个玉米自交系为材料,测定其抗倒伏性。采用相关分析、主成分分析、聚类分析、逐步判别分析、岭回归分析等分析方法进行数据解释。相关分析结果表明,17个性状存在不同程度的相关。TID与FID (r = 0.910)、TIL与FIL (r = 0.898)、NSVB与NLVB (r = 0.775)、ASVB与ALVB (r = 0.746)、LC与HC (r = 0.656)呈显著正相关。前6个主成分解释了17个性状表型变异的79.13%,贡献率分别为20.77%、18.12%、14.09%、11.17%、8.66%和6.32%。在220个自交系中聚集了5个类别。逐步判别分析结果表明,正确判别211个自交系,识别率为95.91%,错误判别9个自交系,识别率为4.09%,表明聚类分析结果准确可靠。选取茎秆弯曲强度、穗高、纤维素含量、小维管束数量和横截面积,采用脊回归法建立了自交系抗倒伏的回归模型。在220个自交系中,R1656、4003和LD61等30个自交系表现出最高的抗倒伏性。研究结果可为抗倒伏杂交种的种质资源选择提供参考。
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引用次数: 0
Long-term soybean–maize rotation experiments in cereal-based farming systems at Bako, Western Ethiopia 埃塞俄比亚西部巴科以谷物为基础的农业系统中的长期大豆-玉米轮作试验
IF 5 2区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-08-22 DOI: 10.1002/fes3.496
Alemayehu Dabessa, Chala Debala

Maize monoculture is one of the major restrictions limiting maize productivity in Western Ethiopia. Although the inclusion of legumes in cropping systems is an essential approach for the sustainable management of farming systems and for reducing the nitrogen (N) fertilizer requirement for maize production in the long term, the effects of soybean on the sustainability of maize productivity and soil fertility are unclear in Ethiopia. Continuous cropping of maize has led to extensive degradation of soil and a decrease in crop productivity in Western Ethiopia. Thus, the study was conducted to compare the long-term impact of soybean on the sustainability of the production system in soybean–maize rotation and to monitor soil fertility dynamics in soybean–maize rotational systems. Nine different soybean–maize rotation treatments were laid out in Randomized Complete Block Design (RCBD) with three replications. The study results showed that soybean–maize rotation gave a relatively steady yield compared to the maize mono-cropping system. Soybean–maize rotation improves the productivity of component crops in cropping systems. The highest maize grain yield was recorded from soybean–maize rotation with fertilizer application for the two components (RS + M+) and soybean–maize rotation without fertilizer application for the soybean component (RS-M+), respectively. Soybean grain yield was significantly correlated with OC (%), OM (%), and TN (%), whereas maize yield was adversely correlated with soil parameters, except soil pH. Overall, the knowledge we can contribute to the readers from this study is that soybean–maize rotation plays an important role in achieving sustainable agriculture by increasing soil fertility and achieving stable soybean and maize yields and soybean should be inoculated with Rhizobium strain year after year continuously. Thus, it can be concluded that soybean–maize rotation with fertilizer applications (RS + M+) for two components can be used in maize belt areas of Western Ethiopia.

玉米单一种植是限制埃塞俄比亚西部玉米产量的主要限制因素之一。尽管将豆类纳入种植系统是农业系统可持续管理和长期减少玉米生产所需氮肥的重要方法,但大豆对埃塞俄比亚玉米生产力和土壤肥力可持续性的影响尚不清楚。在埃塞俄比亚西部,玉米连作导致土壤大面积退化,作物生产力下降。因此,本研究旨在比较大豆对大豆-玉米轮作生产系统可持续性的长期影响,并监测大豆-玉米轮换系统中的土壤肥力动态。九种不同的大豆-玉米轮作处理在随机完全区组设计(RCBD)中进行了三次重复。研究结果表明,与玉米单作制度相比,大豆-玉米轮作的产量相对稳定。大豆-玉米轮作提高了种植系统中组成作物的生产力。大豆-玉米轮作施用两种成分的肥料后,玉米产量最高(RS + M+)和不施肥的大豆-玉米轮作。大豆产量与OC(%)、OM(%)和TN(%)显著相关,而玉米产量与土壤参数(土壤pH除外)呈负相关。总体而言,我们可以从这项研究中为读者提供的知识是,大豆-玉米轮作通过提高土壤肥力和实现稳定的大豆和玉米产量,在实现可持续农业方面发挥着重要作用,大豆应该年复一年地接种根瘤菌菌株。因此,可以得出大豆-玉米轮作施肥的结论(RS + M+)可用于埃塞俄比亚西部的玉米带地区。
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引用次数: 1
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Food and Energy Security
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