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Mutation breeding of sorghum to support climate-smart agriculture. 高粱的突变育种支持气候智能型农业。
Pub Date : 1900-01-01 DOI: 10.1079/9781789249095.0012
S. Human, Sihono, W. M. Indriatama
Abstract Global climate change effects in agricultural fields often increase plant stress. For mitigating the negative effects of climate change, climate-smart agricultural policies should be developed, for example through the improvement of crop adaptability, productivity and quality in environments impacted by climate change. Attempts to increase crop genetic variability must be sought to aid in mitigating adverse consequences of climate change. For that purpose, mutation breeding plays an important role since it can increase genetic variation of important crops. By selecting desired mutant genotypes, the plant breeder can advance their germplasm by progressing lines with good adaptability, high productivity and quality under adverse conditions. For Indonesia, significant adverse impacts of climate change have appeared in some agricultural regions, such as prolonged drought problems in the east. To face the worsening conditions brought about by climate change and variability, a crop was sought that would require less agricultural input, being drought tolerant, having good adaptability and with high economic value. The choice fell on sorghum (Sorghum bicolor). In certain areas sorghum is recognized as a source of food, feed and fuel. Mutation breeding of sorghum has been conducted at the Centre for Isotopes and Radiation Application (CIRA) of the National Nuclear Energy Agency of Indonesia (BATAN). Sorghum mutation breeding is relevant to the national programme on food and energy diversification to support food and energy security in the country. The breeding objectives are to improve sorghum genotypes for improved yield and quality, and with tolerance to adverse conditions brought about by climate change, especially prolonged drought. Three sorghum mutant varieties have now been obtained and are being developed further by stakeholders. Sorghum cultivation in Indonesia has made significant impacts on mitigating the effects of climate change and supporting the food and energy diversification programme for maintaining food and energy security in the country. It has also promoted economic growth in rural areas impacted by climate change.
全球气候变化对农田的影响往往会增加植物的胁迫。为减轻气候变化的负面影响,应制定气候智能型农业政策,例如通过提高作物在受气候变化影响的环境中的适应性、生产力和质量。必须设法增加作物遗传变异,以帮助减轻气候变化的不利后果。为此,突变育种起着重要的作用,因为它可以增加重要作物的遗传变异。通过选择所需的突变基因型,植物育种家可以在逆境条件下选育出适应性强、产量高、品质优良的种质资源。对印度尼西亚来说,气候变化的重大不利影响已经出现在一些农业地区,例如东部的长期干旱问题。为了面对气候变化和多变性带来的日益恶化的条件,人们寻求一种需要较少农业投入、耐旱、适应性好和经济价值高的作物。选择落在了高粱(高粱双色)上。在某些地区,高粱被认为是食物、饲料和燃料的来源。在印度尼西亚国家核能机构的同位素和辐射应用中心(CIRA)进行了高粱的突变育种。高粱突变育种与支持该国粮食和能源安全的国家粮食和能源多样化计划有关。育种目标是改良高粱基因型,以提高产量和品质,并对气候变化带来的不利条件,特别是长期干旱具有耐受性。现在已经获得了三个高粱突变品种,并正在由利益相关者进一步开发。印度尼西亚的高粱种植对减轻气候变化的影响以及支持粮食和能源多样化计划以维持该国的粮食和能源安全产生了重大影响。它还促进了受气候变化影响的农村地区的经济增长。
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引用次数: 0
Using ionizing radiation for improving the development and yield of agricultural crops. 利用电离辐射促进农作物发育和产量。
Pub Date : 1900-01-01 DOI: 10.1079/9781789249095.0043
S. Geras'kin, R. Churyukin, P. Volkova, S. Bitarishvili
Abstract The response of barley seedlings was studied after gamma irradiation of seeds with doses in the range of 2-50 Gy. It was shown that stimulation of plant growth occurred in the dose range of 16-20 Gy. The influences of the dose rate, the quality of seeds and their moisture on the manifestation of radiation effects were investigated. We studied, under controlled conditions, the activities of metabolic and antioxidant enzymes and observed an increase in their activity in the range of doses that cause stimulation of seedling growth. We showed that changes in the balance among different classes of phytohormones were probably involved in the acceleration of plant growth after irradiation of seeds using stimulating doses. Gamma irradiation of barley seeds significantly influenced the development of plants during the growing season. After irradiation with stimulating doses, we observed a reduction in the duration of the initial stages of ontogenesis; the phase of full ripeness occurred 5-7 days earlier than in the controls. The manifestation of the effect of irradiation depended on the conditions in which the plants developed. During the growing season of 2014, which was a dry year, plants originating from the irradiated seeds showed an increase in the number of productive stems, which led to an increase in yield by 34-38%; during the optimal 2015 season, an increase in the number of grains per spike caused an increase in yield by 8-29%. Therefore, our field study has shown that at least some hormetic effects can occur in the field. Irradiation of seeds can increase field germination, stimulate the growth and development of plants and increase their resistance to unfavourable environmental conditions. A more complete understanding of the underlying mechanisms of hormesis is needed to exploit its potential benefits in crop production.
摘要以大麦种子为研究对象,研究了2 ~ 50 Gy γ辐射对大麦幼苗的影响。结果表明,在16 ~ 20 Gy剂量范围内对植物生长有刺激作用。研究了剂量率、种子质量和水分对辐射效应表现的影响。在控制条件下,我们研究了代谢酶和抗氧化酶的活性,并观察到在刺激幼苗生长的剂量范围内,它们的活性增加。我们发现不同种类的植物激素之间平衡的变化可能与刺激剂量照射后植物生长的加速有关。大麦种子辐照对生长季节植株发育有显著影响。在刺激剂量照射后,我们观察到个体发生初始阶段的持续时间减少;成熟期比对照早5-7天。辐照效应的表现取决于植物生长的条件。在干旱的2014年生长季,辐照种子产生的植株生产茎数增加,产量增加34-38%;在最佳的2015年,每穗粒数的增加使产量增加了8-29%。因此,我们的现场研究表明,至少有一些激效可以在现场发生。种子辐照能增加田间萌发,刺激植物生长发育,增强其对不利环境条件的抵抗力。需要对激效的潜在机制有更全面的了解,以利用其在作物生产中的潜在效益。
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引用次数: 0
Effects of light and UV-C radiation on the transcriptional activity of COP1 and HY5 gene homologues in barley. 光照和UV-C辐射对大麦COP1和HY5基因同源物转录活性的影响
Pub Date : 1900-01-01 DOI: 10.1079/9781789249095.0049
Irina Boycheva, R. Georgieva, L. Stoilov, V. Manova
Abstract Photomorphogenic regulators COP1 (Constitutive Photomorphogenic 1) and HY5 (Elongated Hypocotyl 5) play a key role in plant development by guiding the transition from dark to light growth. In Arabidopsis they are also implicated in the transcriptional control of photolyase genes. Here we characterize the transcript abundance of COP1 and HY5 gene homologues in barley in relation to light-grown conditions and UV-damage response. Etiolated and green 6-day-old seedlings were UV-C irradiated and exposed to light or kept in darkness. The abundance of barley COP1 and HY5 transcripts was assessed by real-time RT-PCR. In etiolated leaves we found several-fold lower levels of COP1 transcripts which reached the levels of the green ones after 1 h of light exposure. Barley HY5 transcripts were very low in the dark-grown seedlings and after 1 h of illumination they increased drastically to levels significantly exceeding those measured in the green leaves. Both genes were upregulated by light in the irradiated plants as well, but to a lesser extent compared with their controls, probably due to the presence of non-repaired DNA damage in the etiolated leaves soon after irradiation. The enhanced transcription of barley COP1 under light is unexpected in view of the well-known function of COP1 as a negative regulator of plant photomorphogenesis but conforms to the positive role reported for AtCOP1 in UV-B signalling. HY5 is recognized as a stimulator of light-inducible genes and our data support such a role for the barley HY5 homologue as well. Our study shows that, in barley seedlings, the regulation of COP1 and HY5 gene expression is achieved through light-positive transcriptional modulation, suggesting that both genes contribute to the de-etiolation phase in barley. According to our knowledge, this is the first quantitation of the COP1 and HY5 mRNAs in barley that also regards the UV-damage response of this crop.
光形态发生调控因子COP1 (Constitutive phophophogenic 1)和HY5 (Elongated Hypocotyl 5)在植物发育过程中起关键作用,引导植物从暗生长向光生长过渡。在拟南芥中,它们也参与光解酶基因的转录控制。在这里,我们描述了COP1和HY5基因同源物在大麦中的转录丰度与光照条件和紫外线损伤反应的关系。黄化和绿色的6日龄幼苗进行UV-C照射,暴露在光照下或保存在黑暗中。利用实时RT-PCR技术检测大麦COP1和HY5转录本的丰度。光照1 h后,黄化叶片的COP1转录本水平降低了几倍,达到了绿色叶片的水平。大麦HY5转录本在暗生苗中含量极低,光照1 h后急剧增加,显著高于绿叶。在受光照的植物中,这两个基因也被光上调,但与对照相比,上调幅度较小,这可能是由于照射后不久黄化叶片中存在未修复的DNA损伤。大麦COP1在光照下的转录增强是出乎意料的,因为众所周知,COP1是植物光形态发生的负调节因子,但与AtCOP1在UV-B信号传导中的积极作用一致。HY5被认为是光诱导基因的刺激物,我们的数据也支持大麦HY5同源物的这种作用。我们的研究表明,在大麦幼苗中,COP1和HY5基因表达的调控是通过光正转录调控实现的,这表明这两个基因都参与了大麦的去黄化阶段。据我们所知,这是大麦中COP1和HY5 mrna的第一次定量,也涉及了这种作物的紫外线损伤响应。
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引用次数: 0
Gamma-ray induced pedigreed mutant population of tossa jute (Corchorus olitorius L.): a key resource for forward and reverse genetics. 伽马射线诱导的黄麻纯种突变群体:正向和反向遗传的关键资源。
Pub Date : 1900-01-01 DOI: 10.1079/9781789249095.0048
S. Choudhary, Anjay Kumar Jambhulkar, H. Sharma, A. A. Kumar, N. Kumari, D. Kumar
Abstract Narrow genetic diversity in available germplasm is a serious limiting factor for academic progress and agronomic improvement of crops like Corchorus olitorius, an economically important bast fibre crop. Mutation breeding, with its proven ability to improve qualitative as well as quantitative traits, can be employed to augment germplasm diversity. In the present study, gamma-rays were used to treat the seeds of two promising varieties, JRO 204 and JRO 8432; LD50 doses for gamma-rays were 200 Gy and 300 Gy for JRO 204 and JRO 8432, respectively. Irradiation of two varieties has resulted in the development of a large number of macro-mutants, such as twisted bark, extreme dwarf, non-abscission leaf, soft stem, hard stem and round pod mutants. Morphological and anatomical studies of these mutants gave new light on secondary growth in the species. In addition to the academic utility, these mutants will prove of immense importance to plant breeders aiming to improve fibre quality. Moreover, novel mutants will help to develop new plant architecture suitable for diversified applications of the genus.
摘要有效种质遗传多样性狭窄,严重限制了经济上重要的韧皮纤维作物Corchorus olitorius等作物的学术进步和农艺改良。突变育种已被证明具有提高质量和数量性状的能力,可用于增加种质多样性。利用伽玛射线对JRO 204和JRO 8432这两个有发展前景的品种进行了种子处理;JRO 204和JRO 8432对γ射线的LD50剂量分别为200 Gy和300 Gy。两个品种的辐照产生了大量的大突变体,如扭曲皮、极矮、不脱落叶、软茎、硬茎和圆荚突变体。这些突变体的形态学和解剖学研究为该物种的次生生长提供了新的线索。除了学术上的效用,这些突变体将被证明对旨在提高纤维质量的植物育种者具有巨大的重要性。此外,新的突变体将有助于发展适合该属多样化应用的新植物结构。
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引用次数: 0
Gamma-rays in the development of rice lines tolerant to aryloxyphenoxypropionate herbicides. 抗芳氧苯氧丙酸除草剂水稻株系发育中的伽马射线。
Pub Date : 1900-01-01 DOI: 10.1079/9781789249095.0029
A. de Andrade, A. Tulmann Neto, F. Tcacenco, R. Marschalek, Adriana Pereira, A. M. de Oliveira Neto, K. Scheuermann, E. Wickert, J. A. Noldin
Abstract The aryloxyphenoxypropionate (APP) herbicides are graminicides with excellent control of many grass weed species, including weedy rice (Oryza sativa L.). These herbicides block fatty acid biosynthesis by inhibition of the enzyme acetyl-CoA carboxylase (ACCase) and cause death of the plant. Through induced mutation of rice seeds with gamma-rays, rice lines resistant to APP have been developed. Plant dose-response assays confirmed resistance to the APP herbicides quizalofop-p-ethyl and haloxyfop-p-methyl. The carboxyl-transferase (CT) domain fragments of ACCase from the resistant line and the susceptible control were sequenced and compared. A point mutation was detected in the amino acid position 2027. Results indicated that resistance to APP herbicides is a consequence of an altered ACCase enzyme that confers resistance. APP-resistant rice provides an option to improve the efficiency of weed management in rice crops.
摘要芳氧苯氧丙酸(APP)除草剂是一种禾草除草剂,对杂草水稻(Oryza sativa L.)等多种杂草具有良好的防治效果。这些除草剂通过抑制乙酰辅酶a羧化酶(ACCase)来阻断脂肪酸的生物合成,导致植物死亡。通过伽玛射线诱变水稻种子,培育出抗APP的水稻品系。植物剂量反应试验证实对APP除草剂quizalofop-p-ethyl和haloxyfoop -p-methyl具有抗性。对抗性品系和敏感对照的ACCase羧基转移酶(CT)结构域片段进行了测序和比较。在氨基酸位置2027检测到一个点突变。结果表明,对APP除草剂的抗性是一种赋予抗性的ACCase酶改变的结果。抗app水稻为提高水稻杂草管理效率提供了一种选择。
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引用次数: 0
Somaclonal variation in clonal crops: containing the bad, exploring the good. 无性系作物的体细胞无性系变异:包治百病,探索良方。
Pub Date : 1900-01-01 DOI: 10.1079/9781789249095.0037
N. Roux, Rachel Chase, I. Van den houwe, C. Chao, X. Perrier, J. Jacquemoud-Collet, J. Sardos, M. Rouard
Abstract Somaclonal variation describes random cellular changes in plants regenerated through tissue culture. It occurs in certain crops that undergo micropropagation and has been recorded in different explant sources, from leaves and shoots to meristems and embryos. In banana (Musa spp.), a clonal crop conserved in vitro, somaclonal variation has been observed after prolonged periods in tissue culture, resulting from an increase in subcultures performed on a given clone. According to scientific literature, variants, or off-types, often show characteristics such as abnormal growth and flower or fruit defects in frequencies ranging from 1% to 32%. This variation poses a problem for gene bank managers, whose mandate is to maintain the genetic integrity of their collections for research and breeding. In the case of the Bioversity International Musa Germplasm Transit Centre (ITC), stress during the in vitro process is minimized by various techniques and plants are regenerated after 10 years, making it a long and costly process. Identifying somaclonal variation at an early stage would be an ideal solution; however, this requires suitable molecular markers. Recent studies revealed that techniques such as direct DNA sequencing and single nucleotide polymorphisms (SNPs) are able to detect the underlying factors of somaclonal variation and are becoming more accessible. On the other hand, somaclonal variation can be beneficial as it allows the natural development of new varieties and supplies genetic stocks used for future genetic studies. Harnessing the diversity of somaclones is easier, faster and cheaper compared with other methods of crop improvement, although it is also less predictable. So far, variants of crops such as apple, strawberry, potato and banana have been successfully adopted into global markets. In this chapter, we will discuss how to minimize the adverse effects of somaclonal variation while maximizing its benefits for greater crop diversity, with a particular focus on banana.
体细胞无性系变异描述了植物组织培养再生过程中细胞的随机变化。它发生在某些经过微繁殖的作物中,并已记录在不同的外植体来源中,从叶片和芽到分生组织和胚胎。香蕉(Musa spp.)是一种体外保存的无性系作物,在长时间的组织培养后,由于在给定的无性系上进行继代培养的增加,已经观察到体细胞无性系变异。根据科学文献,变异或异型通常表现出生长异常和花或果实缺陷等特征,频率从1%到32%不等。这种变异给基因库管理人员带来了一个问题,他们的任务是保持其研究和育种收集的遗传完整性。以国际生物多样性穆萨种质转运中心(ITC)为例,通过各种技术将体外过程中的胁迫降至最低,植物在10年后再生,使其成为一个漫长而昂贵的过程。在早期阶段识别体细胞无性系变异将是一个理想的解决方案;然而,这需要合适的分子标记。最近的研究表明,直接DNA测序和单核苷酸多态性(SNPs)等技术能够检测到体细胞无性系变异的潜在因素,并且越来越容易获得。另一方面,体细胞无性系变异是有益的,因为它允许新品种的自然发展,并为未来的遗传研究提供遗传资源。与其他作物改良方法相比,利用体细胞无性系的多样性更容易、更快、更便宜,尽管它也更难以预测。到目前为止,苹果、草莓、土豆和香蕉等作物的变种已经成功地进入了全球市场。在本章中,我们将讨论如何尽量减少体细胞无性系变异的不利影响,同时最大限度地提高其对作物多样性的好处,特别关注香蕉。
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引用次数: 0
60Co gamma irradiation-induced mutation in vegetatively propagated Philodendron erubescens 'Gold'. 60 . co γ辐照诱导无性繁殖紫毛菊‘金’的突变。
Pub Date : 1900-01-01 DOI: 10.1079/9781789249095.0040
Dayani Karunananda, R. Ranathunga, W. Abeysinghe
Abstract Philodendron erubescens 'Gold', an ornamental plant and a popular climber with brilliant greenish yellow leaves, is used in indoor gardening and landscaping. It is commonly propagated through vegetative cuttings, thus incorporation of new traits through conventional breeding is impracticable. As commercial floriculture always demands novel varieties, this study was carried out to induce mutation in P. erubescens 'Gold' leaves using gamma- ray irradiation. Rooted cuttings (n = 200) of P. erubescens 'Gold' were subjected to 70 Gy, 100 Gy and 150 Gy gamma-rays and recovered on a propagator. Surviving shoots were transferred to pots. Regenerated shoots were multiplied vegetatively and ten M1 lines were maintained as M1-1 to M1-10 for 12 generations (M1V12) to evaluate growth and morphological variations along with their genetic stability. Of all 70 Gy and 100 Gy treated cuttings, 24 and two, respectively, survived after 6 months. Most of the irradiated plants had lost regeneration ability except for two M1 plants, which also showed comparatively reduced growth (one leaf in 45 days). Only one regenerated M1 plant showed morphological variation in its leaves and it was multiplied and maintained as lines. Several variations, including characteristics of leaves (shape, size, colour), stems (internodal length and branching) and plant stature, were observed among M1 lines and in subsequent vegetative generations. Leaves had three different colour patches, but neither the colour nor its distribution pattern was uniform or stable. The M1-4 line showed the highest stability of colour distribution in leaves; the colour composition of its leaves ranged as 0-10% dark bluish green, 60-90% strong yellow green and 10-30% brilliant greenish yellow throughout the 12 generations. This study demonstrates that gamma irradiated P. erubescens 'Gold' line M1-4 can be a promising mutant to develop as a new Philodendron cultivar.
摘要:金色绿枝(Philodendron erubescens 'Gold)是一种观赏植物,也是一种受欢迎的攀援植物,叶子呈明亮的黄绿色,用于室内园艺和景观美化。它通常通过无性插枝繁殖,因此通过常规育种纳入新性状是不切实际的。摘要针对商业花卉栽培对新品种的需求,利用伽马射线诱变技术对紫红假单芥(P. erubescens 'Gold)叶片进行了诱变研究。在70 Gy、100 Gy和150 Gy的γ射线照射下,对200根‘金’紫杉扦插进行了处理,并在繁殖体上恢复。幸存的嫩枝被移栽到花盆里。将10个M1系保持为M1-1 ~ M1-10 12代(M1V12),评价其生长、形态变化及其遗传稳定性。在70 Gy和100 Gy处理下,6个月后分别有24个和2个扦插成活。除2株M1植株生长较弱(45 d 1片)外,其余植株均丧失再生能力。只有1株M1再生植株的叶片形态发生了变化,并作为株系进行了繁殖和维持。在M1系和随后的营养世代中观察到一些变化,包括叶片(形状、大小、颜色)、茎(节间长度和分枝)和植株高度的特征。叶片有三个不同的色块,但颜色和分布格局都不均匀或不稳定。M1-4系叶片颜色分布稳定性最高;在12代中,其叶子的颜色组成为0-10%的深蓝绿色,60-90%的强黄绿色和10-30%的亮绿黄色。本研究表明,伽玛辐照后的红毛茛‘金’系M1-4是一个很有潜力的突变体。
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引用次数: 1
Induced mutagenesis for improvement of bean (Phaseolus vulgaris L.) production in Bulgaria. 诱导诱变改良保加利亚菜豆(Phaseolus vulgaris L.)产量。
Pub Date : 1900-01-01 DOI: 10.1079/9781789249095.0018
S. Sofkova-Bobcheva, I. Pantchev, I. Kiryakov, P. Chavdarov, Y. Muhovski, F. Sarsu, N. Tomlekova
Abstract Although historically a surplus food producer, Bulgarian agriculture has faced a downturn in recent decades. Local legume cultivars have lost favour with farmers and the canning industry, due to their low productivity in comparison with imported ones. Diseases and abiotic stresses are the most important factors limiting the production of edible legumes, costing farmers hundreds of euros in lost revenue each year. The overall objective of our ongoing bean mutation breeding programme was to enrich the gene pool of Phaseolus vulgaris L. and to develop genotypes resistant to Xanthomonas axonopodis pv. phaseoli (Smith) (Xap) and Pseudomonas savastanoi pv. phaseolicola (Burkh.) (Psp) using EMS. An elite line and common cultivar (an heirloom and a snap bean type) in Bulgaria, were selected as parents and the chemical mutagen EMS was used for generating mutations. In total, 1000 seeds were treated and the two generated M1 populations were grown in the field. All M2 mutant plants (1650 from initial line IP564 and 2420 from initial cultivar 'Mastilen 11b') were grown in field conditions and a number of phenotypic changes were observed on these mutated plants. They were also screened for Xap disease resistance via leaf artificial inoculation under greenhouse conditions. Individual plant selection was performed for the putatively resistant M2 plants. In the M3 generation these lines were screened using artificial inoculation with Xap and Psp pathogens (leaves and pods) under field conditions. Selected M3-M4 lines with confirmed disease resistance were tested for fresh pod quality. Yield tests were started in M4 and M5 generations and, according to their productivity performance, mutants were advanced to the M6/M7 generation for validation. The expression patterns of genes putatively involved in the resistance reactions towards two races of Psp were determined using qRT-PCR for the specific and reference genes. In conclusion, 50 plants with visible morphological changes and/or increased tolerance to the two targeted bacterial diseases were selected. A total of 20 advanced mutant bean lines are currently being evaluated for their competitiveness in multiple sites.
虽然历史上是一个过剩的粮食生产国,保加利亚农业在近几十年来面临着低迷。由于与进口品种相比,当地豆类品种的生产率较低,因此已经失去了农民和罐头工业的青睐。疾病和非生物压力是限制食用豆类生产的最重要因素,每年给农民造成数百欧元的收入损失。我们正在进行的大豆突变育种计划的总体目标是丰富菜豆(Phaseolus vulgaris L.)的基因库,并开发抗轴索黄单胞菌(Xanthomonas axonopodis pv)的基因型。phaseoli (Smith) (Xap)和假单胞菌savastanoi pv。用EMS检测phaseolicola (Burkh.) (Psp)。选择保加利亚的一个优良品系和一个普通品种(一个传家宝和一个豆荚型)为亲本,用化学诱变剂EMS进行诱变。总共处理了1000粒种子,产生的两个M1群体在田间种植。所有M2突变株(来自初始品系IP564的1650株和来自初始栽培品种‘Mastilen 11b’的2420株)在大田条件下生长,观察到这些突变株的许多表型变化。并在温室条件下通过叶片人工接种进行了Xap抗病性筛选。对假定具有抗性的M2植株进行了单株选择。M3代采用田间人工接种Xap和Psp病原菌(叶片和荚果)进行筛选。选择抗病的M3-M4系进行鲜荚品质试验。从M4和M5代开始进行产量试验,根据其生产力表现,将突变体提前到M6/M7代进行验证。采用qRT-PCR方法对两种品种的特异基因和内参基因进行了分析。总之,选择了50株具有明显形态变化和/或对两种目标细菌病害的耐受性增强的植物。目前,共有20个高级突变豆系正在多个地点进行竞争力评估。
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引用次数: 1
The power of next-generation sequencing and machine learning for causal gene finding and prediction of phenotypes. 下一代测序和机器学习在因果基因发现和表型预测中的作用。
Pub Date : 1900-01-01 DOI: 10.1079/9781789249095.0041
A. Sowa, L. Dußling, J. Hagmann, Sebastian J. Schultheiss
Abstract The wide application of next-generation sequencing (NGS) has facilitated and accelerated causal gene finding and breeding in the field of plant sciences. A wide variety of techniques and computational strategies is available that needs to be appropriately tailored to the species, genetic architecture of the trait of interest, breeding system and available resources. Utilizing these NGS methods, the typical computational steps of marker discovery, genetic mapping and identification of causal mutations can be achieved in a single step in a cost- and time-efficient manner. Rather than focusing on a few high-impact genetic variants that explain phenotypes, increased computational power allows modelling of phenotypes based on genome-wide molecular markers, known as genomic selection (GS). Solely based on this genotype information, modern GS approaches can accurately predict breeding values for a given trait (the average effects of alleles over all loci that are anticipated to be transferred from the parent to the progeny) based on a large training population of genotyped and phenotyped individuals (Crossa et al., 2017). Once trained, the model offers great reductions in breeding speed and costs. We advocate for improving conventional GS methods by applying advanced techniques based on machine learning (ML) and outline how this approach can also be used for causal gene finding. Subsequent to genetic causes of agronomically important traits, epigenetic mechanisms such as DNA methylation play a crucial role in shaping phenotypes and can become interesting targets in breeding pipelines. We highlight an ML approach shown to detect functional methylation changes sensitively from NGS data. We give an overview about commonly applied strategies and provide practical considerations in choosing and performing NGS-based gene finding and NGS-assisted breeding.
新一代测序技术(NGS)的广泛应用促进和加速了植物科学领域因果基因的发现和育种。各种各样的技术和计算策略都是可用的,需要根据物种、感兴趣的性状的遗传结构、育种系统和可用资源进行适当的调整。利用这些NGS方法,标记发现、遗传作图和因果突变鉴定的典型计算步骤可以在一个步骤中以成本和时间效率的方式实现。计算能力的提高使得基于全基因组分子标记(即基因组选择(GS))的表型建模成为可能,而不是专注于解释表型的几个高影响遗传变异。仅基于该基因型信息,现代GS方法可以基于大量基因型和表型个体的训练群体,准确预测给定性状的育种值(等位基因在所有位点上的平均效应,预计将从亲本转移到后代)(Crossa等人,2017)。经过训练后,该模型大大降低了育种速度和成本。我们提倡通过应用基于机器学习(ML)的先进技术来改进传统的GS方法,并概述了如何将这种方法也用于因果基因发现。继农学上重要性状的遗传原因之后,表观遗传机制如DNA甲基化在塑造表型中起着至关重要的作用,并且可以成为育种管道中的有趣目标。我们强调了一种ML方法,可以从NGS数据中敏感地检测功能性甲基化变化。我们概述了常用的策略,并提供了选择和执行基于ngs的基因发现和ngs辅助育种的实际考虑。
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引用次数: 0
期刊
Mutation breeding, genetic diversity and crop adaptation to climate change
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