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Keywords = aboveground phenotypic characteristics

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15 pages, 1675 KiB  
Article
Variation in Root Traits and Root-Endophyte Interactions in Primary Synthetic Wheat Derived from Aegilops tauschii Collected from Diverse Soil Types
by Ahmed Khaled Hassan Mohammedali, Nasrein Mohamed Kamal, Yasir Serag Alnor Gorafi, Izzat Sidahmed Ali Tahir, Hisashi Tsujimoto and Takeshi Taniguchi
Agronomy 2025, 15(6), 1443; https://doi.org/10.3390/agronomy15061443 - 13 Jun 2025
Viewed by 417
Abstract
Modern wheat breeding has largely emphasized aboveground traits, often at the expense of belowground characteristics such as root biomass, architecture, and beneficial microbial associations. This has narrowed genetic diversity, impacting traits essential for stress resilience and efficient nutrient and water acquisition—factors expected to [...] Read more.
Modern wheat breeding has largely emphasized aboveground traits, often at the expense of belowground characteristics such as root biomass, architecture, and beneficial microbial associations. This has narrowed genetic diversity, impacting traits essential for stress resilience and efficient nutrient and water acquisition—factors expected to become increasingly critical under climate change. In this study, we evaluated 36 primary synthetic (PS) hexaploid wheat lines developed by crossing Aegilops tauschii with the durum wheat cultivar Langdon (LNG) and compared them with LNG and the hexaploid variety Norin 61 (N61). We observed significant variation in root length, biomass, and associations with fungal endophytes, including beneficial Arbuscular Mycorrhizal Fungi (AMF) and Serendipita indica, and pathogenic Alternaria sp. Clustering analysis based on these traits identified three distinct PS groups: (1) lines with greater root length and biomass, high AMF and S. indica colonization, and low Alternaria infection; (2) lines with intermediate traits; and (3) lines with reduced root traits and high Alternaria susceptibility. Notably, these phenotypic patterns corresponded closely with the soil classification of the Ae. tauschii progenitors’ origin, such as Cambisols (supportive of root growth), and Gleysols and Calcisols (restrictive of root growth). This highlights the soil microenvironment as a key determinant of belowground trait expression. By comparing PS lines with domesticated tetraploid and hexaploid wheat, we identified and selected PS lines derived from diverse Ae. tauschii with enhanced root traits. Our study emphasizes the potential of wild D-genome diversity to restore critical root traits for breeding resilient wheat. Full article
(This article belongs to the Special Issue Identification and Utilization of Crop Wild Relatives’ Germplasm)
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14 pages, 4469 KiB  
Article
Contribution of Photosynthetic, Root and Phenotypic Traits to Soybean Plant Height
by Rongzhen Suo, Mingjiu Wang and Tianqi Zhao
Sustainability 2024, 16(7), 2886; https://doi.org/10.3390/su16072886 - 29 Mar 2024
Cited by 1 | Viewed by 1687
Abstract
Breeding new high-yield and high-quality forage soybean cultivars is an effective approach to addressing the shortage of feed protein and sustainable agricultural development. Plant height is a key indicator of forage soybean genotypes and is closely related to forage yield. However, the determinants [...] Read more.
Breeding new high-yield and high-quality forage soybean cultivars is an effective approach to addressing the shortage of feed protein and sustainable agricultural development. Plant height is a key indicator of forage soybean genotypes and is closely related to forage yield. However, the determinants affecting soybean plant height remain highly uncertain. In order to analyze the factors contributing to plant height differences among soybean cultivars, two tall-stemmed soybean cultivars (“Neinong S001” and “Neinong S002”) and two short-stemmed soybean cultivars (“Neinong 0004” and “Neinong 0005”) were used in this study as test materials for examining aboveground phenotypic characteristics, root traits, and photosynthetic characteristics. The test materials were planted in 2018 at Chakintai Ranch (122°15′ E, 43°38′ N) using the potting method, and the indicators were measured in June. The results showed that the leaf area, root volume, and root surface area of high-stemmed soybean cultivars were significantly (p < 0.05) lower than those of short-stemmed soybean cultivars. Additionally, the dry weight of a single plant and transpiration rate were significantly (p < 0.05) higher in high-stemmed soybean cultivars compared to short-stemmed soybean cultivars. It was found that soybean plant height was significantly (p < 0.05) correlated with leaf area, leaf shape index, intercellular CO2 concentration, transpiration rate, SPAD, root weight, root length, root surface area, and root volume. Further path analyses revealed that intercellular CO2 concentration and root surface area had a direct impact on plant height, with direct effect coefficients of 0.22 and −0.91, respectively. These results provide new insights into the sustainability development and genetic enhancement of plant height characteristics in forage soybean. Full article
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24 pages, 8214 KiB  
Article
Differences in Fatty Acid and Central Carbon Metabolite Distribution among Different Tissues of Alfalfa–Rhizobia Symbiotic System
by Bao-Fu Lu, Wen-Juan Kang, Shang-Li Shi, Jian Guan, Fang Jing and Bei Wu
Agronomy 2024, 14(3), 511; https://doi.org/10.3390/agronomy14030511 - 1 Mar 2024
Cited by 2 | Viewed by 1757
Abstract
Fatty acid and central carbon metabolism are crucial energy metabolism reactions. However, to date, few studies have examined their distribution characteristics within the alfalfa–rhizobia symbiotic system. To clarify the distributional differences and accumulation rates of fatty acids and central carbon with this system, [...] Read more.
Fatty acid and central carbon metabolism are crucial energy metabolism reactions. However, to date, few studies have examined their distribution characteristics within the alfalfa–rhizobia symbiotic system. To clarify the distributional differences and accumulation rates of fatty acids and central carbon with this system, we measured the plant phenotype, nodule formation, nitrogen fixation capacity, and key nitrogen metabolism enzyme activities of Medicago sativa ‘Gannong No. 9’ 35 days post-inoculation (dpi) with Sinorhizobia meliloti LL11. Additionally, we employed targeted metabolomics to analyze central carbon and fatty acid metabolites in various tissue samples of symbiotic and control (C.K.) plants, as well as in S. meliloti LL11. We found that plant height; root length; aboveground fresh and dry weights; underground fresh and dry weights; and nitrate reductase, nitrogen reductase, glutamine synthetase, and glutamate synthase activities were significantly higher in the leaves and roots of symbiotic plants than in those of C.K. plants. Compared to symbiotic plants, C.K. plants exhibited higher total central carbon and fatty acid metabolite content, accounting for 38.61% and 48.17% of C.K. plants, respectively. We detected 32 central carbon and 40 fatty acid metabolites in S. meliloti LL11, with succinate (343,180.8603 ng·mL−1) and hexadecanoic acid (4889.7783 ng·mL−1) being the most. In both symbiotic and C.K. plants, central carbon metabolite was considerably higher than the fatty acid metabolite central. Moreover, the carbon metabolites found in symbiotic plants were primarily distributed in pink nodule roots (PNRs), with malate exhibiting the highest content (4,800,612.3450 ng·g−1), accounting for 53.09% of total central carbon metabolite content. Fatty acid metabolites were mainly found in pink root nodules (P.N.s), which are sites of nitrogen fixation. Trans-10-nonadecenoic acid and hexadecanoic acid exhibited the highest contents, comprising >15% of the total fatty acid metabolite content. We found that petroselaidic acid is only present in P.N., which seems to be closely related to the nitrogen fixation reaction in P.N. In general, symbiotic plants transfer central carbon metabolites to nodules via PNRs to drive nitrogen fixation. However, in P.N.s, these metabolites are limited, leading to accumulation in PNRs. Fatty acid metabolites, crucial for nitrogen fixation, are prevalent in P.N.s. Conversely, C.K. plants without nitrogen fixation distribute these metabolites primarily to the stems, emphasizing growth. This study provides new insights into the energy metabolism of symbiotic nitrogen fixation. Full article
(This article belongs to the Section Grassland and Pasture Science)
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18 pages, 1563 KiB  
Review
The Secrets of Meristems Initiation: Axillary Meristem Initiation and Floral Meristem Initiation
by Qingqing Yang, Cunquan Yuan, Tianci Cong and Qixiang Zhang
Plants 2023, 12(9), 1879; https://doi.org/10.3390/plants12091879 - 4 May 2023
Cited by 4 | Viewed by 4155
Abstract
The branching phenotype is an extremely important agronomic trait of plants, especially for horticultural crops. It is not only an important yield character of fruit trees, but also an exquisite ornamental trait of landscape trees and flowers. The branching characteristics of plants are [...] Read more.
The branching phenotype is an extremely important agronomic trait of plants, especially for horticultural crops. It is not only an important yield character of fruit trees, but also an exquisite ornamental trait of landscape trees and flowers. The branching characteristics of plants are determined by the periodic initiation and later development of meristems, especially the axillary meristem (AM) in the vegetative stage and the floral meristem (FM) in the reproductive stage, which jointly determine the above-ground plant architecture. The regulation of meristem initiation has made great progress in model plants in recent years. Meristem initiation is comprehensively regulated by a complex regulatory network composed of plant hormones and transcription factors. However, as it is an important trait, studies on meristem initiation in horticultural plants are very limited, and the mechanism of meristem initiation regulation in horticultural plants is largely unknown. This review summarizes recent research advances in axillary meristem regulation and mainly reviews the regulatory networks and mechanisms of AM and FM initiation regulated by transcription factors and hormones. Finally, considering the existing problems in meristem initiation studies and the need for branching trait improvement in horticulture plants, we prospect future studies to accelerate the genetic improvement of the branching trait in horticulture plants. Full article
(This article belongs to the Special Issue Flower Germplasm Resource and Genetic Breeding)
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13 pages, 1866 KiB  
Article
Phenotypic Plasticity Drives the Successful Expansion of the Invasive Plant Pedicularis kansuensis in Bayanbulak, China
by Wenchao Li, Liju Huang, Lei Yang, Yanyan Liu, Huimei Chen and Wenjun Li
Diversity 2023, 15(3), 313; https://doi.org/10.3390/d15030313 - 21 Feb 2023
Cited by 2 | Viewed by 1831
Abstract
To better understand the phenotypic plasticity of the highly invasive native weed, Pedicularis kansuensis, we investigated and compared phenotypes (morphology, biomass, and nutrient composition) at different levels of invasion (low: 0 < cover ≤ 30%; medium: 30% < cover ≤ 70%; and [...] Read more.
To better understand the phenotypic plasticity of the highly invasive native weed, Pedicularis kansuensis, we investigated and compared phenotypes (morphology, biomass, and nutrient composition) at different levels of invasion (low: 0 < cover ≤ 30%; medium: 30% < cover ≤ 70%; and high: cover > 70%). With the increase in invasion level, the plasticity of inflorescence length, single-leaf thickness, and specific leaf area increased, while the plasticity of single-leaf area and crown width decreased. During the invasion process, we observed significant density-dependent effects, including changed morphological characteristics, increased total aboveground biomass, and decreased plant height, inflorescence length, root length, crown width, single-leaf area, structure biomass of structures (root, stem, inflorescence), and individual biomass (p < 0.05). During the reproductive period of P. kansuensis, the resource allocation (C, N, and P content, total biomass, biomass allocation) to inflorescence was significantly higher than to root and stem, while the elemental ratios (C:N, C:P, N:P) of inflorescences were significantly lower than those of roots and stems (p < 0.05). When the invasion level increased, the ratio of inflorescence C:N and biomass allocation to roots increased significantly; conversely, inflorescence N and biomass allocation to inflorescences and stems decreased significantly (p < 0.05). This led to a decrease in resource allocation to aboveground parts and more resources allocated to the roots, significantly increasing the root-to-shoot ratio (p < 0.05). Based on the phenotypic differences among different invasion levels, we suggest that P. kansuensis adapted to a competitive environment by regulating morphology, biomass, and nutrient allocation, thereby enhancing the potential of invasion and spread. Full article
(This article belongs to the Section Plant Diversity)
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15 pages, 1707 KiB  
Article
Phenotypic and Chemotypic Relations among Local Andrographis paniculata (Burm. f.) Wall Landrace Collection
by Nuttacha Eva Onsa, Shashanka K. Prasad, Thanongsak Chaiyaso, Chompunut Lumsangkul and Sarana Rose Sommano
Horticulturae 2022, 8(10), 978; https://doi.org/10.3390/horticulturae8100978 - 21 Oct 2022
Cited by 2 | Viewed by 3070
Abstract
The relationship between the phenotypic and chemical composition of local Andrographis paniculata was evaluated in this study. Five seed collections were sourced from different regions of Thailand, namely Kamphaeng Saen (KS), Udon Thani (UT), Chiang Rai (CR), Chiang Mai (CM), and Ratchaburi (RB). [...] Read more.
The relationship between the phenotypic and chemical composition of local Andrographis paniculata was evaluated in this study. Five seed collections were sourced from different regions of Thailand, namely Kamphaeng Saen (KS), Udon Thani (UT), Chiang Rai (CR), Chiang Mai (CM), and Ratchaburi (RB). They were cultivated in the same conditions, potted, and partially shaded (60%) in an open conventional greenhouse. The phenology and chemical composition of these plants were assessed at the commercial harvesting stage (ca. 90 days after planting). The results indicated that UT was morphologically distinctive, illustrating the highest edible biomass yield (aerial and mature leaf size). The above-ground parts (viz., leaves and stem) were then analyzed for bioactive compounds after maceration with 80% (w/w) ethanol. It was found that the highest lactone content (~14 mg/g extract) was obtained from leaf and stem extracts of all samples except KS. Nonetheless, total phenolics and flavonoids in the stem extract of KS were found to be the highest at 3.22 and 2.42 mg/g, respectively. Phytochemicals from both leaf and stem extracts were capable of high anti-oxidant activity (~70%) as determined by DPPH and ABTS assays. Chemically, RB contained the highest 14-deoxy-11,12-didehydroandrographolide (156.98 mg/g extract), while UT and CM contained up to 0.68 mg/g extract of neoandrographolide. Classification of the samples indicated a clear relationship between the morphological traits and chemical compositions. In conclusion, our findings suggest the variations in phenotypic and chemotypic relations across the different landraces of A. paniculata. In essence, the quantity of the consumable parts was essentially the marker to describe the quality of the phytochemical constituents. The overall outcome of this study was to select the physiological characteristics that could be used for further breeding programs of the ideal variety with high productivity and higher bioactive(s) content. Full article
(This article belongs to the Section Medicinals, Herbs, and Specialty Crops)
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20 pages, 2322 KiB  
Article
Nitrogen Use Efficiency in Parent vs. Hybrid Canola under Varying Nitrogen Availabilities
by Shanay T. Williams, Sally Vail and Melissa M. Arcand
Plants 2021, 10(11), 2364; https://doi.org/10.3390/plants10112364 - 2 Nov 2021
Cited by 14 | Viewed by 3694
Abstract
Improving nitrogen use efficiency (NUE) is essential for sustainable agriculture, especially in high-N-demanding crops such as canola (Brassica napus). While advancements in above-ground agronomic practices have improved NUE, research on soil and below-ground processes are limited. Plant NUE—and its components, N [...] Read more.
Improving nitrogen use efficiency (NUE) is essential for sustainable agriculture, especially in high-N-demanding crops such as canola (Brassica napus). While advancements in above-ground agronomic practices have improved NUE, research on soil and below-ground processes are limited. Plant NUE—and its components, N uptake efficiency (NUpE), and N utilization efficiency (NUtE)—can be further improved by exploring crop variety and soil N cycling. Canola parental genotypes (NAM-0 and NAM-17) and hybrids (H151857 and H151816) were grown on a dark brown chernozem in Saskatchewan, Canada. Soil and plant samples were collected at the 5–6 leaf stage and flowering, and seeds were collected at harvest maturity. Soil N cycling varied with phenotypic stage, with higher potential ammonium oxidation rates at the 5–6 leaf stage and higher urease activity at flowering. Seed N uptake was higher under higher urea-N rates, while the converse was true for NUE metrics. Hybrids had higher yield, seed N uptake, NUtE, and NUE, with higher NUE potentially owing to higher NUtE at flowering, which led to higher yield and seed N allocation. Soil N cycling and soil N concentrations correlated for improved canola NUE, revealing below-ground breeding targets. Future studies should consider multiple root characteristics, including rhizosphere microbial N cycling, root exudates, and root system architecture, to determine the below-ground dynamics of plant NUE. Full article
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17 pages, 4392 KiB  
Article
Prediction of Aboveground Biomass of Three Cassava (Manihot esculenta) Genotypes Using a Terrestrial Laser Scanner
by Tyler Adams, Richard Bruton, Henry Ruiz, Ilse Barrios-Perez, Michael G. Selvaraj and Dirk B. Hays
Remote Sens. 2021, 13(7), 1272; https://doi.org/10.3390/rs13071272 - 26 Mar 2021
Cited by 8 | Viewed by 3730
Abstract
Challenges in rapid prototyping are a major bottleneck for plant breeders trying to develop the needed cultivars to feed a growing world population. Remote sensing techniques, particularly LiDAR, have proven useful in the quick phenotyping of many characteristics across a number of popular [...] Read more.
Challenges in rapid prototyping are a major bottleneck for plant breeders trying to develop the needed cultivars to feed a growing world population. Remote sensing techniques, particularly LiDAR, have proven useful in the quick phenotyping of many characteristics across a number of popular crops. However, these techniques have not been demonstrated with cassava, a crop of global importance as both a source of starch as well as animal fodder. In this study, we demonstrate the applicability of using terrestrial LiDAR for the determination of cassava biomass through binned height estimations, total aboveground biomass and total leaf biomass. We also tested using single LiDAR scans versus multiple registered scans for estimation, all within a field setting. Our results show that while the binned height does not appear to be an effective method of aboveground phenotyping, terrestrial laser scanners can be a reliable tool in acquiring surface biomass data in cassava. Additionally, we found that using single scans versus multiple scans provides similarly accurate correlations in most cases, which will allow for the 3D phenotyping method to be conducted even more rapidly than expected. Full article
(This article belongs to the Special Issue 3D Point Clouds for Agriculture Applications)
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19 pages, 1085 KiB  
Review
Trait-Based Root Phenotyping as a Necessary Tool for Crop Selection and Improvement
by Rebecca K. McGrail, David A. Van Sanford and David H. McNear
Agronomy 2020, 10(9), 1328; https://doi.org/10.3390/agronomy10091328 - 4 Sep 2020
Cited by 41 | Viewed by 6675
Abstract
Most of the effort of crop breeding has focused on the expression of aboveground traits with the goals of increasing yield and disease resistance, decreasing height in grains, and improvement of nutritional qualities. The role of roots in supporting these goals has been [...] Read more.
Most of the effort of crop breeding has focused on the expression of aboveground traits with the goals of increasing yield and disease resistance, decreasing height in grains, and improvement of nutritional qualities. The role of roots in supporting these goals has been largely ignored. With the increasing need to produce more food, feed, fiber, and fuel on less land and with fewer inputs, the next advance in plant breeding must include greater consideration of roots. Root traits are an untapped source of phenotypic variation that will prove essential for breeders working to increase yields and the provisioning of ecosystem services. Roots are dynamic, and their structure and the composition of metabolites introduced to the rhizosphere change as the plant develops and in response to environmental, biotic, and edaphic factors. The assessment of physical qualities of root system architecture will allow breeding for desired root placement in the soil profile, such as deeper roots in no-till production systems plagued with drought or shallow roots systems for accessing nutrients. Combining the assessment of physical characteristics with chemical traits, including enzymes and organic acid production, will provide a better understanding of biogeochemical mechanisms by which roots acquire resources. Lastly, information on the structural and elemental composition of the roots will help better predict root decomposition, their contribution to soil organic carbon pools, and the subsequent benefits provided to the following crop. Breeding can no longer continue with a narrow focus on aboveground traits, and breeding for belowground traits cannot only focus on root system architecture. Incorporation of root biogeochemical traits into breeding will permit the creation of germplasm with the required traits to meet production needs in a variety of soil types and projected climate scenarios. Full article
(This article belongs to the Section Crop Breeding and Genetics)
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16 pages, 2048 KiB  
Article
Genomic Selection for Optimum Index with Dry Biomass Yield, Dry Mass Fraction of Fresh Material, and Plant Height in Biomass Sorghum
by Ephrem Habyarimana, Marco Lopez-Cruz and Faheem S. Baloch
Genes 2020, 11(1), 61; https://doi.org/10.3390/genes11010061 - 5 Jan 2020
Cited by 25 | Viewed by 4392
Abstract
Sorghum is one of the world’s major crops, expresses traits for resilience to climate change, and can be used for several purposes including food and clean fuels. Multiple-trait genomic prediction and selection models were implemented using genotyping-by-sequencing single nucleotide polymorphism markers and phenotypic [...] Read more.
Sorghum is one of the world’s major crops, expresses traits for resilience to climate change, and can be used for several purposes including food and clean fuels. Multiple-trait genomic prediction and selection models were implemented using genotyping-by-sequencing single nucleotide polymorphism markers and phenotypic data information. We demonstrated for the first time the efficiency genomic selection modelling of index selection including biofuel traits such as aboveground biomass yield, plant height, and dry mass fraction of the fresh material. This work also sheds light, for the first time, on the promising potential of using the information from the populations grown from seed to predict the performance of the populations regrown from the rhizomes—even two winter seasons after the original trial was sown. Genomic selection modelling of the optimum index selection including the three traits of interest (plant height, aboveground dry biomass yield, and dry mass fraction of fresh mass material) was the most promising. Since the plant characteristics evaluated herein are routinely measured in cereal and other plant species of agricultural interest, it can be inferred that the findings can be transferred in other major crops. Full article
(This article belongs to the Special Issue Genetic Improvement of Cereals and Grain Legumes)
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