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Hufnagel B, Bernardino KC, Malosetti M, Sousa SM, Silva LA, Guimaraes CT, Coelho AM, Santos TT, Viana JHM, Schaffert RE, Kochian LV, Eeuwijk FA, Magalhaes JV. Multi-trait association mapping for phosphorous efficiency reveals flexible root architectures in sorghum. BMC PLANT BIOLOGY 2024; 24:562. [PMID: 38877425 PMCID: PMC11179229 DOI: 10.1186/s12870-024-05183-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Accepted: 05/22/2024] [Indexed: 06/16/2024]
Abstract
BACKGROUND On tropical regions, phosphorus (P) fixation onto aluminum and iron oxides in soil clays restricts P diffusion from the soil to the root surface, limiting crop yields. While increased root surface area favors P uptake under low-P availability, the relationship between the three-dimensional arrangement of the root system and P efficiency remains elusive. Here, we simultaneously assessed allelic effects of loci associated with a variety of root and P efficiency traits, in addition to grain yield under low-P availability, using multi-trait genome-wide association. We also set out to establish the relationship between root architectural traits assessed in hydroponics and in a low-P soil. Our goal was to better understand the influence of root morphology and architecture in sorghum performance under low-P availability. RESULT In general, the same alleles of associated SNPs increased root and P efficiency traits including grain yield in a low-P soil. We found that sorghum P efficiency relies on pleiotropic loci affecting root traits, which enhance grain yield under low-P availability. Root systems with enhanced surface area stemming from lateral root proliferation mostly up to 40 cm soil depth are important for sorghum adaptation to low-P soils, indicating that differences in root morphology leading to enhanced P uptake occur exactly in the soil layer where P is found at the highest concentration. CONCLUSION Integrated QTLs detected in different mapping populations now provide a comprehensive molecular genetic framework for P efficiency studies in sorghum. This indicated extensive conservation of P efficiency QTL across populations and emphasized the terminal portion of chromosome 3 as an important region for P efficiency in sorghum. Increases in root surface area via enhancement of lateral root development is a relevant trait for sorghum low-P soil adaptation, impacting the overall architecture of the sorghum root system. In turn, particularly concerning the critical trait for water and nutrient uptake, root surface area, root system development in deeper soil layers does not occur at the expense of shallow rooting, which may be a key reason leading to the distinctive sorghum adaptation to tropical soils with multiple abiotic stresses including low P availability and drought.
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Affiliation(s)
- Barbara Hufnagel
- Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil
- CIRAD, UMR AGAP Institut, Petit-Bourg, Guadeloupe, F-97170, France
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, Montpellier, France
| | | | - Marcos Malosetti
- Biometris, Wageningen University and Research Center, Wageningen, 6700AC, The Netherlands
- BASF - Nunhems, Nunhem, The Netherlands
| | - Sylvia M Sousa
- Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil
| | - Lidianne A Silva
- Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil
- Universidade Federal do Acre, Rio Branco, Acre, 69920-900, Brazil
| | | | | | | | - Joao H M Viana
- Embrapa Maize and Sorghum, Sete Lagoas, Minas Gerais, 35701-970, Brazil
| | | | - Leon V Kochian
- Global Institute for Food Security, University of Saskatchewan, Saskatoon, SK, S7N 4J8, Canada
| | - Fred A Eeuwijk
- Biometris, Wageningen University and Research Center, Wageningen, 6700AC, The Netherlands
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Hostetler AN, Morais de Sousa Tinoco S, Sparks EE. Root responses to abiotic stress: a comparative look at root system architecture in maize and sorghum. JOURNAL OF EXPERIMENTAL BOTANY 2024; 75:553-562. [PMID: 37798135 DOI: 10.1093/jxb/erad390] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 10/04/2023] [Indexed: 10/07/2023]
Abstract
Under all environments, roots are important for plant anchorage and acquiring water and nutrients. However, there is a knowledge gap regarding how root architecture contributes to stress tolerance in a changing climate. Two closely related plant species, maize and sorghum, have distinct root system architectures and different levels of stress tolerance, making comparative analysis between these two species an ideal approach to resolve this knowledge gap. However, current research has focused on shared aspects of the root system that are advantageous under abiotic stress conditions rather than on differences. Here we summarize the current state of knowledge comparing the root system architecture relative to plant performance under water deficit, salt stress, and low phosphorus in maize and sorghum. Under water deficit, steeper root angles and deeper root systems are proposed to be advantageous for both species. In saline soils, a reduction in root length and root number has been described as advantageous, but this work is limited. Under low phosphorus, root systems that are shallow and wider are beneficial for topsoil foraging. Future work investigating the differences between these species will be critical for understanding the role of root system architecture in optimizing plant production for a changing global climate.
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Affiliation(s)
- Ashley N Hostetler
- Department of Plant and Soil Sciences and the Delaware Biotechnology Institute, University of Delaware, Newark, DE 19711, USA
| | | | - Erin E Sparks
- Department of Plant and Soil Sciences and the Delaware Biotechnology Institute, University of Delaware, Newark, DE 19711, USA
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Silva KJ, Santos CV, Menezes CB, de Sousa SM. Sorghum hybrids grown in hydroponics contrast for phosphorus use efficiency. BRAZ J BIOL 2024; 84:e253083. [DOI: 10.1590/1519-6984.253083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Accepted: 11/12/2021] [Indexed: 11/22/2022] Open
Abstract
Abstract Phosphorus (P) use efficiency is crucial for sorghum production. P acquisition efficiency is the most important component of P use efficiency. The early-stage evaluation of plant development is a useful tool for identifying P-efficient genotypes. This study aimed to identify sorghum hybrids that are efficient in P use efficiency and assess the genetic diversity among hybrids based on traits related to P acquisition efficiency. Thus, 38 sorghum hybrids and two inbred lines (checks) were evaluated under low and high P in a paper pouch system with nutrient solution. Biomass and root traits related to P efficiency were measured. There was no interaction between genotypes and P levels concerning all evaluated traits. The biomass and root traits, except root diameter, presented smaller means under low P than high P. Efficient and inefficient hybrids under each P level were identified. The genetic diversity assessment grouped these genotypes in different clusters. The hybrids AG1090, MSK326, AG1060, 1G100, AS 4639, DKB 540, and DKB 590 were superior under low-P and high-P. Hybrids SC121, 1236020 e 1167017 presented the lowest means than all other hybrids, under both conditions. The evaluated hybrids showed phenotypic diversity for traits related to P acquisition, such as root length and root surface area, which can be useful for establishing selection strategies for sorghum breeding programs and increasing P use efficiency.
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Ribeiro CAG, de Sousa Tinoco SM, de Souza VF, Negri BF, Gault CM, Pastina MM, Magalhaes JV, Guimarães LJM, de Barros EG, Buckler ES, Guimaraes CT. Genome-Wide Association Study for Root Morphology and Phosphorus Acquisition Efficiency in Diverse Maize Panels. Int J Mol Sci 2023; 24:ijms24076233. [PMID: 37047206 PMCID: PMC10094163 DOI: 10.3390/ijms24076233] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 03/14/2023] [Accepted: 03/15/2023] [Indexed: 03/29/2023] Open
Abstract
Maximizing soil exploration through modifications of the root system is a strategy for plants to overcome phosphorus (P) deficiency. Genome-wide association with 561 tropical maize inbred lines from Embrapa and DTMA panels was undertaken for root morphology and P acquisition traits under low- and high-P concentrations, with 353,540 SNPs. P supply modified root morphology traits, biomass and P content in the global maize panel, but root length and root surface area changed differentially in Embrapa and DTMA panels. This suggests that different root plasticity mechanisms exist for maize adaptation to low-P conditions. A total of 87 SNPs were associated to phenotypic traits in both P conditions at −log10(p-value) ≥ 5, whereas only seven SNPs reached the Bonferroni significance. Among these SNPs, S9_137746077, which is located upstream of the gene GRMZM2G378852 that encodes a MAPKKK protein kinase, was significantly associated with total seedling dry weight, with the same allele increasing root length and root surface area under P deficiency. The C allele of S8_88600375, mapped within GRMZM2G044531 that encodes an AGC kinase, significantly enhanced root length under low P, positively affecting root surface area and seedling weight. The broad genetic diversity evaluated in this panel suggests that candidate genes and favorable alleles could be exploited to improve P efficiency in maize breeding programs of Africa and Latin America.
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Affiliation(s)
- Carlos Alexandre Gomes Ribeiro
- Programa de Pós-Graduação em Genética e Melhoramento, Universidade Federal de Viçosa, Viçosa 36570-000, Minas Gerais, Brazil
| | | | - Vander Fillipe de Souza
- Programa de Pós-Graduação em Bioengenharia, Universidade Federal de São João del-Rei, São João del-Rei 36301-160, Minas Gerais, Brazil
| | - Barbara França Negri
- Programa de Pós-Graduação em Bioengenharia, Universidade Federal de São João del-Rei, São João del-Rei 36301-160, Minas Gerais, Brazil
| | | | | | | | | | - Everaldo Gonçalves de Barros
- Programa de Pós-Graduação em Genética e Melhoramento, Universidade Federal de Viçosa, Viçosa 36570-000, Minas Gerais, Brazil
| | - Edward S. Buckler
- Institute for Genomic Diversity, Cornell University, Ithaca, NY 14853, USA
- USDA-ARS, Robert Holley Center, Ithaca, NY 14853, USA
| | - Claudia Teixeira Guimaraes
- Embrapa Milho e Sorgo, Sete Lagoas 35701-970, Minas Gerais, Brazil
- Programa de Pós-Graduação em Bioengenharia, Universidade Federal de São João del-Rei, São João del-Rei 36301-160, Minas Gerais, Brazil
- Correspondence: ; Tel.: +55-31-3027-1300
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Aruna C, Das IK, Reddy PS, Ghorade RB, Gulhane AR, Kalpande VV, Kajjidoni ST, Hanamaratti NG, Chattannavar SN, Mehtre S, Gholve V, Kamble KR, Deepika C, Kannababu N, Bahadure DM, Govindaraj M, Tonapi VA. Development of Sorghum Genotypes for Improved Yield and Resistance to Grain Mold Using Population Breeding Approach. FRONTIERS IN PLANT SCIENCE 2021; 12:687332. [PMID: 34394141 PMCID: PMC8355698 DOI: 10.3389/fpls.2021.687332] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Accepted: 06/24/2021] [Indexed: 06/03/2023]
Abstract
The infection caused by grain mold in rainy season grown sorghum deteriorates the physical and chemical quality of the grain, which causes a reduction in grain size, blackening, and making them unfit for human consumption. Therefore, the breeding for grain mold resistance has become a necessity. Pedigree breeding has been widely used across the globe to tackle the problem of grain mold. In the present study, a population breeding approach was employed to develop genotypes resistant to grain mold. The complex genotype × environment interactions (GEIs) make the task of identifying stable grain mold-resistant lines with good grain yield (GY) challenging. In this study, the performance of the 33 population breeding derivatives selected from the four-location evaluation of 150 genotypes in 2017 was in turn evaluated over four locations during the rainy season of 2018. The Genotype plus genotype-by-environment interaction (GGE) biplot analysis was used to analyze a significant GEI observed for GY, grain mold resistance, and all other associated traits. For GY, the location explained a higher proportion of variation (51.7%) while genotype (G) × location (L) contributed to 21.9% and the genotype contributed to 11.2% of the total variation. For grain mold resistance, G × L contributed to a higher proportion of variation (30.7%). A graphical biplot approach helped in identifying promising genotypes for GY and grain mold resistance. Among the test locations, Dharwad was an ideal location for both GY and grain mold resistance. The test locations were partitioned into three clusters for GY and two clusters for grain mold resistance through a "which-won-where" study. Best genotypes in each of these clusters were selected. The breeding for a specific cluster is suggested. Genotype-by-trait biplots indicated that GY is influenced by flowering time, 100-grain weight (HGW), and plant height (PH), whereas grain mold resistance is influenced by glume coverage and PH. Because GY and grain mold score were independent of each other, there is a scope to improve both yield and resistance together.
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Affiliation(s)
- C. Aruna
- ICAR-Indian Institute of Millets Research, Hyderabad, India
| | - I. K. Das
- ICAR-Indian Institute of Millets Research, Hyderabad, India
| | | | - R. B. Ghorade
- Dr. Panjabrao Deshmukh Krishi Vidyapeeth, Akola, India
| | - A. R. Gulhane
- Dr. Panjabrao Deshmukh Krishi Vidyapeeth, Akola, India
| | | | | | | | | | - Shivaji Mehtre
- Vasantrao Naik Marathwada Krishi Vidyapeeth, Parbhani, India
| | - Vikram Gholve
- Vasantrao Naik Marathwada Krishi Vidyapeeth, Parbhani, India
| | - K. R. Kamble
- Vasantrao Naik Marathwada Krishi Vidyapeeth, Parbhani, India
| | - C. Deepika
- ICAR-Indian Institute of Millets Research, Hyderabad, India
| | - N. Kannababu
- ICAR-Indian Institute of Millets Research, Hyderabad, India
| | - D. M. Bahadure
- ICAR-Indian Institute of Millets Research, Hyderabad, India
| | | | - V. A. Tonapi
- ICAR-Indian Institute of Millets Research, Hyderabad, India
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