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Thakur NR, Gorthy S, Vemula A, Odeny DA, Ruperao P, Sargar PR, Mehtre SP, Kalpande HV, Habyarimana E. Genome-wide association study and expression of candidate genes for Fe and Zn concentration in sorghum grains. Sci Rep 2024; 14:12729. [PMID: 38830906 PMCID: PMC11148041 DOI: 10.1038/s41598-024-63308-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2023] [Accepted: 05/27/2024] [Indexed: 06/05/2024] Open
Abstract
Sorghum germplasm showed grain Fe and Zn genetic variability, but a few varieties were biofortified with these minerals. This work contributes to narrowing this gap. Fe and Zn concentrations along with 55,068 high-quality GBS SNP data from 140 sorghum accessions were used in this study. Both micronutrients exhibited good variability with respective ranges of 22.09-52.55 ppm and 17.92-43.16 ppm. Significant marker-trait associations were identified on chromosomes 1, 3, and 5. Two major effect SNPs (S01_72265728 and S05_58213541) explained 35% and 32% of Fe and Zn phenotypic variance, respectively. The SNP S01_72265728 was identified in the cytochrome P450 gene and showed a positive effect on Fe accumulation in the kernel, while S05_58213541 was intergenic near Sobic.005G134800 (zinc-binding ribosomal protein) and showed negative effect on Zn. Tissue-specific in silico expression analysis resulted in higher levels of Sobic.003G350800 gene product in several tissues such as leaf, root, flower, panicle, and stem. Sobic.005G188300 and Sobic.001G463800 were expressed moderately at grain maturity and anthesis in leaf, root, panicle, and seed tissues. The candidate genes expressed in leaves, stems, and grains will be targeted to improve grain and stover quality. The haplotypes identified will be useful in forward genetics breeding.
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Affiliation(s)
- Niranjan Ravindra Thakur
- International Crops Research Institute for the Semi-Arid Tropics, Patancheru, Telangana, India
- Vasantrao Naik Marathwada Agriculture University, Parbhani, Maharashtra, India
| | - Sunita Gorthy
- International Crops Research Institute for the Semi-Arid Tropics, Patancheru, Telangana, India
| | - AnilKumar Vemula
- International Crops Research Institute for the Semi-Arid Tropics, Patancheru, Telangana, India
| | - Damaris A Odeny
- International Crops Research Institute for the Semi-Arid Tropics, Patancheru, Telangana, India
| | - Pradeep Ruperao
- International Crops Research Institute for the Semi-Arid Tropics, Patancheru, Telangana, India
| | - Pramod Ramchandra Sargar
- International Crops Research Institute for the Semi-Arid Tropics, Patancheru, Telangana, India
- Vasantrao Naik Marathwada Agriculture University, Parbhani, Maharashtra, India
| | | | - Hirakant V Kalpande
- Vasantrao Naik Marathwada Agriculture University, Parbhani, Maharashtra, India
| | - Ephrem Habyarimana
- International Crops Research Institute for the Semi-Arid Tropics, Patancheru, Telangana, India.
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Galotta MF, Pugliese P, Gutiérrez-Boem FH, Veliz CG, Criado MV, Caputo C, Echeverria M, Roberts IN. Subtilase activity and gene expression during germination and seedling growth in barley. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2019; 139:197-206. [PMID: 30908971 DOI: 10.1016/j.plaphy.2019.03.021] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/04/2019] [Revised: 02/25/2019] [Accepted: 03/12/2019] [Indexed: 06/09/2023]
Abstract
Proteases play a main role in the mobilization of storage proteins during seed germination. Until today, there is little information about the involvement of serine proteases, particularly subtilases, in the germination of barley grains. The aims of the present work were to study the contribution of serine proteases to the total proteolytic activity induced during germination of barley grains and evaluate the specific involvement of subtilases in this process. Proteolytic activity assayed against azocasein in the presence of specific inhibitors, showed that serine proteases contributed between 10 and 20% of total activity along germination. Subtilase activity increased from day 1 after imbibition with a peak between days 4-5. Moreover, in vivo determination of subtilase activity in germinating grains revealed increasing activity along germination mainly localized in the seed endosperm and developing rootlets. Finally, the expression of 19 barley genes encoding subtilases was measured by real time PCR during germination. Three of the analyzed genes increased their expression along germination, five showed a transient induction, one was down-regulated, nine remained unchanged and one was not expressed. The present work demonstrates the involvement of subtilases in germination of barley grains and describes the positive association of eight subtilase genes to this process.
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Affiliation(s)
- María Florencia Galotta
- Instituto de Investigaciones en Biociencias Agrícolas y Ambientales (INBA), CONICET, Facultad de Agronomía, Universidad de Buenos Aires, Av. San Martín 4453, C1417DSE, Buenos Aires, Argentina
| | - Paulina Pugliese
- Instituto de Investigaciones en Biociencias Agrícolas y Ambientales (INBA), CONICET, Facultad de Agronomía, Universidad de Buenos Aires, Av. San Martín 4453, C1417DSE, Buenos Aires, Argentina
| | - Flavio H Gutiérrez-Boem
- Instituto de Investigaciones en Biociencias Agrícolas y Ambientales (INBA), CONICET, Facultad de Agronomía, Universidad de Buenos Aires, Av. San Martín 4453, C1417DSE, Buenos Aires, Argentina
| | - Cintia G Veliz
- Instituto de Investigaciones en Biociencias Agrícolas y Ambientales (INBA), CONICET, Facultad de Agronomía, Universidad de Buenos Aires, Av. San Martín 4453, C1417DSE, Buenos Aires, Argentina
| | - María Victoria Criado
- Instituto de Investigaciones en Biociencias Agrícolas y Ambientales (INBA), CONICET, Facultad de Agronomía, Universidad de Buenos Aires, Av. San Martín 4453, C1417DSE, Buenos Aires, Argentina
| | - Carla Caputo
- Instituto de Investigaciones en Biociencias Agrícolas y Ambientales (INBA), CONICET, Facultad de Agronomía, Universidad de Buenos Aires, Av. San Martín 4453, C1417DSE, Buenos Aires, Argentina
| | - Mariela Echeverria
- Instituto de Investigaciones en Biociencias Agrícolas y Ambientales (INBA), CONICET, Facultad de Agronomía, Universidad de Buenos Aires, Av. San Martín 4453, C1417DSE, Buenos Aires, Argentina
| | - Irma N Roberts
- Instituto de Investigaciones en Biociencias Agrícolas y Ambientales (INBA), CONICET, Facultad de Agronomía, Universidad de Buenos Aires, Av. San Martín 4453, C1417DSE, Buenos Aires, Argentina.
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