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Anwar A, Akhtar J, Aleem S, Aleem M, Razzaq MK, Alamri S, Raza Q, Sharif I, Iftikhar A, Naseer S, Ahmed Z, Rana IA, Arshad W, Khan MI, Bhat JA, Aleem M, Gaafar ARZ, Hodhod MS. Genome-wide identification of MGT gene family in soybean (Glycine max) and their expression analyses under magnesium stress conditions. BMC PLANT BIOLOGY 2025; 25:83. [PMID: 39838318 PMCID: PMC11752955 DOI: 10.1186/s12870-024-05985-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 12/17/2024] [Indexed: 01/23/2025]
Abstract
BACKGROUND Magnesium (Mg) is essential for plant growth and development and plays critical roles in physiological and biochemical processes. Mg deficiency adversely affects growth of plants by limiting shoot and root development, disturbing the structure and membranes of the grana, reducing photosynthesis efficiency, and lowering net CO2 assimilation. The MGT (Magnesium transporter) family is responsible for the absorption and transportation of magnesium in plants. Although the MGT family has been identified in different plant species, research regarding the soybean MGT genes is limited. RESULTS In the current study, a total of 39 MGT genes distributed on 17 different chromosomes were identified in soybean. Phylogenetic analysis classified GmMGTs into three subgroups, NIPA, MRS2/MGT, and CorA, which showed little homology with MGTs of Arabidopsis thaliana and Oryza sativa members and clustered tightly with GmMGTs. Gene structure and conserved motif analysis also confirmed similar grouping in GmMGTs. The expansion of the GmMGT members in NIPA and MRS2/MGT was predicted, while CorA was identified as the most conserved group in G. max. Segmental duplication under purifying selection pressure was identified as the major driving force in the expansion of MGTs in soybean. GmMGTs showed diverse tissue-specific and stress-response expression patterns due to the presence of stress-related cis-regulatory elements in their promoter regions. Under Mg-deficiency and surplus stress conditions, a decrease in root length, shoot length, and root and shoot fresh as well dry weight in susceptible genotypes showed the variegated expression of MGTs in soybean genotypes. Furthermore, the upregulation of GmMGT2 and GmMGT29 in tolerant genotypes in response to Mg-deficiency as well as surplus stress conditions in leaves suggested the essential role of GmMGT genes in the absorption and transportation of Mg in soybean leaves. CONCLUSION This study presents a comprehensive analysis of the MGT gene family in soybean, providing insights into their evolutionary relationships, gene classification, protein structures, and expression patterns under both Mg deficiency and Mg surplus conditions.
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Affiliation(s)
- Ammar Anwar
- Department of Plant Breeding and Genetics, University of Agriculture, Faisalabad, Pakistan
| | - Junaid Akhtar
- Department of Plant Breeding and Genetics, University of Agriculture, Faisalabad, Pakistan
| | - Saba Aleem
- Barani Agricultural Research Station, FatehjangAyub Agricultural Research Institute, Faisalabad, Pakistan
| | - Maida Aleem
- Department of Botany, University of Agriculture, Faisalabad, Pakistan
| | | | - Saud Alamri
- Department of Botany and Microbiology, College of Science, King Saud University, Riyadh, 11451, Saudi Arabia
| | - Qasim Raza
- Department of Plant Breeding and Genetics, University of Agriculture, Faisalabad, Pakistan
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Iram Sharif
- Cotton Research Station, Faisalabad, Ayub Agricultural Research Institute, Faisalabad, Pakistan
| | - Arooj Iftikhar
- Department of Environmental Sciences, University of Veterinary and Animal Sciences, Lahore, Pakistan
| | - Shehreen Naseer
- Department of Plant Breeding and Genetics, University of Agriculture, Faisalabad, Pakistan
| | - Zaheer Ahmed
- Department of Plant Breeding and Genetics, University of Agriculture, Faisalabad, Pakistan
| | - Iqrar Ahmed Rana
- Centre of Agricultural Biochemistry and Biotechnology (CABB), University of University of Agriculture, Faisalabad, Pakistan
| | - Waheed Arshad
- Barani Agricultural Research Station, FatehjangAyub Agricultural Research Institute, Faisalabad, Pakistan
| | - Muhammad Imran Khan
- Barani Agricultural Research Station, FatehjangAyub Agricultural Research Institute, Faisalabad, Pakistan
| | | | - Muqadas Aleem
- Department of Plant Breeding and Genetics, University of Agriculture, Faisalabad, Pakistan.
- The Center for Advanced Studies in Agriculture and Food Security, University of Agriculture, Faisalabad, Pakistan.
| | - Abdel-Rhman Z Gaafar
- Department of Botany and Microbiology, College of Science, King Saud University, Riyadh, 11451, Saudi Arabia
| | - Mohamed S Hodhod
- Faculty of Biotechnology, October University for Modern Sciences & Arts, 6th October City, Egypt
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Patial M, Navathe S, He X, Kamble U, Kumar M, Joshi AK, Singh PK. Novel resistance loci for quantitative resistance to Septoria tritici blotch in Asian wheat (Triticum aestivum) via genome-wide association study. BMC PLANT BIOLOGY 2024; 24:846. [PMID: 39251916 PMCID: PMC11382471 DOI: 10.1186/s12870-024-05547-x] [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: 03/21/2024] [Accepted: 08/26/2024] [Indexed: 09/11/2024]
Abstract
BACKGROUND Septoria tritici blotch (STB) disease causes yield losses of up to 50 per cent in susceptible wheat cultivars and can reduce wheat production. In this study, genomic architecture for adult-plant STB resistance in a Septoria Association Mapping Panel (SAMP) having 181 accessions and genomic regions governing STB resistance in a South Asian wheat panel were looked for. RESULTS Field experiments during the period from 2019 to 2021 revealed those certain accessions, namely BGD52 (CHIR7/ANB//CHIR1), BGD54 (CHIR7/ANB//CHIR1), IND92 (WH 1218), IND8 (DBW 168), and IND75 (PBW 800), exhibited a high level of resistance. Genetic analysis revealed the presence of 21 stable quantitative trait nucleotides (QTNs) associated with resistance to STB (Septoria tritici blotch) on all wheat chromosomes, except for 2D, 3A, 3D, 4A, 4D, 5D, 6B, 6D, and 7A. These QTNs were predominantly located in chromosome regions previously identified as associated with STB resistance. Three Quantitative Trait Loci (QTNs) were found to have significant phenotypic effects in field evaluations. These QTNs are Q.STB.5A.1, Q.STB.5B.1, and Q.STB.5B.3. Furthermore, it is possible that the QTNs located on chromosomes 1A (Q.STB.1A.1), 2A (Q.STB_DH.2A.1, Q.STB.2A.3), 2B (Q.STB.2B.4), 5A (Q.STB.5A.1, Q.STB.5A.2), and 7B (Q.STB.7B.2) could potentially be new genetic regions associated with resistance. CONCLUSION Our findings demonstrate the importance of Asian bread wheat as a source of STB resistance alleles and novel stable QTNs for wheat breeding programs aiming to develop long-lasting and wide-ranging resistance to Zymoseptoria tritici in wheat cultivars.
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Affiliation(s)
- Madhu Patial
- ICAR-Indian Agricultural Research Institute, Regional Station, Shimla, 171004, India
| | - Sudhir Navathe
- Agharkar Research Institute, G.G. Agharkar Road, Pune, 411004, India
| | - Xinyao He
- International Maize and Wheat Improvement Centre (CIMMYT) Apdo, Postal 6-641, Mexico City, Mexico
| | - Umesh Kamble
- ICAR-Indian Institute of Wheat and Barley Research, Karnal, 132001, India
| | - Manjeet Kumar
- ICAR-Indian Agricultural Research Institute, Pusa, New Delhi, 110012, India
| | - Arun Kumar Joshi
- Borlaug Institute for South Asia, NASC Complex, G-2, B-Block, New Delhi, 110012, India
| | - Pawan Kumar Singh
- International Maize and Wheat Improvement Centre (CIMMYT) Apdo, Postal 6-641, Mexico City, Mexico.
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Mushtaq MA, Ahmed HGMD, Zeng Y. Applications of Artificial Intelligence in Wheat Breeding for Sustainable Food Security. SUSTAINABILITY 2024; 16:5688. [DOI: 10.3390/su16135688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2024]
Abstract
In agriculture, especially in crop breeding, innovative approaches are required to address the urgent issues posed by climate change and global food security. Artificial intelligence (AI) is a revolutionary technology in wheat breeding that provides new approaches to improve the ability of crops to withstand and produce higher yields in response to changing climate circumstances. This review paper examines the incorporation of artificial intelligence (AI) into conventional wheat breeding methods, with a focus on the contribution of AI in tackling the intricacies of contemporary agriculture. This review aims to assess the influence of AI technologies on enhancing the efficiency, precision, and sustainability of wheat breeding projects. We conduct a thorough analysis of recent research to evaluate several applications of artificial intelligence, such as machine learning (ML), deep learning (DL), and genomic selection (GS). These technologies expedite the swift analysis and interpretation of extensive datasets, augmenting the process of selecting and breeding wheat varieties that are well-suited to a wide range of environmental circumstances. The findings from the examined research demonstrate notable progress in wheat breeding as a result of artificial intelligence. ML algorithms have enhanced the precision of predicting phenotypic traits, whereas genomic selection has reduced the duration of breeding cycles. Utilizing artificial intelligence, high-throughput phenotyping allows for meticulous examination of plant characteristics under different stress environments, facilitating the identification of robust varieties. Furthermore, AI-driven models have exhibited superior predicted accuracies for crop productivity and disease resistance in comparison to conventional methods. AI technologies play a crucial role in the modernization of wheat breeding, providing significant enhancements in crop performance and adaptability. This integration not only facilitates the growth of wheat cultivars that provide large yields and can withstand stressful conditions but also strengthens global food security in the context of climate change. Ongoing study and collaboration across several fields are crucial to improving and optimizing these AI applications, ultimately enhancing their influence on sustainable agriculture.
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Affiliation(s)
- Muhammad Ahtasham Mushtaq
- Department of Plant Breeding and Genetics, Faculty of Agriculture and Environment, The Islamia University of Bahawalpur, Bahawalpur 63100, Pakistan
| | - Hafiz Ghulam Muhu-Din Ahmed
- Department of Plant Breeding and Genetics, Faculty of Agriculture and Environment, The Islamia University of Bahawalpur, Bahawalpur 63100, Pakistan
- Biotechnology and Germplasm Resources Institute, Yunnan Academy of Agricultural Sciences, Kunming 650205, China
| | - Yawen Zeng
- Biotechnology and Germplasm Resources Institute, Yunnan Academy of Agricultural Sciences, Kunming 650205, China
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Mohamadi SF, Babaeian Jelodar N, Bagheri N, Nematzadeh G, Hashemipetroudi SH. New insights into comprehensive analysis of magnesium transporter ( MGT) gene family in rice ( Oryza sativa L.). 3 Biotech 2023; 13:322. [PMID: 37649592 PMCID: PMC10462602 DOI: 10.1007/s13205-023-03735-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2022] [Accepted: 07/18/2023] [Indexed: 09/01/2023] Open
Abstract
Magnesium transporters (MGTs) regulate magnesium absorption, transport, and redistribution in higher plants. To investigate the role of the Oryza sativa MGTs gene family members under salt stress, this study analyzed the protein properties, gene structure, phylogenetic relationship, synteny patterns, expression, and co-expression networks of 23 non-redundant OsMGT. The evolutionary relationship of the OsMGT gene family was fully consistent with their functional domain, and were divided into three main classes based on the conserved domain: MMgT, CorA-like, and NIPA. The α/β patterns in the protein structures were highly similar in the CorA-like and NIPA members, with the conserved structures in the Mg2+-binding and catalytic regions. The CorA-like clade-related proteins demonstrated the highest numbers of protein channels with Pro, Ser, Lys, Gly, and Tyr, as the critical binding residues. The expression analysis of OsMGT genes in various tissues showed that MGTs' gene family may possess critical functions during rice development. Gene expression analysis of candidate OsMGT using reverse-transcription quantitative real-time PCR (RT-qPCR) found that four OsMGT genes exhibited different expression patterns in salt-sensitive and salt-tolerant rice genotypes. We hypothesize that the OsMGT gene family members may be involved in responses to salt stress. These findings could be useful for further functional investigation of MGTs as well as defining their involvement in abiotic stress studies. Supplementary Information The online version contains supplementary material available at 10.1007/s13205-023-03735-4.
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Affiliation(s)
- Seyede Fateme Mohamadi
- Department of Plant Breeding, Faculty of Crop Science, Sari Agricultural Sciences and Natural Resources University (SANRU), Sari, Iran
| | - Nadali Babaeian Jelodar
- Department of Plant Breeding, Faculty of Crop Science, Sari Agricultural Sciences and Natural Resources University (SANRU), Sari, Iran
| | - Nadali Bagheri
- Department of Plant Breeding, Faculty of Crop Science, Sari Agricultural Sciences and Natural Resources University (SANRU), Sari, Iran
| | - Ghorbanali Nematzadeh
- Department of Genetic Engineering and Biology, Genetics and Agricultural Biotechnology Institute of Tabarestan (GABIT), Sari Agricultural Sciences and Natural Resources University (SANRU), Sari, 4818166996 Iran
| | - Seyyed Hamidreza Hashemipetroudi
- Department of Genetic Engineering and Biology, Genetics and Agricultural Biotechnology Institute of Tabarestan (GABIT), Sari Agricultural Sciences and Natural Resources University (SANRU), Sari, 4818166996 Iran
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Xu H, Chang Q, Huang L, Wei P, Song Y, Guo Z, Peng YL, Fan J. An Agrobacterium-Mediated Transient Expression Method for Functional Assay of Genes Promoting Disease in Monocots. Int J Mol Sci 2023; 24:ijms24087636. [PMID: 37108797 PMCID: PMC10142106 DOI: 10.3390/ijms24087636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 04/14/2023] [Accepted: 04/18/2023] [Indexed: 04/29/2023] Open
Abstract
Agrobacterium-mediated transient expression (AMTE) has been widely used for high-throughput assays of gene function in diverse plant species. However, its application in monocots is still limited due to low expression efficiency. Here, by using histochemical staining and a quantitative fluorescence assay of β-glucuronidase (GUS) gene expression, we investigated factors affecting the efficiency of AMTE on intact barley plants. We found prominent variation in GUS expression levels across diverse vectors commonly used for stable transformation and that the vector pCBEP produced the highest expression. Additionally, concurrent treatments of plants with one day of high humidity and two days of darkness following agro-infiltration also significantly increased GUS expression efficiency. We thus established an optimized method for efficient AMTE on barley and further demonstrated its efficiency on wheat and rice plants. We showed that this approach could produce enough proteins suitable for split-luciferase assays of protein-protein interactions on barley leaves. Moreover, we incorporated the AMTE protocol into the functional dissection of a complex biological process such as plant disease. Based on our previous research, we used the pCBEP vector to construct a full-length cDNA library of genes upregulated during the early stage of rice blast disease. A subsequent screen of the library by AMTE identified 15 candidate genes (out of ~2000 clones) promoting blast disease on barley plants. Four identified genes encode chloroplast-related proteins: OsNYC3, OsNUDX21, OsMRS2-9, and OsAk2. These genes were induced during rice blast disease; however, constitutive overexpression of these genes conferred enhanced disease susceptibility to Colletotrichum higginsianum in Arabidopsis. These observations highlight the power of the optimized AMTE approach on monocots as an effective tool for facilitating functional assays of genes mediating complex processes such as plant-microbe interactions.
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Affiliation(s)
- Haijiao Xu
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China
| | - Qingle Chang
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China
| | - Luli Huang
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China
| | - Peiyao Wei
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China
| | - Yulu Song
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China
| | - Zejian Guo
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China
| | - You-Liang Peng
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China
| | - Jun Fan
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China
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