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Khassanova G, Oshergina I, Ten E, Jatayev S, Zhanbyrshina N, Gabdola A, Gupta NK, Schramm C, Pupulin A, Philp-Dutton L, Anderson P, Sweetman C, Jenkins CL, Soole KL, Shavrukov Y. Zinc finger knuckle genes are associated with tolerance to drought and dehydration in chickpea ( Cicer arietinum L.). FRONTIERS IN PLANT SCIENCE 2024; 15:1354413. [PMID: 38766473 PMCID: PMC11099236 DOI: 10.3389/fpls.2024.1354413] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 04/17/2024] [Indexed: 05/22/2024]
Abstract
Chickpea (Cicer arietinum L.) is a very important food legume and needs improved drought tolerance for higher seed production in dry environments. The aim of this study was to determine diversity and genetic polymorphism in zinc finger knuckle genes with CCHC domains and their functional analysis for practical improvement of chickpea breeding. Two CaZF-CCHC genes, Ca04468 and Ca07571, were identified as potentially important candidates associated with plant responses to drought and dehydration. To study these genes, various methods were used including Sanger sequencing, DArT (Diversity array technology) and molecular markers for plant genotyping, gene expression analysis using RT-qPCR, and associations with seed-related traits in chickpea plants grown in field trials. These genes were studied for genetic polymorphism among a set of chickpea accessions, and one SNP was selected for further study from four identified SNPs between the promoter regions of each of the two genes. Molecular markers were developed for the SNP and verified using the ASQ and CAPS methods. Genotyping of parents and selected breeding lines from two hybrid populations, and SNP positions on chromosomes with haplotype identification, were confirmed using DArT microarray analysis. Differential expression profiles were identified in the parents and the hybrid populations under gradual drought and rapid dehydration. The SNP-based genotypes were differentially associated with seed weight per plant but not with 100 seed weight. The two developed and verified SNP molecular markers for both genes, Ca04468 and Ca07571, respectively, could be used for marker-assisted selection in novel chickpea cultivars with improved tolerance to drought and dehydration.
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Affiliation(s)
- Gulmira Khassanova
- Faculty of Agronomy, S.Seifullin Kazakh AgroTechnical Research University, Astana, Kazakhstan
- Department of Crop Breeding, A.I.Barayev Research and Production Centre of Grain Farming, Shortandy, Kazakhstan
| | - Irina Oshergina
- Department of Crop Breeding, A.I.Barayev Research and Production Centre of Grain Farming, Shortandy, Kazakhstan
| | - Evgeniy Ten
- Department of Crop Breeding, A.I.Barayev Research and Production Centre of Grain Farming, Shortandy, Kazakhstan
| | - Satyvaldy Jatayev
- Faculty of Agronomy, S.Seifullin Kazakh AgroTechnical Research University, Astana, Kazakhstan
| | - Nursaule Zhanbyrshina
- Faculty of Agronomy, S.Seifullin Kazakh AgroTechnical Research University, Astana, Kazakhstan
| | - Ademi Gabdola
- Faculty of Agronomy, S.Seifullin Kazakh AgroTechnical Research University, Astana, Kazakhstan
| | - Narendra K. Gupta
- Department of Plant Physiology, Sri Karan Narendra (SNK) Agricultural University, Jobster, Rajastan, India
| | - Carly Schramm
- College of Science and Engineering (Biological Sciences), Flinders University, Adelaide, SA, Australia
| | - Antonio Pupulin
- College of Science and Engineering (Biological Sciences), Flinders University, Adelaide, SA, Australia
| | - Lauren Philp-Dutton
- College of Science and Engineering (Biological Sciences), Flinders University, Adelaide, SA, Australia
| | - Peter Anderson
- College of Science and Engineering (Biological Sciences), Flinders University, Adelaide, SA, Australia
| | - Crystal Sweetman
- College of Science and Engineering (Biological Sciences), Flinders University, Adelaide, SA, Australia
| | - Colin L.D. Jenkins
- College of Science and Engineering (Biological Sciences), Flinders University, Adelaide, SA, Australia
| | - Kathleen L. Soole
- College of Science and Engineering (Biological Sciences), Flinders University, Adelaide, SA, Australia
| | - Yuri Shavrukov
- College of Science and Engineering (Biological Sciences), Flinders University, Adelaide, SA, Australia
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Uba CU, Oselebe HO, Tesfaye AA, Abtew WG. Association mapping in bambara groundnut [Vigna subterranea (L.) Verdc.] reveals loci associated with agro-morphological traits. BMC Genomics 2023; 24:593. [PMID: 37803263 PMCID: PMC10557193 DOI: 10.1186/s12864-023-09684-9] [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: 03/12/2023] [Accepted: 09/19/2023] [Indexed: 10/08/2023] Open
Abstract
BACKGROUND Genome-wide association studies (GWAS) are important for the acceleration of crop improvement through knowledge of marker-trait association (MTA). This report used DArT SNP markers to successfully perform GWAS on agro-morphological traits using 270 bambara groundnut [Vigna subterranea (L.) Verdc.] landraces sourced from diverse origins. The study aimed to identify marker traits association for nine agronomic traits using GWAS and their candidate genes. The experiment was conducted at two different locations laid out in alpha lattice design. The cowpea [Vigna unguiculata (L.) Walp.] reference genome (i.e. legume genome most closely related to bambara groundnut) assisted in the identification of candidate genes. RESULTS The analyses showed that linkage disequilibrium was found to decay rapidly with an average genetic distance of 148 kb. The broadsense heritability was relatively high and ranged from 48.39% (terminal leaf length) to 79.39% (number of pods per plant). The GWAS identified a total of 27 significant marker-trait associations (MTAs) for the nine studied traits explaining 5.27% to 24.86% of phenotypic variations. Among studied traits, the highest number of MTAs was obtained from seed coat colour (6) followed by days to flowering (5), while the least is days to maturity (1), explaining 5.76% to 11.03%, 14.5% to 19.49%, and 11.66% phenotypic variations, respectively. Also, a total of 17 candidate genes were identified, varying in number for different traits; seed coat colour (6), days to flowering (3), terminal leaf length (2), terminal leaf width (2), number of seed per pod (2), pod width (1) and days to maturity (1). CONCLUSION These results revealed the prospect of GWAS in identification of SNP variations associated with agronomic traits in bambara groundnut. Also, its present new opportunity to explore GWAS and marker assisted strategies in breeding of bambara groundnut for acceleration of the crop improvement.
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Affiliation(s)
- Charles U Uba
- Department of Horticulture and Plant Science, Jimma University, Jimma, Ethiopia.
| | | | - Abush A Tesfaye
- International Institute of Tropical Agriculture, Ibadan, Nigeria
| | - Wosene G Abtew
- Department of Horticulture and Plant Science, Jimma University, Jimma, Ethiopia
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Genome-Wide Association Study Revealed SNP Alleles Associated with Seed Size Traits in African Yam Bean ( Sphenostylis stenocarpa (Hochst ex. A. Rich.) Harms). Genes (Basel) 2022; 13:genes13122350. [PMID: 36553617 PMCID: PMC9777823 DOI: 10.3390/genes13122350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 11/26/2022] [Accepted: 12/09/2022] [Indexed: 12/16/2022] Open
Abstract
Seed size is an important yield and quality-determining trait in higher plants and is also crucial to their evolutionary fitness. In African yam bean (AYB), seed size varies widely among different accessions. However, the genetic basis of such variation has not been adequately documented. A genome-wide marker-trait association study was conducted to identify genomic regions associated with four seed size traits (seed length, seed width, seed thickness, and 100-seed weight) in a panel of 195 AYB accessions. A total of 5416 SNP markers were generated from the diversity array technology sequence (DArTseq) genotype-by-sequencing (GBS)- approach, in which 2491 SNPs were retained after SNP quality control and used for marker-trait association analysis. Significant phenotypic variation was observed for the traits. Broad-sense heritability ranged from 50.0% (seed width) to 66.4% (seed length). The relationships among the traits were positive and significant. Genome-wide association study (GWAS) using the general linear model (GLM) and the mixed linear model (MLM) approaches identified 12 SNP markers significantly associated with seed size traits across the six test environments. The 12 makers explained 6.5-10.8% of the phenotypic variation. Two markers (29420334|F|0-52:C>G-52:C>G and 29420736|F|0-57:G>T-57:G>T) with pleiotropic effects associated with seed width and seed thickness were found. A candidate gene search identified five significant markers (100026424|F|0-37:C>T-37:C>T, 100041049|F|0-42:G>C-42:G>C, 100034480|F|0-31:C>A-31:C>A, 29420365|F|0-55:C>G-55:C>G, and 29420736|F|0-57:G>T-57:G>T) located close to 43 putative genes whose encoding protein products are known to regulate seed size traits. This study revealed significant makers not previously reported for seed size in AYB and could provide useful information for genomic-assisted breeding in AYB.
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Sun A, Li Y, He Y, Zou X, Chen F, Ji R, You C, Yu K, Li Y, Xiao W, Guo X. Comprehensive Genome-Wide Identification, Characterization, and Expression Analysis of CCHC-Type Zinc Finger Gene Family in Wheat ( Triticum aestivum L.). FRONTIERS IN PLANT SCIENCE 2022; 13:892105. [PMID: 35574096 PMCID: PMC9100697 DOI: 10.3389/fpls.2022.892105] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 04/11/2022] [Indexed: 06/15/2023]
Abstract
The CCHC-type zinc finger proteins (CCHC-ZFPs) play versatile roles in plant growth, development and adaptation to the environment. However, little is known about functions of CCHC-ZFP gene family memebers in Triticum aestivum. In the present study, we identified a total of 50 TaCCHC-ZFP genes from the 21 wheat chromosomes, which were phylogenetically classified into eight groups based on their specific motifs and gene structures. The 43 segmentally duplicated TaCCHC-ZFP genes were retrieved, which formed 36 segmental duplication gene pairs. The collinearity analyses among wheat and other eight mono/dicots revealed that no gene pairs were found between wheat and the three dicots. The promoter analyses of the TaCCHC-ZFP genes showed that 636 environmental stress-responsive and phytohormone-responsive cis-elements. The gene ontology enrichment analysis indicated that all the TaCCHC-ZFP genes were annotated under nucleic acid binding and metal ion binding. A total of 91 MicroRNA (miRNA) binding sites were identified in 34 TaCCHC-ZFP genes according to the miRNA target analysis. Based on the public transcriptome data, the 38 TaCCHC-ZFP genes were identified as differentially expressed gene. The expression profiles of 15 TaCCHC-ZFP genes were verified by the quantitative real-time PCR assays, and the results showed that these genes were responsive to drought or heat treatments. Our work systematically investigated the gene structures, evolutionary features, and potential functions of TaCCHC-ZFP genes. It lays a foundation for further research and application of TaCCHC-ZFP genes in genetic improvement of T. aestivum.
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Radkova M, Revalska M, Zhiponova M, Iantcheva A. Evaluation of the role of Medicago truncatula Zn finger CCHC type protein after heterologous expression in Arabidopsis thaliana. BIOTECHNOL BIOTEC EQ 2021. [DOI: 10.1080/13102818.2021.2006786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022] Open
Affiliation(s)
- Mariana Radkova
- Functional Genetics Group, AgroBioInstitute, Agricultural Academy, Sofia, Bulgaria
| | - Miglena Revalska
- Functional Genetics Group, AgroBioInstitute, Agricultural Academy, Sofia, Bulgaria
| | - Miroslava Zhiponova
- Department of Plant Physiology, Faculty of Biology, Sofia University “St. Kliment Ohridski”, Sofia, Bulgaria
| | - Anelia Iantcheva
- Functional Genetics Group, AgroBioInstitute, Agricultural Academy, Sofia, Bulgaria
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Nag A, Gupta K, Dubey N, Mishra SK, Panigrahi J. Genomic characterization of ZIP genes in pigeonpea ( CcZIP) and their expression analysis among the genotypes with contrasting host response to pod borer. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2021; 27:2787-2804. [PMID: 35035136 PMCID: PMC8720128 DOI: 10.1007/s12298-021-01111-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Revised: 12/05/2021] [Accepted: 12/07/2021] [Indexed: 06/14/2023]
Abstract
UNLABELLED Zinc (Zn) is a vital micronutrient from the perspective of biofortification and biotic stress endurance in pigeonpea. The ZIP transporters with domain (Pfam: PF02535) regulate uptake and transport of metal ions, including Zn, in consonance with plant metal homeostasis. Genome-wide analysis in pigeonpea identified 19 non-redundant members of ZIP family (CcZIP) that were analyzed for gene structure, conserved motifs and homology besides other structural and biochemical parameters. Intra-specific as well as the inter-specific phylogenetic relationships of these 19 CcZIPs were elucidated by comparison with ZIP proteins of Arabidopsis thaliana, Medicago truncatula, Phaseolus vulgaris and Glycine max. In addition to gene structure, the cis-regulatory elements (CREs) in the promoter region were also identified. It revealed several stress responsive CREs that might be regulatory for differential expression of CcZIP proteins. Expression analysis showed that both CcZIP3 and CcZIP15, having zinc deficiency responsive element, up-regulated in the reproductive leaf tissues and down-regulated in matured green pods of the pod borer resistant genotypes with higher zinc content. Alternately, the expression of CcZIP6 and CcZIP13 was higher in matured green pods than reproductive leaves of the resistant genotypes. These findings on differential expression indicate the possible role of these CcZIPs on the mobilization of Zn from leaves to pods, phloem loading and unloading, and higher accumulation of seed zinc in pod borer resistant genotypes used in this study. Further functional characterization of CcZIP genes could shed light on their role in bio-fortification and genetic improvement to inhibit the pod borer herbivory in pigeonpea. SUPPLEMENTARY INFORMATION The online version contains supplementary material available at 10.1007/s12298-021-01111-1.
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Affiliation(s)
- Atul Nag
- Department of Biosciences and Bioinformatics, Berhampur University, Bhanja Bihar, Berhampur, Odisha 760007 India
- Department of Biotechnology and Bioinformatics, Sambalpur University, Jyoti vihar, Odisha 768019 India
| | - Kapil Gupta
- Department of Biotechnology, School of Life Sciences, Central University of Rajasthan, NH-8, Bandarsindri, Ajmer, Rajasthan 305817 India
- Department of Biotechnology, Sidhharth University, Kapilvastu, Siddharth Nagar, UP 272202 India
| | - Neeraj Dubey
- Department of Biotechnology, School of Life Sciences, Central University of Rajasthan, NH-8, Bandarsindri, Ajmer, Rajasthan 305817 India
| | - Sujit K. Mishra
- Department of Biotechnology and Bioinformatics, Sambalpur University, Jyoti vihar, Odisha 768019 India
- Department of Zoology, Centurion University of Technology and Management, R. Sitapur, Odisha India
| | - Jogeswar Panigrahi
- Department of Biosciences and Bioinformatics, Berhampur University, Bhanja Bihar, Berhampur, Odisha 760007 India
- Department of Biotechnology and Bioinformatics, Sambalpur University, Jyoti vihar, Odisha 768019 India
- Department of Biotechnology, School of Life Sciences, Central University of Rajasthan, NH-8, Bandarsindri, Ajmer, Rajasthan 305817 India
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Genome-Wide Identification and Functional Characterization of CCHC-Type Zinc Finger Genes in Ustilaginoidea virens. J Fungi (Basel) 2021; 7:jof7110947. [PMID: 34829234 PMCID: PMC8619310 DOI: 10.3390/jof7110947] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Revised: 10/22/2021] [Accepted: 10/27/2021] [Indexed: 02/07/2023] Open
Abstract
Rice false smut caused by Ustilaginoidea virens is a serious disease of rice (Oryza sativa), severely reducing plant mass and yields worldwide. We performed genome-wide analysis of the CCHC-type zinc-finger transcription factor family in this pathogen. We identified and functionally characterized seven UvCCHC genes in U. virens. The deletion of various UvCCHC genes affected the stress responses, vegetative growth, conidiation, and virulence of U. virens. ∆UvCCHC5 mutants infected rice spikelets normally but could not form smut balls. Sugar utilization experiments showed that the ∆UvCCHC5 mutants were defective in the utilization of glucose, sucrose, lactose, stachyose, and trehalose. Deletion of UvCCHC5 did not affect the expression of rice genes associated with grain filling, as revealed by RT-qPCR. We propose that the ∆UvCCHC5 mutants are impaired in transmembrane transport, and the resulting nutrient deficiencies prevent them from using nutrients from rice to form smut balls. RNA-seq data analysis indicated that UvCCHC4 affects the expression of genes involved in mitochondrial biogenesis, ribosomes, transporters, and ribosome biogenesis. These findings improve our understanding of the molecular mechanism underlying smut ball formation in rice by U. virens.
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Mondo JM, Agre PA, Asiedu R, Akoroda MO, Asfaw A. Genome-Wide Association Studies for Sex Determination and Cross-Compatibility in Water Yam ( Dioscorea alata L.). PLANTS (BASEL, SWITZERLAND) 2021; 10:1412. [PMID: 34371615 PMCID: PMC8309230 DOI: 10.3390/plants10071412] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Revised: 07/06/2021] [Accepted: 07/08/2021] [Indexed: 11/17/2022]
Abstract
Yam (Dioscorea spp.) species are predominantly dioecious, with male and female flowers borne on separate individuals. Cross-pollination is, therefore, essential for gene flow among and within yam species to achieve breeding objectives. Understanding genetic mechanisms underlying sex determination and cross-compatibility is crucial for planning a successful hybridization program. This study used the genome-wide association study (GWAS) approach for identifying genomic regions linked to sex and cross-compatibility in water yam (Dioscorea alata L.). We identified 54 markers linked to flower sex determination, among which 53 markers were on chromosome 6 and one on chromosome 11. Our result ascertained that D. alata is characterized by the male heterogametic sex determination system (XX/XY). The cross-compatibility indices, average crossability rate (ACR) and percentage high crossability (PHC), were controlled by loci on chromosomes 1, 6 and 17. Of the significant loci, SNPs located on chromosomes 1 and 17 were the most promising for ACR and PHC, respectively, and should be validated for use in D. alata hybridization activities to predict cross-compatibility success. A total of 61 putative gene/protein families with direct or indirect influence on plant reproduction were annotated in chromosomic regions controlling the target traits. This study provides valuable insights into the genetic control of D. alata sexual reproduction. It opens an avenue for developing genomic tools for predicting hybridization success in water yam breeding programs.
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Affiliation(s)
- Jean M. Mondo
- International Institute of Tropical Agriculture (IITA), Ibadan 5320, Nigeria; (J.M.M.); (R.A.); (A.A.)
- Institute of Life and Earth Sciences, Pan African University, University of Ibadan, Ibadan 200284, Nigeria
- Department of Crop Production, Université Evangélique en Afrique (UEA), Bukavu 3323, Democratic Republic of the Congo
| | - Paterne A. Agre
- International Institute of Tropical Agriculture (IITA), Ibadan 5320, Nigeria; (J.M.M.); (R.A.); (A.A.)
| | - Robert Asiedu
- International Institute of Tropical Agriculture (IITA), Ibadan 5320, Nigeria; (J.M.M.); (R.A.); (A.A.)
| | | | - Asrat Asfaw
- International Institute of Tropical Agriculture (IITA), Ibadan 5320, Nigeria; (J.M.M.); (R.A.); (A.A.)
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Abd El-Wahab MMH, Aljabri M, Sarhan MS, Osman G, Wang S, Mabrouk M, El-Shabrawi HM, Gabr AMM, Abd El-Haliem AM, O’Sullivan DM, El-Soda M. High-Density SNP-Based Association Mapping of Seed Traits in Fenugreek Reveals Homology with Clover. Genes (Basel) 2020; 11:E893. [PMID: 32764325 PMCID: PMC7464718 DOI: 10.3390/genes11080893] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2020] [Revised: 07/28/2020] [Accepted: 08/02/2020] [Indexed: 12/02/2022] Open
Abstract
Fenugreek as a self-pollinated plant is ideal for genome-wide association mapping where traits can be marked by their association with natural mutations. However, fenugreek is poorly investigated at the genomic level due to the lack of information regarding its genome. To fill this gap, we genotyped a collection of 112 genotypes with 153,881 SNPs using double digest restriction site-associated DNA sequencing. We used 38,142 polymorphic SNPs to prove the suitability of the population for association mapping. One significant SNP was associated with both seed length and seed width, and another SNP was associated with seed color. Due to the lack of a comprehensive genetic map, it is neither possible to align the newly developed markers to chromosomes nor to predict the underlying genes. Therefore, systematic targeting of those markers to homologous genomes of other legumes can overcome those problems. A BLAST search using the genomic fenugreek sequence flanking the identified SNPs showed high homology with several members of the Trifolieae tribe indicating the potential of translational approaches to improving our understanding of the fenugreek genome. Using such a comprehensively-genotyped fenugreek population is the first step towards identifying genes underlying complex traits and to underpin fenugreek marker-assisted breeding programs.
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Affiliation(s)
- Mustafa M. H. Abd El-Wahab
- Department of Agronomy, Faculty of Agriculture, Cairo University, Giza 12613, Egypt; (M.M.H.A.E.-W.); (M.M.)
| | - Maha Aljabri
- Department of Biology, Faculty of Applied Sciences, Umm Al-Qura University, Makkah 21955, Saudi Arabia; (M.A.); (G.O.)
- Research Laboratories Centre, Faculty of Applied Science, Umm Al-Qura University, Makkah 21955, Saudi Arabia
| | - Mohamed S. Sarhan
- Environmental Studies and Research Unit, Cairo University, Giza 12613, Egypt;
| | - Gamal Osman
- Department of Biology, Faculty of Applied Sciences, Umm Al-Qura University, Makkah 21955, Saudi Arabia; (M.A.); (G.O.)
- Research Laboratories Centre, Faculty of Applied Science, Umm Al-Qura University, Makkah 21955, Saudi Arabia
- Agricultural Genetic Engineering Research Institute (AGERI), ARC, Giza 12915, Egypt
| | - Shichen Wang
- Genomics and Bioinformatics Service Texas A&M AgriLife Research, Amarillo College Station, Amarillo, TX 77845, USA;
| | - Mahmoud Mabrouk
- Department of Agronomy, Faculty of Agriculture, Cairo University, Giza 12613, Egypt; (M.M.H.A.E.-W.); (M.M.)
| | - Hattem M. El-Shabrawi
- Plant Biotechnology Department, National Research Center, Giza 12622, Egypt; (H.M.E.-S.); (A.M.M.G.)
| | - Ahmed M. M. Gabr
- Plant Biotechnology Department, National Research Center, Giza 12622, Egypt; (H.M.E.-S.); (A.M.M.G.)
| | - Ahmed M. Abd El-Haliem
- Plant Physiology, University of Amsterdam, Swammerdam Institute for Life Sciences Amsterdam, 1098 XH Amsterdam, The Netherlands;
| | - Donal M. O’Sullivan
- School of Agriculture, Policy and Development, University of Reading, Whiteknights, Reading RG6 6AR, UK;
| | - Mohamed El-Soda
- Department of Genetics, Faculty of Agriculture, Cairo University, Giza 12613, Egypt
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Genetic Dissection and Identification of Candidate Genes for Salinity Tolerance Using Axiom ®CicerSNP Array in Chickpea. Int J Mol Sci 2020; 21:ijms21145058. [PMID: 32709160 PMCID: PMC7404205 DOI: 10.3390/ijms21145058] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Revised: 07/10/2020] [Accepted: 07/14/2020] [Indexed: 01/22/2023] Open
Abstract
Globally, chickpea production is severely affected by salinity stress. Understanding the genetic basis for salinity tolerance is important to develop salinity tolerant chickpeas. A recombinant inbred line (RIL) population developed using parental lines ICCV 10 (salt-tolerant) and DCP 92-3 (salt-sensitive) was screened under field conditions to collect information on agronomy, yield components, and stress tolerance indices. Genotyping data generated using Axiom®CicerSNP array was used to construct a linkage map comprising 1856 SNP markers spanning a distance of 1106.3 cM across eight chickpea chromosomes. Extensive analysis of the phenotyping and genotyping data identified 28 quantitative trait loci (QTLs) explaining up to 28.40% of the phenotypic variance in the population. We identified QTL clusters on CaLG03 and CaLG06, each harboring major QTLs for yield and yield component traits under salinity stress. The main-effect QTLs identified in these two clusters were associated with key genes such as calcium-dependent protein kinases, histidine kinases, cation proton antiporter, and WRKY and MYB transcription factors, which are known to impart salinity stress tolerance in crop plants. Molecular markers/genes associated with these major QTLs, after validation, will be useful to undertake marker-assisted breeding for developing better varieties with salinity tolerance.
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