1
|
Bose U, Buck S, Sirault X, Bahmani M, Byrne K, Stockwell S, McWilliam S, Colgrave M, Juhász A, Ral JP. Chickpea Proteome Analysis Reveals Genotype-Dependent Variations Associated with Seed Traits. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2024; 72:27030-27042. [PMID: 39570711 PMCID: PMC11622230 DOI: 10.1021/acs.jafc.4c07669] [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: 08/20/2024] [Revised: 11/10/2024] [Accepted: 11/13/2024] [Indexed: 12/08/2024]
Abstract
Chickpea (Cicer arietinum L.) is the second most widely grown legume crop after soybean. Here, we measured the macronutrients and performed proteome profiling of eight chickpea cultivars using two complementary protein extraction solvents. The total protein, starch, and soluble sugar contents significantly differ between cultivars, and we quantified 2434 and 1809 proteins, respectively, from urea- and water-based extraction solvents using a data-independent acquisition approach. The proteome-level differences can vary from 9-25% for the urea-extracted proteins, and the storage protein abundances significantly differed between the cultivars, where legumin content was detected as the highest, followed by vicilin and albumin. Fifty common allergens were detected from two extraction solvents, primarily overrepresented in chromosomes 3, 4, and 5. Integrated analysis revealed distinct subclusters of proteins and their associated pathways for total protein, lipids, and starch content. Overall, we established chickpea pan-proteome resources and provided insights into the key pathways that define the genotypes.
Collapse
Affiliation(s)
- Utpal Bose
- CSIRO
Agriculture and Food, 306 Carmody Rd, St Lucia, QLD 4067, Australia
- Australian
Research Council Centre of Excellence for Innovations in Peptide and
Protein Science, School of Science, Edith
Cowan University, Joondalup, WA 6027, Australia
| | - Sally Buck
- CSIRO
Agriculture and Food, GPO Box 1700, Canberra, ACT 2601, Australia
| | - Xavier Sirault
- CSIRO
Agriculture and Food, GPO Box 1700, Canberra, ACT 2601, Australia
| | - Mahya Bahmani
- CSIRO
Agriculture and Food, 306 Carmody Rd, St Lucia, QLD 4067, Australia
| | - Keren Byrne
- CSIRO
Agriculture and Food, 306 Carmody Rd, St Lucia, QLD 4067, Australia
| | - Sally Stockwell
- CSIRO
Agriculture and Food, 306 Carmody Rd, St Lucia, QLD 4067, Australia
| | - Sean McWilliam
- CSIRO
Agriculture and Food, 306 Carmody Rd, St Lucia, QLD 4067, Australia
| | - Michelle Colgrave
- CSIRO
Agriculture and Food, 306 Carmody Rd, St Lucia, QLD 4067, Australia
- Australian
Research Council Centre of Excellence for Innovations in Peptide and
Protein Science, School of Science, Edith
Cowan University, Joondalup, WA 6027, Australia
| | - Angéla Juhász
- Australian
Research Council Centre of Excellence for Innovations in Peptide and
Protein Science, School of Science, Edith
Cowan University, Joondalup, WA 6027, Australia
| | - Jean-Philippe Ral
- CSIRO
Agriculture and Food, GPO Box 1700, Canberra, ACT 2601, Australia
| |
Collapse
|
2
|
Deokar AA, Sagi M, Tar’an B. Genetic Analysis of Partially Resistant and Susceptible Chickpea Cultivars in Response to Ascochyta rabiei Infection. Int J Mol Sci 2024; 25:1360. [PMID: 38279360 PMCID: PMC10816841 DOI: 10.3390/ijms25021360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2023] [Revised: 01/06/2024] [Accepted: 01/19/2024] [Indexed: 01/28/2024] Open
Abstract
The molecular mechanism involved in chickpea (Cicer arietinum L.) resistance to the necrotrophic fungal pathogen Ascochyta rabiei is not well documented. A. rabiei infection can cause severe damage in chickpea, resulting in significant economic losses. Understanding the resistance mechanism against ascochyta blight can help to define strategies to develop resistant cultivars. In this study, differentially expressed genes from two partially resistant cultivars (CDC Corinne and CDC Luna) and a susceptible cultivar (ICCV 96029) to ascochyta blight were identified in the early stages (24, 48 and 72 h) of A. rabiei infection using RNA-seq. Altogether, 3073 genes were differentially expressed in response to A. rabiei infection across different time points and cultivars. A larger number of differentially expressed genes (DEGs) were found in CDC Corinne and CDC Luna than in ICCV 96029. Various transcription factors including ERF, WRKY, bHLH and MYB were differentially expressed in response to A. rabiei infection. Genes involved in pathogen detection and immune signalings such as receptor-like kinases (RLKs), Leucine-Rich Repeat (LRR)-RLKs, and genes associated with the post-infection defence response were differentially expressed among the cultivars. GO functional enrichment and pathway analysis of the DEGs suggested that the biological processes such as metabolic process, response to stimulus and catalytic activity were overrepresented in both resistant and susceptible chickpea cultivars. The expression patterns of eight randomly selected genes revealed by RNA-seq were confirmed by quantitative PCR (qPCR) analysis. The results provide insights into the complex molecular mechanism of the chickpea defence in response to the A. rabiei infection.
Collapse
Affiliation(s)
| | | | - Bunyamin Tar’an
- Crop Development Centre, Department of Plant Sciences, College of Agriculture and Bioresources, University of Saskatchewan, Saskatoon, SK S7N 5A8, Canada
| |
Collapse
|
3
|
Yadava YK, Chaudhary P, Yadav S, Rizvi AH, Kumar T, Srivastava R, Soren KR, Bharadwaj C, Srinivasan R, Singh NK, Jain PK. Genetic mapping of quantitative trait loci associated with drought tolerance in chickpea (Cicer arietinum L.). Sci Rep 2023; 13:17623. [PMID: 37848483 PMCID: PMC10582051 DOI: 10.1038/s41598-023-44990-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Accepted: 10/14/2023] [Indexed: 10/19/2023] Open
Abstract
Elucidation of the genetic basis of drought tolerance is vital for genomics-assisted breeding of drought tolerant crop varieties. Here, we used genotyping-by-sequencing (GBS) to identify single nucleotide polymorphisms (SNPs) in recombinant inbred lines (RILs) derived from a cross between a drought tolerant chickpea variety, Pusa 362 and a drought sensitive variety, SBD 377. The GBS identified a total of 35,502 SNPs and subsequent filtering of these resulted in 3237 high-quality SNPs included in the eight linkage groups. Fifty-one percent of these SNPs were located in the genic regions distributed throughout the genome. The high density linkage map has total map length of 1069 cm with an average marker interval of 0.33 cm. The linkage map was used to identify 9 robust and consistent QTLs for four drought related traits viz. membrane stability index, relative water content, seed weight and yield under drought, with percent variance explained within the range of 6.29%-90.68% and LOD scores of 2.64 to 6.38, which were located on five of the eight linkage groups. A genomic region on LG 7 harbors quantitative trait loci (QTLs) explaining > 90% phenotypic variance for membrane stability index, and > 10% PVE for yield. This study also provides the first report of major QTLs for physiological traits such as membrane stability index and relative water content for drought stress in chickpea. A total of 369 putative candidate genes were identified in the 6.6 Mb genomic region spanning these QTLs. In-silico expression profiling based on the available transcriptome data revealed that 326 of these genes were differentially expressed under drought stress. KEGG analysis resulted in reduction of candidate genes from 369 to 99, revealing enrichment in various signaling pathways. Haplotype analysis confirmed 5 QTLs among the initially identified 9 QTLs. Two QTLs, qRWC1.1 and qYLD7.1, were chosen based on high SNP density. Candidate gene-based analysis revealed distinct haplotypes in qYLD7.1 associated with significant phenotypic differences, potentially linked to pathways for secondary metabolite biosynthesis. These identified candidate genes bolster defenses through flavonoids and phenylalanine-derived compounds, aiding UV protection, pathogen resistance, and plant structure.The study provides novel genomic regions and candidate genes which can be utilized in genomics-assisted breeding of superior drought tolerant chickpea cultivars.
Collapse
Affiliation(s)
- Yashwant K Yadava
- ICAR-National Institute for Plant Biotechnology, IARI Campus, New Delhi, 110012, India
| | - Pooja Chaudhary
- ICAR-National Institute for Plant Biotechnology, IARI Campus, New Delhi, 110012, India
| | - Sheel Yadav
- ICAR-National Institute for Plant Biotechnology, IARI Campus, New Delhi, 110012, India
| | - Aqeel Hasan Rizvi
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Tapan Kumar
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Rachna Srivastava
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - K R Soren
- ICAR-Indian Institute of Pulses Research, Kanpur, 208024, India
| | - C Bharadwaj
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - R Srinivasan
- ICAR-National Institute for Plant Biotechnology, IARI Campus, New Delhi, 110012, India
| | - N K Singh
- ICAR-National Institute for Plant Biotechnology, IARI Campus, New Delhi, 110012, India
| | - P K Jain
- ICAR-National Institute for Plant Biotechnology, IARI Campus, New Delhi, 110012, India.
| |
Collapse
|
4
|
Şahin ES, Talapov T, Ateş D, Can C, Tanyolaç MB. Genome wide association study of genes controlling resistance to Didymella rabiei Pathotype IV through genotyping by sequencing in chickpeas (Cicer arietinum). Genomics 2023; 115:110699. [PMID: 37597791 DOI: 10.1016/j.ygeno.2023.110699] [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: 02/28/2023] [Revised: 08/08/2023] [Accepted: 08/15/2023] [Indexed: 08/21/2023]
Abstract
Ascochyta blight (AB) is a major disease in chickpeas (Cicer arietinum L.) that can cause a yield loss of up to 100%. Chickpea germplasm collections at the center of origin offer great potential to discover novel sources of resistance to pests and diseases. Herein, 189 Cicer arietinum samples were genotyped via genotyping by sequencing. This chickpea collection was phenotyped for resistance to an aggressive Turkish Didymella rabiei Pathotype IV isolate. Genome-wide association studies based on different models revealed 19 single nucleotide polymorphism (SNP) associations on chromosomes 1, 2, 3, 4, 7, and 8. Although eight of these SNPs have been previously reported, to the best of our knowledge, the remaining ten were associated with AB resistance for the first time. The regions identified in this study can be addressed in future studies to reveal the genetic mechanism underlying AB resistance and can also be utilized in chickpea breeding programs to improve AB resistance in new chickpea varieties.
Collapse
Affiliation(s)
- Erdem Sefa Şahin
- Republic of Turkey, Ministry of Agriculture and Forestry, Aegean Agricultural Research Institute, Izmir, Turkey; Department of Bioengineering, Molecular Genetic Laboratory, Ege University, Izmir, Turkey
| | - Talap Talapov
- Department of Biology, Gaziantep University, Gaziantep, Turkey
| | - Duygu Ateş
- Department of Bioengineering, Molecular Genetic Laboratory, Ege University, Izmir, Turkey
| | - Canan Can
- Department of Biology, Gaziantep University, Gaziantep, Turkey
| | | |
Collapse
|
5
|
Singh R, Kumar K, Puryannur S, Verma PK. Genomics-assisted genetics of complex region from chickpea chromosome 4 reveals two candidate genes for Ascochyta blight resistance. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2023:111781. [PMID: 37392939 DOI: 10.1016/j.plantsci.2023.111781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Revised: 05/25/2023] [Accepted: 06/27/2023] [Indexed: 07/03/2023]
Abstract
Ascochyta blight (AB) disease caused by the fungus Ascochyta rabiei is a major threat to global chickpea production. Molecular breeding for improved AB resistance requires the identification of robust fine-mapped QTLs/candidate genes and associated markers. Earlier, we identified three QTLs (qABR4.1, qABR4.2, and qABR4.3) for AB resistance on chickpea chromosome 4 by employing multiple quantitative trait loci sequencing strategy on an intra-specific (FLIP84-92C x PI359075) and an inter-specific (FLIP84-92C x PI599072) crosses derived recombinant inbred lines. Here, we report the identification of AB resistance providing candidate genes under the fine mapped qABR4.2 and qABR4.3 genomic region by combining genetic mapping, haplotype block inheritance, and expression analysis. The qABR4.2 region was narrowed down from 5.94Mb to ~800kb. Among 34 predicted gene models, a secreted class III peroxidase encoding gene showed higher expression in AB resistant parent after A. rabiei conidia inoculation. Under qABR4.3, we identified a frame-shift mutation in a cyclic nucleotide-gated channel CaCNGC1 gene leading to the truncated N-terminal domain in resistant accession of chickpea. This N-terminal domain of CaCNGC1 interacts with chickpea calmodulin. Thus, our analysis has revealed narrowed genomic regions and their associated polymorphic markers, CaNIP43 and CaCNGCPD1. These co-dominant markers significantly associate with AB resistance on qABR4.2 and qABR4.3 regions. Our genetic analysis revealed that the presence of resistant alleles for two major QTLs (qABR4.1 and qABR4.2) together provide AB resistance in the field while minor QTL qABR4.3 determines the degree of resistance. The identified candidate genes and their diagnostic markers will help in biotechnological and AB resistance introgression into farmers adapted local chickpea varieties.
Collapse
Affiliation(s)
- Ritu Singh
- P(l)ant Immunity Laboratory, National Institute of Plant Genome Research (NIPGR), Aruna Asaf Ali Marg, New Delhi 110067, India.
| | - Kamal Kumar
- Department of Plant Molecular Biology, University of Delhi South Campus, New Delhi 110021, India.
| | - Savithri Puryannur
- P(l)ant Immunity Laboratory, National Institute of Plant Genome Research (NIPGR), Aruna Asaf Ali Marg, New Delhi 110067, India.
| | - Praveen Kumar Verma
- Plant Immunity Laboratory, School of Life Sciences, Jawaharlal Nehru University, New Delhi 110067, India.
| |
Collapse
|
6
|
Carrillo-Perdomo E, Magnin-Robert JB, Raffiot B, Deulvot C, Floriot M, Lejeune-Hénaut I, Marget P, Burstin J, Tayeh N, Aubert G. A QTL approach in faba bean highlights the conservation of genetic control of frost tolerance among legume species. FRONTIERS IN PLANT SCIENCE 2022; 13:970865. [PMID: 36340396 PMCID: PMC9627038 DOI: 10.3389/fpls.2022.970865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 09/28/2022] [Indexed: 06/16/2023]
Abstract
Frost is a major abiotic stress of winter type faba beans (Vica faba L.) and has adverse effects on crop yield. Climate change, far from reducing the incidence of frost events, is making these phenomena more and more common, severe, and prolonged. Despite the important interaction that the environment has in the tolerance of faba bean to frost, this trait seems to have good levels of heritability. Several QTLs for frost tolerance have already been reported, however, a more robust identification is needed to more precisely identify the genomic regions involved in faba bean tolerance to sub-zero temperatures. Several pea (Pisum sativum L.) and barrel medic (Medicago truncatula L.) frost tolerance QTLs appear to be conserved between these two species, furthering the hypothesis that the genetic control of frost tolerance in legume species might be more generally conserved. In this work, the QTL mapping in two faba bean recombinant inbred line (RIL) populations connected by a common winter-type parent has led to the identification of five genomic regions involved in the control of frost tolerance on linkage groups I, III, IV, and V. Among them, a major and robust QTL of great interest for marker-assisted selection was identified on the lower part of the long-arm of LGI. The synteny between the faba bean frost tolerance QTLs and those previously identified in other legume species such as barrel medic, pea or soybean highlighted at least partial conservation of the genetic control of frost tolerance among different faba bean genetic pools and legume species. Four novel RILs showing high and stable levels of tolerance and the ability to recover from freezing temperatures by accumulating frost tolerance QTLs are now available for breeding programs.
Collapse
Affiliation(s)
- Estefanía Carrillo-Perdomo
- Agroécologie, INRAE, Institut Agro, Univ. Bourgogne, Univ. Bourgogne Franche-Comté, Dijon, France
- UMR AGAP Institut, Univ. Montpellier, CIRAD, INRAE, Institut Agro, San Giuliano, France
| | | | - Blandine Raffiot
- Agroécologie, INRAE, Institut Agro, Univ. Bourgogne, Univ. Bourgogne Franche-Comté, Dijon, France
- Terres Inovia, Thiverval-Grignon, France
| | - Chrystel Deulvot
- Agroécologie, INRAE, Institut Agro, Univ. Bourgogne, Univ. Bourgogne Franche-Comté, Dijon, France
| | | | - Isabelle Lejeune-Hénaut
- Département de génétique et protection des cultures, BioEcoAgro Joint Research Unit, INRAE, Université de Lille, Université de Liège, Université de Picardie Jules Verne, Estrées-Mons, France
| | - Pascal Marget
- Agroécologie, INRAE, Institut Agro, Univ. Bourgogne, Univ. Bourgogne Franche-Comté, Dijon, France
- INRAE, UE115 Domaine Expérimental d’Epoisses, Dijon, France
| | - Judith Burstin
- Agroécologie, INRAE, Institut Agro, Univ. Bourgogne, Univ. Bourgogne Franche-Comté, Dijon, France
| | - Nadim Tayeh
- Agroécologie, INRAE, Institut Agro, Univ. Bourgogne, Univ. Bourgogne Franche-Comté, Dijon, France
| | - Grégoire Aubert
- Agroécologie, INRAE, Institut Agro, Univ. Bourgogne, Univ. Bourgogne Franche-Comté, Dijon, France
| |
Collapse
|
7
|
Singh R, Kumar K, Purayannur S, Chen W, Verma PK. Ascochyta rabiei: A threat to global chickpea production. MOLECULAR PLANT PATHOLOGY 2022; 23:1241-1261. [PMID: 35778851 PMCID: PMC9366070 DOI: 10.1111/mpp.13235] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2021] [Revised: 05/03/2022] [Accepted: 05/20/2022] [Indexed: 06/01/2023]
Abstract
UNLABELLED The necrotrophic fungus Ascochyta rabiei causes Ascochyta blight (AB) disease in chickpea. A. rabiei infects all aerial parts of the plant, which results in severe yield loss. At present, AB disease occurs in most chickpea-growing countries. Globally increased incidences of A. rabiei infection and the emergence of new aggressive isolates directed the interest of researchers toward understanding the evolution of pathogenic determinants in this fungus. In this review, we summarize the molecular and genetic studies of the pathogen along with approaches that are helping in combating the disease. Possible areas of future research are also suggested. TAXONOMY kingdom Mycota, phylum Ascomycota, class Dothideomycetes, subclass Coelomycetes, order Pleosporales, family Didymellaceae, genus Ascochyta, species rabiei. PRIMARY HOST A. rabiei survives primarily on Cicer species. DISEASE SYMPTOMS A. rabiei infects aboveground parts of the plant including leaves, petioles, stems, pods, and seeds. The disease symptoms first appear as watersoaked lesions on the leaves and stems, which turn brown or dark brown. Early symptoms include small circular necrotic lesions visible on the leaves and oval brown lesions on the stem. At later stages of infection, the lesions may girdle the stem and the region above the girdle falls off. The disease severity increases at the reproductive stage and rounded lesions with concentric rings, due to asexual structures called pycnidia, appear on leaves, stems, and pods. The infected pod becomes blighted and often results in shrivelled and infected seeds. DISEASE MANAGEMENT STRATEGIES Crop failures may be avoided by judicious practices of integrated disease management based on the use of resistant or tolerant cultivars and growing chickpea in areas where conditions are least favourable for AB disease development. Use of healthy seeds free of A. rabiei, seed treatments with fungicides, and proper destruction of diseased stubbles can also reduce the fungal inoculum load. Crop rotation with nonhost crops is critical for controlling the disease. Planting moderately resistant cultivars and prudent application of fungicides is also a way to combat AB disease. However, the scarcity of AB-resistant accessions and the continuous evolution of the pathogen challenges the disease management process. USEFUL WEBSITES https://www.ndsu.edu/pubweb/pulse-info/resourcespdf/Ascochyta%20blight%20of%20chickpea.pdf https://saskpulse.com/files/newsletters/180531_ascochyta_in_chickpeas-compressed.pdf http://www.pulseaus.com.au/growing-pulses/bmp/chickpea/ascochyta-blight http://agriculture.vic.gov.au/agriculture/pests-diseases-and-weeds/plant-diseases/grains-pulses-and-cereals/ascochyta-blight-of-chickpea http://www.croppro.com.au/crop_disease_manual/ch05s02.php https://www.northernpulse.com/uploads/resources/722/handout-chickpeaascochyta-nov13-2011.pdf http://oar.icrisat.org/184/1/24_2010_IB_no_82_Host_Plant https://www.crop.bayer.com.au/find-crop-solutions/by-pest/diseases/ascochyta-blight.
Collapse
Affiliation(s)
- Ritu Singh
- Plant Immunity LaboratoryNational Institute of Plant Genome Research (NIPGR)New DelhiIndia
| | - Kamal Kumar
- Plant Immunity LaboratoryNational Institute of Plant Genome Research (NIPGR)New DelhiIndia
- Department of Plant Molecular BiologyUniversity of Delhi (South Campus)New DelhiIndia
| | - Savithri Purayannur
- Plant Immunity LaboratoryNational Institute of Plant Genome Research (NIPGR)New DelhiIndia
- Department of Entomology and Plant PathologyNorth Carolina State UniversityRaleighNorth CarolinaUSA
| | - Weidong Chen
- Grain Legume Genetics and Physiology Research Unit, USDA Agricultural Research Service, and Department of Plant PathologyWashington State UniversityPullmanWashingtonUSA
| | - Praveen Kumar Verma
- Plant Immunity LaboratoryNational Institute of Plant Genome Research (NIPGR)New DelhiIndia
- Plant Immunity Laboratory, School of Life SciencesJawaharlal Nehru UniversityNew DelhiIndia
| |
Collapse
|
8
|
Agarwal C, Chen W, Varshney RK, Vandemark G. Linkage QTL Mapping and Genome-Wide Association Study on Resistance in Chickpea to Pythium ultimum. Front Genet 2022; 13:945787. [PMID: 36046237 PMCID: PMC9420999 DOI: 10.3389/fgene.2022.945787] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Accepted: 06/20/2022] [Indexed: 11/13/2022] Open
Abstract
The soilborne oomycete plant pathogen Pythium ultimum causes seed rot and pre-emergence damping-off of chickpea (Cicer arietinum L.). The pathogen has been controlled for several decades using the fungicide metalaxyl as seed treatment but has re-emerged as a severe problem with the detection of metalaxyl-resistant isolates of the pathogen from infested fields in the United States Pacific Northwest. The objective of this study was to identify genetic markers and candidate genes associated with resistance to P. ultimum in an interspecific recombinant inbred line population (CRIL-7) derived from a cross between C. reticulatum (PI 599072) x C. arietinum (FLIP 84-92C) and conduct genome-wide association studies (GWAS) for disease resistance using a chickpea diversity panel consisting of 184 accessions. CRIL-7 was examined using 1029 SNP markers spanning eight linkage groups. A major QTL, “qpsd4-1,” was detected on LG 4 that explained 41.8% of phenotypic variance, and a minor QTL, “qpsd8-1,” was detected on LG8 that explained 4.5% of phenotypic variance. Seven candidate genes were also detected using composite interval mapping including several genes previously associated with disease resistance in other crop species. A total of 302,902 single nucleotide polymorphic (SNP) markers were used to determine population structure and kinship of the diversity panel. Marker–trait associations were established by employing different combinations of principal components (PC) and kinships (K) in the FarmCPU model. Genome-wide association studies detected 11 significant SNPs and seven candidate genes associated with disease resistance. SNP Ca4_1765418, detected by GWAS on chromosome 4, was located within QTL qpsd4-1 that was revealed in the interspecific CRIL-7 population. The present study provides tools to enable MAS for resistance to P. ultimum and identified genomic domains and candidate genes involved in the resistance of chickpea to soilborne diseases.
Collapse
Affiliation(s)
- Chiti Agarwal
- Department of Plant Pathology, Washington State University, Pullman, WA, United States
| | - Weidong Chen
- USDA-ARS, Grain Legume Genetics and Physiology Research Unit, Pullman, WA, United States
| | - Rajeev Kumar Varshney
- Centre for Crop and Food Innovation, State Agricultural Biotechnology Centre, Murdoch University, Murdoch, WA, Australia
| | - George Vandemark
- USDA-ARS, Grain Legume Genetics and Physiology Research Unit, Pullman, WA, United States
- *Correspondence: George Vandemark,
| |
Collapse
|
9
|
Singh D, Singh CK, Siddiqui MH, Alamri S, Sarkar SK, Rathore A, Prasad SK, Singh D, Sharma NL, Kalaji HM, Brysiewicz A. Hydrogen Sulfide and Silicon Together Alleviate Chromium (VI) Toxicity by Modulating Morpho-Physiological and Key Antioxidant Defense Systems in Chickpea ( Cicer arietinum L.) Varieties. FRONTIERS IN PLANT SCIENCE 2022; 13:963394. [PMID: 35971511 PMCID: PMC9374685 DOI: 10.3389/fpls.2022.963394] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Accepted: 06/21/2022] [Indexed: 05/31/2023]
Abstract
Extensive use of chromium (Cr) in anthropogenic activities leads to Cr toxicity in plants causing serious threat to the environment. Cr toxicity impairs plant growth, development, and metabolism. In the present study, we explored the effect of NaHS [a hydrogen sulfide; (H2S), donor] and silicon (Si), alone or in combination, on two chickpea (Cicer arietinum) varieties (Pusa 2085 and Pusa Green 112), in pot conditions under Cr stress. Cr stress increased accumulation of Cr reduction of the plasma membrane (PM) H+-ATPase activity and decreased in photosynthetic pigments, essential minerals, relative water contents (RWC), and enzymatic and non-enzymatic antioxidants in both the varieties. Exogenous application of NaHS and Si on plants exposed to Cr stress mitigated the effect of Cr and enhanced the physiological and biochemical parameters by reducing Cr accumulation and oxidative stress in roots and leaves. The interactive effects of NaHS and Si showed a highly significant and positive correlation with PM H+-ATPase activity, photosynthetic pigments, essential minerals, RWC, proline content, and enzymatic antioxidant activities (catalase, peroxidase, ascorbate peroxidase, dehydroascorbate reductase, superoxide dismutase, and monodehydroascorbate reductase). A similar trend was observed for non-enzymatic antioxidant activities (ascorbic acid, glutathione, oxidized glutathione, and dehydroascorbic acid level) in leaves while oxidative damage in roots and leaves showed a negative correlation. Exogenous application of NaHS + Si could enhance Cr stress tolerance in chickpea and field studies are warranted for assessing crop yield under Cr-affected area.
Collapse
Affiliation(s)
- Deepti Singh
- Department of Botany, Meerut College, Meerut, India
| | - Chandan Kumar Singh
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Manzer H. Siddiqui
- Department of Botany and Microbiology, College of Science, King Saud University, Riyadh, Saudi Arabia
| | - Saud Alamri
- Department of Botany and Microbiology, College of Science, King Saud University, Riyadh, Saudi Arabia
| | - Susheel Kumar Sarkar
- Division of Design of Experiments (DE), ICAR-Indian Agricultural Statistics Research Institute, ICAR Library Avenue, Pusa, New Delhi, India
| | - Abhishek Rathore
- Regional Breeding Informatics Lead, Excellence in Breeding Platform (EiB)-CIMMYT Building ICRISAT Campus, Patancheru, Hyderabad, India
| | - Saroj Kumar Prasad
- Department of Agronomy, Institute of Agricultural Sciences, Banaras Hindu University, Varanasi, India
| | - Dharmendra Singh
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Hazem M. Kalaji
- Department of Plant Physiology, Institute of Biology, Warsaw University of Life Sciences SGGW, Warsaw, Poland
| | - Adam Brysiewicz
- Institute of Technology and Life Sciences-National Research Institute, Falenty, Poland
| |
Collapse
|
10
|
Alo F, Rani AR, Baum M, Singh S, Kehel Z, Rani U, Udupa S, Al-Sham’aa K, Alsamman AM, Istanbuli T, Attar B, Hamwieh A, Amri A. Novel Genomic Regions Linked to Ascochyta Blight Resistance in Two Differentially Resistant Cultivars of Chickpea. FRONTIERS IN PLANT SCIENCE 2022; 13:762002. [PMID: 35548283 PMCID: PMC9083910 DOI: 10.3389/fpls.2022.762002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 02/10/2022] [Indexed: 06/15/2023]
Abstract
Ascochyta blight (AB), caused by the fungal pathogen Ascochyta rabiei, is a devastating foliar disease of chickpea (Cicer arietinum L.). The genotyping-by-sequencing (GBS)-based approach was deployed for mapping QTLs associated with AB resistance in chickpea in two recombinant inbred line populations derived from two crosses (AB3279 derived from ILC 1929 × ILC 3279 and AB482 derived from ILC 1929 × ILC 482) and tested in six different environments. Twenty-one different genomic regions linked to AB resistance were identified in regions CalG02 and CalG04 in both populations AB3279 and AB482. These regions contain 1,118 SNPs significantly associated with AB resistance (p ≤ 0.001), which explained 11.2-39.3% of the phenotypic variation (PVE). Nine of the AB resistance-associated genomic regions were newly detected in this study, while twelve regions were known from previous AB studies. The proposed physical map narrows down AB resistance to consistent genomic regions identified across different environments. Gene ontology (GO) assigned these QTLs to 319 genes, many of which were associated with stress and disease resistance, and with most important genes belonging to resistance gene families such as leucine-rich repeat (LRR) and transcription factor families. Our results indicate that the flowering-associated gene GIGANTEA is a possible key factor in AB resistance in chickpea. The results have identified AB resistance-associated regions on the physical genetic map of chickpea and allowed for the identification of associated markers that will help in breeding of AB-resistant varieties.
Collapse
Affiliation(s)
- Fida Alo
- International Center for Agricultural Research in the Dry Areas (ICARDA), Beirut, Lebanon
| | - Anupalli Roja Rani
- Department of Genetics and Biotechnology, Osmania University, Hyderabad, India
| | - Michael Baum
- International Center for Agricultural Research in the Dry Areas (ICARDA), Beirut, Lebanon
| | - Sarvjeet Singh
- Department of Plant Breeding and Genetics, Punjab Agricultural University, Ludhiana, India
| | - Zakaria Kehel
- International Center for Agricultural Research in the Dry Areas (ICARDA), Beirut, Lebanon
| | - Upasana Rani
- Department of Plant Breeding and Genetics, Punjab Agricultural University, Ludhiana, India
| | - Sripada Udupa
- International Center for Agricultural Research in the Dry Areas (ICARDA), Beirut, Lebanon
| | - Khaled Al-Sham’aa
- International Center for Agricultural Research in the Dry Areas (ICARDA), Beirut, Lebanon
| | - Alsamman M. Alsamman
- African Genome Center, Mohammed VI Polytechnic University, Ben Guerir, Morocco
- Agriculture Genetic Engineering Research Institute, Giza, Egypt
| | - Tawffiq Istanbuli
- International Center for Agricultural Research in the Dry Areas (ICARDA), Beirut, Lebanon
| | - Basem Attar
- The Scottish Association for Marine Science, Scottish Marine Institute, Oban, United Kingdom
| | - Aladdin Hamwieh
- International Center for Agricultural Research in the Dry Areas (ICARDA), Beirut, Lebanon
| | - Ahmed Amri
- International Center for Agricultural Research in the Dry Areas (ICARDA), Beirut, Lebanon
| |
Collapse
|
11
|
Zangene K, Emamjomeh A, Shokouhifar F, Mamarabadi M, Mehdinezhad N. Differentiation of an Iranian resistance chickpea line to Ascochyta blight from a susceptible line using a functional SNP. AMB Express 2022; 12:45. [PMID: 35429254 PMCID: PMC9013395 DOI: 10.1186/s13568-022-01385-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2021] [Accepted: 04/09/2022] [Indexed: 11/10/2022] Open
Abstract
Identification of resistant sources to Ascochyta blight (AB) has been considered as a main purpose in most chickpea breeding programs. Achievements to molecular markers related to resistance to Ascochyta rabiei allows selection programs to be developed more accurately and efficiently. The aim of this study was to investigate the applicability of a functional SNP in differentiating Iranian resistant cultivars to be used in selection programs. Amplification of SNP-containing fragment with specific primer pair and its sequencing resulted in tracking and determining the allelic pattern of SNP18, SNP18-2147, SNP18-2491 and SNP18-2554 loci belong to GSH118 gene in ILC263 (sensitive) and MCC133 (resistant) chickpea lines. Mutations in SNP18 and SNP18-2147 occur at the protein level at positions 499 and 554. Bioinformatics studies have shown that the GSH118 gene is a Lucien-rich repeat receptor kinases (LRR-RKs) and encodes a membrane protein which can be involved in recognizing microorganisms and initiating immune signaling pathways in plants. Additional studies to determine the function of this gene and its interaction with other proteins can be effective in gaining more knowledge about the molecular basis of resistance against AB.
Collapse
|
12
|
Jha UC, Sharma KD, Nayyar H, Parida SK, Siddique KHM. Breeding and Genomics Interventions for Developing Ascochyta Blight Resistant Grain Legumes. Int J Mol Sci 2022; 23:ijms23042217. [PMID: 35216334 PMCID: PMC8880496 DOI: 10.3390/ijms23042217] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2022] [Revised: 02/11/2022] [Accepted: 02/14/2022] [Indexed: 12/04/2022] Open
Abstract
Grain legumes are a key food source for ensuring global food security and sustaining agriculture. However, grain legume production is challenged by growing disease incidence due to global climate change. Ascochyta blight (AB) is a major disease, causing substantial yield losses in grain legumes worldwide. Harnessing the untapped reserve of global grain legume germplasm, landraces, and crop wild relatives (CWRs) could help minimize yield losses caused by AB infection in grain legumes. Several genetic determinants controlling AB resistance in various grain legumes have been identified following classical genetic and conventional breeding approaches. However, the advent of molecular markers, biparental quantitative trait loci (QTL) mapping, genome-wide association studies, genomic resources developed from various genome sequence assemblies, and whole-genome resequencing of global germplasm has revealed AB-resistant gene(s)/QTL/genomic regions/haplotypes on various linkage groups. These genomics resources allow plant breeders to embrace genomics-assisted selection for developing/transferring AB-resistant genomic regions to elite cultivars with great precision. Likewise, advances in functional genomics, especially transcriptomics and proteomics, have assisted in discovering possible candidate gene(s) and proteins and the underlying molecular mechanisms of AB resistance in various grain legumes. We discuss how emerging cutting-edge next-generation breeding tools, such as rapid generation advancement, field-based high-throughput phenotyping tools, genomic selection, and CRISPR/Cas9, could be used for fast-tracking AB-resistant grain legumes to meet the increasing demand for grain legume-based protein diets and thus ensuring global food security.
Collapse
Affiliation(s)
- Uday C. Jha
- Indian Institute of Pulses Research, Kanpur 208024, India
- Correspondence: (U.C.J.); (K.H.M.S.)
| | - Kamal Dev Sharma
- Department of Agricultural Biotechnology, CSK Himachal Pradesh Agricultural University, Palampur 176062, India;
| | - Harsh Nayyar
- Department of Botany, Panjab University, Chandigarh 0172, India;
| | - Swarup K. Parida
- National Institute of Plant Genome Research (NIPGR), New Delhi 110001, India;
| | - Kadambot H. M. Siddique
- The UWA Institute of Agriculture, The University of Western Australia, Perth, WA 6001, Australia
- Correspondence: (U.C.J.); (K.H.M.S.)
| |
Collapse
|
13
|
Eker T, Sari D, Sari H, Tosun HS, Toker C. A kabuli chickpea ideotype. Sci Rep 2022; 12:1611. [PMID: 35102187 PMCID: PMC8803941 DOI: 10.1038/s41598-022-05559-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Accepted: 01/14/2022] [Indexed: 11/25/2022] Open
Abstract
The concept of 'crop ideotype' is coined as a desirable plant model expected to better perform for seed yield, oils and other useful characteristics when developed as a cultivar, and it consists of two major approaches, namely, (i) 'defect elimination', that is, integration of disease resistance to a susceptible genotype from a resistant genotype and (ii) 'selection for yield' by improving yield after crosses between desirable parents. For consideration of these approaches, here we introduced an ideotype in kabuli chickpea (Cicer arietinum L.) which is high-yielding, extra-large-seeded, and double- or multi-podded, has high plant height and imparipinnate-leafed traits, and is heat tolerant and resistant to ascochyta blight [Ascochyta rabiei (Pass.) Labr.], which causes considerable yield losses, via marker-assisted selection. F3 and F4 lines were evaluated for agro-morphological traits divided into six classes, namely, (i) imparipinnate-leafed and single-podded progeny, (ii) imparipinnate-leafed and double-podded progeny, (iii) imparipinnate-leafed and multi-podded progeny, (iv) unifoliolate-leafed and single-podded progeny, (v) unifoliolate-leafed and double-podded progeny, (vi) unifoliolate-leafed and multi-podded progeny. F3:4 lines having 100-seed weight ≥ 45 g and double- or multi-podded traits were additionally assessed for resistance to ascochyta blight using molecular markers including SCY17590 and CaETR-1. Superior lines having higher values than their best parents were determined for all studied traits indicating that economic and important traits including yield and seed size in chickpea could be improved by crossing suitable parents. Imparipinnate-leafed and multi-podded plants had not only the highest number of pods and seeds per plant but also the highest yield. On the other hand, imparipinnate-leafed and single podded progeny had the largest seed size, followed by imparipinnate-leafed and double-podded progeny. Multi-podded plants produced 23% more seed yield than that of single-podded plants, while multi-podded plants attained 7.6% more seed yield than that of double-podded plants. SCY17590 and CaETR-1 markers located on LG4 related to QTLAR2 and QTLAR1 were found in 14 lines among 152 F3:4 lines. Six superior lines were selected for being double- or multi-podded, imparipinnate-leafed, suitable for combine harvest, heat-tolerant, and resistant to ascochyta blight, and having both of two resistance markers and extra-large seeds as high as 50-60 g per 100-seed weight. Resistance alleles from two different backgrounds for resistance to ascochyta blight were integrated with double- or multi-podded kabuli chickpea lines having high yield, extra-large seeds, high plant height, imparipinnate-leaves and high heat tolerance, playing a crucial role for future demands of population and food security. These approaches seem to be applicable in ideotype breeding for other important crop plants.
Collapse
Affiliation(s)
- Tuba Eker
- Department of Field Crops, Faculty of Agriculture, Akdeniz University, 07070, Antalya, Turkey.
| | - Duygu Sari
- Department of Field Crops, Faculty of Agriculture, Akdeniz University, 07070, Antalya, Turkey
| | - Hatice Sari
- Department of Field Crops, Faculty of Agriculture, Akdeniz University, 07070, Antalya, Turkey
| | - Hilal Sule Tosun
- Department of Plant Protection, Faculty of Agriculture, Akdeniz University, 07070, Antalya, Turkey
| | - Cengiz Toker
- Department of Field Crops, Faculty of Agriculture, Akdeniz University, 07070, Antalya, Turkey
| |
Collapse
|
14
|
Raman R, Warren A, Krysinska-Kaczmarek M, Rohan M, Sharma N, Dron N, Davidson J, Moore K, Hobson K. Genome-Wide Association Analyses Track Genomic Regions for Resistance to Ascochyta rabiei in Australian Chickpea Breeding Germplasm. FRONTIERS IN PLANT SCIENCE 2022; 13:877266. [PMID: 35665159 PMCID: PMC9159299 DOI: 10.3389/fpls.2022.877266] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 04/08/2022] [Indexed: 05/05/2023]
Abstract
Ascochyta blight (AB), caused by a necrotrophic fungus, Ascochyta rabiei (syn. Phoma rabiei) has the potential to destroy the chickpea industry worldwide, due to limited sources of genetic resistance in the cultivated gene pool, high evolutionary potential of the pathogen and challenges with integrated disease management. Therefore, the deployment of stable genetic resistance in new cultivars could provide an effective disease control strategy. To investigate the genetic basis of AB resistance, genotyping-by-sequencing based DArTseq-single nucleotide polymorphism (SNP) marker data along with phenotypic data of 251 advanced breeding lines and chickpea cultivars were used to perform genome-wide association (GWAS) analysis. Host resistance was evaluated seven weeks after sowing using two highly aggressive single spore isolates (F17191-1 and TR9571) of A. rabiei. GWAS analyses based on single-locus and multi-locus mixed models and haplotyping trend regression identified twenty-six genomic regions on Ca1, Ca4, and Ca6 that showed significant association with resistance to AB. Two haplotype blocks (HB) on chromosome Ca1; HB5 (992178-1108145 bp), and HB8 (1886221-1976301 bp) were associated with resistance against both isolates. Nine HB on the chromosome, Ca4, spanning a large genomic region (14.9-56.6 Mbp) were also associated with resistance, confirming the role of this chromosome in providing resistance to AB. Furthermore, trait-marker associations in two F3 derived populations for resistance to TR9571 isolate at the seedling stage under glasshouse conditions were also validated. Eighty-nine significantly associated SNPs were located within candidate genes, including genes encoding for serine/threonine-protein kinase, Myb protein, quinone oxidoreductase, and calmodulin-binding protein all of which are implicated in disease resistance. Taken together, this study identifies valuable sources of genetic resistance, SNP markers and candidate genes underlying genomic regions associated with AB resistance which may enable chickpea breeding programs to make genetic gains via marker-assisted/genomic selection strategies.
Collapse
Affiliation(s)
- Rosy Raman
- NSW Department of Primary Industries, Wagga Wagga Agricultural Institute, Wagga Wagga, NSW, Australia
- *Correspondence: Rosy Raman,
| | - Annie Warren
- NSW Department of Primary Industries, Tamworth Agricultural Institute, Tamworth, NSW, Australia
| | | | - Maheswaran Rohan
- NSW Department of Primary Industries, Wagga Wagga Agricultural Institute, Wagga Wagga, NSW, Australia
| | - Niharika Sharma
- NSW Department of Primary Industries, Orange Agricultural Institute, Orange, NSW, Australia
| | - Nicole Dron
- NSW Department of Primary Industries, Tamworth Agricultural Institute, Tamworth, NSW, Australia
| | - Jenny Davidson
- South Australian Research and Development Institute, Urrbrae, SA, Australia
| | - Kevin Moore
- NSW Department of Primary Industries, Tamworth Agricultural Institute, Tamworth, NSW, Australia
| | - Kristy Hobson
- NSW Department of Primary Industries, Tamworth Agricultural Institute, Tamworth, NSW, Australia
| |
Collapse
|
15
|
Palakurthi R, Jayalakshmi V, Kumar Y, Kulwal P, Yasin M, Kute NS, Laxuman C, Yeri S, Vemula A, Rathore A, Samineni S, Soren KR, Mondal B, Dixit GP, Bharadwaj C, Chaturvedi SK, Gaur PM, Roorkiwal M, Thudi M, Singh NP, Varshney RK. Translational Chickpea Genomics Consortium to Accelerate Genetic Gains in Chickpea (Cicer arietinum L.). PLANTS 2021; 10:plants10122583. [PMID: 34961053 PMCID: PMC8703834 DOI: 10.3390/plants10122583] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 10/23/2021] [Accepted: 10/30/2021] [Indexed: 12/03/2022]
Abstract
The Translational Chickpea Genomics Consortium (TCGC) was set up to increase the production and productivity of chickpea (Cicer arietinum L.). It represents research institutes from six major chickpea growing states (Madhya Pradesh, Maharashtra, Andhra Pradesh, Telangana, Karnataka and Uttar Pradesh) of India. The TCGC team has been engaged in deploying modern genomics approaches in breeding and popularizing improved varieties in farmers’ fields across the states. Using marker-assisted backcrossing, introgression lines with enhanced drought tolerance and fusarium wilt resistance have been developed in the genetic background of 10 elite varieties of chickpea. Multi-location evaluation of 100 improved lines (70 desi and 30 kabuli) during 2016–2017 and 2018–2019 enabled the identification of top performing desi and kabuli lines. In total, 909 Farmer Participatory Varietal Selection trials were conducted in 158 villages in 16 districts of the five states, during 2017–2018, 2018–2019, and 2019–2020, involving 16 improved varieties. New molecular breeding lines developed in different genetic backgrounds are potential candidates for national trials under the ICAR-All India Coordinated Research Project on Chickpea. The comprehensive efforts of TCGC resulted in the development and adoption of high-yielding varieties that will increase chickpea productivity and the profitability of chickpea growing farmers.
Collapse
Affiliation(s)
- Ramesh Palakurthi
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru 502324, India; (R.P.); (A.V.); (A.R.); (S.S.); (P.M.G.); (M.R.)
| | - Veera Jayalakshmi
- Regional Agricultural Research Station (RARS), Acharya N.G. Ranga Agricultural University (ANGRAU), Nandyal 518501, India;
| | - Yogesh Kumar
- ICAR-Indian Institute of Pulses Research (IIPR), Kanpur 208024, India; (Y.K.); (K.R.S.); (B.M.); (G.P.D.); (S.K.C.)
| | - Pawan Kulwal
- Department Agricultural Botany, Mahatma Phule Krishi Vidyapeeth (MPKV), Rahuri 413722, India; (P.K.); (N.S.K.)
| | - Mohammad Yasin
- RAK College of Agriculture (RAKCA), Rajmata Vijayaraje Scindia Krishi Vishwa Vidyalaya (RVSKVV), Sehore 466001, India;
| | - Nandkumar Surendra Kute
- Department Agricultural Botany, Mahatma Phule Krishi Vidyapeeth (MPKV), Rahuri 413722, India; (P.K.); (N.S.K.)
| | - Chinchole Laxuman
- Agricultural Research Station (ARS), University of Agricultural Sciences (UAS), Raichur 584104, India; (C.L.); (S.Y.)
| | - Sharanabasappa Yeri
- Agricultural Research Station (ARS), University of Agricultural Sciences (UAS), Raichur 584104, India; (C.L.); (S.Y.)
| | - Anilkumar Vemula
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru 502324, India; (R.P.); (A.V.); (A.R.); (S.S.); (P.M.G.); (M.R.)
| | - Abhishek Rathore
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru 502324, India; (R.P.); (A.V.); (A.R.); (S.S.); (P.M.G.); (M.R.)
| | - Srinivasan Samineni
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru 502324, India; (R.P.); (A.V.); (A.R.); (S.S.); (P.M.G.); (M.R.)
| | - Khela Ram Soren
- ICAR-Indian Institute of Pulses Research (IIPR), Kanpur 208024, India; (Y.K.); (K.R.S.); (B.M.); (G.P.D.); (S.K.C.)
| | - Biswajit Mondal
- ICAR-Indian Institute of Pulses Research (IIPR), Kanpur 208024, India; (Y.K.); (K.R.S.); (B.M.); (G.P.D.); (S.K.C.)
| | - Girish Prasad Dixit
- ICAR-Indian Institute of Pulses Research (IIPR), Kanpur 208024, India; (Y.K.); (K.R.S.); (B.M.); (G.P.D.); (S.K.C.)
| | - Chellapilla Bharadwaj
- Division of Genetics, ICAR-Indian Agricultural Research Institute (IARI), Delhi 110012, India;
| | - Sushil K. Chaturvedi
- ICAR-Indian Institute of Pulses Research (IIPR), Kanpur 208024, India; (Y.K.); (K.R.S.); (B.M.); (G.P.D.); (S.K.C.)
- College of Agriculture, Rani Lakshmi Bai Central Agricultural University, Jhansi 284003, India
| | - Pooran M. Gaur
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru 502324, India; (R.P.); (A.V.); (A.R.); (S.S.); (P.M.G.); (M.R.)
| | - Manish Roorkiwal
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru 502324, India; (R.P.); (A.V.); (A.R.); (S.S.); (P.M.G.); (M.R.)
| | - Mahendar Thudi
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru 502324, India; (R.P.); (A.V.); (A.R.); (S.S.); (P.M.G.); (M.R.)
- Department of Agricultural Biotechnology and Molecular Biology, Dr. Rajendra Prasad Central Agricultural University (RPCAU), Pusa 848125, India
- Correspondence: (M.T.); (N.P.S.); (R.K.V.)
| | - Narendra P. Singh
- ICAR-Indian Institute of Pulses Research (IIPR), Kanpur 208024, India; (Y.K.); (K.R.S.); (B.M.); (G.P.D.); (S.K.C.)
- Correspondence: (M.T.); (N.P.S.); (R.K.V.)
| | - Rajeev K. Varshney
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru 502324, India; (R.P.); (A.V.); (A.R.); (S.S.); (P.M.G.); (M.R.)
- State Agricultural Biotechnology Centre, Centre for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, WA 6150, Australia
- Correspondence: (M.T.); (N.P.S.); (R.K.V.)
| |
Collapse
|
16
|
Kushwah A, Bhatia D, Rani U, Yadav IS, Singh I, Bharadwaj C, Singh S. Molecular mapping of quantitative trait loci for ascochyta blight and botrytis grey mould resistance in an inter-specific cross in chickpea ( Cicer arietinum L.) using genotyping by sequencing. BREEDING SCIENCE 2021; 71:229-239. [PMID: 34377071 PMCID: PMC8329888 DOI: 10.1270/jsbbs.20085] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Accepted: 12/23/2020] [Indexed: 06/13/2023]
Abstract
Ascochyta blight (AB) and botrytis grey mould (BGM) are the most devastating fungal diseases of chickpea worldwide. The wild relative of chickpea, C. reticulatum acc. ILWC 292 was found resistant to BGM whereas, GPF2 (Cicer arietinum L.) is resistant to AB. A total of 187 F8 Recombinant Inbred Lines (RILs) developed from an inter-specific cross of GPF2 × C. reticulatum acc. ILWC 292 were used to identify quantitative trait loci (QTLs) responsible for resistance to AB and BGM. RILs along with parents were evaluated under artificial epiphytotic field/laboratory conditions for two years. Highly significant differences (P < 0.001) were observed for reaction to both pathogens in both years. Parents and RILs were genotyped-by-sequencing to identify genome wide single nucleotide polymorphism (SNPs). A total of 1365 filtered and parental polymorphic SNPs were used for linkage map construction, of which, 673 SNPs were arranged on eight linkage groups. Composite interval mapping revealed three QTLs for AB and four QTLs for BGM resistance. Out of which, two QTLs for AB and three QTLs for BGM were consistent in both years. These QTLs can be targeted for further fine mapping for deployment of resistance to AB and BGM in elite chickpea cultivars using marker-assisted-selection.
Collapse
Affiliation(s)
- Ashutosh Kushwah
- Department of Plant Breeding and Genetics, Punjab Agricultural University, Ludhiana, Punjab, India, 141004
| | - Dharminder Bhatia
- Department of Plant Breeding and Genetics, Punjab Agricultural University, Ludhiana, Punjab, India, 141004
| | - Upasana Rani
- Department of Plant Breeding and Genetics, Punjab Agricultural University, Ludhiana, Punjab, India, 141004
| | - Inderjit Singh Yadav
- School of Agricultural Biotechnology, Punjab Agricultural University, Ludhiana, Punjab, India, 141004
| | - Inderjit Singh
- Department of Plant Breeding and Genetics, Punjab Agricultural University, Ludhiana, Punjab, India, 141004
| | - C Bharadwaj
- ICAR-Indian Agricultural Research Institute, New Delhi, India, 110012
| | - Sarvjeet Singh
- Department of Plant Breeding and Genetics, Punjab Agricultural University, Ludhiana, Punjab, India, 141004
| |
Collapse
|
17
|
Newman TE, Jacques S, Grime C, Kamphuis FL, Lee RC, Berger J, Kamphuis LG. Identification of Novel Sources of Resistance to Ascochyta Blight in a Collection of Wild Cicer Accessions. PHYTOPATHOLOGY 2021; 111:369-379. [PMID: 32787627 DOI: 10.1094/phyto-04-20-0137-r] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
Chickpea production is constrained worldwide by the necrotrophic fungal pathogen Ascochyta rabiei, the causal agent of Ascochyta blight (AB). To reduce the impact of this disease, novel sources of resistance are required in chickpea cultivars. Here, we screened a new collection of wild Cicer accessions for AB resistance and identified accessions resistant to multiple, highly pathogenic isolates. In addition to this, analyses demonstrated that some collection sites of C. echinospermum harbor predominantly resistant accessions, knowledge that can inform future collection missions. Furthermore, a genome-wide association study identified regions of the C. reticulatum genome associated with AB resistance and investigation of these regions identified candidate resistance genes. Taken together, these results can be utilized to enhance the resistance of chickpea cultivars to this globally yield-limiting disease.
Collapse
Affiliation(s)
- Toby E Newman
- Centre for Crop and Disease Management, School of Molecular and Life Sciences, Curtin University, Bentley, Western Australia, Australia
| | - Silke Jacques
- Centre for Crop and Disease Management, School of Molecular and Life Sciences, Curtin University, Bentley, Western Australia, Australia
| | - Christy Grime
- Centre for Crop and Disease Management, School of Molecular and Life Sciences, Curtin University, Bentley, Western Australia, Australia
| | - Fiona L Kamphuis
- Centre for Crop and Disease Management, School of Molecular and Life Sciences, Curtin University, Bentley, Western Australia, Australia
| | - Robert C Lee
- Centre for Crop and Disease Management, School of Molecular and Life Sciences, Curtin University, Bentley, Western Australia, Australia
| | - Jens Berger
- Commonwealth Scientific and Industrial Research Organisation (CSIRO), Agriculture and Food, Floreat, Western Australia, Australia
| | - Lars G Kamphuis
- Centre for Crop and Disease Management, School of Molecular and Life Sciences, Curtin University, Bentley, Western Australia, Australia
| |
Collapse
|
18
|
Doležalová A, Sládeková L, Šimoníková D, Holušová K, Karafiátová M, Varshney RK, Doležel J, Hřibová E. Karyotype Differentiation in Cultivated Chickpea Revealed by Oligopainting Fluorescence in situ Hybridization. FRONTIERS IN PLANT SCIENCE 2021; 12:791303. [PMID: 35145533 PMCID: PMC8822127 DOI: 10.3389/fpls.2021.791303] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 12/29/2021] [Indexed: 05/22/2023]
Abstract
Chickpea (Cicer arietinum L.) is one of the main sources of plant proteins in the Indian subcontinent and West Asia, where two different morphotypes, desi and kabuli, are grown. Despite the progress in genome mapping and sequencing, the knowledge of the chickpea genome at the chromosomal level, including the long-range molecular chromosome organization, is limited. Earlier cytogenetic studies in chickpea suffered from a limited number of cytogenetic landmarks and did not permit to identify individual chromosomes in the metaphase spreads or to anchor pseudomolecules to chromosomes in situ. In this study, we developed a system for fast molecular karyotyping for both morphotypes of cultivated chickpea. We demonstrate that even draft genome sequences are adequate to develop oligo-fluorescence in situ hybridization (FISH) barcodes for the identification of chromosomes and comparative analysis among closely related chickpea genotypes. Our results show the potential of oligo-FISH barcoding for the identification of structural changes in chromosomes, which accompanied genome diversification among chickpea cultivars. Moreover, oligo-FISH barcoding in chickpea pointed out some problematic, most probably wrongly assembled regions of the pseudomolecules of both kabuli and desi reference genomes. Thus, oligo-FISH appears as a powerful tool not only for comparative karyotyping but also for the validation of genome assemblies.
Collapse
Affiliation(s)
- Alžběta Doležalová
- Centre of the Region Hana for Biotechnological and Agricultural Research, Institute of Experimental Botany of the Czech Academy of Sciences, Olomouc, Czechia
| | - Lucia Sládeková
- Centre of the Region Hana for Biotechnological and Agricultural Research, Institute of Experimental Botany of the Czech Academy of Sciences, Olomouc, Czechia
- Department of Cell Biology and Genetics, Faculty of Science, Palacký University, Olomouc, Czechia
| | - Denisa Šimoníková
- Centre of the Region Hana for Biotechnological and Agricultural Research, Institute of Experimental Botany of the Czech Academy of Sciences, Olomouc, Czechia
| | - Kateřina Holušová
- Centre of the Region Hana for Biotechnological and Agricultural Research, Institute of Experimental Botany of the Czech Academy of Sciences, Olomouc, Czechia
| | - Miroslava Karafiátová
- Centre of the Region Hana for Biotechnological and Agricultural Research, Institute of Experimental Botany of the Czech Academy of Sciences, Olomouc, Czechia
| | - Rajeev K. Varshney
- Centre of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
- State Agricultural Biotechnology Centre, Centre for Crop and Food Innovation, Murdoch University, Murdoch, WA, Australia
| | - Jaroslav Doležel
- Centre of the Region Hana for Biotechnological and Agricultural Research, Institute of Experimental Botany of the Czech Academy of Sciences, Olomouc, Czechia
| | - Eva Hřibová
- Centre of the Region Hana for Biotechnological and Agricultural Research, Institute of Experimental Botany of the Czech Academy of Sciences, Olomouc, Czechia
- *Correspondence: Eva Hřibová,
| |
Collapse
|
19
|
Sab S, Lokesha R, Mannur DM, Somasekhar, Jadhav K, Mallikarjuna BP, C L, Yeri S, Valluri V, Bajaj P, Chitikineni A, Vemula A, Rathore A, Varshney RK, Shankergoud I, Thudi M. Genome-Wide SNP Discovery and Mapping QTLs for Seed Iron and Zinc Concentrations in Chickpea ( Cicer arietinum L.). Front Nutr 2020; 7:559120. [PMID: 33154975 PMCID: PMC7588353 DOI: 10.3389/fnut.2020.559120] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Accepted: 08/21/2020] [Indexed: 11/16/2022] Open
Abstract
Biofortification through plant breeding is a cost-effective and sustainable approach towards addressing micronutrient malnutrition prevailing across the globe. Screening cultivars for micronutrient content and identification of quantitative trait loci (QTLs)/genes and markers help in the development of biofortified varieties in chickpea (Cicer arietinum L.). With the aim of identifying the genomic regions controlling seed Fe and Zn concentrations, the F2:3 population derived from a cross between MNK-1 and Annigeri 1 was genotyped using genotyping by sequencing approach and evaluated for Fe and Zn concentration. An intraspecific genetic linkage map comprising 839 single nucleotide polymorphisms (SNPs) spanning a total distance of 1,088.04 cM with an average marker density of 1.30 cM was constructed. By integrating the linkage map data with the phenotypic data of the F2:3 population, a total of 11 QTLs were detected for seed Fe concentration on CaLG03, CaLG04, and CaLG05, with phenotypic variation explained ranging from 7.2% (CaqFe3.4) to 13.4% (CaqFe4.2). For seed Zn concentration, eight QTLs were identified on CaLG04, CaLG05, and CaLG08. The QTLs individually explained phenotypic variations ranging between 5.7% (CaqZn8.1) and 13.7% (CaqZn4.3). Three QTLs for seed Fe and Zn concentrations (CaqFe4.4, CaqFe4.5, and CaqZn4.1) were colocated in the "QTL-hotspot" region on CaLG04 that harbors several drought tolerance-related QTLs. We identified genes in the QTL regions that encode iron-sulfur metabolism and zinc-dependent alcohol dehydrogenase activity on CaLG03, iron ion binding oxidoreductase on CaLG04, and zinc-induced facilitator-like protein and ZIP zinc/iron transport family protein on CaLG05. These genomic regions and the associated markers can be used in marker-assisted selection to increase seed Fe and Zn concentrations in agronomically superior chickpea varieties.
Collapse
Affiliation(s)
- Syed Sab
- Department of Genetics and Plant Breeding, University of Agricultural Sciences - Raichur (UAS-R), Raichur, India
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - Ramappa Lokesha
- Department of Genetics and Plant Breeding, University of Agricultural Sciences - Raichur (UAS-R), Raichur, India
| | - D. M. Mannur
- Department of Genetics and Plant Breeding, University of Agricultural Sciences - Raichur (UAS-R), Raichur, India
| | - Somasekhar
- Department of Genetics and Plant Breeding, University of Agricultural Sciences - Raichur (UAS-R), Raichur, India
| | - Kisan Jadhav
- Department of Genetics and Plant Breeding, University of Agricultural Sciences - Raichur (UAS-R), Raichur, India
| | - Bingi Pujari Mallikarjuna
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - Laxuman C
- Zonal Agricultural Research Station, University of Agricultural Sciences - Raichur, Kalaburagi, India
| | - Sharanbasappa Yeri
- Zonal Agricultural Research Station, University of Agricultural Sciences - Raichur, Kalaburagi, India
| | - Vinod Valluri
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - Prasad Bajaj
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - Annapurna Chitikineni
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - AnilKumar Vemula
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - Abhishek Rathore
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - Rajeev Kumar Varshney
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - I. Shankergoud
- Department of Genetics and Plant Breeding, University of Agricultural Sciences - Raichur (UAS-R), Raichur, India
| | - Mahendar Thudi
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| |
Collapse
|
20
|
Roorkiwal M, Bharadwaj C, Barmukh R, Dixit GP, Thudi M, Gaur PM, Chaturvedi SK, Fikre A, Hamwieh A, Kumar S, Sachdeva S, Ojiewo CO, Tar'an B, Wordofa NG, Singh NP, Siddique KHM, Varshney RK. Integrating genomics for chickpea improvement: achievements and opportunities. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2020; 133:1703-1720. [PMID: 32253478 PMCID: PMC7214385 DOI: 10.1007/s00122-020-03584-2] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/27/2019] [Accepted: 03/18/2020] [Indexed: 05/19/2023]
Abstract
Integration of genomic technologies with breeding efforts have been used in recent years for chickpea improvement. Modern breeding along with low cost genotyping platforms have potential to further accelerate chickpea improvement efforts. The implementation of novel breeding technologies is expected to contribute substantial improvements in crop productivity. While conventional breeding methods have led to development of more than 200 improved chickpea varieties in the past, still there is ample scope to increase productivity. It is predicted that integration of modern genomic resources with conventional breeding efforts will help in the delivery of climate-resilient chickpea varieties in comparatively less time. Recent advances in genomics tools and technologies have facilitated the generation of large-scale sequencing and genotyping data sets in chickpea. Combined analysis of high-resolution phenotypic and genetic data is paving the way for identifying genes and biological pathways associated with breeding-related traits. Genomics technologies have been used to develop diagnostic markers for use in marker-assisted backcrossing programmes, which have yielded several molecular breeding products in chickpea. We anticipate that a sequence-based holistic breeding approach, including the integration of functional omics, parental selection, forward breeding and genome-wide selection, will bring a paradigm shift in development of superior chickpea varieties. There is a need to integrate the knowledge generated by modern genomics technologies with molecular breeding efforts to bridge the genome-to-phenome gap. Here, we review recent advances that have led to new possibilities for developing and screening breeding populations, and provide strategies for enhancing the selection efficiency and accelerating the rate of genetic gain in chickpea.
Collapse
Affiliation(s)
- Manish Roorkiwal
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India.
- The UWA Institute of Agriculture, The University of Western Australia, Perth, Australia.
| | | | - Rutwik Barmukh
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
- Department of Genetics, Osmania University, Hyderabad, India
| | - Girish P Dixit
- ICAR-Indian Institute of Pulses Research (IIPR), Kanpur, India
| | - Mahendar Thudi
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - Pooran M Gaur
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | | | - Asnake Fikre
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Addis Ababa, Ethiopia
| | - Aladdin Hamwieh
- International Center for Agriculture Research in the Dry Areas (ICARDA), Cairo, Egypt
| | - Shiv Kumar
- International Center for Agriculture Research in the Dry Areas (ICARDA), Rabat, Morocco
| | - Supriya Sachdeva
- ICAR-Indian Agricultural Research Institute (IARI), Delhi, India
| | - Chris O Ojiewo
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Nairobi, Kenya
| | - Bunyamin Tar'an
- Department of Plant Sciences, University of Saskatchewan, Saskatoon, Canada
| | | | | | - Kadambot H M Siddique
- The UWA Institute of Agriculture, The University of Western Australia, Perth, Australia
| | - Rajeev K Varshney
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India.
- The UWA Institute of Agriculture, The University of Western Australia, Perth, Australia.
| |
Collapse
|
21
|
An Y, Mi X, Zhao S, Guo R, Xia X, Liu S, Wei C. Revealing Distinctions in Genetic Diversity and Adaptive Evolution Between Two Varieties of Camellia sinensis by Whole-Genome Resequencing. FRONTIERS IN PLANT SCIENCE 2020; 11:603819. [PMID: 33329675 PMCID: PMC7732639 DOI: 10.3389/fpls.2020.603819] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2020] [Accepted: 11/03/2020] [Indexed: 05/07/2023]
Abstract
Camellia sinensis var. sinensis (CSS) and C. sinensis var. assamica (CSA) are the two most economically important tea varieties. They have different characteristics and geographical distribution. Their genetic diversity and differentiation are unclear. Here, we identified 18,903,625 single nucleotide polymorphisms (SNPs) and 7,314,133 insertion-deletion mutations (indels) by whole-genome resequencing of 30 cultivated and three wild related species. Population structure and phylogenetic tree analyses divided the cultivated accessions into CSS and CSA containing 6,440,419 and 6,176,510 unique variations, respectively. The CSS subgroup possessed higher genetic diversity and was enriched for rare alleles. The CSA subgroup had more non-synonymous mutations and might have experienced a greater degree of balancing selection. The evolution rate (dN/dS) and KEGG enrichment indicated that genes involved in the synthesis and metabolism of flavor substances were positively selected in both CSS and CSA subpopulations. However, there are extensive genome differentiation regions (2959 bins and approximately 148 M in size) between the two subgroups. Compared with CSA (141 selected regions containing 124 genes), the CSS subgroup (830 selected regions containing 687 genes) displayed more selection regions potentially related to environmental adaptability. Fifty-three pairs of polymorphic indel markers were developed. Some markers were located in hormone-related genes with distinct alleles in the two cultivated subgroups. These identified variations and selected regions provide clues for the differentiation and adaptive evolution of tea varieties. The newly developed indel markers will be valuable in further genetic research on tea plants.
Collapse
|