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Yang X, Wang Y, Yang Y, Shareng T, Xing Y, Bai G, Xing Z, Ji Y, Liu L, Cao G. Genome-Wide Characterization and Development of Simple Sequence Repeat Markers for Molecular Diversity Analyses in Yellowhorn ( Xanthoceras sorbifolium Bunge). PLANTS (BASEL, SWITZERLAND) 2024; 13:2794. [PMID: 39409665 PMCID: PMC11479088 DOI: 10.3390/plants13192794] [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: 08/17/2024] [Revised: 09/30/2024] [Accepted: 10/03/2024] [Indexed: 10/20/2024]
Abstract
Yellowhorn (Xanthoceras sorbifolium Bunge) is a valuable ornamental, medicinal, and woody oilseed species that is indigenous to China. The breeding improvement of yellowhorn has been hindered by a lack of suitable markers and sufficient information regarding the molecular diversity of this species. In this study, we conducted a comprehensive analysis of the yellowhorn genome to characterize the simple sequence repeat (SSR) loci. A total of 4,007,201 SSRs were successfully identified. Among these markers, mono-nucleotide SSRs were most abundant in the genome, while the tri-nucleotide SSRs accounted for the highest proportion in coding sequences. The GO and KEGG function enrichment analysis revealed that most SSR loci in coding sequences were associated with potential biological functions. Additionally, we used 30 pairs of primers to amplify SSR markers to gain a better understanding of the genetic variation in yellowhorn germplasms. The average values of observed heterozygosity and polymorphism information content were 0.625 and 0.517, respectively. Population structure, phylogeny and principal component analyses identified two distinct subclusters. Furthermore, yellowhorn germplasms with the same geographical distribution tended to group together. Moreover, a total of 26 yellowhorn core collections, which accounted for approximately 14.94% of the total yellowhorn germplasms, effectively represented the genetic diversity of all original germplasms. Our findings not only unveiled the genetic diversity and population structure of yellowhorn germplasms but also investigated the yellowhorn core collection, which will serve as a strong basis for yellowhorn management and genetic improvement.
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Affiliation(s)
- Xiaoming Yang
- Co-Innovation Center for Sustainable Forestry in Southern China, Nanjing Forestry University, Nanjing 210037, China
| | - Yuan Wang
- Co-Innovation Center for Sustainable Forestry in Southern China, Nanjing Forestry University, Nanjing 210037, China
- Inner Mongolia Academy of Forestry Science, Hohhot 010021, China
| | - Yuewen Yang
- Inner Mongolia Academy of Forestry Science, Hohhot 010021, China
| | - Tuya Shareng
- Inner Mongolia Academy of Forestry Science, Hohhot 010021, China
| | - Yukun Xing
- Inner Mongolia Academy of Forestry Science, Hohhot 010021, China
| | - Gaowa Bai
- Inner Mongolia Academy of Forestry Science, Hohhot 010021, China
| | - Zhongyu Xing
- Inner Mongolia Academy of Forestry Science, Hohhot 010021, China
| | - Yuanyuan Ji
- Inner Mongolia Academy of Forestry Science, Hohhot 010021, China
| | - Liling Liu
- Inner Mongolia Academy of Forestry Science, Hohhot 010021, China
| | - Gongxiang Cao
- Inner Mongolia Academy of Forestry Science, Hohhot 010021, China
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Geethanjali S, Kadirvel P, Anumalla M, Hemanth Sadhana N, Annamalai A, Ali J. Streamlining of Simple Sequence Repeat Data Mining Methodologies and Pipelines for Crop Scanning. PLANTS (BASEL, SWITZERLAND) 2024; 13:2619. [PMID: 39339594 PMCID: PMC11435353 DOI: 10.3390/plants13182619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Revised: 08/18/2024] [Accepted: 08/29/2024] [Indexed: 09/30/2024]
Abstract
Genetic markers are powerful tools for understanding genetic diversity and the molecular basis of traits, ushering in a new era of molecular breeding in crops. Over the past 50 years, DNA markers have rapidly changed, moving from hybridization-based and second-generation-based to sequence-based markers. Simple sequence repeats (SSRs) are the ideal markers in plant breeding, and they have numerous desirable properties, including their repeatability, codominance, multi-allelic nature, and locus specificity. They can be generated from any species, which requires prior sequence knowledge. SSRs may serve as evolutionary tuning knobs, allowing for rapid identification and adaptation to new circumstances. The evaluations published thus far have mostly ignored SSR polymorphism and gene evolution due to a lack of data regarding the precise placements of SSRs on chromosomes. However, NGS technologies have made it possible to produce high-throughput SSRs for any species using massive volumes of genomic sequence data that can be generated fast and at a minimal cost. Though SNP markers are gradually replacing the erstwhile DNA marker systems, SSRs remain the markers of choice in orphan crops due to the lack of genomic resources at the reference level and their adaptability to resource-limited labor. Several bioinformatic approaches and tools have evolved to handle genomic sequences to identify SSRs and generate primers for genotyping applications in plant breeding projects. This paper includes the currently available methodologies for producing SSR markers, genomic resource databases, and computational tools/pipelines for SSR data mining and primer generation. This review aims to provide a 'one-stop shop' of information to help each new user carefully select tools for identifying and utilizing SSRs in genetic research and breeding programs.
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Affiliation(s)
- Subramaniam Geethanjali
- Department of Plant Biotechnology, Centre for Plant Molecular Biology and Biotechnology, Tamil Nadu Agricultural University, Coimbatore 641003, India
| | - Palchamy Kadirvel
- Crop Improvement Section, ICAR-Indian Institute of Oilseeds Research, Rajendranagar, Hyderabad 500030, India
| | - Mahender Anumalla
- Rice Breeding Innovation Platform, International Rice Research Institute (IRRI), Los Baños 4031, Laguna, Philippines
- IRRI South Asia Hub, Patancheru, Hyderabad 502324, India
| | - Nithyananth Hemanth Sadhana
- Department of Plant Biotechnology, Centre for Plant Molecular Biology and Biotechnology, Tamil Nadu Agricultural University, Coimbatore 641003, India
| | - Anandan Annamalai
- Indian Council of Agricultural Research (ICAR), Indian Institute of Seed Science, Bengaluru 560065, India
| | - Jauhar Ali
- Rice Breeding Innovation Platform, International Rice Research Institute (IRRI), Los Baños 4031, Laguna, Philippines
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El-Hendawy S, Junaid MB, Al-Suhaibani N, Al-Ashkar I, Al-Doss A. Integrating Hyperspectral Reflectance-Based Phenotyping and SSR Marker-Based Genotyping for Assessing the Salt Tolerance of Wheat Genotypes under Real Field Conditions. PLANTS (BASEL, SWITZERLAND) 2024; 13:2610. [PMID: 39339585 PMCID: PMC11435290 DOI: 10.3390/plants13182610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2024] [Revised: 09/14/2024] [Accepted: 09/16/2024] [Indexed: 09/30/2024]
Abstract
Wheat breeding programs are currently focusing on using non-destructive and cost-effective hyperspectral sensing tools to expeditiously and accurately phenotype large collections of genotypes. This approach is expected to accelerate the development of the abiotic stress tolerance of genotypes in breeding programs. This study aimed to assess salt tolerance in wheat genotypes using non-destructive canopy spectral reflectance measurements as an alternative to direct laborious and time-consuming phenological selection criteria. Eight wheat genotypes and sixteen F8 RILs were tested under 150 mM NaCl in real field conditions for two years. Fourteen spectral reflectance indices (SRIs) were calculated from the spectral data, including vegetation SRIs and water SRIs. The effectiveness of these indices in assessing salt tolerance was compared with four morpho-physiological traits using genetic parameters, SSR markers, the Mantel test, hierarchical clustering heatmaps, stepwise multiple linear regression, and principal component analysis (PCA). The results showed significant differences (p ≤ 0.001) among RILs/cultivars for both traits and SRIs. The heritability, genetic gain, and genotypic and phenotypic coefficients of variability for most SRIs were comparable to those of measured traits. The SRIs effectively differentiated between salt-tolerant and sensitive genotypes and exhibited strong correlations with SSR markers (R2 = 0.56-0.89), similar to the measured traits and allelic data of 34 SSRs. A strong correlation (r = 0.27, p < 0.0001) was found between the similarity coefficients of SRIs and SSR data, which was higher than that between measured traits and SSR data (r = 0.20, p < 0.0003) based on the Mantel test. The PCA indicated that all vegetation SRIs and most water SRIs were grouped with measured traits in a positive direction and effectively identified the salt-tolerant RILs/cultivars. The PLSR models, which were based on all SRIs, accurately and robustly estimated the various morpho-physiological traits compared to using individual SRIs. The study suggests that various SRIs can be integrated with PLSR in wheat breeding programs as a cost-effective and non-destructive tool for phenotyping and screening large wheat populations for salt tolerance in a short time frame. This approach can replace the need for traditional morpho-physiological traits and accelerate the development of salt-tolerant wheat genotypes.
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Affiliation(s)
- Salah El-Hendawy
- Department of Plant Production, College of Food and Agriculture Sciences, King Saud University, KSA, P.O. Box 2460, Riyadh 11451, Saudi Arabia
| | - Muhammad Bilawal Junaid
- Department of Plant Production, College of Food and Agriculture Sciences, King Saud University, KSA, P.O. Box 2460, Riyadh 11451, Saudi Arabia
| | - Nasser Al-Suhaibani
- Department of Plant Production, College of Food and Agriculture Sciences, King Saud University, KSA, P.O. Box 2460, Riyadh 11451, Saudi Arabia
| | - Ibrahim Al-Ashkar
- Department of Plant Production, College of Food and Agriculture Sciences, King Saud University, KSA, P.O. Box 2460, Riyadh 11451, Saudi Arabia
| | - Abdullah Al-Doss
- Department of Plant Production, College of Food and Agriculture Sciences, King Saud University, KSA, P.O. Box 2460, Riyadh 11451, Saudi Arabia
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Fandade V, Singh P, Singh D, Sharma H, Thakur G, Saini S, Kumar P, Mantri S, Bishnoi OP, Roy J. Genome-wide identification of microsatellites for mapping, genetic diversity and cross-transferability in wheat (Triticum spp). Gene 2024; 896:148039. [PMID: 38036075 DOI: 10.1016/j.gene.2023.148039] [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: 09/09/2023] [Revised: 11/20/2023] [Accepted: 11/27/2023] [Indexed: 12/02/2023]
Abstract
Wheat (Triticum aestivum L.) is a crucial global staple crop, and is consistently being improved to enhance yield, disease resistance, and quality traits. However, the development of molecular markers is a challenging task due to its hexaploid genome. Molecular marker system such as simple sequence repeat (SSR) and single nucleotide polymorphism (SNP) are helpful for breeding, but SNP has limitations due to its development cost and its conversion to breeder markers. The study proposed an in-silico approach, by utilizing the low-cost transcriptome sequencing of two parental lines, 'TAC 75' and 'WH 1105', to identify polymorphic SSRs for mapping in a recombinant inbred line (RIL) population. This study introduces a new approach to bridge wheat genetics intricacies and next-generation sequencing potential. It presents a comprehensive genome-wide SSR distribution using IWGSC CS RefSeq v2.1 genome assembly and to identify 189 polymorphic loci through in-silico strategy. Of these, 54.76% showed polymorphism between parents, surpassing the traditional low polymorphic success rate. A RIL population screening validated these markers, demonstrating the fitness of identified markers through chi-square tests. The designed SSRs were also validated for genetic diversity analysis in a subset of 37 Indian wheat genotypes and cross-transferability in the wild/relative wheat species. In diversity analysis, a subset of 38 markers revealed 95 alleles (2.5 allele/locus), indicating substantial genetic variation. Population structure analysis unveiled three distinct groups, supported by phylogenetic and PCoA analyses. Further the polymorphic SSRs were also analyzed for SSR-gene association using gene ontology analysis. By utilizing the developing seed transcriptome data within parental lines, the study has enhanced the polymorphic SSR identification precision and facilitated in the RIL population. The undertaken study pioneers the use of transcriptome sequencing and genetic mapping to overcome challenges posed by the intricate wheat genome. This approach offers a cost-effective, less labour-intensive alternative to conventional methods, providing a platform for advancing wheat breeding research.
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Affiliation(s)
- Vikas Fandade
- Agri-Food Biotechnology Division, National Agri-Food Biotechnology Institute, Mohali-140306, Punjab, India; Regional Centre for Biotechnology, NCR Biotech Science Cluster, 3rd Milestone, Faridabad-Gurgaon Expressway, Faridabad, Haryana 121001, India.
| | - Pradeep Singh
- Agri-Food Biotechnology Division, National Agri-Food Biotechnology Institute, Mohali-140306, Punjab, India.
| | - Dalwinder Singh
- Department of Anatomy and cell biology, University of Western Ontario, London, Canada.
| | - Himanshu Sharma
- Agri-Food Biotechnology Division, National Agri-Food Biotechnology Institute, Mohali-140306, Punjab, India.
| | - Garima Thakur
- Protection for Plant Varieties and Farmers Rights Authority, New Delhi, India.
| | - Shivangi Saini
- Agri-Food Biotechnology Division, National Agri-Food Biotechnology Institute, Mohali-140306, Punjab, India.
| | - Prashant Kumar
- Agri-Food Biotechnology Division, National Agri-Food Biotechnology Institute, Mohali-140306, Punjab, India; Regional Centre for Biotechnology, NCR Biotech Science Cluster, 3rd Milestone, Faridabad-Gurgaon Expressway, Faridabad, Haryana 121001, India.
| | - Shrikant Mantri
- Agri-Food Biotechnology Division, National Agri-Food Biotechnology Institute, Mohali-140306, Punjab, India.
| | - O P Bishnoi
- Department of Genetics and Plant Breeding, Chaudhary Charan Singh Haryana Agricultural University, Hisar- 125004, India.
| | - Joy Roy
- Agri-Food Biotechnology Division, National Agri-Food Biotechnology Institute, Mohali-140306, Punjab, India.
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Liu D, Zhang Z, Hao Y, Li M, Yu H, Zhang X, Mi H, Cheng L, Zhao Y. Decoding the complete organelle genomic architecture of Stewartia gemmata: an early-diverging species in Theaceae. BMC Genomics 2024; 25:114. [PMID: 38273225 PMCID: PMC10811901 DOI: 10.1186/s12864-024-10016-8] [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: 09/02/2023] [Accepted: 01/15/2024] [Indexed: 01/27/2024] Open
Abstract
BACKGROUND Theaceae, comprising 300 + species, holds significance in biodiversity, economics, and culture, notably including the globally consumed tea plant. Stewartia gemmata, a species of the earliest diverging tribe Stewartieae, is critical to offer insights into Theaceae's origin and evolutionary history. RESULT We sequenced the complete organelle genomes of Stewartia gemmata using short/long reads sequencing technologies. The chloroplast genome (158,406 bp) exhibited a quadripartite structure including the large single-copy region (LSC), a small single-copy region (SSC), and a pair of inverted repeat regions (IRs); 114 genes encoded 80 proteins, 30 tRNAs, and four rRNAs. The mitochondrial genome (681,203 bp) exhibited alternative conformations alongside a monocyclic structure: 61 genes encoding 38 proteins, 20 tRNAs, three rRNAs, and RNA editing-impacting genes, including ATP6, RPL16, COX2, NAD4L, NAD5, NAD7, and RPS1. Comparative analyses revealed frequent recombination events and apparent rRNA gene gains and losses in the mitochondrial genome of Theaceae. In organelle genomes, the protein-coding genes exhibited a strong A/U bias at codon endings; ENC-GC3 analysis implies selection-driven codon bias. Transposable elements might facilitate interorganelle sequence transfer. Phylogenetic analysis confirmed Stewartieae's early divergence within Theaceae, shedding light on organelle genome characteristics and evolution in Theaceae. CONCLUSIONS We studied the detailed characterization of organelle genomes, including genome structure, composition, and repeated sequences, along with the identification of lateral gene transfer (LGT) events and complexities. The discovery of a large number of repetitive sequences and simple sequence repeats (SSRs) has led to new insights into molecular phylogenetic markers. Decoding the Stewartia gemmata organellar genome provides valuable genomic resources for further studies in tea plant phylogenomics and evolutionary biology.
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Affiliation(s)
- Daliang Liu
- Henan International Joint Laboratory of Tea-Oil Tree Biology and High-Value Utilization, College of Life Sciences, Xinyang Normal University, Xinyang, 464000, China
- Key Laboratory of Functional Agriculture in Higher Education of Guizhou Province, College of Agriculture, Guizhou University, Guiyang, 550025, China
- State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, 550025, China
| | - Zhihan Zhang
- Key Laboratory of Functional Agriculture in Higher Education of Guizhou Province, College of Agriculture, Guizhou University, Guiyang, 550025, China
- State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, 550025, China
- College of Engineering and Technology, Northeast Forestry University, Harbin, 150040, China
| | - Yanlin Hao
- Henan International Joint Laboratory of Tea-Oil Tree Biology and High-Value Utilization, College of Life Sciences, Xinyang Normal University, Xinyang, 464000, China
| | - Mengge Li
- Henan International Joint Laboratory of Tea-Oil Tree Biology and High-Value Utilization, College of Life Sciences, Xinyang Normal University, Xinyang, 464000, China
| | - Houlin Yu
- Department of Biochemistry and Molecular Biology, University of Massachusetts Amherst, Amherst, MA, 01003, USA
- Present address: Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Xingruo Zhang
- Department of Public Health Sciences, University of Chicago, Chicago, IL, 60637, USA
| | - Haoyang Mi
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, 21205, USA
| | - Lin Cheng
- Henan International Joint Laboratory of Tea-Oil Tree Biology and High-Value Utilization, College of Life Sciences, Xinyang Normal University, Xinyang, 464000, China.
| | - Yiyong Zhao
- Key Laboratory of Functional Agriculture in Higher Education of Guizhou Province, College of Agriculture, Guizhou University, Guiyang, 550025, China.
- State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, 550025, China.
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Saieed MAU, Zhao Y, Islam S, Ma W. Identifying and Characterizing Candidate Genes Contributing to a Grain Yield QTL in Wheat. PLANTS (BASEL, SWITZERLAND) 2023; 13:26. [PMID: 38202333 PMCID: PMC10780351 DOI: 10.3390/plants13010026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Revised: 07/19/2023] [Accepted: 07/20/2023] [Indexed: 01/12/2024]
Abstract
The current study focuses on identifying the candidate genes of a grain yield QTL from a double haploid population, Westonia × Kauz. The QTL region spans 20 Mbp on the IWGSC whole-genome sequence flank with 90K SNP markers. The IWGSC gene annotation revealed 16 high-confidence genes and 41 low-confidence genes. Bioinformatic approaches, including functional gene annotation, ontology investigation, pathway exploration, and gene network study using publicly available gene expression data, enabled the short-listing of four genes for further confirmation. Complete sequencing of those four genes demonstrated that only two genes are polymorphic between the parental cultivars, which are the ferredoxin-like protein gene and the tetratricopeptide-repeat (TPR) protein gene. The two genes were selected for downstream investigation. Two SNP variations were observed in the exon for both genes, with one SNP resulting in changes in amino acid sequence. qPCR-based gene expression showed that both genes were highly expressed in the high-yielding double haploid lines along with the parental cultivar Westonia. In contrast, their expression was significantly lower in the low-yielding lines in the other parent. It can be concluded that these two genes are the contributing genes to the grain yield QTL.
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Affiliation(s)
- Md Atik Us Saieed
- Food Futures Institute, School of Health, Education & Environment, Murdoch University, Perth, WA 6150, Australia; (M.A.U.S.); (Y.Z.); (S.I.)
- Department of Seed Science & Technology, Bangladesh Agricultural University, Mymensingh 2202, Bangladesh
| | - Yun Zhao
- Food Futures Institute, School of Health, Education & Environment, Murdoch University, Perth, WA 6150, Australia; (M.A.U.S.); (Y.Z.); (S.I.)
| | - Shahidul Islam
- Food Futures Institute, School of Health, Education & Environment, Murdoch University, Perth, WA 6150, Australia; (M.A.U.S.); (Y.Z.); (S.I.)
- Department of Plant Sciences, North Dakota State University, Fargo, ND 58108, USA
| | - Wujun Ma
- Food Futures Institute, School of Health, Education & Environment, Murdoch University, Perth, WA 6150, Australia; (M.A.U.S.); (Y.Z.); (S.I.)
- College of Agronomy, Qingdao Agriculture University, Qingdao 266109, China
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Sharma H, Shayaba, Kumar R, Kumar J, Bhadana D, Batra R, Singh R, Kumar S, Roy JK, Balyan HS, Gupta PK. Comparative analysis of VMT genes/proteins in selected plant species with emphasis on bread wheat (Triticum aestivum L.). Genes Genomics 2023; 45:1445-1461. [PMID: 37493927 DOI: 10.1007/s13258-023-01427-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2023] [Accepted: 07/09/2023] [Indexed: 07/27/2023]
Abstract
BACKGROUND In recent years, the study of molecular basis of uptake, transport and utilization of grain Fe/Zn (GFe/GZn) in wheat has been an active area of research. As a result, it has been shown that a number of transporters are involved in uptake and transport of Fe. In a recent study, knockout of a transporter gene OsVMT (VACUOLAR MUGINEIC ACID TRANSPORTER) in rice was shown to be involved in Fe homoeostasis. OBJECTIVE In this study, we analysed VMT genes among six monocots and three dicots with major emphasis on wheat VMT genes (TaVMTs), taking OsVMT gene as a reference. METHODS AND RESULTS Using OsVMT gene as a reference, VMT genes were identified and sequence similarities were examined among six monocots and three dicots. Each VMT protein carried one functional domain and 7 to 10 distinct motifs (including 9 novel motifs). The qRT-PCR analysis showed differential expression by all the six TaVMT genes in pairs of contrasting wheat genotypes with high (FAR4 and WB02) and low (K8027 and HD3226) GFe/GZn at two different grain filling stages (14 DAA and 28 DAA). TaVMT1 genes showed up-regulation in high GFe/Zn genotypes relative to low GFe/Zn genotypes, whereas the TaVMT2 genes showed down-regulation or nonsignificant up-regulation in a few cases. CONCLUSIONS At 14 DAA, each of the six TaVMT genes exhibited higher expression in wheat genotypes with high GFe and GZn relative to those with low GFe and GZn, suggesting major role of VMT genes in improvement of grain Fe/Zn homoeostasis, thus making TaVMT genes useful for improvement in Fe/Zn in wheat grains.
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Affiliation(s)
- Hemant Sharma
- Department of Genetics and Plant Breeding, Chaudhary Charan Singh University, Meerut, UP, India
| | - Shayaba
- Multanimal Modi College, Modinagar, Ghaziabad, UP, India
| | - Rahul Kumar
- Department of Genetics and Plant Breeding, Chaudhary Charan Singh University, Meerut, UP, India.
| | - Jitendra Kumar
- National Agri-Food Biotechnology Institute, Mohali, Punjab, India
| | - Deepa Bhadana
- Department of Genetics and Plant Breeding, Chaudhary Charan Singh University, Meerut, UP, India
| | - Ritu Batra
- Department of Genetics and Plant Breeding, Chaudhary Charan Singh University, Meerut, UP, India
| | - Rakhi Singh
- Department of Genetics and Plant Breeding, Chaudhary Charan Singh University, Meerut, UP, India
| | - Sachin Kumar
- Department of Genetics and Plant Breeding, Chaudhary Charan Singh University, Meerut, UP, India
| | - Joy K Roy
- National Agri-Food Biotechnology Institute, Mohali, Punjab, India
| | - Harindra S Balyan
- Department of Genetics and Plant Breeding, Chaudhary Charan Singh University, Meerut, UP, India
| | - Pushpendra K Gupta
- Department of Genetics and Plant Breeding, Chaudhary Charan Singh University, Meerut, UP, India
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Khalid M, Kausar R, Shahzad A, Ali GM, Begum S. Screening and validation of salt-stress responsive cg-SSR markers in wheat (Triticum aestivum L.) germplasm of Pakistan. Mol Biol Rep 2023:10.1007/s11033-023-08519-w. [PMID: 37253917 DOI: 10.1007/s11033-023-08519-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 05/10/2023] [Indexed: 06/01/2023]
Abstract
BACKGROUND Soil salinity has been affecting wheat production worldwide over past few decades. Evaluation of wheat genotypes for salinity tolerance at germination and vegetative growth level is crucial. Marker assisted selection is a technique used extensively for choosing salt-tolerant genotypes from breeding populations to introduce novel genes. METHODS AND MATERIALS The current study's main goal was to discover salt-stress resistant genes; genetic divergence and genome-wide connection by using recently designed candidate gene-based simple-sequence-repeat markers (cg-SSRs). The phenotypic connection of morphological features during the germination growth stage i.e., germination period, root length/weight and shoot length/weight, and vegetative growth stages i.e., root length/weight and shoot length/weight were tested in a group of 50 wheat genotypes. Significant difference was observed in germination rate, root length and weight among control and saline treatments. CONCLUSION Total 30 SSR markers were utilized to test salinity resistance genes in wheat genotypes. Three (10%) of which were monomorphic, one (3.34%) showed no result, and the other 26 (86%) were polymorphic. Using 30 polymorphic markers discovered total 37 alleles. The polymorphic information content (PIC), quantifies each SSR locus capacity to discriminate between wheat, varied from 0.00 to 0.38 with an average of 0.19. Association analysis revealed that 26 primers were associated with morphological features, 03 with root length and the remaining 23 with germination. Utilizing morphological data, stress tolerance index (STI) was designed concluding that Auqab-2000, Margala-99 and Ufaq showed better resistance against salinity among other wheat genotypes. Cluster analysis demonstrated that wheat genotypes have vast genetic variability.
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Affiliation(s)
- Mishal Khalid
- Department of Botany, University of Azad Jammu & Kashmir, Muzaffarabad, 13100, Pakistan
| | - Rehana Kausar
- National Institute for Genomics and Advanced Biotechnology, National Agriculture Research Center, Park Road, Islamabad, 45500, Pakistan.
| | - Armghan Shahzad
- National Institute for Genomics and Advanced Biotechnology, National Agriculture Research Center, Park Road, Islamabad, 45500, Pakistan
| | - Ghulam Muhammad Ali
- National Institute for Genomics and Advanced Biotechnology, National Agriculture Research Center, Park Road, Islamabad, 45500, Pakistan
| | - Sania Begum
- National Institute for Genomics and Advanced Biotechnology, National Agriculture Research Center, Park Road, Islamabad, 45500, Pakistan
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Anilkumar C, Muhammed Azharudheen TP, Sah RP, Sunitha NC, Devanna BN, Marndi BC, Patra BC. Gene based markers improve precision of genome-wide association studies and accuracy of genomic predictions in rice breeding. Heredity (Edinb) 2023; 130:335-345. [PMID: 36792661 PMCID: PMC10163052 DOI: 10.1038/s41437-023-00599-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 02/02/2023] [Accepted: 02/03/2023] [Indexed: 02/17/2023] Open
Abstract
It is hypothesized that the genome-wide genic markers may increase the prediction accuracy of genomic selection for quantitative traits. To test this hypothesis, a set of candidate gene-based markers for yield and grain traits-related genes cloned across the rice genome were custom-designed. A multi-model, multi-locus genome-wide association study (GWAS) was performed using new genic markers developed to test their effectiveness for gene discovery. Two multi-locus models, FarmCPU and mrMLM, along with a single-locus mixed linear model (MLM), identified 28 significant marker-trait associations. These associations revealed novel causative alleles for grain weight and pleiotropic associations with other traits. For instance, the marker YD91 derived from the gene OsAAP3 on chromosome 1 was consistently associated with grain weight, while the gene has a significant effect on grain yield. Furthermore, nine genomic selection methods, including regression-based and machine learning-based models, were used to predict grain weight using a leave-one-out five-fold cross-validation approach to optimize the genomic selection model with genic markers. Among nine prediction models, Kernel Hilbert Space Regression (RKHS) is the best among regression-based models, and Random Forest Regression (RFR) is the best among machine learning-based models. Genomic prediction accuracies with and without GWAS significant markers were compared to assess the effectiveness of markers. The rapid decreases in prediction accuracy upon dropping GWAS significant markers indicate the effectiveness of new genic markers in genomic selection. Apart from that, the candidate gene-based markers were found to be more effective in genomic selection programs for better accuracy.
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Sah RP, Nayak AK, Chandrappa A, Behera S, Azharudheen Tp M, Lavanya GR. cgSSR marker-based genome-wide association study identified genomic regions for panicle characters and yield in rice (Oryza sativa L.). JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2023; 103:720-728. [PMID: 36054367 DOI: 10.1002/jsfa.12183] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Revised: 08/03/2022] [Accepted: 08/21/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND To improve production efficiency, positive alleles corresponding to yield-related attributes must be accumulated in a single elite background. We designed and used cgSSR markers, which are superior to random SSR markers in genome-wide association study, to identify genomic regions that contribute to panicle characters and grain yield in this study. RESULTS As evidenced by the high polymorphic information content value and gene diversity coefficient, the new cgSSR markers were determined to be highly informative. These cgSSR markers were employed to generate genotype data for an association panel evaluated for four panicle characters and grain yield over three seasons. For five traits, 17 significant marker-trait associations on six chromosomes were discovered. The percentage of phenotypic variance that could be explained ranged from 4% to 13%. Unrelated gene-derived markers had a strong association with target traits as well. CONCLUSION Trait-associated cgSSR markers derived from corresponding or related genes ensure their utility in direct allele selection, while other linked markers aid in allele selection indirectly by altering the phenotype of interest. Through a marker-assisted breeding approach, these marker-trait associations can be leveraged to accumulate favourable alleles for yield enhancement in rice. © 2022 Society of Chemical Industry.
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Affiliation(s)
- Rameswar Prasad Sah
- Crop Improvement Division, ICAR - National Rice Research Institute, Cuttack, India
| | - Amrit Kumar Nayak
- Department of Genetics and Plant breeding, Naini Agricultural Institute, Sam Higginbottom University of Agriculture, Technology and Sciences (SHUATS), Prayagraj, India
| | - Anilkumar Chandrappa
- Crop Improvement Division, ICAR - National Rice Research Institute, Cuttack, India
| | - Sasmita Behera
- Crop Improvement Division, ICAR - National Rice Research Institute, Cuttack, India
| | | | - G Roopa Lavanya
- Department of Genetics and Plant breeding, Naini Agricultural Institute, Sam Higginbottom University of Agriculture, Technology and Sciences (SHUATS), Prayagraj, India
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11
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Sabana AA, Antony G, Rajesh MK, Gangaraj KP, Niral V, Sudha R, Jerard BA. Development and characterization of non-coding RNA-derived simple sequence repeat markers in coconut (Cocos nucifera L.). Funct Integr Genomics 2022; 22:1243-1251. [DOI: 10.1007/s10142-022-00911-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 10/17/2022] [Accepted: 10/18/2022] [Indexed: 11/29/2022]
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12
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Yang W, Bai Z, Wang F, Zou M, Wang X, Xie J, Zhang F. Analysis of the genetic diversity and population structure of Monochasma savatieri Franch. ex Maxim using novel EST-SSR markers. BMC Genomics 2022; 23:597. [PMID: 35974306 PMCID: PMC9382759 DOI: 10.1186/s12864-022-08832-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 08/08/2022] [Indexed: 11/10/2022] Open
Abstract
Background Monochasma savatieri Franch. ex Maxim is a medicinally valuable herb. However, the collection and protection of the wild germplasm resources of M. savatieri are still insufficient, and their genetic diversity and population structure have been poorly studied. Results We collected and examined 46 M. savatieri individuals from Fujian, Hunan, Jiangxi, and Zhejiang provinces for genetic diversity and population structure, using 33 newly developed expressed sequence tag-simple sequence repeat (EST-SSR) markers. Applying these markers, we detected a total of 208 alleles, with an average of 6.303 alleles per locus. The polymorphic information content varied from 0.138 to 0.884 (average: 0.668), indicating a high level of polymorphism. At the population level, there was a low degree of genetic diversity among populations (I = 0.535, He = 0.342), with Zhejiang individuals showing the highest genetic diversity among the four populations (Fst = 0.497), which indicated little gene flow within the M. savatieri populations (Nm = 0.253). Mantel test analysis revealed a significant positive correlation between geographical and genetic distance among populations (R2 = 0.3304, p < 0.05), and structure and principal coordinate analyses supported classification of populations into three clusters, which was consistent with the findings of cluster analysis. Conclusions As a rare medicinal plants, the protection of M. savatieri does not look optimistic, and accordingly, protective efforts should be beefed up on the natural wild populations. This study provided novel tools and insights for designing effective collection and conservation strategies for M. savatieri. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-022-08832-x.
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Affiliation(s)
- Wanling Yang
- College of Life Sciences, Jiangxi Normal University, Nanchang, 330022, China
| | - Zhiyi Bai
- College of Life Sciences, Jiangxi Normal University, Nanchang, 330022, China
| | - Fuqiang Wang
- Yichun Academy of Sciences, Yichun, 336000, China
| | - Mingzhu Zou
- College of Life Sciences, Jiangxi Normal University, Nanchang, 330022, China
| | - Xinru Wang
- College of Life Sciences, Jiangxi Normal University, Nanchang, 330022, China
| | - Jiankun Xie
- College of Life Sciences, Jiangxi Normal University, Nanchang, 330022, China
| | - Fantao Zhang
- College of Life Sciences, Jiangxi Normal University, Nanchang, 330022, China.
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13
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Gahlaut V, Samtani H, Gautam T, Khurana P. Identification and Characterization of DNA Demethylase Genes and Their Association With Thermal Stress in Wheat (Triticum aestivum L.). Front Genet 2022; 13:894020. [PMID: 35938005 PMCID: PMC9355123 DOI: 10.3389/fgene.2022.894020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 06/13/2022] [Indexed: 12/05/2022] Open
Abstract
DNA demethylases (dMTases) are essential proteins in plants that regulate DNA methylation levels. The dMTase genes have been explored in a number of plant species, however, members of this family have not been reported in wheat. We identified 12 wheat dMTase genes divided into two subfamilies: repressor of silencing 1 (ROS1) and DEMETER-Like (DML). The TadMTases in the same subfamily or clade in the phylogenetic tree have similar gene structures, protein motifs, and domains. The promoter sequence contains multiple cis-regulatory elements (CREs) that respond to abiotic stress, hormones, and light, suggesting that the majority of TadMTase genes play a role in wheat growth, development, and stress response. The nuclear localization signals (NLSs), subcellular localization, and SRR motifs were also analyzed. The expression profile analyses revealed that TadMTase genes showed differential gene expression patterns in distinct developmental stages and tissues as well as under heat stress (HS). Furthermore, the qRT-PCR analysis revealed that TadMTase gene expression differed amongst wheat cultivars with varying degrees of HS tolerance. Overall, this work contributes to the understanding of the biological function of wheat dMTases and lays the foundation for future investigations.
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Affiliation(s)
- Vijay Gahlaut
- Department of Plant Molecular Biology, University of Delhi, New Delhi, India
- CSIR-Institute of Himalayan Bioresource Technology, Palampur, India
- *Correspondence: Vijay Gahlaut,
| | - Harsha Samtani
- Department of Plant Molecular Biology, University of Delhi, New Delhi, India
| | - Tinku Gautam
- Department of Genetics and Plant Breeding, Chaudhary Charan Singh University, Meerut, India
| | - Paramjit Khurana
- Department of Plant Molecular Biology, University of Delhi, New Delhi, India
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14
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Kumar S, Jacob SR, Mir RR, Vikas VK, Kulwal P, Chandra T, Kaur S, Kumar U, Kumar S, Sharma S, Singh R, Prasad S, Singh AM, Singh AK, Kumari J, Saharan MS, Bhardwaj SC, Prasad M, Kalia S, Singh K. Indian Wheat Genomics Initiative for Harnessing the Potential of Wheat Germplasm Resources for Breeding Disease-Resistant, Nutrient-Dense, and Climate-Resilient Cultivars. Front Genet 2022; 13:834366. [PMID: 35846116 PMCID: PMC9277310 DOI: 10.3389/fgene.2022.834366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Accepted: 05/09/2022] [Indexed: 11/13/2022] Open
Abstract
Wheat is one of the major staple cereal food crops in India. However, most of the wheat-growing areas experience several biotic and abiotic stresses, resulting in poor quality grains and reduced yield. To ensure food security for the growing population in India, there is a compelling need to explore the untapped genetic diversity available in gene banks for the development of stress-resistant/tolerant cultivars. The improvement of any crop lies in exploring and harnessing the genetic diversity available in its genetic resources in the form of cultivated varieties, landraces, wild relatives, and related genera. A huge collection of wheat genetic resources is conserved in various gene banks across the globe. Molecular and phenotypic characterization followed by documentation of conserved genetic resources is a prerequisite for germplasm utilization in crop improvement. The National Genebank of India has an extensive and diverse collection of wheat germplasm, comprising Indian wheat landraces, primitive cultivars, breeding lines, and collection from other countries. The conserved germplasm can contribute immensely to the development of wheat cultivars with high levels of biotic and abiotic stress tolerance. Breeding wheat varieties that can give high yields under different stress environments has not made much headway due to high genotypes and environmental interaction, non-availability of truly resistant/tolerant germplasm, and non-availability of reliable markers linked with the QTL having a significant impact on resistance/tolerance. The development of new breeding technologies like genomic selection (GS), which takes into account the G × E interaction, will facilitate crop improvement through enhanced climate resilience, by combining biotic and abiotic stress resistance/tolerance and maximizing yield potential. In this review article, we have summarized different constraints being faced by Indian wheat-breeding programs, challenges in addressing biotic and abiotic stresses, and improving quality and nutrition. Efforts have been made to highlight the wealth of Indian wheat genetic resources available in our National Genebank and their evaluation for the identification of trait-specific germplasm. Promising genotypes to develop varieties of important targeted traits and the development of different genomics resources have also been highlighted.
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Affiliation(s)
- Sundeep Kumar
- Indian Council of Agricultural Research-National Bureau of Plant Genetic Resources, New Delhi, India
- *Correspondence: Sundeep Kumar,
| | - Sherry R. Jacob
- Indian Council of Agricultural Research-National Bureau of Plant Genetic Resources, New Delhi, India
| | - Reyazul Rouf Mir
- Division of Genetics and Plant Breeding, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir (SKUAST-Kashmir), Jammu and Kashmir, India
| | - V. K. Vikas
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Pawan Kulwal
- State Level Biotechnology Centre, Mahatma Phule Krishi Vidyapeeth, Rahuri, India
| | - Tilak Chandra
- Indian Council of Agricultural Research-National Bureau of Plant Genetic Resources, New Delhi, India
| | - Satinder Kaur
- School of Agricultural Biotechnology, Punjab Agricultural University, Ludhiana, India
| | - Uttam Kumar
- Borlaug Institute for South Asia, Ludhiana, India
| | - Suneel Kumar
- Indian Council of Agricultural Research-National Bureau of Plant Genetic Resources, New Delhi, India
| | - Shailendra Sharma
- Department of Genetics and Plant Breeding, Chaudhary Charan Singh University, Meerut, Uttar Pradesh
| | - Ravinder Singh
- School of Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Jammu (SKUAST-Jammu), Jammu and Kashmir, India
| | - Sai Prasad
- Indian Agriculture Research Institute Regional Research Station, Indore, India
| | - Anju Mahendru Singh
- Division of Genetics, Indian Agricultural Research Institute, New Delhi, India
| | - Amit Kumar Singh
- Indian Council of Agricultural Research-National Bureau of Plant Genetic Resources, New Delhi, India
| | - Jyoti Kumari
- Indian Council of Agricultural Research-National Bureau of Plant Genetic Resources, New Delhi, India
| | - M. S. Saharan
- Division of Plant Pathology, Indian Agricultural Research Institute, New Delhi, India
| | | | - Manoj Prasad
- Laboratory of Plant Virology, National Institute of Plant Genome Research, New Delhi, India
| | - Sanjay Kalia
- Department of Biotechnology, Ministry of Science and Technology, New Delhi, India
| | - Kuldeep Singh
- Indian Council of Agricultural Research-National Bureau of Plant Genetic Resources, New Delhi, India
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15
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Boiko S. Design of microsatellite markers for Schizophyllum commune (Agaricales, Basidiomycota) based on analysis of its genome. UKRAINIAN BOTANICAL JOURNAL 2022. [DOI: 10.15407/ukrbotj79.01.027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Simple sequence repeats of DNA (SSRs) are the most popular source of genetic markers used in population genetics, phylogenetics, and genetic mapping. A large number of nucleotide repeats enriched in G and C were identified. 336 mononucleotide motifs with more than ten repeats were recorded. 2020 nucleotide repeats were identified, of which 97.4% are di- (68.2%) and trinucleotides (29.2%). The total number of unique SSR loci, to which primers pairs were developed, was 1920. PCR primer sequences for unique SSR loci of the S. commune genome are presented. Of the twenty-two SSR markers synthesized for the S. commune genome, amplicons formed 64% on freshly isolated DNA samples.
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16
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Prasad G, Mittal S, Kumar A, Chauhan D, Sahu TK, Kumar S, Singh R, Yadav MC, Singh AK. Transcriptome Analysis of Bread Wheat Genotype KRL3-4 Provides a New Insight Into Regulatory Mechanisms Associated With Sodicity (High pH) Tolerance. Front Genet 2022; 12:782366. [PMID: 35222517 PMCID: PMC8864244 DOI: 10.3389/fgene.2021.782366] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Accepted: 12/14/2021] [Indexed: 11/24/2022] Open
Abstract
Globally, sodicity is one of the major abiotic stresses limiting the wheat productivity in arid and semi-arid regions. With due consideration, an investigation of the complex gene network associated with sodicity stress tolerance is required to identify transcriptional changes in plants during abiotic stress conditions. For this purpose, we sequenced the flag leaf transcriptome of a highly tolerant bread wheat germplasm (KRL 3-4) in order to extend our knowledge and better understanding of the molecular basis of sodicity tolerance. A total of 1,980 genes were differentially expressed in the flag leaf due to sodicity stress. Among these genes, 872 DEGs were upregulated and 1,108 were downregulated. Furthermore, annotation of DEGs revealed that a total of 1,384 genes were assigned to 2,267 GO terms corresponding to 502 (biological process), 638 (cellular component), and 1,127 (molecular function). GO annotation also revealed the involvement of genes related to several transcription factors; the important ones are expansins, peroxidase, glutathione-S-transferase, and metal ion transporters in response to sodicity. Additionally, from 127 KEGG pathways, only 40 were confidently enriched at a p-value <0.05 covering the five main KEGG categories of metabolism, i.e., environmental information processing, genetic information processing, organismal systems, and cellular processes. Most enriched pathways were prioritized using MapMan software and revealed that lipid metabolism, nutrient uptake, and protein homeostasis were paramount. We have also found 39 SNPs that mapped to the important sodicity stress-responsive genes associated with various pathways such as ROS scavenging, serine/threonine protein kinase, calcium signaling, and metal ion transporters. In a nutshell, only 19 important candidate genes contributing to sodicity tolerance in bread wheat were identified, and these genes might be helpful for better understanding and further improvement of sodicity tolerance in bread wheat.
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Affiliation(s)
- Geeta Prasad
- Division of Genomic Resources, ICAR-NBPGR, New Delhi, India
| | - Shikha Mittal
- Division of Genomic Resources, ICAR-NBPGR, New Delhi, India
| | - Arvind Kumar
- ICAR-Central Soil Salinity Research Institute, Karnal, India
| | - Divya Chauhan
- Division of Genomic Resources, ICAR-NBPGR, New Delhi, India
| | | | - Sundeep Kumar
- Division of Genomic Resources, ICAR-NBPGR, New Delhi, India
| | - Rakesh Singh
- Division of Genomic Resources, ICAR-NBPGR, New Delhi, India
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17
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Aycan M, Baslam M, Asiloglu R, Mitsui T, Yildiz M. Development of new high-salt tolerant bread wheat (Triticum aestivum L.) genotypes and insight into the tolerance mechanisms. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2021; 166:314-327. [PMID: 34147724 DOI: 10.1016/j.plaphy.2021.05.041] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2021] [Accepted: 05/24/2021] [Indexed: 05/24/2023]
Abstract
The loss of cropland soils, climate change, and population growth are directly affecting the food supply. Given the higher incidence of salinity and extreme events, the cereal performance and yield are substantially hampered. Wheat is forecast to decline over the coming years due to the salinization widespread as one of the oldest and most environmental severe constraints facing global cereal production. To increase salinity tolerance of wheat, in this study, we developed two new salt-tolerant bread wheats, named 'Maycan' and 'Yıldız'. The salinity tolerance of these lines, their parents, and a salt-sensitive cultivar has been tested from measurements of physiological, biochemical, and genes associated with osmotic adjustment/plant tolerance in cultures containing 0 and 150 mM NaCl at the seedling stage. Differential growth reductions to increased salinity were observed in the salt-sensitive cultivar, with those newly developed exhibiting significantly greater root length, growth of shoot and water content as salinity tolerances overall than their parents. 'Maycan' and 'Yıldız' had higher osmoregulator proline content and antioxidants enzyme activities under salinity than the other bread wheat tested. Notably, an important upregulation in the expression of genes related to cellular ion balance, osmolytes accumulation, and abscisic acid was observed in both new wheat germplasms, which may improve salt tolerance. These finding revealed that 'Maycan' and 'Yıldız' exhibit high-salt tolerance at the seedling stage and differing in their tolerance mechanisms to the other tested cultivars, thereby providing an opportunity for their exploitation as modern bread wheats.
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Affiliation(s)
- Murat Aycan
- Laboratory of Biochemistry, Faculty of Agriculture, Niigata University, Niigata, Japan
| | - Marouane Baslam
- Laboratory of Biochemistry, Faculty of Agriculture, Niigata University, Niigata, Japan
| | - Rasit Asiloglu
- Faculty of Agriculture, Niigata University, Niigata, Japan
| | - Toshiaki Mitsui
- Laboratory of Biochemistry, Faculty of Agriculture, Niigata University, Niigata, Japan
| | - Mustafa Yildiz
- Department of Field Crops, Faculty of Agriculture, Ankara University, Ankara, Turkey.
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18
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Impact of Ethyl Methane Sulphonate Mutagenesis in Artemisia vulgaris L. under NaCl Stress. BIOTECH 2021; 10:biotech10030018. [PMID: 35822772 PMCID: PMC9245466 DOI: 10.3390/biotech10030018] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2021] [Revised: 08/15/2021] [Accepted: 08/17/2021] [Indexed: 11/22/2022] Open
Abstract
The present investigation aimed to obtain salt-tolerant Artemisia vulgaris L. to develop a constant form through in vitro mutagenesis with ethyl methane sulphonate (EMS) as the chemical mutagen. NaCl tolerance was evaluated by the ability of the callus to maintain its growth under different concentrations, ranges from (0 mM to 500 mM). However, NaCl salinity concentration at (500 mM) did not show any development of callus, slight shrinking, and brown discoloration taking place over a week. Thus, all the biochemical and antioxidant assays were limited to (0–400 mM) NaCl. On the other hand, selected calluses were treated with 0.5% EMS for 30, 60, and 90 min and further subcultured on basal media fortified with different concentrations of 0–400 mM NaCl separately. Thus, the callus was treated for 60 min and was found to induce the mutation on the callus. The maximum salt-tolerant callus from 400 mM NaCl was regenerated in MS medium fortified with suitable hormones. Biochemical parameters such as chlorophyll, carotenoids, starch, amino acids, and phenol contents decreased under NaCl stress, whereas sugar and proline increased. Peroxidase (POD) and superoxide dismutase (SOD) activities peaked at 200 mM NaCl, whereas catalase (CAT) was maximum at 100 mM NaCl. Enhanced tolerance of 0.5% the EMS-treated callus, attributed to the increased biochemical and antioxidant activity over the control and NaCl stress. As a result, the mutants were more tolerant of salinity than the control plants.
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19
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Genome-wide association mapping reveals key genomic regions for physiological and yield-related traits under salinity stress in wheat (Triticum aestivum L.). Genomics 2021; 113:3198-3215. [PMID: 34293475 DOI: 10.1016/j.ygeno.2021.07.014] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Revised: 06/27/2021] [Accepted: 07/13/2021] [Indexed: 11/21/2022]
Abstract
A genome-wide association study (GWAS) was conducted using six different multi-locus GWAS models and 35K SNP array to demarcate genomic regions underlying reproductive stage salinity tolerance. Marker-trait association analysis was performed for salt tolerance indices (STI) of 11 morpho-physiological traits, and the actual concentrations of Na+ and K+, and the Na+/K+ ratio in flag leaf. A total of 293 significantly associated quantitative trait nucleotides (QTNs) for 14 morpho-physiological traits were identified. Of these 293 QTNs, 12 major QTNs with R2 ≥ 10.0% were detected in three or more GWAS models. Novel major QTNs were identified for plant height, number of effective tillers, biomass, grain yield, thousand grain weight, Na+ and K+ content, and the Na+/K+ ratio in flag leaf. Moreover, 48 candidate genes were identified from the associated genomic regions. The QTNs identified in this study could potentially be targeted for improving salinity tolerance in wheat.
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Zatybekov A, Anuarbek S, Abugalieva S, Turuspekov Y. Phenotypic and genetic variability of a tetraploid wheat collection grown in Kazakhstan. Vavilovskii Zhurnal Genet Selektsii 2020; 24:605-612. [PMID: 33659846 PMCID: PMC7716525 DOI: 10.18699/vj20.654] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
New cultivars adapted to major durum wheat growing environments are essential for the cultivation of this crop. The development of new cultivars has required the availability of diverse genetic material and their extensive field trials. In this work, a collection of tetraploid wheat consisting of 85 accessions was tested in the field conditions of Almaty region during 2018 and 2019. The accessions were ranged according to nine agronomic traits studied, and accessions with the highest yield performance for Almaty region of Kazakhstan were revealed. The ANOVA suggested that the performance of agronomic traits were influenced both by Environment and Genotype. Also, the collection was analyzed using seven SSR (simple sequence repeats) markers. From 3 to 6 alleles per locus were revealed, with an average of 4.6, while the effective number of alleles was 2.8. Nei's genetic diversity was in the range of 0.45-0.69. The results showed high values of polymorphism index content (PIC) in the range of 0.46-0.70, with an average of 0.62, suggesting that 6 out of 7 SSRs were highly informative (PIC > 0.5). Phylogenetic analysis of the collection has allowed the separation of accessions into six clusters. The local accessions were presented in all six clusters with the majority of them grouped in the first three clusters designated as A, B, and C, respectively. The relations between SSR markers and agronomic traits in the collection were studied. The results can be efficiently used for the enhancement of local breeding projects for the improvement of yield productivity in durum wheat.
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Affiliation(s)
- A Zatybekov
- Institute of Plant Biology and Biotechnology, Almaty, Kazakhstan
| | - S Anuarbek
- Institute of Plant Biology and Biotechnology, Almaty, Kazakhstan Al-Farabi Kazakh National University, Almaty, Kazakhstan
| | - S Abugalieva
- Institute of Plant Biology and Biotechnology, Almaty, Kazakhstan
| | - Y Turuspekov
- Institute of Plant Biology and Biotechnology, Almaty, Kazakhstan Al-Farabi Kazakh National University, Almaty, Kazakhstan
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21
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Zheng Y, Zhang Z, Wan Y, Tian J, Xie W. Development of EST-SSR Markers Linked to Flowering Candidate Genes in Elymus sibiricus L. Based on RNA Sequencing. PLANTS 2020; 9:plants9101371. [PMID: 33076513 PMCID: PMC7650638 DOI: 10.3390/plants9101371] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/30/2020] [Revised: 10/05/2020] [Accepted: 10/14/2020] [Indexed: 01/08/2023]
Abstract
Elymus sibiricus L. is an important cold-season grass with excellent cold and drought tolerance, good palatability, and nutrition. Flowering time is a key trait that affects forage and seed yield. Development of EST-SSR (expressed sequence tag simple sequence repeat) markers based on flowering genes contributes to the improvement of flowering traits. In the study, we detected 155 candidate genes related to flowering traits from 10,591 unigenes via transcriptome sequencing in early- and late-flowering genotypes. These candidate genes were mainly involved in the photoperiodic pathway, vernalization pathway, central integrator, and gibberellin pathway. A total of 125 candidate gene-based EST-SSRs were developed. Further, 15 polymorphic EST-SSRs closely associated to 13 candidate genes were used for genetic diversity and population structure analysis among 20 E. sibiricus accessions, including two contrasting panels (early-flowering and late-flowering). Among them, primer 28366, designed from heading date 3a (HD3a), effectively distinguished early- and late-flowering genotypes using a specifically amplified band of 175 bp. The polymorphic information content (PIC) value ranged from 0.12 to 0.48, with an average of 0.25. The unweighted pair group method analysis (UPGMA) cluster and structure analysis showed that the 20 E. sibiricus genotypes with similar flowering times tended to group together. These newly developed EST-SSR markers have the potential to be used for molecular markers assisted selection and germplasm evaluation of flowering traits in E. sibiricus.
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22
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Kumar S, Kumari J, Bhusal N, Pradhan AK, Budhlakoti N, Mishra DC, Chauhan D, Kumar S, Singh AK, Reynolds M, Singh GP, Singh K, Sareen S. Genome-Wide Association Study Reveals Genomic Regions Associated With Ten Agronomical Traits in Wheat Under Late-Sown Conditions. FRONTIERS IN PLANT SCIENCE 2020; 11:549743. [PMID: 33042178 PMCID: PMC7527491 DOI: 10.3389/fpls.2020.549743] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Accepted: 08/27/2020] [Indexed: 06/11/2023]
Abstract
Poor understanding of the genetic and molecular basis of heat tolerance component traits is a major bottleneck in designing heat tolerant wheat cultivars. The impact of terminal heat stress is generally reported in the case of late sown wheat. In this study, our aim was to identify genomic regions for various agronomic traits under late sown conditions by using genome-wide association approach. An association mapping panel of 205 wheat accessions was evaluated under late sown conditions at three different locations in India. Genotyping of the association panel revealed 15,886 SNPs, out of which 11,911 SNPs with exact physical locations on the wheat reference genome were used in association analysis. A total of 69 QTLs (10 significantly associated and 59 suggestive) were identified for ten different traits including productive tiller number (17), grain yield (14), plant height (12), grain filling rate (6), grain filling duration (5), days to physiological maturity (4), grain number (3), thousand grain weight (3), harvest index (3), and biomass (2). Out of these associated QTLs, 17 were novel for traits, namely PTL (3), GY (2), GFR (6), HI (3) and GNM (3). Moreover, five consistent QTLs across environments were identified for GY (4) and TGW (1). Also, 11 multi-trait SNPs and three hot spot regions on Chr1Ds, Chr2BS, Chr2DS harboring many QTLs for many traits were identified. In addition, identification of heat tolerant germplasm lines based on favorable alleles HD2888, IC611071, IC611273, IC75240, IC321906, IC416188, and J31-170 would facilitate their targeted introgression into popular wheat cultivars. The significantly associated QTLs identified in the present study can be further validated to identify robust markers for utilization in marker-assisted selection (MAS) for development of heat tolerant wheat cultivars.
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Affiliation(s)
- Sundeep Kumar
- ICAR-National Bureau of Plant Genetic Resources, New Delhi, India
| | - Jyoti Kumari
- ICAR-National Bureau of Plant Genetic Resources, New Delhi, India
| | - Nabin Bhusal
- ICAR-Indian Institute of Wheat and Barley Research, Karnal, India
| | | | - Neeraj Budhlakoti
- ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India
| | | | - Divya Chauhan
- ICAR-National Bureau of Plant Genetic Resources, New Delhi, India
| | - Suneel Kumar
- ICAR-National Bureau of Plant Genetic Resources, New Delhi, India
| | - Amit Kumar Singh
- ICAR-National Bureau of Plant Genetic Resources, New Delhi, India
| | - Mathew Reynolds
- International Maize and Wheat Improvement Center (CIMMYT), El Batan, Mexico
| | | | - Kuldeep Singh
- ICAR-National Bureau of Plant Genetic Resources, New Delhi, India
| | - Sindhu Sareen
- ICAR-Indian Institute of Wheat and Barley Research, Karnal, India
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23
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Genome-wide identification and characterization of novel non-coding RNA-derived SSRs in wheat. Mol Biol Rep 2020; 47:6111-6125. [PMID: 32794134 DOI: 10.1007/s11033-020-05687-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Accepted: 07/26/2020] [Indexed: 02/02/2023]
Abstract
Expression of eukaryotic genes is largely regulated by non-coding RNAs (ncRNA). Sequence variations in the regulatory RNAs may have critical biological consequences including transcriptional and post-transcriptional gene regulation. ncRNA-derived markers thus can be proved useful in molecular breeding, QTL mapping and association studies for trait dissection. In present study, we identified a total of 661 SSRs dwelling in pre-miRNA (15), small nuclear RNA (25) and lncRNA (621). Of these, 46 were validated and 100% amplification success was observed in selected wheat genotypes. A set of 36 ncRNA-SSRs markers was utilized for genetic variability assessment in forty-eight Indian wheat genotypes (which includes bread wheat, durum wheat and relatives). Number of alleles ranged from 1 to 4 with an average of two alleles per SSR locus. Mean PIC, observed heterozygosity and Shannon information index were found to be 0.258, 0.37 and 0.476 which suggests ncRNA-SSRs show higher polymorphism compared to genic SSRs but lower polymorphism compared to genomic SSRs. Thirty-six ncRNA-SSRs showed transferability ranging from 42.1% to 100%. Average genetic dissimilarity among wheat genotypes was found to be 0.29 based on Jaccard's dissimilarity. This is the first report of ncRNA-SSRs in wheat which will be useful for molecular breeding and genetic improvement of wheat.
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Chaurasia S, Singh AK, Songachan LS, Sharma AD, Bhardwaj R, Singh K. Multi-locus genome-wide association studies reveal novel genomic regions associated with vegetative stage salt tolerance in bread wheat (Triticum aestivum L.). Genomics 2020; 112:4608-4621. [PMID: 32771624 DOI: 10.1016/j.ygeno.2020.08.006] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Revised: 07/27/2020] [Accepted: 08/04/2020] [Indexed: 10/23/2022]
Abstract
Soil salinity is one of the typical abiotic stresses affecting sustainability of wheat production worldwide. In the present study, we performed a 35 K SNP genotyping assay on association panel of 135 diverse wheat genotypes evaluated for vegetative stage tolerance in hydroponics. Association analyses using five multi-locus GWAS models revealed 42 reliable QTNs for 10 salt tolerance associated traits. Among these 42 reliable QTNs, 9, 17 and 16 QTNs were associated with physiological, biomass and shoot ionic traits respectively. Novel major QTNs were identified for chlorophyll content, shoot fresh weight, seedling total biomass, Na+ and K+ concentration and Na+/K+ ratio in shoots. Further, 10 major QTNs showed significant effect on the corresponding salt tolerance traits. Gene ontology analysis of the associated genomic regions identified 58 candidate genes. The information generated in this study will be of potential value for improvement of salt tolerance of wheat cultivars using marker assisted selection.
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Affiliation(s)
- Shiksha Chaurasia
- Division of Genomic Resources, ICAR-National Bureau of Plant Genetic Resources, Pusa Campus, New Delhi 110012, India; Department of Botany, Institute of Science, Banaras Hindu University, Varanasi 221005, India
| | - Amit Kumar Singh
- Division of Genomic Resources, ICAR-National Bureau of Plant Genetic Resources, Pusa Campus, New Delhi 110012, India.
| | - L S Songachan
- Department of Botany, Institute of Science, Banaras Hindu University, Varanasi 221005, India
| | - Axma Dutt Sharma
- Division of Germplasm Conservation, ICAR-National Bureau of Plant Genetic Resources, Pusa Campus, New Delhi 110012, India
| | - Rakesh Bhardwaj
- Division of Germplasm Evaluation, ICAR-National Bureau of Plant Genetic Resources, Pusa Campus, New Delhi 110012, India
| | - Kuldeep Singh
- ICAR-National Bureau of Plant Genetic Resources, Pusa Campus, New Delhi 110012, India
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25
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Al-Ashkar I, Alderfasi A, Ben Romdhane W, Seleiman MF, El-Said RA, Al-Doss A. Morphological and Genetic Diversity within Salt Tolerance Detection in Eighteen Wheat Genotypes. PLANTS (BASEL, SWITZERLAND) 2020; 9:E287. [PMID: 32106488 PMCID: PMC7154827 DOI: 10.3390/plants9030287] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/04/2020] [Revised: 02/21/2020] [Accepted: 02/21/2020] [Indexed: 01/24/2023]
Abstract
Salinity is a major obstacle to wheat production worldwide. Salt-affected soils could be used by improving salt-tolerant genotypes depending upon the genetic variation and salt stress response of adapted and donor wheat germplasm. We used a comprehensive set of morpho-physiological and biochemical parameters and simple sequence repeat (SSR) marker technique with multivariate analysis to accurately demonstrate the phenotypic and genetic variation of 18 wheat genotypes under salinity stress. All genotypes were evaluated without NaCl as a control and with 150 mM NaCl, until the onset of symptoms of death in the sensitive plant (after 43 days of salinity treatment). The results showed that the relative change of the genetic variation was high for all parameters, heritability (> 60%), and genetic gain (> 20%). Stepwise regression analysis, noting the importance of the root dry matter, relative turgidity, and their respective contributions to the shoot dry matter, indicated their relevance in improving and evaluating the salt-tolerant genotypes of breeding programs. The relative change of the genotypes in terms of the relative turgidity and shoot dry matter during salt stress was verified using clustering methods. For cluster analysis, the genotypes were classified into three groups: tolerant, intermediate, and sensitive, representing five, six, and seven genotypes, respectively. The morphological and genetic distances were significantly correlated based on the Mantel test. Of the 23 SSR markers that showed polymorphism, 17 were associated with almost all examined parameters. Therefore, based on the observed molecular marker-phenotypic trait association, the markers were highly useful in detecting tolerant and sensitive genotypes. Thus, it considers a helpful tool for salt tolerance through marker-assisted selection.
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Affiliation(s)
- Ibrahim Al-Ashkar
- Plant Production, College of Food and Agriculture Sciences, King Saud University, Riyadh 11451, Saudi Arabia; (A.A.); (W.B.R.); or (M.F.S.); (A.A.-D.)
- Agronomy Department, Faculty of Agriculture, Al-Azhar University, Cairo 11651, Egypt
| | - Ali Alderfasi
- Plant Production, College of Food and Agriculture Sciences, King Saud University, Riyadh 11451, Saudi Arabia; (A.A.); (W.B.R.); or (M.F.S.); (A.A.-D.)
| | - Walid Ben Romdhane
- Plant Production, College of Food and Agriculture Sciences, King Saud University, Riyadh 11451, Saudi Arabia; (A.A.); (W.B.R.); or (M.F.S.); (A.A.-D.)
| | - Mahmoud F. Seleiman
- Plant Production, College of Food and Agriculture Sciences, King Saud University, Riyadh 11451, Saudi Arabia; (A.A.); (W.B.R.); or (M.F.S.); (A.A.-D.)
- Department of Crop Sciences, Faculty of Agriculture, Menoufia University, Shibin El-kom 32514, Egypt
| | - Rania A. El-Said
- Biological and Ecological Department, Faculty of Home Economic, Al-Azhar University, Tanta 31732, Egypt;
| | - Abdullah Al-Doss
- Plant Production, College of Food and Agriculture Sciences, King Saud University, Riyadh 11451, Saudi Arabia; (A.A.); (W.B.R.); or (M.F.S.); (A.A.-D.)
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26
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Dubey H, Rawal HC, Rohilla M, Lama U, Kumar PM, Bandyopadhyay T, Gogoi M, Singh NK, Mondal TK. TeaMiD: a comprehensive database of simple sequence repeat markers of tea. Database (Oxford) 2020; 2020:baaa013. [PMID: 32159215 PMCID: PMC7065459 DOI: 10.1093/database/baaa013] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2019] [Revised: 01/05/2020] [Accepted: 01/25/2020] [Indexed: 12/05/2022]
Abstract
Tea is a highly cross-pollinated, woody, perennial tree. High heterozygosity combined with a long gestational period makes conventional breeding a cumbersome process. Therefore, marker-assisted breeding is a better alternative approach when compared with conventional breeding. Considering the large genome size of tea (~3 Gb), information about simple sequence repeat (SSR) is scanty. Thus, we have taken advantage of the recently published tea genomes to identify large numbers of SSR markers in the tea. Besides the genomic sequences, we identified SSRs from the other publicly available sequences such as RNA-seq, GSS, ESTs and organelle genomes (chloroplasts and mitochondrial) and also searched published literature to catalog validated set of tea SSR markers. The complete exercise yielded a total of 935 547 SSRs. Out of the total, 82 SSRs were selected for validation among a diverse set of tea genotypes. Six primers (each with four to six alleles, an average of five alleles per locus) out of the total 27 polymorphic primers were used for a diversity analysis in 36 tea genotypes with mean polymorphic information content of 0.61-0.76. Finally, using all the information generated in this study, we have developed a user-friendly database (TeaMiD; http://indianteagenome.in:8080/teamid/) that hosts SSR from all the six resources including three nuclear genomes of tea and transcriptome sequences of 17 Camellia wild species. Database URL: http://indianteagenome.in:8080/teamid/.
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Affiliation(s)
- Himanshu Dubey
- Indian Council Agricultural Research-National Institute for Plant Biotechnology, Lal Bahadur Sashtri Centre, Indian Agricultural Research Institute, Pusa, New Delhi 110012, India
| | - Hukam C Rawal
- Indian Council Agricultural Research-National Institute for Plant Biotechnology, Lal Bahadur Sashtri Centre, Indian Agricultural Research Institute, Pusa, New Delhi 110012, India
| | - Megha Rohilla
- Indian Council Agricultural Research-National Institute for Plant Biotechnology, Lal Bahadur Sashtri Centre, Indian Agricultural Research Institute, Pusa, New Delhi 110012, India
| | - Urvashi Lama
- Darjeeling Tea Research and Development Centre, Tea Board, Ministry of Commerce, B.T.M. Sarani (Brabourne Road), Kolkata, West Bengal 700001, India
| | - P Mohan Kumar
- Darjeeling Tea Research and Development Centre, Tea Board, Ministry of Commerce, B.T.M. Sarani (Brabourne Road), Kolkata, West Bengal 700001, India
| | - Tanoy Bandyopadhyay
- Department of Biotechnology, Tocklai Experimental Station, Tea Research Association, Jorhat, Assam, India
| | - Madhurjya Gogoi
- Department of Biotechnology, Tocklai Experimental Station, Tea Research Association, Jorhat, Assam, India
| | - Nagendra Kumar Singh
- Indian Council Agricultural Research-National Institute for Plant Biotechnology, Lal Bahadur Sashtri Centre, Indian Agricultural Research Institute, Pusa, New Delhi 110012, India
| | - Tapan Kumar Mondal
- Indian Council Agricultural Research-National Institute for Plant Biotechnology, Lal Bahadur Sashtri Centre, Indian Agricultural Research Institute, Pusa, New Delhi 110012, India
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27
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Liao B, Lee SY, Meng K, Yin Q, Huang C, Fan Q, Liao W, Chen S. Characterization and novel Est-SSR marker development of an important Chinese medicinal plant, Morinda officinalis How (Rubiaceae). BIOTECHNOL BIOTEC EQ 2019. [DOI: 10.1080/13102818.2019.1664322] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Affiliation(s)
- Boyong Liao
- State Key Laboratory of Bio-control, Guangdong Provincial Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, Guangdong, P. R. China
| | - Shiou Yih Lee
- State Key Laboratory of Bio-control, Guangdong Provincial Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, Guangdong, P. R. China
| | - Kaikai Meng
- State Key Laboratory of Bio-control, Guangdong Provincial Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, Guangdong, P. R. China
| | - Qianyi Yin
- State Key Laboratory of Bio-control, Guangdong Provincial Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, Guangdong, P. R. China
| | - Cuiying Huang
- State Key Laboratory of Bio-control, Guangdong Provincial Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, Guangdong, P. R. China
| | - Qiang Fan
- State Key Laboratory of Bio-control, Guangdong Provincial Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, Guangdong, P. R. China
| | - Wenbo Liao
- State Key Laboratory of Bio-control, Guangdong Provincial Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, Guangdong, P. R. China
| | - Sufang Chen
- State Key Laboratory of Bio-control, Guangdong Provincial Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, Guangdong, P. R. China
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