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Prusty A, Panchal A, Singh RK, Prasad M. Major transcription factor families at the nexus of regulating abiotic stress response in millets: a comprehensive review. PLANTA 2024; 259:118. [PMID: 38592589 DOI: 10.1007/s00425-024-04394-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/30/2023] [Accepted: 03/17/2024] [Indexed: 04/10/2024]
Abstract
Millets stand out as a sustainable crop with the potential to address the issues of food insecurity and malnutrition. These small-seeded, drought-resistant cereals have adapted to survive a broad spectrum of abiotic stresses. Researchers are keen on unravelling the regulatory mechanisms that empower millets to withstand environmental adversities. The aim is to leverage these identified genetic determinants from millets for enhancing the stress tolerance of major cereal crops through genetic engineering or breeding. This review sheds light on transcription factors (TFs) that govern diverse abiotic stress responses and play role in conferring tolerance to various abiotic stresses in millets. Specifically, the molecular functions and expression patterns of investigated TFs from various families, including bHLH, bZIP, DREB, HSF, MYB, NAC, NF-Y and WRKY, are comprehensively discussed. It also explores the potential of TFs in developing stress-tolerant crops, presenting a comprehensive discussion on diverse strategies for their integration.
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Affiliation(s)
- Ankita Prusty
- National Institute of Plant Genome Research (NIPGR), Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Anurag Panchal
- National Institute of Plant Genome Research (NIPGR), Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Roshan Kumar Singh
- Department of Botany, Mahishadal Raj College, Purba Medinipur, Garh Kamalpur, West Bengal, 721628, India
| | - Manoj Prasad
- National Institute of Plant Genome Research (NIPGR), Aruna Asaf Ali Marg, New Delhi, 110067, India.
- Department of Genetics, University of Delhi, South Campus, Benito-Juarez Road, New Delhi, 110021, India.
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2
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Jha DK, Chanwala J, Barla P, Dey N. "Genome-wide identification of bZIP gene family in Pearl millet and transcriptional profiling under abiotic stress, phytohormonal treatments; and functional characterization of PgbZIP9". FRONTIERS IN PLANT SCIENCE 2024; 15:1352040. [PMID: 38469329 PMCID: PMC10925649 DOI: 10.3389/fpls.2024.1352040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 01/30/2024] [Indexed: 03/13/2024]
Abstract
Abiotic stresses are major constraints in crop production, and are accountable for more than half of the total crop loss. Plants overcome these environmental stresses using coordinated activities of transcription factors and phytohormones. Pearl millet an important C4 cereal plant having high nutritional value and climate resilient features is grown in marginal lands of Africa and South-East Asia including India. Among several transcription factors, the basic leucine zipper (bZIP) is an important TF family associated with diverse biological functions in plants. In this study, we have identified 98 bZIP family members (PgbZIP) in pearl millet. Phylogenetic analysis divided these PgbZIP genes into twelve groups (A-I, S, U and X). Motif analysis has shown that all the PgbZIP proteins possess conserved bZIP domains and the exon-intron organization revealed conserved structural features among the identified genes. Cis-element analysis, RNA-seq data analysis, and real-time expression analysis of PgbZIP genes suggested the potential role of selected PgbZIP genes in growth/development and abiotic stress responses in pearl millet. Expression profiling of selected PgbZIPs under various phytohormones (ABA, SA and MeJA) treatment showed differential expression patterns of PgbZIP genes. Further, PgbZIP9, a homolog of AtABI5 was found to localize in the nucleus and modulate gene expression in pearl millet under stresses. Our present findings provide a better understanding of bZIP genes in pearl millet and lay a good foundation for the further functional characterization of multi-stress tolerant PgbZIP genes, which could become efficient tools for crop improvement.
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Affiliation(s)
- Deepak Kumar Jha
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, Bhubaneswar, India
- Regional Centre for Biotechnology, Faridabad, India
| | - Jeky Chanwala
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, Bhubaneswar, India
- Regional Centre for Biotechnology, Faridabad, India
| | - Preeti Barla
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, Bhubaneswar, India
| | - Nrisingha Dey
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, Bhubaneswar, India
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3
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Dhawi F. Abiotic stress tolerance in pearl millet: Unraveling molecular mechanisms via transcriptomics. Sci Prog 2024; 107:368504241237610. [PMID: 38500301 PMCID: PMC10953032 DOI: 10.1177/00368504241237610] [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] [Indexed: 03/20/2024]
Abstract
Pearl millet (Pennisetum glaucum (L.)) is a vital cereal crop renowned for its ability to thrive in challenging environmental conditions; however, the molecular mechanisms governing its salt stress tolerance remain poorly understood. To address this gap, next-generation RNA sequencing was conducted to compare gene expression patterns in pearl millet seedlings exposed to salt stress with those grown under normal conditions. Our RNA sequencing analysis focused on shoots from 13-day-old pearl millet plants subjected to either salinity stress (150 mmol of NaCl for 3 days) or thermal stress (50°C for 60 s). Of 36,041 genes examined, 17,271 genes with fold changes ranging from 2.2 to 19.6 were successfully identified. Specifically, 2388 genes were differentially upregulated in response to heat stress, whereas 4327 genes were downregulated. Under salt stress conditions, 2013 genes were upregulated and 4221 genes were downregulated. Transcriptomic analysis revealed four common abiotic KEGG pathways that play crucial roles in the response of pearl millet to salt and heat stress: phenylpropanoid biosynthesis, photosynthesis-antenna proteins, photosynthesis, and plant hormone signal transduction. These metabolic pathways are necessary for pearl millet to withstand and adapt to abiotic stresses caused by salt and heat. Moreover, the pearl millet shoot heat stress group showed specific transcriptomics related to KEEG metabolic pathways such as cytochrome P450, cutin, suberine, and wax biosynthesis, zeatin biosynthesis, crocin biosynthesis, ginsenoside biosynthesis, saponin biosynthesis, and biosynthesis of various plant secondary metabolites. In contrast, pearl millet shoots exposed to salinity stress exhibited transcriptomic changes associated with KEEG metabolic pathways related to carbon fixation in photosynthetic organisms, mismatch repair, and nitrogen metabolism. Our findings underscore the remarkable cross-tolerance of pearl millet to simultaneous salt and heat stress, elucidated through the activation of shared abiotic KEGG pathways. This study emphasizes the pivotal role of transcriptomics analysis in unraveling the molecular responses of pearl millet under abiotic stress conditions.
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Affiliation(s)
- Faten Dhawi
- Agricultural Biotechnology Department, College of Agricultural and Food Sciences, King Faisal University, Al-Ahsa, Saudi Arabia
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4
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Sun M, Yan H, Zhang A, Jin Y, Lin C, Luo L, Wu B, Fan Y, Tian S, Cao X, Wang Z, Luo J, Yang Y, Jia J, Zhou P, Tang Q, Jones CS, Varshney RK, Srivastava RK, He M, Xie Z, Wang X, Feng G, Nie G, Huang D, Zhang X, Zhu F, Huang L. Milletdb: a multi-omics database to accelerate the research of functional genomics and molecular breeding of millets. PLANT BIOTECHNOLOGY JOURNAL 2023; 21:2348-2357. [PMID: 37530223 PMCID: PMC10579705 DOI: 10.1111/pbi.14136] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 07/01/2023] [Accepted: 07/17/2023] [Indexed: 08/03/2023]
Abstract
Millets are a class of nutrient-rich coarse cereals with high resistance to abiotic stress; thus, they guarantee food security for people living in areas with extreme climatic conditions and provide stress-related genetic resources for other crops. However, no platform is available to provide a comprehensive and systematic multi-omics analysis for millets, which seriously hinders the mining of stress-related genes and the molecular breeding of millets. Here, a free, web-accessible, user-friendly millets multi-omics database platform (Milletdb, http://milletdb.novogene.com) has been developed. The Milletdb contains six millets and their one related species genomes, graph-based pan-genomics of pearl millet, and stress-related multi-omics data, which enable Milletdb to be the most complete millets multi-omics database available. We stored GWAS (genome-wide association study) results of 20 yield-related trait data obtained under three environmental conditions [field (no stress), early drought and late drought] for 2 years in the database, allowing users to identify stress-related genes that support yield improvement. Milletdb can simplify the functional genomics analysis of millets by providing users with 20 different tools (e.g., 'Gene mapping', 'Co-expression', 'KEGG/GO Enrichment' analysis, etc.). On the Milletdb platform, a gene PMA1G03779.1 was identified through 'GWAS', which has the potential to modulate yield and respond to different environmental stresses. Using the tools provided by Milletdb, we found that the stress-related PLATZs TFs (transcription factors) family expands in 87.5% of millet accessions and contributes to vegetative growth and abiotic stress responses. Milletdb can effectively serve researchers in the mining of key genes, genome editing and molecular breeding of millets.
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Affiliation(s)
- Min Sun
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Haidong Yan
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
- School of Plant and Environmental SciencesVirginia TechBlacksburgVirginiaUSA
- Department of GeneticsUniversity of GeorgiaAthensGeorgiaUSA
| | - Aling Zhang
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Yarong Jin
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Chuang Lin
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Lin Luo
- College of Life SciencesFujian Agriculture and Forestry UniversityFujianChina
| | - Bingchao Wu
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Yuhang Fan
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Shilin Tian
- Novogene Bioinformatics InstituteBeijingChina
- Department of Ecology, Hubei Key Laboratory of Cell Homeostasis, College of Life SciencesWuhan UniversityWuhanChina
| | | | - Zan Wang
- College of Grassland Science and TechnologyChina Agricultural UniversityBeijingChina
| | - Jinchan Luo
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Yuchen Yang
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Jiyuan Jia
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Puding Zhou
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Qianzi Tang
- College of Animal Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Chris Stephen Jones
- Feed and Forage DevelopmentInternational Livestock Research InstituteNairobiKenya
| | - Rajeev K. Varshney
- Center of Excellence in Genomics and Systems Biology (CEGSB)International Crops Research Institute for the Semi‐Arid Tropics (ICRISAT)PatancheruIndia
- Murdoch's Centre for Crop and Food Innovation, Food Futures InstituteMurdoch UniversityMurdochWestern AustraliaAustralia
| | - Rakesh K. Srivastava
- Center of Excellence in Genomics and Systems Biology (CEGSB)International Crops Research Institute for the Semi‐Arid Tropics (ICRISAT)PatancheruIndia
| | - Min He
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest ChinaSichuan Agricultural UniversityChengduSichuanChina
| | - Zheni Xie
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
- College of Agro‐Grassland ScienceNanjing Agricultural UniversityNanjingChina
| | - Xiaoshan Wang
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Guangyan Feng
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Gang Nie
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Dejun Huang
- Herbivorous Livestock Research InstituteChongqing Academy of Animal SciencesChongqingChina
| | - Xinquan Zhang
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Fangjie Zhu
- College of Life SciencesFujian Agriculture and Forestry UniversityFujianChina
| | - Linkai Huang
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest ChinaSichuan Agricultural UniversityChengduSichuanChina
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5
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Dolferus R, Onyemaobi O. Editorial on Genetic Diversity of Plant Tolerance to Environmental Restraints. Genes (Basel) 2023; 14:1992. [PMID: 38002935 PMCID: PMC10670972 DOI: 10.3390/genes14111992] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Revised: 10/16/2023] [Accepted: 10/23/2023] [Indexed: 11/26/2023] Open
Abstract
Environmental restraints like cold, drought and heat adversely affect growth and development in different ways and at different plant developmental stages, leading to reduced crop yield [...].
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Affiliation(s)
- Rudy Dolferus
- Commonwealth Scientific & Industrial Research Organisation (CSIRO) Agriculture & Food, GPO Box 1700, Canberra, ACT 2601, Australia;
| | - Olive Onyemaobi
- Commonwealth Scientific & Industrial Research Organisation (CSIRO) Agriculture & Food, GPO Box 1700, Canberra, ACT 2601, Australia;
- CSIRO Agriculture and Food, Floreat, WA 6014, Australia
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6
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Pérez-Llorca M, Pollmann S, Müller M. Ethylene and Jasmonates Signaling Network Mediating Secondary Metabolites under Abiotic Stress. Int J Mol Sci 2023; 24:ijms24065990. [PMID: 36983071 PMCID: PMC10051637 DOI: 10.3390/ijms24065990] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Revised: 03/12/2023] [Accepted: 03/17/2023] [Indexed: 03/30/2023] Open
Abstract
Plants are sessile organisms that face environmental threats throughout their life cycle, but increasing global warming poses an even more existential threat. Despite these unfavorable circumstances, plants try to adapt by developing a variety of strategies coordinated by plant hormones, resulting in a stress-specific phenotype. In this context, ethylene and jasmonates (JAs) present a fascinating case of synergism and antagonism. Here, Ethylene Insensitive 3/Ethylene Insensitive-Like Protein1 (EIN3/EIL1) and Jasmonate-Zim Domain (JAZs)-MYC2 of the ethylene and JAs signaling pathways, respectively, appear to act as nodes connecting multiple networks to regulate stress responses, including secondary metabolites. Secondary metabolites are multifunctional organic compounds that play crucial roles in stress acclimation of plants. Plants that exhibit high plasticity in their secondary metabolism, which allows them to generate near-infinite chemical diversity through structural and chemical modifications, are likely to have a selective and adaptive advantage, especially in the face of climate change challenges. In contrast, domestication of crop plants has resulted in change or even loss in diversity of phytochemicals, making them significantly more vulnerable to environmental stresses over time. For this reason, there is a need to advance our understanding of the underlying mechanisms by which plant hormones and secondary metabolites respond to abiotic stress. This knowledge may help to improve the adaptability and resilience of plants to changing climatic conditions without compromising yield and productivity. Our aim in this review was to provide a detailed overview of abiotic stress responses mediated by ethylene and JAs and their impact on secondary metabolites.
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Affiliation(s)
- Marina Pérez-Llorca
- Department of Biology, Health and the Environment, Faculty of Pharmacy and Food Sciences, University of Barcelona, 08028 Barcelona, Spain
| | - Stephan Pollmann
- Centro de Biotecnología y Genómica de Plantas, Instituto Nacional de Investigación y Tecnología Agraria y Alimentación (INIA/CSIC), Universidad Politécnica de Madrid (UPM), Campus de Montegancedo, Pozuelo de Alarcón, 28223 Madrid, Spain
- Departamento de Biotecnología-Biología Vegetal, Escuela Técnica Superior de Ingeniería Agronómica, Ali-Mentaria y de Biosistemas, Universidad Politécnica de Madrid (UPM), 28040 Madrid, Spain
| | - Maren Müller
- Department of Evolutionary Biology, Ecology and Environmental Sciences, Faculty of Biology, University of Barcelona, 08028 Barcelona, Spain
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7
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Yan H, Sun M, Zhang Z, Jin Y, Zhang A, Lin C, Wu B, He M, Xu B, Wang J, Qin P, Mendieta JP, Nie G, Wang J, Jones CS, Feng G, Srivastava RK, Zhang X, Bombarely A, Luo D, Jin L, Peng Y, Wang X, Ji Y, Tian S, Huang L. Pangenomic analysis identifies structural variation associated with heat tolerance in pearl millet. Nat Genet 2023; 55:507-518. [PMID: 36864101 PMCID: PMC10011142 DOI: 10.1038/s41588-023-01302-4] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 01/18/2023] [Indexed: 03/04/2023]
Abstract
Pearl millet is an important cereal crop worldwide and shows superior heat tolerance. Here, we developed a graph-based pan-genome by assembling ten chromosomal genomes with one existing assembly adapted to different climates worldwide and captured 424,085 genomic structural variations (SVs). Comparative genomics and transcriptomics analyses revealed the expansion of the RWP-RK transcription factor family and the involvement of endoplasmic reticulum (ER)-related genes in heat tolerance. The overexpression of one RWP-RK gene led to enhanced plant heat tolerance and transactivated ER-related genes quickly, supporting the important roles of RWP-RK transcription factors and ER system in heat tolerance. Furthermore, we found that some SVs affected the gene expression associated with heat tolerance and SVs surrounding ER-related genes shaped adaptation to heat tolerance during domestication in the population. Our study provides a comprehensive genomic resource revealing insights into heat tolerance and laying a foundation for generating more robust crops under the changing climate.
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Affiliation(s)
- Haidong Yan
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
- School of Plant and Environmental Sciences, Virginia Tech, Blacksburg, VA, USA
- Department of Genetics, University of Georgia, Athens, GA, USA
| | - Min Sun
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | | | - Yarong Jin
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Ailing Zhang
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Chuang Lin
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Bingchao Wu
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Min He
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Sichuan Agricultural University, Chengdu, China
| | - Bin Xu
- College of Grassland Science, Nanjing Agricultural University, Nanjing, China
| | - Jing Wang
- Key Laboratory of Bio-Source and Environmental Conservation, School of Life Science, Sichuan University, Chengdu, China
| | - Peng Qin
- Rice Research Institute, Sichuan Agricultural University, Chengdu, China
| | | | - Gang Nie
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Jianping Wang
- Agronomy Department, University of Florida, Gainesville, FL, USA
| | - Chris S Jones
- Feed and Forage Development, International Livestock Research Institute, Nairobi, Kenya
| | - Guangyan Feng
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Rakesh K Srivastava
- International Crops Research Institute for the Semi-Arid Tropics, Hyderabad, India
| | - Xinquan Zhang
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Aureliano Bombarely
- Instituto de Biologia Molecular y Celular de Plantas, UPV-CSIC, Valencia, Spain
| | - Dan Luo
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Long Jin
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Yuanying Peng
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Xiaoshan Wang
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Yang Ji
- Sichuan Animal Science Academy, Chengdu, China
| | - Shilin Tian
- Novogene Bioinformatics Institute, Beijing, China.
- Department of Ecology, Hubei Key Laboratory of Cell Homeostasis, College of Life Sciences, Wuhan University, Wuhan, China.
| | - Linkai Huang
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China.
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Sichuan Agricultural University, Chengdu, China.
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8
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Maibam A, Lone SA, Ningombam S, Gaikwad K, Amitha Mithra SV, Singh MP, Singh SP, Dalal M, Padaria JC. Transcriptome Analysis of Pennisetum glaucum (L.) R. Br. Provides Insight Into Heat Stress Responses. Front Genet 2022; 13:884106. [PMID: 35719375 PMCID: PMC9201763 DOI: 10.3389/fgene.2022.884106] [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: 02/25/2022] [Accepted: 04/19/2022] [Indexed: 11/13/2022] Open
Abstract
Pennisetum glaucum (L.) R. Br., being widely grown in dry and hot weather, frequently encounters heat stress at various stages of growth. The crop, due to its inherent capacity, efficiently overcomes such stress during vegetative stages. However, the same is not always the case with the terminal (flowering through grain filling) stages of growth, where recovery from stress is more challenging. However, certain pearl millet genotypes such as 841-B are known to overcome heat stress even at the terminal growth stages. Therefore, we performed RNA sequencing of two contrasting genotypes of pearl millet (841-B and PPMI-69) subjected to heat stress (42°C for 6 h) at flowering stages. Over 274 million high quality reads with an average length of 150 nt were generated, which were assembled into 47,310 unigenes having an average length of 1,254 nucleotides, N50 length of 1853 nucleotides, and GC content of 53.11%. Blastx resulted in the annotation of 35,628 unigenes, and functional classification showed 15,950 unigenes designated to 51 Gene Ontology terms. A total of 13,786 unigenes were allocated to 23 Clusters of Orthologous Groups, and 4,255 unigenes were distributed to 132 functional Kyoto Encyclopedia of Genes and Genomes database pathways. A total of 12,976 simple sequence repeats and 305,759 SNPs were identified in the transcriptome data. Out of 2,301 differentially expressed genes, 10 potential candidate genes were selected based on log2 fold change and adjusted p value parameters for their differential gene expression by qRT-PCR. We were able to identify differentially expressed genes unique to either of the two genotypes, and also, some DEGs common to both the genotypes were enriched. The differential expression patterns suggested that 841-B 6 h has better ability to maintain homeostasis during heat stress as compared to PPMI-69 6 h. The sequencing data generated in this study, like the SSRs and SNPs, shall serve as an important resource for the development of genetic markers, and the differentially expressed heat responsive genes shall be used for the development of transgenic crops.
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Affiliation(s)
- Albert Maibam
- PG School, Indian Council of Agricultural Research-Indian Agricultural Research Institute, New Delhi, India
- Indian Council of Agricultural Research -National Institute for Plant Biotechnology, New Delhi, India
| | - Showkat Ahmad Lone
- Indian Council of Agricultural Research -National Institute for Plant Biotechnology, New Delhi, India
| | - Sunil Ningombam
- PG School, Indian Council of Agricultural Research-Indian Agricultural Research Institute, New Delhi, India
- Indian Council of Agricultural Research -National Institute for Plant Biotechnology, New Delhi, India
| | - Kishor Gaikwad
- Indian Council of Agricultural Research -National Institute for Plant Biotechnology, New Delhi, India
| | - S. V. Amitha Mithra
- Indian Council of Agricultural Research -National Institute for Plant Biotechnology, New Delhi, India
| | - Madan Pal Singh
- Division of Plant Physiology, Indian Council of Agricultural Research -Indian Agricultural Research Institute, New Delhi, India
| | - Sumer Pal Singh
- Division of Genetics, Indian Council of Agricultural Research-Indian Agricultural Research Institute, New Delhi, India
| | - Monika Dalal
- Indian Council of Agricultural Research -National Institute for Plant Biotechnology, New Delhi, India
| | - Jasdeep Chatrath Padaria
- Indian Council of Agricultural Research -National Institute for Plant Biotechnology, New Delhi, India
- *Correspondence: Jasdeep Chatrath Padaria,
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