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Davoudnia B, Dadkhodaie A, Moghadam A, Heidari B, Yassaie M. Transcriptome analysis in Aegilops tauschii unravels further insights into genetic control of stripe rust resistance. PLANTA 2024; 259:70. [PMID: 38345645 DOI: 10.1007/s00425-024-04347-9] [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: 10/11/2023] [Accepted: 01/14/2024] [Indexed: 02/15/2024]
Abstract
MAIN CONCLUSION The Aegilops tauschii resistant accession prevented the pathogen colonization by controlling the sugar flow and triggering the hypersensitive reaction. This study suggested that NBS-LRRs probably induce resistance through bHLH by controlling JA- and SA-dependent pathways. Stripe rust, caused by Puccinia striiformis f. sp. tritici (Pst) is one of wheat's most destructive fungal diseases that causes a severe yield reduction worldwide. The most effective and economically-friendly strategy to manage this disease is genetic resistance which can be achieved through deploying new and effective resistance genes. Aegilops tauschii, due to its small genome and co-evolution with Pst, can provide detailed information about underlying resistance mechanisms. Hence, we used RNA-sequencing approach to identify the transcriptome variations of two contrasting resistant and susceptible Ae. tauschii accessions in interaction with Pst and differentially expressed genes (DEGs) for resistance to stripe rust. Gene ontology, pathway analysis, and search for functional domains, transcription regulators, resistance genes, and protein-protein interactions were used to interpret the results. The genes encoding NBS-LRR, CC-NBS-kinase, and phenylalanine ammonia-lyase, basic helix-loop-helix (bHLH)-, basic-leucine zipper (bZIP)-, APETALA2 (AP2)-, auxin response factor (ARF)-, GATA-, and LSD-like transcription factors were up-regulated exclusively in the resistant accession. The key genes involved in response to salicylic acid, amino sugar and nucleotide sugar metabolism, and hypersensitive response contributed to plant defense against stripe rust. The activation of jasmonic acid biosynthesis and starch and sucrose metabolism pathways under Pst infection in the susceptible accession explained the colonization of the host. Overall, this study can fill the gaps in the literature on host-pathogen interaction and enrich the Ae. tauschii transcriptome sequence information. It also suggests candidate genes that could guide future breeding programs attempting to develop rust-resistant cultivars.
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Affiliation(s)
- Behnam Davoudnia
- Department of Plant Production and Genetics, School of Agriculture, Shiraz University, Shiraz, 71441-65186, Iran
| | - Ali Dadkhodaie
- Department of Plant Production and Genetics, School of Agriculture, Shiraz University, Shiraz, 71441-65186, Iran.
| | - Ali Moghadam
- Institute of Biotechnology, School of Agriculture, Shiraz University, Shiraz, Iran
| | - Bahram Heidari
- Department of Plant Production and Genetics, School of Agriculture, Shiraz University, Shiraz, 71441-65186, Iran
| | - Mohsen Yassaie
- Seed and Plant Improvement Research Department, Fars Agricultural and Natural Resources Research and Education Center, AREEO, Shiraz, Iran
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2
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Hasanpour K, Aalami A, Seraj RGM, Hosseini R, Naeimi S, Esmaeilzadeh-Salestani K. Identification of drought-tolerant hub genes in Iranian KC-2226 genotype of Aegilops tauschii using transcriptomic analysis. Sci Rep 2023; 13:9499. [PMID: 37308505 DOI: 10.1038/s41598-023-36133-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 05/30/2023] [Indexed: 06/14/2023] Open
Abstract
Aegilops tauschii, as a donor of D genome to the bread wheat with a valuable source of resistance to different biotic and abiotic stresses, is used to improve the quality of wheat cultivars. Every genotype has a specific genetic content, the investigation of which can lead to the identification of useful genes such as stress tolerance genes, including drought. Therefore, 23 genotypes of Ae. tauschii were selected to evaluate their morphological and physiological traits under greenhouse conditions. Among them, a superior tolerant genotype (KC-2226) was chosen for transcriptomic analysis. Our result showed that 5007 and 3489 genes were deferentially up- and downregulated, respectively. Upregulated genes were involved in photosynthesis, glycolysis/gluconeogenesis, and amino acid biosynthesis whereas downregulated genes were often engaged in DNA synthesis, replication, repair and topological changes. The result of protein-protein interaction network analysis showed that AT1G76550 (1.46), AT1G20950 (1.42), IAR4 (1.19), and PYD2 (1.16) among upregulated genes and THY-1 (44), PCNA1 (41) and TOPII (22) among down-regulated genes had the highest interactions with other genes. In conclusion, Ae. tauschii employs elevated transcription of specific genes involved in photosynthesis, glycolysis and gluconeogenesis and amino acid biosynthesis pathways rather than genes active in DNA synthesis and repair to provide the energy needed for the plant to survive under stress conditions.
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Affiliation(s)
- Keyvan Hasanpour
- Department of Agricultural Biotechnology, University of Guilan, University Campus 2, Rasht, Iran
| | - Ali Aalami
- Department of Agricultural Biotechnology, Faculty of Agricultural Sciences, University of Guilan, Rasht, Iran.
| | - Rahele Ghanbari Moheb Seraj
- Department of Horticultural Sciences, Faculty of Agriculture and Natural Resources, University of Mohaghegh Ardabili, Ardabil, Iran
| | - Ramin Hosseini
- Department of Biotechnology, Faculty of Agriculture and Natural Resource, Imam Khomeini International University, Qazvin, Iran
| | - Shahram Naeimi
- Department of Biological Control Research, Iranian Research Institute of Plant Protection, Agricultural Research, Education and Extension Organization (AREEO), Tehran, 19858-13111, Iran
| | - Keyvan Esmaeilzadeh-Salestani
- Chair of Crop Science and Plant Biology, Institute of Agricultural and Environmental Sciences, Estonian University of Life Sciences, Kreutzwaldi 1, 51006, Tartu, Estonia
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3
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Mann A, Lata C, Kumar N, Kumar A, Kumar A, Sheoran P. Halophytes as new model plant species for salt tolerance strategies. FRONTIERS IN PLANT SCIENCE 2023; 14:1137211. [PMID: 37251767 PMCID: PMC10211249 DOI: 10.3389/fpls.2023.1137211] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 04/11/2023] [Indexed: 05/31/2023]
Abstract
Soil salinity is becoming a growing issue nowadays, severely affecting the world's most productive agricultural landscapes. With intersecting and competitive challenges of shrinking agricultural lands and increasing demand for food, there is an emerging need to build resilience for adaptation to anticipated climate change and land degradation. This necessitates the deep decoding of a gene pool of crop plant wild relatives which can be accomplished through salt-tolerant species, such as halophytes, in order to reveal the underlying regulatory mechanisms. Halophytes are generally defined as plants able to survive and complete their life cycle in highly saline environments of at least 200-500 mM of salt solution. The primary criterion for identifying salt-tolerant grasses (STGs) includes the presence of salt glands on the leaf surface and the Na+ exclusion mechanism since the interaction and replacement of Na+ and K+ greatly determines the survivability of STGs in saline environments. During the last decades or so, various salt-tolerant grasses/halophytes have been explored for the mining of salt-tolerant genes and testing their efficacy to improve the limit of salt tolerance in crop plants. Still, the utility of halophytes is limited due to the non-availability of any model halophytic plant system as well as the lack of complete genomic information. To date, although Arabidopsis (Arabidopsis thaliana) and salt cress (Thellungiella halophila) are being used as model plants in most salt tolerance studies, these plants are short-lived and can tolerate salinity for a shorter duration only. Thus, identifying the unique genes for salt tolerance pathways in halophytes and their introgression in a related cereal genome for better tolerance to salinity is the need of the hour. Modern technologies including RNA sequencing and genome-wide mapping along with advanced bioinformatics programs have advanced the decoding of the whole genetic information of plants and the development of probable algorithms to correlate stress tolerance limit and yield potential. Hence, this article has been compiled to explore the naturally occurring halophytes as potential model plant species for abiotic stress tolerance and to further breed crop plants to enhance salt tolerance through genomic and molecular tools.
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Affiliation(s)
- Anita Mann
- ICAR-Central Soil Salinity Research Institute, Karnl, Haryana, India
| | - Charu Lata
- ICAR-Central Soil Salinity Research Institute, Karnl, Haryana, India
- ICAR-Indian Institute of Wheat and Barley Research, Shimla, Himachal Pardesh, India
| | - Naresh Kumar
- ICAR-Central Soil Salinity Research Institute, Karnl, Haryana, India
- Department of Biochemistry, Eternal University, Baru Sahib, Himachal Pardesh, Ludhiana, India
| | - Ashwani Kumar
- ICAR-Central Soil Salinity Research Institute, Karnl, Haryana, India
| | - Arvind Kumar
- ICAR-Central Soil Salinity Research Institute, Karnl, Haryana, India
| | - Parvender Sheoran
- ICAR-Central Soil Salinity Research Institute, Karnl, Haryana, India
- ICAR-Agriculture Technology Application Research Center, Ludhiana, India
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4
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Song Q, Gong W, Yu X, Ji K, Jiang Y, Chang Y, Yuan D. Transcriptome and Anatomical Comparisons Reveal the Effects of Methyl Jasmonate on the Seed Development of Camellia oleifera. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2023; 71:6747-6762. [PMID: 37026572 DOI: 10.1021/acs.jafc.3c00059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Seed is a major storage organ that determines the yield and quality of Camellia oleifera (C. oleifera). Methyl jasmonate (MeJA) is a signaling molecule involved in plant growth and development. However, the role of MeJA in the development of C. oleifera seeds remains a mystery. This study demonstrated that the larger seeds induced by MeJA resulted from more cell numbers and a larger cell area in the outer seed coat and embryo at the cellular level. At the molecular level, MeJA could regulate the expression of factors in the known signaling pathways of seed size control as well as cell proliferation and expansion, resulting in larger seeds. Furthermore, the accumulation of oil and unsaturated fatty acids due to MeJA-inducement was attributed to the increased expression of fatty acid biosynthesis-related genes but reduced expression of fatty acid degradation-related genes. CoMYC2, a key regulator in jasmonate signaling, was considered a potential hub regulator which directly interacted with three hub genes (CoCDKB2-3, CoCYCB2-3, and CoXTH9) related to the seed size and two hub genes (CoACC1 and CoFAD2-3) related to oil accumulation and fatty acid biosynthesis by binding to their promoters. These findings provide an excellent target for the improvement of the yield and quality in C. oleifera.
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Affiliation(s)
- Qiling Song
- Key Laboratory of Cultivation and Protection for Non-Wood Forest Trees of the Ministry of Education, Central South University of Forestry and Technology, Changsha, Hunan 410004, China
| | - Wenfang Gong
- Key Laboratory of Cultivation and Protection for Non-Wood Forest Trees of the Ministry of Education, Central South University of Forestry and Technology, Changsha, Hunan 410004, China
| | - Xinran Yu
- Key Laboratory of Cultivation and Protection for Non-Wood Forest Trees of the Ministry of Education, Central South University of Forestry and Technology, Changsha, Hunan 410004, China
| | - Ke Ji
- Key Laboratory of Cultivation and Protection for Non-Wood Forest Trees of the Ministry of Education, Central South University of Forestry and Technology, Changsha, Hunan 410004, China
| | - Yi Jiang
- Key Laboratory of Cultivation and Protection for Non-Wood Forest Trees of the Ministry of Education, Central South University of Forestry and Technology, Changsha, Hunan 410004, China
| | - Yihong Chang
- Key Laboratory of Cultivation and Protection for Non-Wood Forest Trees of the Ministry of Education, Central South University of Forestry and Technology, Changsha, Hunan 410004, China
| | - Deyi Yuan
- Key Laboratory of Cultivation and Protection for Non-Wood Forest Trees of the Ministry of Education, Central South University of Forestry and Technology, Changsha, Hunan 410004, China
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5
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Ren X, Fan J, Li X, Shan Y, Wang L, Ma L, Li Y, Li X. Application of RNA sequencing to understand the response of rice seedlings to salt-alkali stress. BMC Genomics 2023; 24:21. [PMID: 36641451 PMCID: PMC9840837 DOI: 10.1186/s12864-023-09121-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Accepted: 01/06/2023] [Indexed: 01/15/2023] Open
Abstract
BACKGROUND Salt-alkali stress represents one of the most stressful events with deleterious consequences for plant growth and crop productivity. Despite studies focusing on the effects of salt-alkali stress on morphology and physiology, its molecular mechanisms remain unclear. Here, we employed RNA-sequencing (RNA-seq) to understand how Na2CO3 stress inhibits rice seedling growth. RESULTS Na2CO3 stress significantly inhibited the growth of rice seedlings. Through RNA-seq, many differentially expressed genes (DEGs) were shown to be potentially involved in the rice seedling response to salt-alkali stress. After 1-day and 5-day treatments, RNA-seq identified 1780 and 2315 DEGs in the Na2CO3-treated versus -untreated rice seedling shoots, respectively. According to the gene ontology enrichment and the Kyoto Encylopedia of Genes and Genomes annotation of DEGs, the growth-inhibition processes associated with salt-alkali stress involve a myriad of molecular events, including biosynthesis and metabolism, enzyme activity, and binding, etc. CONCLUSION: Collectively, the transcriptome analyses in the present work revealed several potential key regulators of plant response to salt-alkali stress, and might pave a way to improve salt-alkali stress tolerance in rice.
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Affiliation(s)
- Xiaoning Ren
- grid.263484.f0000 0004 1759 8467College of Life Science, Shenyang Normal University, 110034 Shenyang, China
| | - Jiahui Fan
- grid.263484.f0000 0004 1759 8467College of Life Science, Shenyang Normal University, 110034 Shenyang, China
| | - Xin Li
- grid.263484.f0000 0004 1759 8467College of Life Science, Shenyang Normal University, 110034 Shenyang, China
| | - Yu Shan
- grid.263484.f0000 0004 1759 8467College of Life Science, Shenyang Normal University, 110034 Shenyang, China
| | - Lanlan Wang
- grid.263484.f0000 0004 1759 8467College of Life Science, Shenyang Normal University, 110034 Shenyang, China
| | - Lianju Ma
- grid.263484.f0000 0004 1759 8467College of Life Science, Shenyang Normal University, 110034 Shenyang, China
| | - Yueying Li
- grid.263484.f0000 0004 1759 8467College of Life Science, Shenyang Normal University, 110034 Shenyang, China
| | - Xuemei Li
- grid.263484.f0000 0004 1759 8467College of Life Science, Shenyang Normal University, 110034 Shenyang, China
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6
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The heat stress transcription factor family in Aegilops tauschii: genome-wide identification and expression analysis under various abiotic stresses and light conditions. Mol Genet Genomics 2022; 297:1689-1709. [DOI: 10.1007/s00438-022-01952-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Accepted: 09/03/2022] [Indexed: 10/14/2022]
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7
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Dai J, Sun J, Peng W, Liao W, Zhou Y, Zhou XR, Qin Y, Cheng Y, Cao S. FAR1/FHY3 Transcription Factors Positively Regulate the Salt and Temperature Stress Responses in Eucalyptus grandis. FRONTIERS IN PLANT SCIENCE 2022; 13:883654. [PMID: 35599891 PMCID: PMC9115564 DOI: 10.3389/fpls.2022.883654] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 04/05/2022] [Indexed: 06/15/2023]
Abstract
FAR-RED ELONGATED HYPOCOTYLS3 (FHY3) and its homolog FAR-RED IMPAIRED RESPONSE1 (FAR1), which play pivotal roles in plant growth and development, are essential for the photo-induced phyA nuclear accumulation and subsequent photoreaction. The FAR1/FHY3 family has been systematically characterized in some plants, but not in Eucalyptus grandis. In this study, genome-wide identification of FAR1/FHY3 genes in E. grandis was performed using bioinformatic methods. The gene structures, chromosomal locations, the encoded protein characteristics, 3D models, phylogenetic relationships, and promoter cis-elements were analyzed with this gene family. A total of 33 FAR1/FHY3 genes were identified in E. grandis, which were divided into three groups based on their phylogenetic relationships. A total of 21 pairs of duplicated repeats were identified by homology analysis. Gene expression analysis showed that most FAR1/FHY3 genes were differentially expressed in a spatial-specific manner. Gene expression analysis also showed that FAR1/FHY3 genes responded to salt and temperature stresses. These results and observation will enhance our understanding of the evolution and function of the FAR1/FHY3 genes in E. grandis and facilitate further studies on the molecular mechanism of the FAR1/FHY3 gene family in growth and development regulations, especially in response to salt and temperature.
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Affiliation(s)
- Jiahao Dai
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou, China
- University Key Laboratory of Forest Stress Physiology, Ecology and Molecular Biology of Fujian Province, College of Forestry, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Jin Sun
- College of Agriculture, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Wenjing Peng
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Wenhai Liao
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou, China
- University Key Laboratory of Forest Stress Physiology, Ecology and Molecular Biology of Fujian Province, College of Forestry, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Yuhan Zhou
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Xue-Rong Zhou
- Agriculture and Food, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Canberra, ACT, Australia
| | - Yuan Qin
- Fujian Agriculture and Forestry University and University of Illinois at Urbana-Champaign School of Integrative Biology Joint Center for Genomics and Biotechnology, Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, College of Life Science, Ministry of Education, Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Genetics, Breeding and Multiple Utilization of Corps, College of Life Science, Ministry of Education, Fujian Agriculture and Forestry University, Fuzhou, China
- Guangxi Key Lab of Sugarcane Biology, College of Agriculture, Guangxi University, Nanning, China
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, College of Agriculture, Guangxi University, Nanning, China
| | - Yan Cheng
- Fujian Agriculture and Forestry University and University of Illinois at Urbana-Champaign School of Integrative Biology Joint Center for Genomics and Biotechnology, Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, College of Life Science, Ministry of Education, Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Genetics, Breeding and Multiple Utilization of Corps, College of Life Science, Ministry of Education, Fujian Agriculture and Forestry University, Fuzhou, China
- College of Plant Protection, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Shijiang Cao
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou, China
- University Key Laboratory of Forest Stress Physiology, Ecology and Molecular Biology of Fujian Province, College of Forestry, Fujian Agriculture and Forestry University, Fuzhou, China
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8
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González-Miguéns R, Soler-Zamora C, Useros F, Nogal-Prata S, Berney C, Blanco-Rotea A, Carrasco-Braganza MI, de Salvador-Velasco D, Guillén-Oterino A, Tenorio-Rodríguez D, Velázquez D, Heger TJ, Sanmartín I, Lara E. Cyphoderia ampulla (Cyphoderiidae: Rhizaria), a tale of freshwater sailors. The causes and consequences of ecological transitions through the salinity barrier in a family of benthic protists. Mol Ecol 2022; 31:2644-2663. [PMID: 35262986 PMCID: PMC9311665 DOI: 10.1111/mec.16424] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Revised: 02/17/2022] [Accepted: 03/02/2022] [Indexed: 11/29/2022]
Abstract
The salinity barrier that separates marine and freshwater biomes is probably the most important division in biodiversity on Earth. Those organisms that successfully performed this transition had access to new ecosystems while undergoing changes in selective pressure, which often led to major shifts in diversification rates. While these transitions have been extensively investigated in animals, the tempo, mode, and outcome of crossing the salinity barrier have been scarcely studied in other eukaryotes. Here, we reconstructed the evolutionary history of the species complex Cyphoderia ampulla (Euglyphida: Cercozoa: Rhizaria) based on DNA sequences from the nuclear SSU rRNA gene and the mitochondrial cytochrome oxidase subunit I gene, obtained from publicly available environmental DNA data (GeneBank, EukBank) and isolated organisms. A tree calibrated with euglyphid fossils showed that four independent transitions towards freshwater systems occurred from the Mid Miocene onwards, coincident with important fluctuations in sea level. Ancestral trait reconstructions indicated that the whole family Cyphoderiidae had a marine origin and suggest that ancestors of the freshwater forms were euryhaline and lived in environments with fluctuating salinity. Diversification rates did not show any obvious increase concomitant with ecological transitions, but morphometric analyses indicated that species increased in size and homogenized their morphology after colonizing the new environments. This suggests adaptation to changes in selective pressure exerted by life in freshwater sediments.
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Affiliation(s)
| | - Carmen Soler-Zamora
- Real Jardín Botánico de Madrid (RJB-CSIC), Plaza Murillo 2, 28014, Madrid, Spain
| | - Fernando Useros
- Real Jardín Botánico de Madrid (RJB-CSIC), Plaza Murillo 2, 28014, Madrid, Spain
| | - Sandra Nogal-Prata
- Real Jardín Botánico de Madrid (RJB-CSIC), Plaza Murillo 2, 28014, Madrid, Spain
| | - Cédric Berney
- Université de la Sorbonne CNRS, Station Biologique de Roscoff, UMR 7144, ECOMAP, 29680, Roscoff, France.,Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara GOSEE, 10, Paris, France
| | - Andrés Blanco-Rotea
- Estación Biológica Internacional Duero-Douro, (EUROPARQUES-EBI), Buque hidrográfico Helios-Cousteau en el Lago de Sanabria, 49632, Ribadelago, Castilla y León, Spain
| | - María Isabel Carrasco-Braganza
- Estación Biológica Internacional Duero-Douro, (EUROPARQUES-EBI), Buque hidrográfico Helios-Cousteau en el Lago de Sanabria, 49632, Ribadelago, Castilla y León, Spain
| | - David de Salvador-Velasco
- Estación Biológica Internacional Duero-Douro, (EUROPARQUES-EBI), Buque hidrográfico Helios-Cousteau en el Lago de Sanabria, 49632, Ribadelago, Castilla y León, Spain
| | - Antonio Guillén-Oterino
- Estación Biológica Internacional Duero-Douro, (EUROPARQUES-EBI), Buque hidrográfico Helios-Cousteau en el Lago de Sanabria, 49632, Ribadelago, Castilla y León, Spain
| | - Daniel Tenorio-Rodríguez
- Estación Biológica Internacional Duero-Douro, (EUROPARQUES-EBI), Buque hidrográfico Helios-Cousteau en el Lago de Sanabria, 49632, Ribadelago, Castilla y León, Spain
| | - David Velázquez
- Dpt. of Biology, Universidad Autónoma de Madrid, 28049, Madrid, Spain
| | - Thierry J Heger
- Soil Science and Environment Group, CHANGINS, University of Applied Sciences and Arts Western Switzerland, Route de Duillier 50, 1260, Nyon, Switzerland
| | - Isabel Sanmartín
- Real Jardín Botánico de Madrid (RJB-CSIC), Plaza Murillo 2, 28014, Madrid, Spain
| | - Enrique Lara
- Real Jardín Botánico de Madrid (RJB-CSIC), Plaza Murillo 2, 28014, Madrid, Spain
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9
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Rautsaw RM, Schramer TD, Acuña R, Arick LN, DiMeo M, Mercier KP, Schrum M, Mason AJ, Margres MJ, Strickland JL, Parkinson CL. Genomic Adaptations to Salinity Resist Gene Flow in the Evolution of Floridian Watersnakes. Mol Biol Evol 2021; 38:745-760. [PMID: 33035326 PMCID: PMC7947766 DOI: 10.1093/molbev/msaa266] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
The migration-selection balance often governs the evolution of lineages, and speciation with gene flow is now considered common across the tree of life. Ecological speciation is a process that can facilitate divergence despite gene flow due to strong selective pressures caused by ecological differences; however, the exact traits under selection are often unknown. The transition from freshwater to saltwater habitats provides strong selection targeting traits with osmoregulatory function. Several lineages of North American watersnakes (Nerodia spp.) are known to occur in saltwater habitat and represent a useful system for studying speciation by providing an opportunity to investigate gene flow and evaluate how species boundaries are maintained or degraded. We use double digest restriction-site associated DNA sequencing to characterize the migration-selection balance and test for evidence of ecological divergence within the Nerodia fasciata-clarkii complex in Florida. We find evidence of high intraspecific gene flow with a pattern of isolation-by-distance underlying subspecific lineages. However, we identify genetic structure indicative of reduced gene flow between inland and coastal lineages suggesting divergence due to isolation-by-environment. This pattern is consistent with observed environmental differences where the amount of admixture decreases with increased salinity. Furthermore, we identify significantly enriched terms related to osmoregulatory function among a set of candidate loci, including several genes that have been previously implicated in adaptation to salinity stress. Collectively, our results demonstrate that ecological differences, likely driven by salinity, cause strong divergent selection which promotes divergence in the N. fasciata-clarkii complex despite significant gene flow.
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Affiliation(s)
- Rhett M Rautsaw
- Department of Biological Sciences, Clemson University, Clemson, SC.,Department of Biology, University of Central Florida, Orlando, FL
| | | | - Rachel Acuña
- Department of Biology, University of Central Florida, Orlando, FL
| | - Lindsay N Arick
- Department of Biology, University of Central Florida, Orlando, FL
| | - Mark DiMeo
- Department of Biological Sciences, Clemson University, Clemson, SC.,Department of Biology, University of Central Florida, Orlando, FL
| | - Kathryn P Mercier
- Department of Biological Sciences, Clemson University, Clemson, SC.,Department of Biology, University of Central Florida, Orlando, FL.,Department of Biology, City College of New York, New York, NY.,PhD Program in Biology, The Graduate Center of the City University of New York, New York, NY
| | - Michael Schrum
- Department of Biology, University of Central Florida, Orlando, FL
| | - Andrew J Mason
- Department of Biological Sciences, Clemson University, Clemson, SC.,Department of Biology, University of Central Florida, Orlando, FL
| | - Mark J Margres
- Department of Biological Sciences, Clemson University, Clemson, SC.,Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA.,Department of Integrative Biology, University of South Florida, Tampa, FL
| | - Jason L Strickland
- Department of Biological Sciences, Clemson University, Clemson, SC.,Department of Biology, University of Central Florida, Orlando, FL.,Department of Biology, University of South Alabama, Mobile, AL
| | - Christopher L Parkinson
- Department of Biological Sciences, Clemson University, Clemson, SC.,Department of Biology, University of Central Florida, Orlando, FL.,Department of Forestry and Environmental Conservation, Clemson University, Clemson, SC
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10
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de novo transcriptomic profiling of differentially expressed genes in grass halophyte Urochondra setulosa under high salinity. Sci Rep 2021; 11:5548. [PMID: 33692429 PMCID: PMC7970929 DOI: 10.1038/s41598-021-85220-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2020] [Accepted: 02/22/2021] [Indexed: 01/31/2023] Open
Abstract
Soil salinity is one of the major limiting factors for crop productivity across the world. Halophytes have recently been a source of attraction for exploring the survival and tolerance mechanisms at extreme saline conditions. Urochondra setulosa is one of the obligate grass halophyte that can survive in up to 1000 mM NaCl. The de novo transcriptome of Urochondra leaves at different salt concentrations of 300-500 mM NaCl was generated on Illumina HiSeq. Approximately 352.78 million high quality reads with an average contig length of 1259 bp were assembled de novo. A total of 120,231 unigenes were identified. On an average, 65% unigenes were functionally annotated to known proteins. Approximately 35% unigenes were specific to Urochondra. Differential expression revealed significant enrichment (P < 0.05) of transcription factors, transporters and metabolites suggesting the transcriptional regulation of ion homeostasis and signalling at high salt concentrations in this grass. Also, about 143 unigenes were biologically related to salt stress responsive genes. Randomly selected genes of important pathways were validated for functional characterization. This study provides useful information to understand the gene regulation at extremely saline levels. The study offers the first comprehensive evaluation of Urochondra setulosa leaf transcriptome. Examining non-model organisms that can survive in harsh environment can provide novel insights into the stress coping mechanisms which can be useful to develop improved agricultural crops.
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11
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Zhong Y, Zhang X, Shi Q, Cheng ZM. Adaptive evolution driving the young duplications in six Rosaceae species. BMC Genomics 2021; 22:112. [PMID: 33563208 PMCID: PMC7871599 DOI: 10.1186/s12864-021-07422-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Accepted: 02/03/2021] [Indexed: 12/21/2022] Open
Abstract
Background In plant genomes, high proportions of duplicate copies reveals that gene duplications play an important role in the evolutionary processes of plant species. A series of gene families under positive selection after recent duplication events in plant genomes indicated the evolution of duplicates driven by adaptive evolution. However, the genome-wide evolutionary features of young duplicate genes among closely related species are rarely reported. Results In this study, we conducted a systematic survey of young duplicate genes at genome-wide levels among six Rosaceae species, whose whole-genome sequencing data were successively released in recent years. A total of 35,936 gene families were detected among the six species, in which 60.25% were generated by young duplications. The 21,650 young duplicate gene families could be divided into two expansion types based on their duplication patterns, species-specific and lineage-specific expansions. Our results showed the species-specific expansions advantaging over the lineage-specific expansions. In the two types of expansions, high-frequency duplicate domains exhibited functional preference in response to environmental stresses. Conclusions The functional preference of the young duplicate genes in both the expansion types showed that they were inclined to respond to abiotic or biotic stimuli. Moreover, young duplicate genes under positive selection in both species-specific and lineage-specific expansions suggested that they were generated to adapt to the environmental factors in Rosaceae species. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-021-07422-7.
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Affiliation(s)
- Yan Zhong
- College of Horticulture, Nanjing Agricultural University, Nanjing, 210095, China.
| | - Xiaohui Zhang
- School of Life Science, Nanjing University, Nanjing, 210023, China
| | - Qinglong Shi
- College of Horticulture, Nanjing Agricultural University, Nanjing, 210095, China
| | - Zong-Ming Cheng
- College of Horticulture, Nanjing Agricultural University, Nanjing, 210095, China.
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Zhu QL, Bao J, Liu J, Zheng JL. High salinity acclimatization alleviated cadmium toxicity in Dunaliella salina: Transcriptomic and physiological evidence. AQUATIC TOXICOLOGY (AMSTERDAM, NETHERLANDS) 2020; 223:105492. [PMID: 32361487 DOI: 10.1016/j.aquatox.2020.105492] [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: 10/29/2019] [Revised: 03/29/2020] [Accepted: 04/12/2020] [Indexed: 06/11/2023]
Abstract
In the present study, we tested the hypothesis that high salinity acclimatization can mitigate cadmium (Cd) toxicity in the microalga Dunaliella salina. To this end, microalgal cells were subjected to high salinity (60 g/L) for 12 weeks until the growth rate remained stable between generations and were then exposed to 2.5 mg/L of Cd for 4 days. Acute Cd toxicity impaired cell growth by increasing Cd bioaccumulation and lipid peroxidation, which reduced cellular pigment, total protein, and glutathione content. It also significantly weakened photosynthetic efficiency and total antioxidant capacity. However, acclimatization to high salinity alleviated these negative effects under Cd stress. To understand the potential mechanisms behind this phenomenon, 12 cDNA libraries from control, Cd-exposed (Cd), high salinity-acclimated (Salinity), and high salinity-acclimated with Cd exposure (Salinity + Cd) cells were derived using RNA sequencing. A total of 2019, 1799, 2150 and 1256 differentially expressed genes (DEGs) were identified from sample groups Salinity / Control, Cd / Control, Salinity + Cd / Control, and Salinity + Cd / Cd, respectively. Some of these DEGs were significantly enriched in ribosome, photosynthesis, stress defense, and photosynthesis-antenna proteins. Among these genes, 82 ribosomal genes were up-regulated in Salinity / Control (corrected P = 3.8 × 10-28), while 81 were down-regulated in Cd / Control (corrected P = 1.1 × 10-24). Moreover, high salinity acclimatization up-regulated 8 photosynthesis genes and 18 stress defense genes compared with the control. Additionally, 3 photosynthesis genes, 11 stress defense genes and 11 genes encoding light harvesting proteins were up-regulated by high salinity acclimatization under Cd exposure. Overall, high salinity acclimatization mitigated Cd toxicity, possibly by up-regulating the transcription of photosynthesis, stress defense, and ribosomal genes. These results provide new insights on cross-tolerance in microalgae.
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Affiliation(s)
- Qing-Ling Zhu
- Institute of Marine Biology & Pharmacology, Ocean College, Zhejiang University, 1 Zheda Road, Dinghai District, Zhoushan, 316000, Zhejiang, PR China; College of Marine Science and Technology, Zhejiang Ocean University, Zhoushan, 316022, PR China
| | - Jingjing Bao
- Institute of Marine Biology & Pharmacology, Ocean College, Zhejiang University, 1 Zheda Road, Dinghai District, Zhoushan, 316000, Zhejiang, PR China
| | - Jianhua Liu
- Institute of Marine Biology & Pharmacology, Ocean College, Zhejiang University, 1 Zheda Road, Dinghai District, Zhoushan, 316000, Zhejiang, PR China; College of Marine Science and Technology, Zhejiang Ocean University, Zhoushan, 316022, PR China.
| | - Jia-Lang Zheng
- National Engineering Research Center of Marine Facilities Aquaculture, Zhejiang Ocean University, Zhoushan, 316022, PR China.
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Zhao X, Bai S, Li L, Han X, Li J, Zhu Y, Fang Y, Zhang D, Li S. Comparative Transcriptome Analysis of Two Aegilops tauschii with Contrasting Drought Tolerance by RNA-Seq. Int J Mol Sci 2020; 21:ijms21103595. [PMID: 32438769 PMCID: PMC7279474 DOI: 10.3390/ijms21103595] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2019] [Revised: 05/13/2020] [Accepted: 05/16/2020] [Indexed: 01/03/2023] Open
Abstract
As the diploid progenitor of common wheat, Aegilops tauschii is considered to be a valuable resistance source to various biotic and abiotic stresses. However, little has been reported concerning the molecular mechanism of drought tolerance in Ae. tauschii. In this work, the drought tolerance of 155 Ae. tauschii accessions was firstly screened on the basis of their coleoptile lengths under simulated drought stress. Subsequently, two accessions (XJ002 and XJ098) with contrasting coleoptile lengths were selected and intensively analyzed on rate of water loss (RWL) as well as physiological characters, confirming the difference in drought tolerance at the seedling stage. Further, RNA-seq was utilized for global transcriptome profiling of the two accessions seedling leaves under drought stress conditions. A total of 6969 differentially expressed genes (DEGs) associated with drought tolerance were identified, and their functional annotations demonstrated that the stress response was mediated by pathways involving alpha-linolenic acid metabolism, starch and sucrose metabolism, peroxisome, mitogen-activated protein kinase (MAPK) signaling, carbon fixation in photosynthetic organisms, and glycerophospholipid metabolism. In addition, DEGs with obvious differences between the two accessions were intensively analyzed, indicating that the expression level of DEGs was basically in alignment with the physiological changes of Ae. tauschii under drought stress. The results not only shed fundamental light on the regulatory process of drought tolerance in Ae. tauschii, but also provide a new gene resource for improving the drought tolerance of common wheat.
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Affiliation(s)
- Xinpeng Zhao
- Key Laboratory of Plant Stress Biology, State Key Laboratory of Cotton Biology, School of Life Sciences, Henan University, Kaifeng 475001, China; (X.Z.); (S.B.); (L.L.); (X.H.); (J.L.); (Y.Z.); (S.L.)
| | - Shenglong Bai
- Key Laboratory of Plant Stress Biology, State Key Laboratory of Cotton Biology, School of Life Sciences, Henan University, Kaifeng 475001, China; (X.Z.); (S.B.); (L.L.); (X.H.); (J.L.); (Y.Z.); (S.L.)
| | - Lechen Li
- Key Laboratory of Plant Stress Biology, State Key Laboratory of Cotton Biology, School of Life Sciences, Henan University, Kaifeng 475001, China; (X.Z.); (S.B.); (L.L.); (X.H.); (J.L.); (Y.Z.); (S.L.)
| | - Xue Han
- Key Laboratory of Plant Stress Biology, State Key Laboratory of Cotton Biology, School of Life Sciences, Henan University, Kaifeng 475001, China; (X.Z.); (S.B.); (L.L.); (X.H.); (J.L.); (Y.Z.); (S.L.)
| | - Jiahui Li
- Key Laboratory of Plant Stress Biology, State Key Laboratory of Cotton Biology, School of Life Sciences, Henan University, Kaifeng 475001, China; (X.Z.); (S.B.); (L.L.); (X.H.); (J.L.); (Y.Z.); (S.L.)
| | - Yumeng Zhu
- Key Laboratory of Plant Stress Biology, State Key Laboratory of Cotton Biology, School of Life Sciences, Henan University, Kaifeng 475001, China; (X.Z.); (S.B.); (L.L.); (X.H.); (J.L.); (Y.Z.); (S.L.)
| | - Yuan Fang
- College of Agriculture, Nanjing Agricultural University, Nanjing 210095, China;
| | - Dale Zhang
- Key Laboratory of Plant Stress Biology, State Key Laboratory of Cotton Biology, School of Life Sciences, Henan University, Kaifeng 475001, China; (X.Z.); (S.B.); (L.L.); (X.H.); (J.L.); (Y.Z.); (S.L.)
- Correspondence:
| | - Suoping Li
- Key Laboratory of Plant Stress Biology, State Key Laboratory of Cotton Biology, School of Life Sciences, Henan University, Kaifeng 475001, China; (X.Z.); (S.B.); (L.L.); (X.H.); (J.L.); (Y.Z.); (S.L.)
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Lang Y, Liu Z, Zheng Z. Retracted Article: Investigation of yellow horn ( Xanthoceras sorbifolia Bunge) transcriptome in response to different abiotic stresses: a comparative RNA-Seq study. RSC Adv 2020; 10:6512-6519. [PMID: 35496033 PMCID: PMC9049705 DOI: 10.1039/c9ra09535g] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2019] [Accepted: 02/05/2020] [Indexed: 01/23/2023] Open
Abstract
Yellow horn (Xanthoceras sorbifolia Bunge) is a well-known oil-rich seed shrub which can grow well in barren and arid environments in the northern part of China. Yellow horn has received worldwide attention because of its excellent economic and environmental value. However, because of its limited genetic data, little information can be found regarding the molecular defense mechanisms of yellow horn exposed to various abiotic stresses. In view of this, the current study aims to investigate the impact of different abiotic stresses (i.e. NaCl, ABA and low temperature) on the transcriptome of yellow horn using RNA-Seq. Based on the transcriptome sequencing data, approximately 27% to 45% of stress-responsive genes were found highly expressed after stress treatment for 24 h. In addition, these genes were found to be still expressed after stress treatment for 48 h. However, many additional genes were stress-regulated after 48 h treatment compared with the 24 h treatment. GO enrichment analysis revealed that the expression patterns of the stress-responsive, type-specific terms were generally down-regulated. Most shared GO terms were primarily involved in protein folding, unfolding protein binding, protein transport and protein modification. Further, transcription factors (TFs), such as ERFs, bHLH, GRAS and NAC, were found to be enriched only in the low temperature treatment group, particularly the ERF TFs families. These combined results suggested that yellow horn may have developed specific molecular defense systems against diverse abiotic stresses.
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Affiliation(s)
- Yanhe Lang
- State Key Laboratory of Tree Genetics and Breeding Laboratory, Ministry of Education, Alkali Soil Natural Environmental Science Center (ASNESC), College of Life Science, Northeast Forestry University Harbin Heilongjiang Province China +86-151-0453-8096
| | - Zhi Liu
- State Key Laboratory of Tree Genetics and Breeding Laboratory, Ministry of Education, Alkali Soil Natural Environmental Science Center (ASNESC), College of Life Science, Northeast Forestry University Harbin Heilongjiang Province China +86-151-0453-8096
| | - Zhimin Zheng
- State Key Laboratory of Tree Genetics and Breeding Laboratory, Ministry of Education, Alkali Soil Natural Environmental Science Center (ASNESC), College of Life Science, Northeast Forestry University Harbin Heilongjiang Province China +86-151-0453-8096
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15
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Seifikalhor M, Aliniaeifard S, Shomali A, Azad N, Hassani B, Lastochkina O, Li T. Calcium signaling and salt tolerance are diversely entwined in plants. PLANT SIGNALING & BEHAVIOR 2019; 14:1665455. [PMID: 31564206 PMCID: PMC6804723 DOI: 10.1080/15592324.2019.1665455] [Citation(s) in RCA: 63] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2019] [Revised: 08/26/2019] [Accepted: 08/28/2019] [Indexed: 05/11/2023]
Abstract
In plants dehydration imposed by salinity can invoke physical changes at the interface of the plasma membrane and cell wall. Changes in hydrostatic pressure activate ion channels and cause depolarization of the plasma membrane due to disturbance in ion transport. During the initial phases of salinity stress, the relatively high osmotic potential of the rhizosphere enforces the plant to use a diverse spectrum of strategies to optimize water and nutrient uptake. Signals of salt stress are recognized by specific root receptors that activate an osmosensing network. Plant response to hyperosmotic tension is closely linked to the calcium (Ca2+) channels and interacting proteins such as calmodulin. A rapid rise in cytosolic Ca2+ levels occurs within seconds of exposure to salt stress. Plants employ multiple sensors and signaling components to sense and respond to salinity stress, of which most are closely related to Ca2+ sensing and signaling. Several tolerance strategies such as osmoprotectant accumulation, antioxidant boosting, polyaminses and nitric oxide (NO) machineries are also coordinated by Ca2+ signaling. Substantial research has been done to discover the salt stress pathway and tolerance mechanism in plants, resulting in new insights into the perception of salt stress and the downstream signaling that happens in response. Nevertheless, the role of multifunctional components such as Ca2+ has not been sufficiently addressed in the context of salt stress. In this review, we elaborate that the salt tolerance signaling pathway converges with Ca2+ signaling in diverse pathways. We summarize knowledge related to different dimensions of salt stress signaling pathways in the cell by emphasizing the administrative role of Ca2+ signaling on salt perception, signaling, gene expression, ion homeostasis and adaptive responses.
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Affiliation(s)
- Maryam Seifikalhor
- Department of Plant Biology, College of Science, University of Tehran, Tehran, Iran
| | - Sasan Aliniaeifard
- Department of Horticulture, College of Aburaihan, University of Tehran, Tehran, Iran
| | - Aida Shomali
- Department of Horticulture, College of Aburaihan, University of Tehran, Tehran, Iran
| | - Nikoo Azad
- Department of Plant Biology, College of Science, University of Tehran, Tehran, Iran
| | - Batool Hassani
- Department of Plant Sciences, Faculty of Life Sciences and Biotechnology, Shahid Beheshti University, Tehran, Iran
| | - Oksana Lastochkina
- Ufa Federal Research Centre, Russian Academy of Sciences, Bashkir Research Institute of Agriculture, Ufa, Russia
- Ufa Federal Research Centre, Russian Academy of Sciences, Institute of Biochemistry and Genetics, Ufa, Russia
| | - Tao Li
- Chinese Academy of Agricultural Science, Institute of Environment and Sustainable Development in Agriculture, Beijing, China
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16
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Kord H, Fakheri B, Ghabooli M, Solouki M, Emamjomeh A, Khatabi B, Sepehri M, Salekdeh GH, Ghaffari MR. Salinity-associated microRNAs and their potential roles in mediating salt tolerance in rice colonized by the endophytic root fungus Piriformospora indica. Funct Integr Genomics 2019; 19:659-672. [PMID: 30903405 DOI: 10.1007/s10142-019-00671-6] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2018] [Revised: 01/24/2019] [Accepted: 02/25/2019] [Indexed: 12/23/2022]
Abstract
Piriformospora indica (P. indica), an endophytic root fungus, supports the growth and enhanced tolerance of plants to biotic and abiotic stresses. Several recent studies showed the significant role of small RNA (sRNA) molecules including microRNAs (miRNAs) in plant adaption to environmental stress, but little is known concerning the symbiosis-mediated salt stress tolerance regulated at miRNAs level. The overarching goal of this research is to elucidate the impact of miRNAs in regulating the P. indica-mediated salt tolerance in rice. Applying sRNA-seq analysis led to identify a set of 547 differentially abundant miRNAs in response to P. indica inoculation and salt stress. These included 206 rice-specific and 341 previously known miRNAs from other plant species. In silico analysis of miRNAs predictions of the differentially abundant miRNAs led to identifying of 193 putatively target genes, most of which were encoded either genes or transcription factors involved in nutrient uptake, sodium ion transporters, growth regulators, and auxin- responsive proteins. The rice-specific miRNAs targeted the transcription factors involved in the import of potassium ions into the root cells, the export of sodium ions, and plant growth and development. Interestingly, P. indica affected the differential abundance of miRNAs regulated genes and transcription factors linked to salt stress tolerance. Our data helps to understand the molecular basis of salt stress tolerance mediated by symbionts in plant and the potential impact of miRNAs for genetic improvement of rice varieties for tolerance to salt stress.
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Affiliation(s)
- Hadis Kord
- Department of Plant Breeding and Biotechnology (PBB), Faculty of Agriculture, University of Zabol, Zabol, Iran
| | - Baratali Fakheri
- Department of Plant Breeding and Biotechnology (PBB), Faculty of Agriculture, University of Zabol, Zabol, Iran
| | - Mehdi Ghabooli
- Department of Agronomy, Faculty of Agriculture, Malayer University, Malayer, Iran
| | - Mahmood Solouki
- Department of Plant Breeding and Biotechnology (PBB), Faculty of Agriculture, University of Zabol, Zabol, Iran
| | - Abbasali Emamjomeh
- Department of Plant Breeding and Biotechnology (PBB), Faculty of Agriculture, University of Zabol, Zabol, Iran
| | - Behnam Khatabi
- Department of Agriculture, Food and Resource Sciences, University of Maryland Eastern Shore, Princess Anne, Maryland, USA
| | - Mozhgan Sepehri
- Department of Soil Science, School of Agriculture, Shiraz University, Shiraz, Iran
| | - Ghasem Hosseini Salekdeh
- Department of Molecular Sciences, Macquarie University, Sydney, NSW, Australia.,Department of Systems and Synthetic Biology, Agricultural Biotechnology Research Institute of Iran (ABRII), Agricultural Research, Education, and Extension Organization (AREEO), Karaj, Iran
| | - Mohammad Reza Ghaffari
- Department of Systems and Synthetic Biology, Agricultural Biotechnology Research Institute of Iran (ABRII), Agricultural Research, Education, and Extension Organization (AREEO), Karaj, Iran.
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