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Dong X, Gao J, Jiang M, Tao Y, Chen X, Yang X, Wang L, Jiang D, Xiao Z, Bai X, He F. The Identification and Characterization of WOX Family Genes in Coffea arabica Reveals Their Potential Roles in Somatic Embryogenesis and the Cold-Stress Response. Int J Mol Sci 2024; 25:13031. [PMID: 39684742 DOI: 10.3390/ijms252313031] [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: 10/29/2024] [Revised: 11/30/2024] [Accepted: 12/02/2024] [Indexed: 12/18/2024] Open
Abstract
WUSCHEL-related homeobox (WOX) genes play significant roles in plant development and stress responses. Difficulties in somatic embryogenesis are a significant constraint on the uniform seedling production and genetic modification of Coffea arabica, hindering efforts to improve coffee production in Yunnan, China. This study comprehensively analyzed WOX genes in three Coffea species. A total of 23 CaWOXs, 12 CcWOXs, and 10 CeWOXs were identified. Transcriptomic profile analysis indicated that about half of the CaWOX genes were actively expressed during somatic embryogenesis. The most represented CaWOXs were CaWOX2a, CaWOX2b, CaWOX8a, and CaWOX8b, which are suggested to promote the induction and development of the embryogenic callus, whereas CaWOX13a and CaWOX13b are suggested to negatively impact these processes. Co-expression analysis revealed that somatic embryogenesis-related CaWOXs were co-expressed with genes involved in embryo development, post-embryonic development, DNA repair, DNA metabolism, phenylpropanoid metabolism, secondary metabolite biosynthesis, and several epigenetic pathways. In addition, qRT-PCR showed that four WOX genes responded to cold stress. Overall, this study offers valuable insights into the functions of CaWOX genes during somatic embryogenesis and under cold stress. The results suggest that certain WOX genes play distinct regulatory roles during somatic embryogenesis, meriting further functional investigation. Moreover, the cold-responsive genes identified here are promising candidates for further molecular analysis to assess their potential to enhance cold tolerance.
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Affiliation(s)
- Xiangshu Dong
- School of Agriculture, Yunnan University, Kunming 650500, China
| | - Jing Gao
- School of Agriculture, Yunnan University, Kunming 650500, China
| | - Meng Jiang
- School of Agriculture, Yunnan University, Kunming 650500, China
| | - Yuan Tao
- School of Agriculture, Yunnan University, Kunming 650500, China
| | - Xingbo Chen
- School of Agriculture, Yunnan University, Kunming 650500, China
| | - Xiaoshuang Yang
- School of Agriculture, Yunnan University, Kunming 650500, China
| | - Linglin Wang
- School of Agriculture, Yunnan University, Kunming 650500, China
| | - Dandan Jiang
- School of Agriculture, Yunnan University, Kunming 650500, China
| | - Ziwei Xiao
- Dehong Tropical Agriculture Research Institute, Dehong 678600, China
| | - Xuehui Bai
- Dehong Tropical Agriculture Research Institute, Dehong 678600, China
| | - Feifei He
- School of Agriculture, Yunnan University, Kunming 650500, China
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Ithape D, Dalvi S, Srivastava AK. Chitosan-thiourea and their derivatives: Applications and action mechanisms for imparting drought tolerance. JOURNAL OF PLANT PHYSIOLOGY 2024; 303:154365. [PMID: 39383780 DOI: 10.1016/j.jplph.2024.154365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/25/2024] [Revised: 09/28/2024] [Accepted: 09/29/2024] [Indexed: 10/11/2024]
Abstract
The increasing abiotic stresses from changing global climatic conditions, including drought, extreme temperatures, salinity, storms, pollutants, and floods, impend crop cultivation and sustainability. To mitigate these effects, numerous synthetic and non-synthetic chemicals or plant growth regulators are in practice. Chitosan, a natural organic substance rich in nitrogen and carbon, and thiourea, a synthetic plant growth regulator containing sulfur and nitrogen, have garnered significant interest for their roles in enhancing plant stress tolerance. Despite extensive use, the precise mechanisms of their actions remain unclear. Towards this endeavor, the present review examines how chitosan and thiourea contribute to stress tolerance in crop plants, particularly under drought conditions, to improve production and sustainability. It also explores thiourea's potential as a hydrogen sulfide (H2S) donor and the possible applications of thiolated chitosan derivatives and chitosan-thiourea combinations, emphasizing their biological functions and benefits for sustainable agriculture.
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Affiliation(s)
- Dinesh Ithape
- Tissue Culture Section, Agri. Sci & Tech. Dept. Vasantdada Sugar Institute, Manjari(Bk), Pune, 412307, India; Savitribai Phule Pune University, Ganeshkhind, Pune, 411007, India
| | - Sunil Dalvi
- Tissue Culture Section, Agri. Sci & Tech. Dept. Vasantdada Sugar Institute, Manjari(Bk), Pune, 412307, India.
| | - Ashish Kumar Srivastava
- Nuclear Agriculture and Biotechnology Division, Bhabha Atomic Research Centre, Mumbai, 400085, India; Homi Bhabha Atomic Research Center, Mumbai, 400094, India
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3
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Naeem S, Wang Y, Han S, Haider MZ, Sami A, Shafiq M, Ali Q, Bhatti MHT, Ahmad A, Sabir IA, Dong J, Alam P, Manzoor MA. Genome-wide analysis and identification of Carotenoid Cleavage Oxygenase (CCO) gene family in coffee (coffee arabica) under abiotic stress. BMC Genom Data 2024; 25:71. [PMID: 39030545 PMCID: PMC11264761 DOI: 10.1186/s12863-024-01248-4] [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: 05/07/2024] [Accepted: 06/20/2024] [Indexed: 07/21/2024] Open
Abstract
The coffee industry holds importance, providing livelihoods for millions of farmers globally and playing a vital role in the economies of coffee-producing countries. Environmental conditions such as drought and temperature fluctuations can adversely affect the quality and yield of coffee crops.Carotenoid cleavage oxygenases (CCO) enzymes are essential for coffee plants as they help break down carotenoids contributing to growth and stress resistance. However, knowledge about the CCO gene family in Coffee arabica was limited. In this study identified 21 CCO genes in Coffee arabica (C. arabica) revealing two subfamilies carotenoid cleavage dioxygenases (CCDs) and 9-cis-epoxy carotenoid dioxygenases (NCED) through phylogenic analysis. These subfamilies exhibited distribution patterns in terms of gene structure, domains, and motifs. The 21 CaCCO genes, comprising 5 NCED and 16 CCD genes were found across chromosomes. Promoter sequencing analysis revealed cis-elements that likely interact with plant stress-responsive, growth-related, and phytohormones, like auxin and abscisic acid. A comprehensive genome-wide comparison, between C. arabica and A. thaliana was conducted to understand the characteristics of CCO genes. RTqPCR data indicated that CaNCED5, CaNCED6, CaNCED12, and CaNCED20 are target genes involved in the growth of drought coffee plants leading to increased crop yield, in a conditions, with limited water availability. This reveals the role of coffee CCOs in responding to abiotic stress and identifies potential genes useful for breeding stress-resistant coffee varieties.
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Affiliation(s)
- Shajiha Naeem
- School of Public Policy & Management, China University of Mining and Technology, Xuzhou, China
- Department of Plant Breeding and Genetics, Faculty of Agricultural Sciences, University of the Punjab, P.O BOX. 54590, Lahore, Pakistan
| | - Yuexia Wang
- School of Public Policy & Management, China University of Mining and Technology, Xuzhou, China
- School of Biological Sciences and Technology, Liupanshui Normal University, Liupanshui, 553004, China
| | - Shiming Han
- School of Public Policy & Management, China University of Mining and Technology, Xuzhou, China.
- School of Biological Sciences and Technology, Liupanshui Normal University, Liupanshui, 553004, China.
| | - Muhammad Zeshan Haider
- Department of Plant Breeding and Genetics, Faculty of Agricultural Sciences, University of the Punjab, P.O BOX. 54590, Lahore, Pakistan
| | - Adnan Sami
- Department of Horticulture, Faculty of Agricultural Sciences, University of the Punjab, P.O BOX. 54590, Lahore, Pakistan
| | - Muhammad Shafiq
- Department of Horticulture, Faculty of Agricultural Sciences, University of the Punjab, P.O BOX. 54590, Lahore, Pakistan.
| | - Qurban Ali
- Department of Plant Breeding and Genetics, Faculty of Agricultural Sciences, University of the Punjab, P.O BOX. 54590, Lahore, Pakistan.
| | - Muhammad Hamza Tariq Bhatti
- Department of Entomology, Faculty of Agricultural Sciences, University of the Punjab, P.O BOX. 54590, Lahore, Pakistan
| | - Arsalan Ahmad
- Department of Entomology, Faculty of Agricultural Sciences, University of the Punjab, P.O BOX. 54590, Lahore, Pakistan
| | - Irfan Ali Sabir
- College of Horticulture, South China Agricultural University, Guangzhou, 510642, China
| | - Jihong Dong
- School of Environment and Surveying, China University of Mining and Technology, Xuzhou, Jiangsu, 221116, China
| | - Pravej Alam
- Department of Biology, College of Science and Humanities, Prince Sattam Bin Abdulaziz University, Alkharj, 11942, Saudi Arabia
| | - Muhammad Aamir Manzoor
- Department of Plant Science, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai, China.
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Ghazy MI, El-Naem SA, Hefeina AG, Sallam A, Eltaher S. Genome-Wide Association Study of Rice Diversity Panel Reveals New QTLs for Tolerance to Water Deficit Under the Egyptian Conditions. RICE (NEW YORK, N.Y.) 2024; 17:29. [PMID: 38649523 PMCID: PMC11035518 DOI: 10.1186/s12284-024-00703-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Accepted: 03/26/2024] [Indexed: 04/25/2024]
Abstract
Drought has a significant impact on rice yield by restricting the crop's ability to grow and develop. Producing rice cultivars adapted to water deficit conditions is still the main interest of rice breeders and geneticists. To address this challenge, a set of 413 highly diverse rice populations were evaluated under normal and water deficit conditions for two growing seasons of 2021 and 2022. High genetic variation was found among genotypes for all studied traits. The heritability estimates ranged from 0.82 (panicle length) to 0.95 (plant height). Sterility percentage (SET%) was the most trait affected by water deficit in two growing seasons. 22 Rice genotypes were classified as drought tolerant in both years. Genome-wide association mapping was performed for all traits in the two growing seasons under both conditions using a total of 700,000 SNPs. The GWAS results revealed important and major SNPs associated with all traits. 26 Significant SNPs with stable allele effects were found to be associated with yield traits under water deficit conditions in both years. The results of this study provided rice genotypes that can be adapted under water deficit conditions and important stable SNP markers that can be used for marker-assisted selection after validation in different genetic backgrounds.
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Affiliation(s)
- Mohamed I Ghazy
- Rice Research and Training Department, Field Crops Research Institute, Agricultural Research Center, Giza, 12619, Egypt
| | - Sabry A El-Naem
- Rice Research and Training Department, Field Crops Research Institute, Agricultural Research Center, Giza, 12619, Egypt
| | - Ahmed G Hefeina
- Rice Research and Training Department, Field Crops Research Institute, Agricultural Research Center, Giza, 12619, Egypt
| | - Ahmed Sallam
- Department of Plant Biotechnology, Genetic Engineering and Biotechnology Research Institute (GEBRI), University of Sadat City (USC), Sadat City, 32897, Egypt.
| | - Shamseldeen Eltaher
- Department of Genetics, Faculty of Agriculture, Assiut University, Assiut, 71526, Egypt
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Santos TPFD, Sánchez-Barrantes E, Pereira LF, Gatica-Arias A. Transcriptomic Data Analysis Using the Galaxy Platform: Coffee (Coffea arabica L.) Flowers as Example. Methods Mol Biol 2024; 2787:225-243. [PMID: 38656493 DOI: 10.1007/978-1-0716-3778-4_15] [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: 04/26/2024]
Abstract
Coffee, an important agricultural product for tropical producing countries, is facing challenges due to climate change, including periods of drought, irregular rain distribution, and high temperatures. These changes result in plant water stress, leading to significant losses in coffee productivity and quality. Understanding the processes that affect coffee flowering is crucial for improving productivity and quality. In this chapter, we describe a protocol for transcriptome analysis using available Internet software, mainly in the Galaxy Platform, using RNA-Seq data from flowers collected from different parts of the coffee tree. The methods presented in this chapter provide a comprehensive protocol for transcriptome analysis of differentially expressed genes from flowers of coffee plant. This knowledge can be utilized in coffee genetic improvement programs, particularly in the selection of cultivars that are tolerant to water deficit.
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Affiliation(s)
| | | | - Luiz Filipe Pereira
- Rural Development Institute of Paraná - IAPAR-EMATER, Londrina, Parana, Brazil
- Empresa Brasileira de Pesquisa Agropecuária, Embrapa Café, Brasilia, Brazil
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6
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Hu F, Zhang Y, Guo J. Effects of drought stress on photosynthetic physiological characteristics, leaf microstructure, and related gene expression of yellow horn. PLANT SIGNALING & BEHAVIOR 2023; 18:2215025. [PMID: 37243677 DOI: 10.1080/15592324.2023.2215025] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Revised: 04/28/2023] [Accepted: 05/01/2023] [Indexed: 05/29/2023]
Abstract
Yellow horn grows in northern China and has a high tolerance to drought and poor soil. Improving photosynthetic efficiency and increasing plant growth and yield under drought conditions have become important research content for researchers worldwide. Our study goal is to provide comprehensive information on photosynthesis and some candidate genes breeding of yellow horn under drought stress. In this study, seedlings' stomatal conductance, chlorophyll content, and fluorescence parameters decreased under drought stress, but non-photochemical quenching increased. The leaf microstructure showed that stomata underwent a process from opening to closing, guard cells from complete to dry, and surrounding leaf cells from smooth to severe shrinkage. The chloroplast ultrastructure showed that the changes of starch granules were different under different drought stress, while plastoglobules increased and expanded continuously. In addition, we found some differentially expressed genes related to photosystem, electron transport component, oxidative phosphate ATPase, stomatal closure, and chloroplast ultrastructure. These results laid a foundation for further genetic improvement and deficit resistance breeding of yellow horn under drought stress.
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Affiliation(s)
- Fang Hu
- College of Forestry, Shanxi Agricultural University, Jinzhong, Shanxi, China
| | - Yunxiang Zhang
- College of Forestry, Shanxi Agricultural University, Jinzhong, Shanxi, China
| | - Jinping Guo
- College of Forestry, Shanxi Agricultural University, Jinzhong, Shanxi, China
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7
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Fakhar AZ, Liu J, Pajerowska-Mukhtar KM, Mukhtar MS. The ORFans' tale: new insights in plant biology. TRENDS IN PLANT SCIENCE 2023; 28:1379-1390. [PMID: 37453923 DOI: 10.1016/j.tplants.2023.06.011] [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: 12/10/2022] [Revised: 05/17/2023] [Accepted: 06/19/2023] [Indexed: 07/18/2023]
Abstract
Orphan genes (OGs) are protein-coding genes without a significant sequence similarity in closely related species. Despite their functional importance, very little is known about the underlying molecular mechanisms by which OGs participate in diverse biological processes. Here, we discuss the evolutionary mechanisms of OGs' emergence with relevance to species-specific adaptations. We also provide a mechanistic view of the involvement of OGs in multiple processes, including growth, development, reproduction, and carbon-metabolism-mediated immunity. We highlight the interconnection between OGs and the sucrose nonfermenting 1 (SNF1)-related protein kinases (SnRKs)-target of rapamycin (TOR) signaling axis for phytohormone signaling, nutrient metabolism, and stress responses. Finally, we propose a high-throughput pipeline for OGs' interspecies and intraspecies gene transfer through a transgenic approach for future biotechnological advances.
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Affiliation(s)
- Ali Zeeshan Fakhar
- Department of Biology, University of Alabama at Birmingham, 1300 University Blvd., Birmingham, AL 35294, USA
| | - Jinbao Liu
- Department of Biology, University of Alabama at Birmingham, 1300 University Blvd., Birmingham, AL 35294, USA
| | | | - M Shahid Mukhtar
- Department of Biology, University of Alabama at Birmingham, 1300 University Blvd., Birmingham, AL 35294, USA.
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8
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Zhang Y, Xu J, Li R, Ge Y, Li Y, Li R. Plants' Response to Abiotic Stress: Mechanisms and Strategies. Int J Mol Sci 2023; 24:10915. [PMID: 37446089 DOI: 10.3390/ijms241310915] [Citation(s) in RCA: 39] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 06/24/2023] [Accepted: 06/27/2023] [Indexed: 07/15/2023] Open
Abstract
Abiotic stress is the adverse effect of any abiotic factor on a plant in a given environment, impacting plants' growth and development. These stress factors, such as drought, salinity, and extreme temperatures, are often interrelated or in conjunction with each other. Plants have evolved mechanisms to sense these environmental challenges and make adjustments to their growth in order to survive and reproduce. In this review, we summarized recent studies on plant stress sensing and its regulatory mechanism, emphasizing signal transduction and regulation at multiple levels. Then we presented several strategies to improve plant growth under stress based on current progress. Finally, we discussed the implications of research on plant response to abiotic stresses for high-yielding crops and agricultural sustainability. Studying stress signaling and regulation is critical to understand abiotic stress responses in plants to generate stress-resistant crops and improve agricultural sustainability.
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Affiliation(s)
- Yan Zhang
- State Key Laboratory of Tree Genetics and Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- National Engineering Research Center of Tree Breeding and Ecological Restoration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- The Tree and Ornamental Plant Breeding and Biotechnology Laboratory of National Forestry and Grassland Administration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- Institute of Tree Development and Genome Editing, Beijing Forestry University, Beijing 100083, China
| | - Jing Xu
- State Key Laboratory of Tree Genetics and Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- National Engineering Research Center of Tree Breeding and Ecological Restoration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- The Tree and Ornamental Plant Breeding and Biotechnology Laboratory of National Forestry and Grassland Administration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- Institute of Tree Development and Genome Editing, Beijing Forestry University, Beijing 100083, China
| | - Ruofan Li
- State Key Laboratory of Tree Genetics and Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- National Engineering Research Center of Tree Breeding and Ecological Restoration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- The Tree and Ornamental Plant Breeding and Biotechnology Laboratory of National Forestry and Grassland Administration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- Institute of Tree Development and Genome Editing, Beijing Forestry University, Beijing 100083, China
| | - Yanrui Ge
- State Key Laboratory of Tree Genetics and Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- National Engineering Research Center of Tree Breeding and Ecological Restoration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- The Tree and Ornamental Plant Breeding and Biotechnology Laboratory of National Forestry and Grassland Administration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- Institute of Tree Development and Genome Editing, Beijing Forestry University, Beijing 100083, China
| | - Yufei Li
- State Key Laboratory of Tree Genetics and Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- National Engineering Research Center of Tree Breeding and Ecological Restoration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- The Tree and Ornamental Plant Breeding and Biotechnology Laboratory of National Forestry and Grassland Administration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- Institute of Tree Development and Genome Editing, Beijing Forestry University, Beijing 100083, China
| | - Ruili Li
- State Key Laboratory of Tree Genetics and Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- National Engineering Research Center of Tree Breeding and Ecological Restoration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- The Tree and Ornamental Plant Breeding and Biotechnology Laboratory of National Forestry and Grassland Administration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
- Institute of Tree Development and Genome Editing, Beijing Forestry University, Beijing 100083, China
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9
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Fakhar AZ, Liu J, Pajerowska-Mukhtar KM, Mukhtar MS. The Lost and Found: Unraveling the Functions of Orphan Genes. J Dev Biol 2023; 11:27. [PMID: 37367481 PMCID: PMC10299390 DOI: 10.3390/jdb11020027] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 05/19/2023] [Accepted: 05/26/2023] [Indexed: 06/28/2023] Open
Abstract
Orphan Genes (OGs) are a mysterious class of genes that have recently gained significant attention. Despite lacking a clear evolutionary history, they are found in nearly all living organisms, from bacteria to humans, and they play important roles in diverse biological processes. The discovery of OGs was first made through comparative genomics followed by the identification of unique genes across different species. OGs tend to be more prevalent in species with larger genomes, such as plants and animals, and their evolutionary origins remain unclear but potentially arise from gene duplication, horizontal gene transfer (HGT), or de novo origination. Although their precise function is not well understood, OGs have been implicated in crucial biological processes such as development, metabolism, and stress responses. To better understand their significance, researchers are using a variety of approaches, including transcriptomics, functional genomics, and molecular biology. This review offers a comprehensive overview of the current knowledge of OGs in all domains of life, highlighting the possible role of dark transcriptomics in their evolution. More research is needed to fully comprehend the role of OGs in biology and their impact on various biological processes.
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Affiliation(s)
| | | | | | - M. Shahid Mukhtar
- Department of Biology, University of Alabama at Birmingham, 1300 University Blvd., Birmingham, AL 35294, USA
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Yang Y, Gao Y, Li Y, Li X. Identification and differential analysis of noncoding RNAs in response to drought in Phyllostachys aureosulcata f. spectabilis. FRONTIERS IN PLANT SCIENCE 2022; 13:1040470. [PMID: 36438105 PMCID: PMC9686404 DOI: 10.3389/fpls.2022.1040470] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Accepted: 10/17/2022] [Indexed: 06/16/2023]
Abstract
The role of noncoding RNAs (ncRNAs) in plant resistance to abiotic stresses is increasingly being discovered. Drought stress is one of the most common stresses that affecting plant growth, and high intensity drought has a significant impact on the normal growth of plants. In this study, a high-throughput sequencing was performed on plant tissue samples of Phyllostachys aureosulcata f. spectabilis C. D. Chu et C. S. Chao by drought treatment for 0, 2, 4 and 6 days. The sequencing results were analysed bioinformatically. We detected 336,946 RNAs among all 12 samples, including 192,098 message RNAs (mRNAs), 142,761 long noncoding RNAs (lncRNAs), 1,670 circular RNAs (circRNAs), and 417 microRNAs (miRNAs). We detected 2,419 differentially expressed (DE) ncRNAs, including 213 DE circRNAs, 2,088 DE lncRNAs and 118 DE miRNAs. Then, we used Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) to functionally predict DE ncRNAs. The results showed that most DE ncRNAs are involved in the response to drought stress, mainly in biochemical reactions involved in some metabolites, as well as in organelle activities. In addition, we validated two random circRNAs and demonstrated their circularity. We also found a stable internal reference gene available for Phyllostachys aureosulcata f. spectabilis and validated the accuracy of this experiment by quantitative real-time polymerase chain reaction (qRT-PCR).
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11
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Hu F, Bi X, Liu H, Fu X, Li Y, Yang Y, Zhang X, Wu R, Li G, Lv Y, Huang J, Luo X, Shi R. Transcriptome and carotenoid profiling of different varieties of Coffea arabica provides insights into fruit color formation. PLANT DIVERSITY 2022; 44:322-334. [PMID: 35769592 PMCID: PMC9209900 DOI: 10.1016/j.pld.2021.11.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/26/2021] [Revised: 11/04/2021] [Accepted: 11/16/2021] [Indexed: 06/15/2023]
Abstract
The processability and ultimate quality of coffee (C offea arabica) are determined by the composition of the matured fruits. The basis of genetic variation in coffee fruit quality could be explained by studying color formation during fruit maturation. Transcriptome profiling was conducted on matured fruits of four C. arabica varieties (orange colored fruits (ORF); purple colored fruits (PF); red colored fruits (RF) and yellow colored fruits (YF)) to identify key color-regulating genes, biosynthesis pathways and transcription factors implicated in fruit color formation. A total of 39,938 genes were identified in the transcriptomes of the four C. arabica varieties. In all, 2745, 781 and 1224 differentially expressed genes (DEGs) were detected in YF_vs_PF, YF_vs_RF and YF_vs_ORF, respectively, with 1732 DEGs conserved among the three pairwise groups. Functional annotation of the DEGs led to the detection of 28 and 82 key genes involved in the biosynthesis of carotenoids and anthocyanins, respectively. Key transcription factors bHLH, MYB, NAC, MADS, and WRKY implicated in fruit color regulation were detected. The high expression levels of gene-LOC113688784 (PSY), gene-LOC113730013 (β-CHY), gene-LOC113728842 (CCD7), gene-LOC113689681 (NCED) and gene-LOC113729473 (ABA2) in YF may have accounted for the yellow coloration. The differential expression of several anthocyanin and carotenoid-specific genes in the fruits substantially account for the purple (PF), red (RF), and orange (ORF) colorations. This study provides important insights into fruit color formation and variations in C. arabica and will help to develop coffee varieties with specific color and quality traits.
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Affiliation(s)
- Faguang Hu
- Institute of Tropical and Subtropical Cash Crops, Yunnan Academy of Agricultural Sciences, China
| | - Xiaofei Bi
- Institute of Tropical and Subtropical Cash Crops, Yunnan Academy of Agricultural Sciences, China
| | - Hongming Liu
- Institute of Tropical and Subtropical Cash Crops, Yunnan Academy of Agricultural Sciences, China
| | - Xingfei Fu
- Institute of Tropical and Subtropical Cash Crops, Yunnan Academy of Agricultural Sciences, China
| | - Yanan Li
- Institute of Tropical and Subtropical Cash Crops, Yunnan Academy of Agricultural Sciences, China
| | - Yang Yang
- Institute of Tropical and Subtropical Cash Crops, Yunnan Academy of Agricultural Sciences, China
| | - Xiaofang Zhang
- Institute of Tropical and Subtropical Cash Crops, Yunnan Academy of Agricultural Sciences, China
| | - Ruirui Wu
- Institute of Tropical and Subtropical Cash Crops, Yunnan Academy of Agricultural Sciences, China
| | - Guiping Li
- Institute of Tropical and Subtropical Cash Crops, Yunnan Academy of Agricultural Sciences, China
| | - Yulan Lv
- Institute of Tropical and Subtropical Cash Crops, Yunnan Academy of Agricultural Sciences, China
| | - Jiaxiong Huang
- Institute of Tropical and Subtropical Cash Crops, Yunnan Academy of Agricultural Sciences, China
| | - Xinping Luo
- Institute of Tropical and Subtropical Cash Crops, Yunnan Academy of Agricultural Sciences, China
| | - Rui Shi
- Key Laboratory for Forest Resources Conservation and Utilization in the Southwest Mountains of China, Ministry of Education, Southwest Forestry University, China
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12
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de Aquino SO, Kiwuka C, Tournebize R, Gain C, Marraccini P, Mariac C, Bethune K, Couderc M, Cubry P, Andrade AC, Lepelley M, Darracq O, Crouzillat D, Anten N, Musoli P, Vigouroux Y, de Kochko A, Manel S, François O, Poncet V. Adaptive potential of
Coffea canephora
from Uganda in response to climate change. Mol Ecol 2022; 31:1800-1819. [DOI: 10.1111/mec.16360] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 11/12/2021] [Accepted: 01/06/2022] [Indexed: 11/28/2022]
Affiliation(s)
| | - Catherine Kiwuka
- NARO Kampala Uganda
- Centre for Crop Systems Analysis Wageningen Univ. Wageningen Netherlands
| | | | - Clément Gain
- U. Grenoble‐Alpes, TIMC‐IMAG, CNRS UMR 5525, Grenoble, France and LJK, Inria, CNRS UMR 5224 Grenoble France
| | | | - Cédric Mariac
- DIADE, Univ. Montpellier, CIRAD, IRD Montpellier France
| | - Kévin Bethune
- DIADE, Univ. Montpellier, CIRAD, IRD Montpellier France
| | - Marie Couderc
- DIADE, Univ. Montpellier, CIRAD, IRD Montpellier France
| | | | | | | | | | | | - Niels Anten
- Centre for Crop Systems Analysis Wageningen Univ. Wageningen Netherlands
| | | | | | | | - Stéphanie Manel
- CEFE, Univ Montpellier, CNRS, EPHE‐PSL University, IRD Montpellier France
| | - Olivier François
- U. Grenoble‐Alpes, TIMC‐IMAG, CNRS UMR 5525, Grenoble, France and LJK, Inria, CNRS UMR 5224 Grenoble France
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13
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Gelaw TA, Sanan-Mishra N. Non-Coding RNAs in Response to Drought Stress. Int J Mol Sci 2021; 22:12519. [PMID: 34830399 PMCID: PMC8621352 DOI: 10.3390/ijms222212519] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Revised: 11/11/2021] [Accepted: 11/15/2021] [Indexed: 02/06/2023] Open
Abstract
Drought stress causes changes in the morphological, physiological, biochemical and molecular characteristics of plants. The response to drought in different plants may vary from avoidance, tolerance and escape to recovery from stress. This response is genetically programmed and regulated in a very complex yet synchronized manner. The crucial genetic regulations mediated by non-coding RNAs (ncRNAs) have emerged as game-changers in modulating the plant responses to drought and other abiotic stresses. The ncRNAs interact with their targets to form potentially subtle regulatory networks that control multiple genes to determine the overall response of plants. Many long and small drought-responsive ncRNAs have been identified and characterized in different plant varieties. The miRNA-based research is better documented, while lncRNA and transposon-derived RNAs are relatively new, and their cellular role is beginning to be understood. In this review, we have compiled the information on the categorization of non-coding RNAs based on their biogenesis and function. We also discuss the available literature on the role of long and small non-coding RNAs in mitigating drought stress in plants.
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Affiliation(s)
- Temesgen Assefa Gelaw
- Plant RNAi Biology Group, International Centre for Genetic Engineering and Biotechnology, New Delhi 110067, India;
- Department of Biotechnology, College of Natural and Computational Science, Debre Birhan University, Debre Birhan P.O. Box 445, Ethiopia
| | - Neeti Sanan-Mishra
- Plant RNAi Biology Group, International Centre for Genetic Engineering and Biotechnology, New Delhi 110067, India;
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14
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Sow MD, Le Gac AL, Fichot R, Lanciano S, Delaunay A, Le Jan I, Lesage-Descauses MC, Citerne S, Caius J, Brunaud V, Soubigou-Taconnat L, Cochard H, Segura V, Chaparro C, Grunau C, Daviaud C, Tost J, Brignolas F, Strauss SH, Mirouze M, Maury S. RNAi suppression of DNA methylation affects the drought stress response and genome integrity in transgenic poplar. THE NEW PHYTOLOGIST 2021; 232:80-97. [PMID: 34128549 DOI: 10.1111/nph.17555] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Accepted: 06/08/2021] [Indexed: 05/27/2023]
Abstract
Trees are long-lived organisms that continuously adapt to their environments, a process in which epigenetic mechanisms are likely to play a key role. Via downregulation of the chromatin remodeler DECREASED IN DNA METHYLATION 1 (DDM1) in poplar (Populus tremula × Populus alba) RNAi lines, we examined how DNA methylation coordinates genomic and physiological responses to moderate water deficit. We compared the growth and drought response of two RNAi-ddm1 lines to wild-type (WT) trees under well-watered and water deficit/rewatering conditions, and analyzed their methylomes, transcriptomes, mobilomes and phytohormone contents in the shoot apical meristem. The RNAi-ddm1 lines were more tolerant to drought-induced cavitation but did not differ in height or stem diameter growth. About 5000 differentially methylated regions were consistently detected in both RNAi-ddm1 lines, colocalizing with 910 genes and 89 active transposable elements. Under water deficit conditions, 136 differentially expressed genes were found, including many involved in phytohormone pathways; changes in phytohormone concentrations were also detected. Finally, the combination of hypomethylation and drought led to the mobility of two transposable elements. Our findings suggest major roles for DNA methylation in regulation of genes involved in hormone-related stress responses, and the maintenance of genome integrity through repression of transposable elements.
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Affiliation(s)
- Mamadou D Sow
- LBLGC, INRAE, Université d'Orléans, EA 1207 USC 1328, Orléans, 45067, France
| | - Anne-Laure Le Gac
- LBLGC, INRAE, Université d'Orléans, EA 1207 USC 1328, Orléans, 45067, France
| | - Régis Fichot
- LBLGC, INRAE, Université d'Orléans, EA 1207 USC 1328, Orléans, 45067, France
| | - Sophie Lanciano
- IRD, UMR 232 DIADE, Université de Montpellier, Montpellier, 34090, France
- Laboratory of Plant Genome and Development, Université de Perpignan, Perpignan, 66860, France
| | - Alain Delaunay
- LBLGC, INRAE, Université d'Orléans, EA 1207 USC 1328, Orléans, 45067, France
| | - Isabelle Le Jan
- LBLGC, INRAE, Université d'Orléans, EA 1207 USC 1328, Orléans, 45067, France
| | | | - Sylvie Citerne
- Institut Jean-Pierre Bourgin, INRAE, AgroParisTech, Université Paris-Saclay, Versailles, 78000, France
| | - Jose Caius
- Institute of Plant Sciences Paris-Saclay (IPS2), Université Paris-Saclay, CNRS, INRAE, Université Evry, Orsay, 91405, France
| | - Véronique Brunaud
- Institute of Plant Sciences Paris-Saclay (IPS2), Université Paris-Saclay, CNRS, INRAE, Université Evry, Orsay, 91405, France
| | - Ludivine Soubigou-Taconnat
- Institute of Plant Sciences Paris-Saclay (IPS2), Université Paris-Saclay, CNRS, INRAE, Université Evry, Orsay, 91405, France
| | - Hervé Cochard
- Université Clermont Auvergne, INRAE, PIAF, Clermont-Ferrand, 63000, France
| | - Vincent Segura
- BioForA, INRAE, ONF, UMR 0588, Orléans, 45075, France
- UMR AGAP Institut, Université Montpellier, CIRAD, INRAE, Institut Montpellier SupAgro, UMR 1334, Montpellier, F-34398, France
| | | | - Christoph Grunau
- UMR 5244, IHPE, Université de Perpignan, Perpignan, 66100, France
| | - Christian Daviaud
- Laboratory for Epigenetics and Environment Centre National de Recherche en Génomique Humaine, CEA- Institut de Biologie Francois Jacob, Université Paris-Saclay, Evry, 91057, France
| | - Jörg Tost
- Laboratory for Epigenetics and Environment Centre National de Recherche en Génomique Humaine, CEA- Institut de Biologie Francois Jacob, Université Paris-Saclay, Evry, 91057, France
| | - Franck Brignolas
- LBLGC, INRAE, Université d'Orléans, EA 1207 USC 1328, Orléans, 45067, France
| | - Steven H Strauss
- Department of Forest Ecosystems and Society, Oregon State University, Corvallis, OR, 97331-5752, USA
| | - Marie Mirouze
- IRD, UMR 232 DIADE, Université de Montpellier, Montpellier, 34090, France
- Laboratory of Plant Genome and Development, Université de Perpignan, Perpignan, 66860, France
| | - Stéphane Maury
- LBLGC, INRAE, Université d'Orléans, EA 1207 USC 1328, Orléans, 45067, France
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15
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de Oliveira Santos M, Coelho LS, Carvalho GR, Botelho CE, Torres LF, Vilela DJM, Andrade AC, Silva VA. Photochemical efficiency correlated with candidate gene expression promote coffee drought tolerance. Sci Rep 2021; 11:7436. [PMID: 33795742 PMCID: PMC8016967 DOI: 10.1038/s41598-021-86689-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2020] [Accepted: 03/15/2021] [Indexed: 02/01/2023] Open
Abstract
The aim of this study was to identify the correlation between photochemical efficiency and candidate genes expression to elucidate the drought tolerance mechanisms in coffee progenies (Icatu Vermelho IAC 3851-2 × Catimor UFV 1602-215) previously identified as tolerant in field conditions. Four progenies (2, 5, 12 and 15) were evaluated under water-deficit conditions (water deficit imposed 8 months after transplanting seedlings to the pots) and under irrigated system. Evaluations of physiological parameters and expression of candidate genes for drought tolerance were performed. Progeny 5 showed capacity to maintain water potential, which contributed to lower qP variation between irrigated and deficit conditions. However, the increases of qN and NPQ in response to stress indicate that this progeny is photochemically responsive to small variations of Ψam protecting the photosystem and maintaining qP. Data obtained for progeny 12 indicated a lower water status maintenance capacity, but with increased qN and NPQ providing maintenance of the ɸPSII and ETR parameters. A PCA analysis revealed that the genes coding regulatory proteins, ABA-synthesis, cellular protectors, isoforms of ascorbate peroxidase clearly displayed a major response to drought stress and discriminated the progenies 5 and 12 which showed a better photochemical response. The genes CaMYB1, CaERF017, CaEDR2, CaNCED, CaAPX1, CaAPX5, CaGolS3, CaDHN1 and CaPYL8a were up-regulated in the arabica coffee progenies with greater photochemical efficiency under deficit and therefore contributing to efficiency of the photosynthesis in drought tolerant progenies.
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Affiliation(s)
| | - Larissa Sousa Coelho
- Universidade Federal de Lavras, Campus Universitário, Lavras, Minas Gerais, Brazil
| | - Gladyston Rodrigues Carvalho
- Empresa de Pesquisa Agropecuária de Minas Gerais, Epamig Sul, Campus da Universidade Federal Lavras - UFLA, Rodovia Lavras/Ijaci Km 02, Cx. P. 176, Lavras, Minas Gerais, Brazil
| | - Cesar Elias Botelho
- Empresa de Pesquisa Agropecuária de Minas Gerais, Epamig Sul, Campus da Universidade Federal Lavras - UFLA, Rodovia Lavras/Ijaci Km 02, Cx. P. 176, Lavras, Minas Gerais, Brazil
| | | | | | - Alan Carvalho Andrade
- Embrapa Café, Inova Café, Campus Universitário da Universidade Federal de Lavras, Lavras, Minas Gerais, Brazil
| | - Vânia Aparecida Silva
- Empresa de Pesquisa Agropecuária de Minas Gerais, Epamig Sul, Campus da Universidade Federal Lavras - UFLA, Rodovia Lavras/Ijaci Km 02, Cx. P. 176, Lavras, Minas Gerais, Brazil.
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16
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Modern Approaches for Transcriptome Analyses in Plants. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2021; 1346:11-50. [DOI: 10.1007/978-3-030-80352-0_2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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17
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de Oliveira RR, Ribeiro THC, Cardon CH, Fedenia L, Maia VA, Barbosa BCF, Caldeira CF, Klein PE, Chalfun-Junior A. Elevated Temperatures Impose Transcriptional Constraints and Elicit Intraspecific Differences Between Coffee Genotypes. FRONTIERS IN PLANT SCIENCE 2020; 11:1113. [PMID: 32849685 PMCID: PMC7396624 DOI: 10.3389/fpls.2020.01113] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2020] [Accepted: 07/06/2020] [Indexed: 05/19/2023]
Abstract
The projected impact of global warming on coffee production may require the heat-adapted genotypes in the next decades. To identify cellular strategies in response to warmer temperatures, we compared the effect of elevated temperature on two commercial Coffea arabica L. genotypes exploring leaf physiology, transcriptome, and carbohydrate/protein composition. Growth temperatures were 23/19°C (day/night), as optimal condition (OpT), and 30/26°C (day/night) as a possible warmer scenario (WaT). The cv. Acauã showed lower levels of leaf temperature (Tleaf) under both conditions compared to cv. Catuaí, whereas slightly or no differences for other leaf physiological parameters. Therefore, to explore temperature responsive pathways the leaf transcriptome was examined using RNAseq. Genotypes showed a marked number of differentially-expressed genes (DEGs) under OpT, however DEGs strongly decrease in both at WaT condition indicating a transcriptional constraint. DEGs responsive to WaT revealed shared and genotype-specific genes mostly related to carbohydrate metabolism. Under OpT, leaf starch content was greater in cv. Acauã and, as WaT temperature was imposed, the leaf soluble sugar did not change in contrast to cv. Catuaí, although the levels of leaf starch, sucrose, and leaf protein decreased in both genotypes. These findings revealed intraspecific differences in the underlying transcriptional and metabolic interconnected pathways responsive to warmer temperatures, which is potentially linked to thermotolerance, and thus may be useful as biomarkers in breeding for a changing climate.
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Affiliation(s)
| | | | - Carlos Henrique Cardon
- Plant Physiology Sector, Biology Department, Universidade Federal de Lavras (UFLA), Lavras, Brazil
| | - Lauren Fedenia
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, United States
| | | | | | - Cecílio Frois Caldeira
- Plant Physiology Sector, Biology Department, Universidade Federal de Lavras (UFLA), Lavras, Brazil
| | - Patricia E. Klein
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, United States
- Institute for Plant Genomics and Biotechnology, Texas A&M University, College Station, TX, United States
| | - Antonio Chalfun-Junior
- Plant Physiology Sector, Biology Department, Universidade Federal de Lavras (UFLA), Lavras, Brazil
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18
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Naik BJ, Kim SC, Shin MJ, Kim CW, Lim CK, An HJ. Responses to Biotic and Abiotic Stresses and Transgenic Approaches in the Coffee Plant. ACTA ACUST UNITED AC 2019. [DOI: 10.12719/ksia.2019.31.4.359] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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19
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Acevedo RM, Avico EH, González S, Salvador AR, Rivarola M, Paniego N, Nunes-Nesi A, Ruiz OA, Sansberro PA. Transcript and metabolic adjustments triggered by drought in Ilex paraguariensis leaves. PLANTA 2019; 250:445-462. [PMID: 31055624 DOI: 10.1007/s00425-019-03178-3] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2018] [Accepted: 04/27/2019] [Indexed: 06/09/2023]
Abstract
Abscisic acid is involved in the drought response of Ilex paraguariensis. Acclimation includes root growth stimulation, stomatal closure, osmotic adjustment, photoprotection, and regulation of nonstructural carbohydrates and amino acid metabolisms. Ilex paraguariensis (yerba mate) is cultivated in the subtropical region of South America, where the occurrence of drought episodes limit yield. To explore the mechanisms that allow I. paraguariensis to overcome dehydration, we investigated (1) how gene expression varied between water-stressed and non-stressed plants and (2) in what way the modulation of gene expression was linked to physiological status and metabolite composition. A total of 4920 differentially expressed transcripts were obtained through RNA-Seq after water deprivation. Drought induced the expression of several transcripts involved in the ABA-signalling pathway. Stomatal closure and leaf osmotic adjustments were promoted to minimize water loss, and these responses were accompanied by a high transcriptional remodeling of stress perception, signalling and transcriptional regulation, the photoprotective and antioxidant systems, and other stress-responsive genes. Simultaneously, significant changes in metabolite contents were detected. Glutamine, phenylalanine, isomaltose, fucose, and malate levels were shown to be positively correlated with dehydration. Principal component analysis showed differences in the metabolic profiles of control and stressed leaves. These results provide a comprehensive overview of how I. paraguariensis responds to dehydration at transcriptional and metabolomic levels and provide further characterization of the molecular mechanisms associated with drought response in perennial subtropical species.
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Affiliation(s)
- Raúl M Acevedo
- Laboratorio de Biotecnología Aplicada y Genómica Funcional. Facultad de Ciencias Agrarias, Instituto de Botánica del Nordeste (IBONE-CONICET), Universidad Nacional del Nordeste, W3402BKG, Corrientes, Argentina
| | - Edgardo H Avico
- Laboratorio de Biotecnología Aplicada y Genómica Funcional. Facultad de Ciencias Agrarias, Instituto de Botánica del Nordeste (IBONE-CONICET), Universidad Nacional del Nordeste, W3402BKG, Corrientes, Argentina
| | - Sergio González
- Instituto de Biotecnología, CICVyA (INTA), 1686, Hurlingham, Buenos Aires, Argentina
| | | | - Máximo Rivarola
- Instituto de Biotecnología, CICVyA (INTA), 1686, Hurlingham, Buenos Aires, Argentina
| | - Norma Paniego
- Instituto de Biotecnología, CICVyA (INTA), 1686, Hurlingham, Buenos Aires, Argentina
| | - Adriano Nunes-Nesi
- Departamento de Biologia Vegetal, Universidade Federal de Viçosa, 36570-900, Viçosa, MG, Brazil
| | - Oscar A Ruiz
- Unidad de Biotecnología 1, IIB-INTECH (UNSAM-CONICET), B7130IWA, Chascomús, Argentina
- Instituto de Fisiología y Recursos Genéticos Vegetales (IFRGV) "Ing. Victorio S. Trippi" (CIAP-INTA), X5020ICA, Córdoba, Argentina
| | - Pedro A Sansberro
- Laboratorio de Biotecnología Aplicada y Genómica Funcional. Facultad de Ciencias Agrarias, Instituto de Botánica del Nordeste (IBONE-CONICET), Universidad Nacional del Nordeste, W3402BKG, Corrientes, Argentina.
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20
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Etienne H, Breton D, Breitler JC, Bertrand B, Déchamp E, Awada R, Marraccini P, Léran S, Alpizar E, Campa C, Courtel P, Georget F, Ducos JP. Coffee Somatic Embryogenesis: How Did Research, Experience Gained and Innovations Promote the Commercial Propagation of Elite Clones From the Two Cultivated Species? FRONTIERS IN PLANT SCIENCE 2018; 9:1630. [PMID: 30483287 PMCID: PMC6240679 DOI: 10.3389/fpls.2018.01630] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/23/2018] [Accepted: 10/19/2018] [Indexed: 05/09/2023]
Abstract
Since the 1990s, somatic embryogenesis (SE) has enabled the propagation of selected varieties, Arabica F1 hybrid and Robusta clones, originating from the two cultivated coffee species, Coffea arabica and Coffea canephora, respectively. This paper shows how mostly empirical research has led to successful industrial transfers launched in the 2000s in Latin America, Africa, and Asia. Coffee SE can be considered as a model for other woody perennial crops for the following reasons: (i) a high biological efficiency has been demonstrated for propagated varieties at all developmental stages, and (ii) somaclonal variation is understood and mastered thanks to intensive research combining molecular markers and field observations. Coffee SE is also a useful model given the strong economic constraints that are specific to this species. In brief, SE faced four difficulties: (i) the high cost of SE derived plants compared to the cost of seedlings of conventional varieties, (ii) the logistic problems involved in reaching small-scale coffee growers, (iii) the need for certification, and (iv) the lack of solvency among small-scale producers. Nursery activities were professionalized by introducing varietal certification, quality control with regard to horticultural problems and somaclonal variation, and sanitary control for Xylella fastidiosa. In addition, different technology transfers were made to ensure worldwide dissemination of improved F1 Arabica hybrids and Robusta clones. Innovations have been decisive for successful scaling-up and reduction of production costs, such as the development of temporary immersion bioreactors for the mass production of pre-germinated embryos, their direct sowing on horticultural soil, and the propagation of rejuvenated SE plants by rooted mini-cuttings. Today, SE is a powerful tool that is widely used in coffee for biotechnological applications including propagation and genetic transformation. Basic research has recently started taking advantage of optimized SE protocols. Based on -omics methodologies, research aims to decipher the molecular events involved in the key developmental switches of coffee SE. In parallel, a high-throughput screening of active molecules on SE appears to be a promising tool to speed-up the optimization of SE protocols.
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Affiliation(s)
- Hervé Etienne
- CIRAD, UMR IPME, Montpellier, France
- IPME, Université de Montpellier, IRD, CIRAD, Montpellier, France
| | - David Breton
- Nestlé R&D Center Tours – Plant Science Research Unit, Tours, France
| | - Jean-Christophe Breitler
- CIRAD, UMR IPME, Montpellier, France
- IPME, Université de Montpellier, IRD, CIRAD, Montpellier, France
| | - Benoît Bertrand
- CIRAD, UMR IPME, Montpellier, France
- IPME, Université de Montpellier, IRD, CIRAD, Montpellier, France
| | - Eveline Déchamp
- CIRAD, UMR IPME, Montpellier, France
- IPME, Université de Montpellier, IRD, CIRAD, Montpellier, France
| | - Rayan Awada
- CIRAD, UMR IPME, Montpellier, France
- IPME, Université de Montpellier, IRD, CIRAD, Montpellier, France
- Nestlé R&D Center Tours – Plant Science Research Unit, Tours, France
| | - Pierre Marraccini
- CIRAD, UMR IPME, Montpellier, France
- IPME, Université de Montpellier, IRD, CIRAD, Montpellier, France
| | - Sophie Léran
- CIRAD, UMR IPME, Montpellier, France
- IPME, Université de Montpellier, IRD, CIRAD, Montpellier, France
| | | | - Claudine Campa
- IRD, CIRAD, Université de Montpellier, IPME, Montpellier, France
| | | | - Frédéric Georget
- CIRAD, UMR IPME, Montpellier, France
- IPME, Université de Montpellier, IRD, CIRAD, Montpellier, France
| | - Jean-Paul Ducos
- Nestlé R&D Center Tours – Plant Science Research Unit, Tours, France
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21
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Dos Santos TB, Soares JDM, Lima JE, Silva JC, Ivamoto ST, Baba VY, Souza SGH, Lorenzetti APR, Paschoal AR, Meda AR, Nishiyama Júnior MY, de Oliveira ÚC, Mokochinski JB, Guyot R, Junqueira-de-Azevedo ILM, Figueira AVO, Mazzafera P, Júnior OR, Vieira LGE, Pereira LFP, Domingues DS. An integrated analysis of mRNA and sRNA transcriptional profiles in Coffea arabica L. roots: insights on nitrogen starvation responses. Funct Integr Genomics 2018; 19:151-169. [PMID: 30196429 DOI: 10.1007/s10142-018-0634-8] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2018] [Revised: 08/21/2018] [Accepted: 08/28/2018] [Indexed: 01/09/2023]
Abstract
Coffea arabica L. is an important agricultural commodity, accounting for 60% of traded coffee worldwide. Nitrogen (N) is a macronutrient that is usually limiting to plant yield; however, molecular mechanisms of plant acclimation to N limitation remain largely unknown in tropical woody crops. In this study, we investigated the transcriptome of coffee roots under N starvation, analyzing poly-A+ libraries and small RNAs. We also evaluated the concentration of selected amino acids and N-source preferences in roots. Ammonium was preferentially taken up over nitrate, and asparagine and glutamate were the most abundant amino acids observed in coffee roots. We obtained 34,654 assembled contigs by mRNA sequencing, and validated the transcriptional profile of 12 genes by RT-qPCR. Illumina small RNA sequencing yielded 8,524,332 non-redundant reads, resulting in the identification of 86 microRNA families targeting 253 genes. The transcriptional pattern of eight miRNA families was also validated. To our knowledge, this is the first catalog of differentially regulated amino acids, N sources, mRNAs, and sRNAs in Arabica coffee roots.
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Affiliation(s)
- Tiago Benedito Dos Santos
- Laboratório de Biotecnologia Vegetal, Instituto Agronômico do Paraná, Londrina, 86047-902, Brazil. .,Universidade do Oeste Paulista, Rodovia Raposo Tavares Km 572, Presidente Prudente, 19067-175, Brazil.
| | - João D M Soares
- Laboratório de Biotecnologia Vegetal, Instituto Agronômico do Paraná, Londrina, 86047-902, Brazil
| | - Joni E Lima
- Centro de Energia Nuclear na Agricultura, Universidade de São Paulo, Piracicaba, 13400-970, Brazil.,Departamento de Botânica, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, 31270-901, Brazil
| | - Juliana C Silva
- Laboratório de Biotecnologia Vegetal, Instituto Agronômico do Paraná, Londrina, 86047-902, Brazil.,Programa de pós-graduação em Bioinformática, Universidade Tecnológica Federal do Paraná, Cornélio Procópio, 86300-000, Brazil
| | - Suzana T Ivamoto
- Laboratório de Biotecnologia Vegetal, Instituto Agronômico do Paraná, Londrina, 86047-902, Brazil.,Departamento de Botânica, Instituto de Biociências de Rio Claro, Universidade Estadual Paulista, Rio Claro, 13506-900, Brazil
| | - Viviane Y Baba
- Laboratório de Biotecnologia Vegetal, Instituto Agronômico do Paraná, Londrina, 86047-902, Brazil
| | - Silvia G H Souza
- Laboratório de Biologia Molecular, Universidade Paranaense, Umuarama, 87502-210, Brazil
| | - Alan P R Lorenzetti
- Programa de Pós-graduação em Genética e Biologia Molecular, Universidade Estadual de Londrina, Londrina, 86057-970, Brazil
| | - Alexandre R Paschoal
- Programa de pós-graduação em Bioinformática, Universidade Tecnológica Federal do Paraná, Cornélio Procópio, 86300-000, Brazil
| | - Anderson R Meda
- Laboratório de Biotecnologia Vegetal, Instituto Agronômico do Paraná, Londrina, 86047-902, Brazil
| | | | - Úrsula C de Oliveira
- Laboratório Especial de Toxinologia Aplicada, Instituto Butantan, São Paulo, 05503-900, Brazil
| | - João B Mokochinski
- Departamento de Biologia Vegetal, Instituto de Biologia, Universidade Estadual de Campinas, Campinas, 13083-970, Brazil
| | - Romain Guyot
- IRD, UMR IPME, COFFEEADAPT, BP 64501, 34394, Montpellier Cedex 5, France
| | | | - Antônio V O Figueira
- Centro de Energia Nuclear na Agricultura, Universidade de São Paulo, Piracicaba, 13400-970, Brazil
| | - Paulo Mazzafera
- Departamento de Biologia Vegetal, Instituto de Biologia, Universidade Estadual de Campinas, Campinas, 13083-970, Brazil
| | - Osvaldo R Júnior
- Life Sciences Core Facility (LaCTAD), Universidade Estadual de Campinas, Campinas, 13083-886, Brazil
| | - Luiz G E Vieira
- Universidade do Oeste Paulista, Rodovia Raposo Tavares Km 572, Presidente Prudente, 19067-175, Brazil
| | - Luiz F P Pereira
- Laboratório de Biotecnologia Vegetal, Instituto Agronômico do Paraná, Londrina, 86047-902, Brazil.,Embrapa Café, Brasília, 70770-901, Brazil
| | - Douglas S Domingues
- Laboratório de Biotecnologia Vegetal, Instituto Agronômico do Paraná, Londrina, 86047-902, Brazil.,Departamento de Botânica, Instituto de Biociências de Rio Claro, Universidade Estadual Paulista, Rio Claro, 13506-900, Brazil
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22
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Identification of charcoal rot resistance QTLs in sorghum using association and in silico analyses. J Appl Genet 2018; 59:243-251. [PMID: 29876718 DOI: 10.1007/s13353-018-0446-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2018] [Revised: 04/30/2018] [Accepted: 05/20/2018] [Indexed: 01/01/2023]
Abstract
Charcoal rot disease, a root and stem disease caused by the soil-borne fungus Macrophomina phaseolina (Tassi) Goid., is a major biotic stress that limits sorghum productivity worldwide. Charcoal rot resistance-related parameters, e.g., pre-emergence damping-off%, post-emergence damping-off%, charcoal rot disease severity, and plant survival rates, were measured in a structured sorghum population consisting of 107 landraces. Analysis of variance of charcoal rot resistance-related parameters revealed significant variations in the response to M. phaseolina infection within evaluated accessions. Continuous phenotypic variations for resistance-related parameters were observed indicating a quantitative inheritance of resistance. The population was genotyped using 181 simple sequence repeat (SSR) markers. Association analysis identified 13 markers significantly associated with quantitative trait genes (QTLs) conferring resistance to charcoal rot disease with an R2 value ranging between 9.47 to 18.87%, nine of which are environment-specific loci. Several QTL-linked markers are significantly associated with more than one resistance-related parameter, suggesting that those QTLs might contain genes involved in the plant defense response. In silico analysis of four novel major QTLs identified 11 putative gene homologs that could be considered as candidate genes for resistance against charcoal rot disease. Cluster analysis using the genotypic data of 181 SSR markers from 107 sorghum accessions identified 12 main clusters. The results provide a basis for further functional characterization of charcoal rot disease resistance or defense genes in sorghum and for further dissection of their molecular mechanisms.
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DaMatta FM, Avila RT, Cardoso AA, Martins SCV, Ramalho JC. Physiological and Agronomic Performance of the Coffee Crop in the Context of Climate Change and Global Warming: A Review. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2018. [PMID: 29517900 DOI: 10.1021/acs.jafc.7b04537] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Coffee is one of the most important global crops and provides a livelihood to millions of people living in developing countries. Coffee species have been described as being highly sensitive to climate change, as largely deduced from modeling studies based on predictions of rising temperatures and changing rainfall patterns. Here, we discuss the physiological responses of the coffee tree in the context of present and ongoing climate changes, including drought, heat, and light stresses, and interactions between these factors. We also summarize recent insights on the physiological and agronomic performance of coffee at elevated atmospheric CO2 concentrations and highlight the key role of CO2 in mitigating the harmful effects of heat stress. Evidence is shown suggesting that warming, per se, may be less harmful to coffee suitability than previously estimated, at least under the conditions of an adequate water supply. Finally, we discuss several mitigation strategies to improve crop performance in a changing world.
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Affiliation(s)
- Fábio M DaMatta
- Departamento de Biologia Vegetal , Universidade Federal Viçosa , 36570-900 Viçosa , Minas Gerais , Brazil
| | - Rodrigo T Avila
- Departamento de Biologia Vegetal , Universidade Federal Viçosa , 36570-900 Viçosa , Minas Gerais , Brazil
| | - Amanda A Cardoso
- Departamento de Biologia Vegetal , Universidade Federal Viçosa , 36570-900 Viçosa , Minas Gerais , Brazil
| | - Samuel C V Martins
- Departamento de Biologia Vegetal , Universidade Federal Viçosa , 36570-900 Viçosa , Minas Gerais , Brazil
| | - José C Ramalho
- Interações Planta-Ambiente & Biodiversidade Lab (Plant Stress & Biodiversity), Linking Landscape, Environment, Agriculture and Food, (LEAF), Departamento de Recursos Naturais, Ambiente e Território (DRAT), Instituto Superior de Agronomia (ISA) , Universidade de Lisboa (ULisboa) , Av. República , 2784-505 Oeiras , Portugal
- GeoBioTec, Faculdade de Ciências Tecnologia , Universidade NOVA de Lisboa , 2829-516 Caparica , Portugal
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24
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Drought and salt stress in Macrotyloma uniflorum leads to common and specific transcriptomic responses and reveals importance of raffinose family oligosaccharides in stress tolerance. GENE REPORTS 2018. [DOI: 10.1016/j.genrep.2017.10.006] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
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25
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Florez JC, Mofatto LS, do Livramento Freitas-Lopes R, Ferreira SS, Zambolim EM, Carazzolle MF, Zambolim L, Caixeta ET. High throughput transcriptome analysis of coffee reveals prehaustorial resistance in response to Hemileia vastatrix infection. PLANT MOLECULAR BIOLOGY 2017; 95:607-623. [PMID: 29094279 DOI: 10.1007/s11103-017-0676-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/06/2017] [Accepted: 10/21/2017] [Indexed: 06/07/2023]
Abstract
We provide a transcriptional profile of coffee rust interaction and identified putative up regulated resistant genes Coffee rust disease, caused by the fungus Hemileia vastatrix, is one of the major diseases in coffee throughout the world. The use of resistant cultivars is considered to be the most effective control strategy for this disease. To identify candidate genes related to different mechanism defense in coffee, we present a time-course comparative gene expression profile of Caturra (susceptible) and Híbrido de Timor (HdT, resistant) in response to H. vastatrix race XXXIII infection. The main objectives were to obtain a global overview of transcriptome in both interaction, compatible and incompatible, and, specially, analyze up-regulated HdT specific genes with inducible resistant and defense signaling pathways. Using both Coffea canephora as a reference genome and de novo assembly, we obtained 43,159 transcripts. At early infection events (12 and 24 h after infection), HdT responded to the attack of H. vastatrix with a larger number of up-regulated genes than Caturra, which was related to prehaustorial resistance. The genes found in HdT at early hours were involved in receptor-like kinases, response ion fluxes, production of reactive oxygen species, protein phosphorylation, ethylene biosynthesis and callose deposition. We selected 13 up-regulated HdT-exclusive genes to validate by real-time qPCR, which most of them confirmed their higher expression in HdT than in Caturra at early stage of infection. These genes have the potential to assist the development of new coffee rust control strategies. Collectively, our results provide understanding of expression profiles in coffee-H. vastatrix interaction over a time course in susceptible and resistant coffee plants.
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Affiliation(s)
- Juan Carlos Florez
- Instituto de Biotecnologia Aplicada à Agropecuária (BIOAGRO), BioCafé, Universidade Federal de Viçosa, Campus Universitário, Avenida P.H. Rolfs, s/n, Viçosa, MG, Brazil
| | - Luciana Souto Mofatto
- Laboratório de Genômica e Expressão, Departamento de Genética, Evolução e Bioagentes, Instituto de Biologia, Universidade Estadual de Campinas, Cidade Universitária Zeferino Vaz, Distrito de Barão Geraldo, Campinas, SP, 13083-970, Brazil
| | - Rejane do Livramento Freitas-Lopes
- Instituto de Biotecnologia Aplicada à Agropecuária (BIOAGRO), BioCafé, Universidade Federal de Viçosa, Campus Universitário, Avenida P.H. Rolfs, s/n, Viçosa, MG, Brazil
| | - Sávio Siqueira Ferreira
- Instituto de Biotecnologia Aplicada à Agropecuária (BIOAGRO), BioCafé, Universidade Federal de Viçosa, Campus Universitário, Avenida P.H. Rolfs, s/n, Viçosa, MG, Brazil
| | - Eunize Maciel Zambolim
- Instituto de Biotecnologia Aplicada à Agropecuária (BIOAGRO), BioCafé, Universidade Federal de Viçosa, Campus Universitário, Avenida P.H. Rolfs, s/n, Viçosa, MG, Brazil
| | - Marcelo Falsarella Carazzolle
- Laboratório de Genômica e Expressão, Departamento de Genética, Evolução e Bioagentes, Instituto de Biologia, Universidade Estadual de Campinas, Cidade Universitária Zeferino Vaz, Distrito de Barão Geraldo, Campinas, SP, 13083-970, Brazil
| | - Laércio Zambolim
- Departamento de Fitopatologia, Universidade Federal de Viçosa, Campus Universitário, Avenida P.H. Rolfs, s/n, Viçosa, MG, Brazil
| | - Eveline Teixeira Caixeta
- Instituto de Biotecnologia Aplicada à Agropecuária (BIOAGRO), BioCafé, Universidade Federal de Viçosa, Campus Universitário, Avenida P.H. Rolfs, s/n, Viçosa, MG, Brazil.
- Embrapa Café, Instituto de Biotecnologia Aplicada à Agropecuária (BIOAGRO), Universidade Federal de Viçosa, Campus Universitário, Avenida P.H. Rolfs, s/n, Viçosa, MG, Brazil.
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26
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Effects of drought stress on global gene expression profile in leaf and root samples of Dongxiang wild rice ( Oryza rufipogon). Biosci Rep 2017; 37:BSR20160509. [PMID: 28424372 PMCID: PMC6434088 DOI: 10.1042/bsr20160509] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2016] [Revised: 04/05/2017] [Accepted: 04/19/2017] [Indexed: 11/17/2022] Open
Abstract
Drought is a serious constraint to rice production throughout the world, and although Dongxiang wild rice (Oryza rufipogon, DXWR) possesses a high degree of drought resistance, the underlying mechanisms of this trait remains unclear. In the present study, cDNA libraries were constructed from the leaf and root tissues of drought-stressed and untreated DXWR seedlings, and transcriptome sequencing was performed with the goal of elucidating the molecular mechanisms involved in drought-stress response. The results indicated that 11231 transcripts were differentially expressed in the leaves (4040 up-regulated and 7191 down-regulated) and 7025 transcripts were differentially expressed in the roots (3097 up-regulated and 3928 down-regulated). Among these differentially expressed genes (DEGs), the detection of many transcriptional factors and functional genes demonstrated that multiple regulatory pathways were involved in drought resistance. Meanwhile, the DEGs were also annotated with gene ontology (GO) terms and key pathways via functional classification and Kyoto Encyclopedia of Gene and Genomes (KEGG) pathway mapping, respectively. A set of the most interesting candidate genes was then identified by combining the DEGs with previously identified drought-resistant quantitative trait loci (QTL). The present work provides abundant genomic information for functional dissection of the drought resistance of DXWR, and findings will further help the current understanding of the biological regulatory mechanisms of drought resistance in plants and facilitate the breeding of new drought-resistant rice cultivars.
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Ksouri N, Jiménez S, Wells CE, Contreras-Moreira B, Gogorcena Y. Transcriptional Responses in Root and Leaf of Prunus persica under Drought Stress Using RNA Sequencing. FRONTIERS IN PLANT SCIENCE 2016; 7:1715. [PMID: 27933070 PMCID: PMC5120087 DOI: 10.3389/fpls.2016.01715] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2016] [Accepted: 10/31/2016] [Indexed: 05/02/2023]
Abstract
Prunus persica L. Batsch, or peach, is one of the most important crops and it is widely established in irrigated arid and semi-arid regions. However, due to variations in the climate and the increased aridity, drought has become a major constraint, causing crop losses worldwide. The use of drought-tolerant rootstocks in modern fruit production appears to be a useful method of alleviating water deficit problems. However, the transcriptomic variation and the major molecular mechanisms that underlie the adaptation of drought-tolerant rootstocks to water shortage remain unclear. Hence, in this study, high-throughput sequencing (RNA-seq) was performed to assess the transcriptomic changes and the key genes involved in the response to drought in root tissues (GF677 rootstock) and leaf tissues (graft, var. Catherina) subjected to 16 days of drought stress. In total, 12 RNA libraries were constructed and sequenced. This generated a total of 315 M raw reads from both tissues, which allowed the assembly of 22,079 and 17,854 genes associated with the root and leaf tissues, respectively. Subsets of 500 differentially expressed genes (DEGs) in roots and 236 in leaves were identified and functionally annotated with 56 gene ontology (GO) terms and 99 metabolic pathways, which were mostly associated with aminobenzoate degradation and phenylpropanoid biosynthesis. The GO analysis highlighted the biological functions that were exclusive to the root tissue, such as "locomotion," "hormone metabolic process," and "detection of stimulus," indicating the stress-buffering role of the GF677 rootstock. Furthermore, the complex regulatory network involved in the drought response was revealed, involving proteins that are associated with signaling transduction, transcription and hormone regulation, redox homeostasis, and frontline barriers. We identified two poorly characterized genes in P. persica: growth-regulating factor 5 (GRF5), which may be involved in cellular expansion, and AtHB12, which may be involved in root elongation. The reliability of the RNA-seq experiment was validated by analyzing the expression patterns of 34 DEGs potentially involved in drought tolerance using quantitative reverse transcription polymerase chain reaction. The transcriptomic resources generated in this study provide a broad characterization of the acclimation of P. persica to drought, shedding light on the major molecular responses to the most important environmental stressor.
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Affiliation(s)
- Najla Ksouri
- Department of Pomology, Estación Experimental de Aula Dei-Consejo Superior de Investigaciones CientíficasZaragoza, Spain
| | - Sergio Jiménez
- Department of Pomology, Estación Experimental de Aula Dei-Consejo Superior de Investigaciones CientíficasZaragoza, Spain
| | | | - Bruno Contreras-Moreira
- Laboratory of Computational and Structural Biology, Department of Genetics and Plant Production, Estación Experimental de Aula Dei – Consejo Superior de Investigaciones CientíficasZaragoza, Spain
- Fundación ARAIDZaragoza, Spain
- *Correspondence: Yolanda Gogorcena, Bruno Contreras-Moreira,
| | - Yolanda Gogorcena
- Department of Pomology, Estación Experimental de Aula Dei-Consejo Superior de Investigaciones CientíficasZaragoza, Spain
- *Correspondence: Yolanda Gogorcena, Bruno Contreras-Moreira,
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