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Shokri-Gharelo R, Derakhti-Dizaji M, Dadashi D, Chalekaei M, Rostami-Tobnag G. Bioinformatics and meta-analysis of expression data to investigate transcriptomic response of wheat root to abiotic stresses. Biosystems 2024; 237:105165. [PMID: 38430956 DOI: 10.1016/j.biosystems.2024.105165] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 02/15/2024] [Accepted: 02/24/2024] [Indexed: 03/05/2024]
Abstract
Abiotic stresses are predominant and main causes of the losses in the crop yield. A complexity of systems biology and involvement of numerous genes in the response to abiotic factors have challenged efforts to create tolerant cultivars with sustainable production. The root is the main organ of the plant and determines a plant tolerance under stressful conditions. In this study, we carried out a meta-analysis of expression datasets from wheat root to identify differentially expressed genes, followed by the weighted gene co-expression network analysis (WGCNA) to construct the weighted gene co-expression network. The aim was to identify consensus differentially expressed genes with regulatory functions, gene networks, and biological pathways involved in response of wheat root to a set of abiotic stresses. The meta-analysis using Fisher method (FDR<0.05) identified consensus 526 DEGs from 55,367 probe sets. Although the annotated expression data are limited for wheat, the functional analysis based on the data from model plants could identify the up-regulated seven regulatory genes involved in chromosome organization and response to oxygen-containing compounds. WGCNA identified four gene modules that were mostly associated with the ribosome biogenesis and polypeptide synthesis. This study's findings enhance our understanding of key players and gene networks related to wheat root response to multiple abiotic stresses.
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Affiliation(s)
- Reza Shokri-Gharelo
- Department of Plant Breeding and Biotechnology, College of Agriculture, University of Tabriz, Tabriz, Iran; Researcher of Sugar Beet Seed Institute, Agricultural Research, Education and Extension Organization (AREEO), Karaj, Iran.
| | - Morteza Derakhti-Dizaji
- Department of Plant Breeding and Biotechnology, College of Agriculture, University of Tabriz, Tabriz, Iran
| | - Davod Dadashi
- Department of Plant Breeding and Biotechnology, College of Agriculture, University of Tabriz, Tabriz, Iran
| | - Maryam Chalekaei
- Department of Agronomy and Plant Breeding, Agricultural College, University of Tehran, Iran
| | - Ghader Rostami-Tobnag
- Department of Horticulture, Faculty of Agriculture, Ferdowsi University of Mashhad, Mashhad, Iran.
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Wang X, Zhao W, Wei X, Sun Y, Dong S. Molecular mechanism of drought resistance in soybean roots revealed using physiological and multi-omics analyses. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2024; 208:108451. [PMID: 38402799 DOI: 10.1016/j.plaphy.2024.108451] [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: 11/09/2023] [Revised: 02/16/2024] [Accepted: 02/19/2024] [Indexed: 02/27/2024]
Abstract
Soybeans are one of the most cultivated crops worldwide and drought can seriously affect their growth and development. Many studies have elucidated the mechanisms through which soybean leaves respond to drought; however, little is known about these mechanisms in roots. We used two soybean varieties with different drought tolerances to study the morphological, physiological, and molecular response mechanisms of the root system to drought stress in seedlings. We found that drought stress led to a significant decrease in the root traits and an increase in antioxidant enzyme activity in the two varieties. Drought-resistant varieties accumulate large amounts of flavonoids and phenolic acids at the metabolic level, which causes variations in drought resistance. Additionally, differences in gene expression and drought-resistance pathways between the two varieties were clarified using transcriptome analysis. Through a multi-omics joint analysis, phenylpropanoid and isoflavonoid biosynthesis were identified as the core drought resistance pathways in soybean roots. Candidate genes and marker metabolites affecting drought resistance were identified. The phenylpropanoid pathway confers drought tolerance to roots by maintaining a high level of POD activity and mediates the biosynthesis of various secondary drought-resistant metabolites to resist drought stress. This study provides useful data for investigating plant root drought responses and offers theoretical support for plant breeding for drought resistance.
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Affiliation(s)
- Xiyue Wang
- College of Agriculture, Northeast Agricultural University, Harbin, China
| | - Wei Zhao
- College of Agriculture, Northeast Agricultural University, Harbin, China
| | - Xinhe Wei
- College of Agriculture, Northeast Agricultural University, Harbin, China
| | - Yanbin Sun
- College of Agriculture, Northeast Agricultural University, Harbin, China
| | - Shoukun Dong
- College of Agriculture, Northeast Agricultural University, Harbin, China.
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3
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Kausar A, Zahra N, Zahra H, Hafeez MB, Zafer S, Shahzadi A, Raza A, Djalovic I, Prasad PVV. Alleviation of drought stress through foliar application of thiamine in two varieties of pea ( Pisum sativum L.). PLANT SIGNALING & BEHAVIOR 2023; 18:2186045. [PMID: 37016728 PMCID: PMC10012936 DOI: 10.1080/15592324.2023.2186045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Revised: 02/20/2023] [Accepted: 02/22/2023] [Indexed: 06/19/2023]
Abstract
Drought stress poorly impacts many morphological and physio-biochemical processes in plants. Pea (Pisum sativum L.) plants are highly nutritious crops destined for human consumption; however, their productivity is threatened under drought stress. Thiamine (vitamin B1) is well-known essential micronutrient, acting as a cofactor in key metabolic processes. Therefore, this study was designed to examine the protective effect of foliar application of thiamine (0, 250, and 500 ppm) on two varieties of pea plants under drought stress. Here, we conducted the pot experiment at the Government College Women University, Faisalabad, to investigate the physio-biochemical and morphological traits of two pea varieties (sarsabz and metior) grown under drought stress and thiamine treatment. Drought stress was applied to plants after germination period of 1 month. Results showed that root fresh and dry weight, shoot fresh and dry weight, number of pods, leaf area, total soluble sugars, total phenolics, total protein contents, catalase, peroxidase, and mineral ions were reduced against drought stress. However, the application of thiamine (both 250 and 500 ppm) overcome the stress and also enhances these parameters, and significantly increases the antioxidant activities (catalase and peroxidase). Moreover, the performance of sarsabz was better under control and drought stress conditions than metior variety. In conclusion, the exogenous application of thiamine enabled the plants to withstand drought stress conditions by regulating several physiological and biochemical mechanisms. In agriculture, it is a great latent to alleviate the antagonistic impact of drought stress on crops through the foliar application of thiamine.
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Affiliation(s)
- Abida Kausar
- Department of Botany, Government College Women University, Faisalabad, Pakistan
| | - Noreen Zahra
- Department of Botany, Government College Women University, Faisalabad, Pakistan
- Department of Botany, University of Agriculture, Faisalabad, Pakistan
| | - Hina Zahra
- Department of Botany, Government College Women University, Faisalabad, Pakistan
| | | | - Sara Zafer
- Department of Botany, GC University, Faisalabad, Pakistan
| | - Abida Shahzadi
- Department of Economics, Government College University, Faisalabad, Pakistan
| | - Ali Raza
- College of Agriculture, Fujian Agriculture and Forestry University (FAFU), Fuzhou, China
| | - Ivica Djalovic
- Institute of Field and Vegetable Crops, National Institute of the Republic of Serbia, Novi Sad, Serbia
| | - PV Vara Prasad
- Department of Agronomy, Kansas State University, Manhattan, KS, USA
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4
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Limbalkar OM, Vasisth P, Singh G, Jain P, Sharma M, Singh R, Dhanasekaran G, Kumar M, Meena ML, Iquebal MA, Jaiswal S, Rao M, Watts A, Bhattacharya R, Singh KH, Kumar D, Singh N. Dissection of QTLs conferring drought tolerance in B. carinata derived B. juncea introgression lines. BMC PLANT BIOLOGY 2023; 23:664. [PMID: 38129793 PMCID: PMC10740311 DOI: 10.1186/s12870-023-04614-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2023] [Accepted: 11/16/2023] [Indexed: 12/23/2023]
Abstract
BACKGROUND Drought is one of the important abiotic stresses that can significantly reduce crop yields. In India, about 24% of Brassica juncea (Indian mustard) cultivation is taken up under rainfed conditions, leading to low yields due to moisture deficit stress. Hence, there is an urgent need to improve the productivity of mustard under drought conditions. In the present study, a set of 87 B. carinata-derived B. juncea introgression lines (ILs) was developed with the goal of creating drought-tolerant genotypes. METHOD The experiment followed the augmented randomized complete block design with four blocks and three checks. ILs were evaluated for seed yield and its contributing traits under both rainfed and irrigated conditions in three different environments created by manipulating locations and years. To identify novel genes and alleles imparting drought tolerance, Quantitative Trait Loci (QTL) analysis was carried out. Genotyping-by-Sequencing (GBS) approach was used to construct the linkage map. RESULTS The linkage map consisted of 5,165 SNP markers distributed across 18 chromosomes and spanning a distance of 1,671.87 cM. On average, there was a 3.09 cM gap between adjoining markers. A total of 29 additive QTLs were identified for drought tolerance; among these, 17 (58.6% of total QTLs detected) were contributed by B. carinata (BC 4), suggesting a greater contribution of B. carinata towards improving drought tolerance in the ILs. Out of 17 QTLs, 11 (64.7%) were located on the B genome, indicating more introgression segments on the B genome of B. juncea. Eight QTL hotspots, containing two or more QTLs, governing seed yield contributing traits, water use efficiency, and drought tolerance under moisture deficit stress conditions were identified. Seventeen candidate genes related to biotic and abiotic stresses, viz., SOS2, SOS2 like, NPR1, FAE1-KCS, HOT5, DNAJA1, NIA1, BRI1, RF21, ycf2, WRKY33, PAL, SAMS2, orf147, MAPK3, WRR1 and SUS, were reported in the genomic regions of identified QTLs. CONCLUSIONS The significance of B. carinata in improving drought tolerance and WUE by introducing genomic segments in Indian mustard is well demonstrated. The findings also provide valuable insights into the genetic basis of drought tolerance in mustard and pave the way for the development of drought-tolerant varieties.
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Affiliation(s)
- Omkar Maharudra Limbalkar
- Division of Genetics, Indian Council of Agricultural Research (ICAR)-Indian Agricultural Research Institute, New Delhi, India
- Present Address: ICAR-Indian Institute of Agricultural Biotechnology, Ranchi, Jharkhand, India
| | - Prashant Vasisth
- Division of Genetics, Indian Council of Agricultural Research (ICAR)-Indian Agricultural Research Institute, New Delhi, India
| | - Guman Singh
- ICAR-Directorate of Rapeseed-Mustard Research, Sewar, Bharatpur, Rajasthan, India
| | - Priyanka Jain
- Division of Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India
- Present Address: AIMMSCR, Amity University Uttar Pradesh, Sector 125, Noida, Uttar Pradesh, 201313, India
| | - Mohit Sharma
- Division of Genetics, Indian Council of Agricultural Research (ICAR)-Indian Agricultural Research Institute, New Delhi, India
| | - Rajendra Singh
- Division of Genetics, Indian Council of Agricultural Research (ICAR)-Indian Agricultural Research Institute, New Delhi, India
| | - Gokulan Dhanasekaran
- Division of Genetics, Indian Council of Agricultural Research (ICAR)-Indian Agricultural Research Institute, New Delhi, India
| | - Manish Kumar
- Division of Genetics, Indian Council of Agricultural Research (ICAR)-Indian Agricultural Research Institute, New Delhi, India
- Present Address: College of Agriculture, Navgaon, Alwar, Sri Karan Narendra Agriculture University, Jobner, Rajasthan, India
| | - Mohan Lal Meena
- Division of Genetics, Indian Council of Agricultural Research (ICAR)-Indian Agricultural Research Institute, New Delhi, India
| | - Mir Asif Iquebal
- Division of Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India
| | - Sarika Jaiswal
- Division of Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India
| | - Mahesh Rao
- ICAR-National Institute for Plant Biotechnology, New Delhi, India
| | - Anshul Watts
- ICAR-National Institute for Plant Biotechnology, New Delhi, India
| | | | - Kunwar Harendra Singh
- ICAR-Directorate of Rapeseed-Mustard Research, Sewar, Bharatpur, Rajasthan, India
- Present Address: ICAR, Indian Institute of Soybean Research, Indore, Madhya Pradesh, India
| | - Dinesh Kumar
- Division of Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India
| | - Naveen Singh
- Division of Genetics, Indian Council of Agricultural Research (ICAR)-Indian Agricultural Research Institute, New Delhi, India.
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Norman M, Chen C, Miah H, Patpour M, Sørensen C, Hovmøller M, Forrest K, Kumar S, Prasad P, Gangwar OP, Bhardwaj S, Bariana H, Periyannan S, Bansal U. Sr65: a widely effective gene for stem rust resistance in wheat. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2023; 137:1. [PMID: 38071267 DOI: 10.1007/s00122-023-04507-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 11/15/2023] [Indexed: 12/18/2023]
Abstract
KEY MESSAGE Sr65 in chromosome 1A of Indian wheat landrace Hango-2 is a potentially useful all-stage resistance gene that currently protects wheat from stem rust in Australia, India, Africa and Europe. Stem rust, caused by Puccinia graminis f. sp. tritici (Pgt), threatened global wheat production with the appearance of widely virulent races that included TTKSK and TTRTF. Indian landrace Hango-2 showed resistance to Pgt races in India and Australia. Screening of a Hango-2/Avocet 'S' (AvS) recombinant inbred line population identified two stem rust resistance genes, a novel gene (temporarily named as SrH2) from Hango-2 and Sr26 from AvS. A mapping population segregating for SrH2 alone was developed from two recombinant lines. SrH2 was mapped on the short arm of chromosome 1A, where it was flanked by KASP markers KASP_7944 (proximal) and KASP_12147 (distal). SrH2 was delimited to an interval of 1.8-2.3 Mb on chromosome arm 1AS. The failure to detect candidate genes through MutRenSeq and comparative genomic analysis with the pan-genome dataset indicated the necessity to generate a Hango-2 specific assembly for detecting the gene sequence linked with SrH2 resistance. MutRenSeq however enabled identification of SrH2-linked KASP marker sunCS_265. Markers KASP_12147 and sunCS_265 showed 92% and 85% polymorphism among an Australian cereal cultivar diversity panel and can be used for marker-assisted selection of SrH2 in breeding programs. The effectiveness of SrH2 against Pgt races from Europe, Africa, India, and Australia makes it a valuable resource for breeding stem rust-resistant wheat cultivars. Since no wheat-derived gene was previously located in chromosome arm 1AS, SrH2 represents a new locus and named as SR65.
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Affiliation(s)
- Michael Norman
- Plant Breeding Institute, School of Life and Environmental Sciences, Faculty of Science, The University of Sydney, 107 Cobbitty Road, Cobbitty, NSW, 2570, Australia
- Commonwealth Scientific and Industrial Research Organization Agriculture and Food, Canberra, ACT, 2601, Australia
| | - Chunhong Chen
- Commonwealth Scientific and Industrial Research Organization Agriculture and Food, Canberra, ACT, 2601, Australia
| | - Hanif Miah
- Plant Breeding Institute, School of Life and Environmental Sciences, Faculty of Science, The University of Sydney, 107 Cobbitty Road, Cobbitty, NSW, 2570, Australia
| | - Mehran Patpour
- Department of Agroecology, Aarhus University, Forsøgsvej 1, 4200, Slagelse, Denmark
| | - Chris Sørensen
- Department of Agroecology, Aarhus University, Forsøgsvej 1, 4200, Slagelse, Denmark
| | - Mogens Hovmøller
- Department of Agroecology, Aarhus University, Forsøgsvej 1, 4200, Slagelse, Denmark
| | - Kerrie Forrest
- Agriculture Victoria, Department of Energy, Environment and Climate Action, AgriBio, Centre for AgriBioscience, 5 Ring Rd., Bundoora, VIC, 3083, Australia
| | - Subodh Kumar
- Indian Council of Agricultural Research - Indian Institute of Wheat and Barley Research Regional Station, Flowerdale, Shimla, Himachal Pradesh, 171 002, India
| | - Pramod Prasad
- Indian Council of Agricultural Research - Indian Institute of Wheat and Barley Research Regional Station, Flowerdale, Shimla, Himachal Pradesh, 171 002, India
| | - Om Prakash Gangwar
- Indian Council of Agricultural Research - Indian Institute of Wheat and Barley Research Regional Station, Flowerdale, Shimla, Himachal Pradesh, 171 002, India
| | - Subhash Bhardwaj
- Indian Council of Agricultural Research - Indian Institute of Wheat and Barley Research Regional Station, Flowerdale, Shimla, Himachal Pradesh, 171 002, India
| | - Harbans Bariana
- Plant Breeding Institute, School of Life and Environmental Sciences, Faculty of Science, The University of Sydney, 107 Cobbitty Road, Cobbitty, NSW, 2570, Australia
- School of Science, Western Sydney University, Bourke Road, Richmond, NSW, 2753, Australia
| | - Sambasivam Periyannan
- Commonwealth Scientific and Industrial Research Organization Agriculture and Food, Canberra, ACT, 2601, Australia.
- School of Agriculture and Environmental Science, Centre for Crop Health, University of Southern Queensland, West Street, Toowoomba, QLD, 4350, Australia.
| | - Urmil Bansal
- Plant Breeding Institute, School of Life and Environmental Sciences, Faculty of Science, The University of Sydney, 107 Cobbitty Road, Cobbitty, NSW, 2570, Australia.
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6
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Kitashova A, Brodsky V, Chaturvedi P, Pierides I, Ghatak A, Weckwerth W, Nägele T. Quantifying the impact of dynamic plant-environment interactions on metabolic regulation. JOURNAL OF PLANT PHYSIOLOGY 2023; 290:154116. [PMID: 37839392 DOI: 10.1016/j.jplph.2023.154116] [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: 08/23/2023] [Revised: 10/03/2023] [Accepted: 10/06/2023] [Indexed: 10/17/2023]
Abstract
A plant's genome encodes enzymes, transporters and many other proteins which constitute metabolism. Interactions of plants with their environment shape their growth, development and resilience towards adverse conditions. Although genome sequencing technologies and applications have experienced triumphantly rapid development during the last decades, enabling nowadays a fast and cheap sequencing of full genomes, prediction of metabolic phenotypes from genotype × environment interactions remains, at best, very incomplete. The main reasons are a lack of understanding of how different levels of molecular organisation depend on each other, and how they are constituted and expressed within a setup of growth conditions. Phenotypic plasticity, e.g., of the genetic model plant Arabidopsis thaliana, has provided important insights into plant-environment interactions and the resulting genotype x phenotype relationships. Here, we summarize previous and current findings about plant development in a changing environment and how this might be shaped and reflected in metabolism and its regulation. We identify current challenges in the study of plant development and metabolic regulation and provide an outlook of how methodological workflows might support the application of findings made in model systems to crops and their cultivation.
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Affiliation(s)
- Anastasia Kitashova
- LMU Munich, Faculty of Biology, Plant Evolutionary Cell Biology, 82152, Planegg, Germany.
| | - Vladimir Brodsky
- LMU Munich, Faculty of Biology, Plant Evolutionary Cell Biology, 82152, Planegg, Germany.
| | - Palak Chaturvedi
- University of Vienna, Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, Faculty of Life Sciences, Djerassiplatz 1, 1030, Vienna, Austria.
| | - Iro Pierides
- University of Vienna, Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, Faculty of Life Sciences, Djerassiplatz 1, 1030, Vienna, Austria.
| | - Arindam Ghatak
- University of Vienna, Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, Faculty of Life Sciences, Djerassiplatz 1, 1030, Vienna, Austria; Vienna Metabolomics Center, University of Vienna, Djerassiplatz 1, 1030, Vienna, Austria.
| | - Wolfram Weckwerth
- University of Vienna, Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, Faculty of Life Sciences, Djerassiplatz 1, 1030, Vienna, Austria; Vienna Metabolomics Center, University of Vienna, Djerassiplatz 1, 1030, Vienna, Austria.
| | - Thomas Nägele
- LMU Munich, Faculty of Biology, Plant Evolutionary Cell Biology, 82152, Planegg, Germany.
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Niu Y, Li J, Sun F, Song T, Han B, Liu Z, Su P. Comparative transcriptome analysis reveals the key genes and pathways involved in drought stress response of two wheat (Triticum aestivum L) varieties. Genomics 2023; 115:110688. [PMID: 37474013 DOI: 10.1016/j.ygeno.2023.110688] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Revised: 05/30/2023] [Accepted: 07/14/2023] [Indexed: 07/22/2023]
Abstract
Drought stress results in significant yield losses in wheat production. Although studies have reported a number of wheat drought tolerance genes, a deeper understanding of the tolerance mechanisms is required for improving wheat tolerance against drought stress. In this study, we found that "Deguo 2" exhibited higher tolerance to drought than "Truman". Transcriptomics analysis enabled identification of 6084 and 7146 differentially expressed genes (DEGs), mainly mapping flavonoid biosynthesis, plant hormone, phenolamides and antioxidant pathways and revealed altered expression levels of about 700 genes. Exogenous melatonin application enhanced wheat tolerance against drought stress. Co-expression analysis showed that bHLH and bZIP transcription factors may be involved in the regulation of various pathway genes. Take together, these results provide new insights for us on exploring the crosstalk between phytohormones and secondary metabolites, and will deepen the understanding of the complex tolerance mechanisms against drought stress in wheat.
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Affiliation(s)
- Yufei Niu
- College of Agronomy, Liaocheng University, Liaocheng 252059, PR China
| | - Jingyu Li
- College of Agronomy, Liaocheng University, Liaocheng 252059, PR China
| | - Fanting Sun
- College of Agronomy, Liaocheng University, Liaocheng 252059, PR China
| | - Taiyu Song
- College of Agronomy, Liaocheng University, Liaocheng 252059, PR China
| | - Baojia Han
- College of Agronomy, Liaocheng University, Liaocheng 252059, PR China
| | - Zijie Liu
- College of Agronomy, Liaocheng University, Liaocheng 252059, PR China
| | - Peisen Su
- College of Agronomy, Liaocheng University, Liaocheng 252059, PR China.
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8
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Barratt LJ, He Z, Fellgett A, Wang L, Mason SM, Bancroft I, Harper AL. Co-expression network analysis of diverse wheat landraces reveals markers of early thermotolerance and a candidate master regulator of thermotolerance genes. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2023; 115:614-626. [PMID: 37077043 PMCID: PMC10953029 DOI: 10.1111/tpj.16248] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 04/12/2023] [Indexed: 05/03/2023]
Abstract
Triticum aestivum L. (bread wheat) is a crop relied upon by billions of people around the world, as a major source of both income and calories. Rising global temperatures, however, pose a genuine threat to the livelihood of these people, as wheat growth and yields are extremely vulnerable to damage by heat stress. Here we present the YoGI wheat landrace panel, comprising 342 accessions that show remarkable phenotypic and genetic diversity thanks to their adaptation to different climates. We quantified the abundance of 110 790 transcripts from the panel and used these data to conduct weighted co-expression network analysis and to identify hub genes in modules associated with abiotic stress tolerance. We found that the expression of three hub genes, all heat-shock proteins (HSPs), were significantly correlated with early thermotolerance in a validation panel of landraces. These hub genes belong to the same module, with one (TraesCS4D01G207500.1) being a candidate master-regulator potentially controlling the expression of the other two hub genes, as well as a suite of other HSPs and heat-stress transcription factors (HSFs). In this work, therefore, we identify three validated hub genes, the expression of which can serve as markers of thermotolerance during early development, and suggest that TraesCS4D01G207500.1 is a potential master regulator of HSP and HSF expression - presenting the YoGI landrace panel as an invaluable tool for breeders wishing to determine and introduce novel alleles into modern varieties, for the production of climate-resilient crops.
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Affiliation(s)
- Liam J. Barratt
- Department of Biology, Centre for Novel Agricultural Products (CNAP)University of YorkWentworth WayYO10 5DDUK
| | - Zhesi He
- Department of Biology, Centre for Novel Agricultural Products (CNAP)University of YorkWentworth WayYO10 5DDUK
| | - Alison Fellgett
- Department of Biology, Centre for Novel Agricultural Products (CNAP)University of YorkWentworth WayYO10 5DDUK
| | - Lihong Wang
- Department of Biology, Centre for Novel Agricultural Products (CNAP)University of YorkWentworth WayYO10 5DDUK
| | - Simon McQueen Mason
- Department of Biology, Centre for Novel Agricultural Products (CNAP)University of YorkWentworth WayYO10 5DDUK
| | - Ian Bancroft
- Department of Biology, Centre for Novel Agricultural Products (CNAP)University of YorkWentworth WayYO10 5DDUK
| | - Andrea L. Harper
- Department of Biology, Centre for Novel Agricultural Products (CNAP)University of YorkWentworth WayYO10 5DDUK
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9
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Xi W, Hao C, Li T, Wang H, Zhang X. Transcriptome Analysis of Roots from Wheat ( Triticum aestivum L.) Varieties in Response to Drought Stress. Int J Mol Sci 2023; 24:ijms24087245. [PMID: 37108408 PMCID: PMC10139362 DOI: 10.3390/ijms24087245] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 04/02/2023] [Accepted: 04/07/2023] [Indexed: 04/29/2023] Open
Abstract
Under climate change, drought is one of the most limiting factors that influences wheat (Triticum aestivum L.) production. Exploring stress-related genes is vital for wheat breeding. To identify genes related to the drought tolerance response, two common wheat cultivars, Zhengmai 366 (ZM366) and Chuanmai 42 (CM42), were selected based on their obvious difference in root length under 15% PEG-6000 treatment. The root length of the ZM366 cultivar was significantly longer than that of CM42. Stress-related genes were identified by RNA-seq in samples treated with 15% PEG-6000 for 7 days. In total, 11,083 differentially expressed genes (DEGs) and numerous single nucleotide polymorphisms (SNPs) and insertions/deletions (InDels) were identified. GO enrichment analysis revealed that the upregulated genes were mainly related to the response to water, acidic chemicals, oxygen-containing compounds, inorganic substances, and abiotic stimuli. Among the DEGs, the expression levels of 16 genes in ZM366 were higher than those in CM42 after the 15% PEG-6000 treatment based on RT-qPCR. Furthermore, EMS-induced mutants in Kronos (T. turgidum L.) of 4 representative DEGs possessed longer roots than the WT after the 15% PEG-6000 treatment. Altogether, the drought stress genes identified in this study represent useful gene resources for wheat breeding.
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Affiliation(s)
- Wei Xi
- College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
- State Key Laboratory of Aridland Crop Science/Gansu Key Laboratory of Crop Improvement & Germplasm Enhancement, Gansu Agricultural University, Lanzhou 730070, China
- Key Laboratory of Crop Gene Resources and Germplasm Enhancement, Ministry of Agriculture and Rural Affaris/The National Key Facility for Crop Gene Resources and Genetic Improvement/Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Chenyang Hao
- Key Laboratory of Crop Gene Resources and Germplasm Enhancement, Ministry of Agriculture and Rural Affaris/The National Key Facility for Crop Gene Resources and Genetic Improvement/Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Tian Li
- Key Laboratory of Crop Gene Resources and Germplasm Enhancement, Ministry of Agriculture and Rural Affaris/The National Key Facility for Crop Gene Resources and Genetic Improvement/Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Huajun Wang
- College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
- State Key Laboratory of Aridland Crop Science/Gansu Key Laboratory of Crop Improvement & Germplasm Enhancement, Gansu Agricultural University, Lanzhou 730070, China
| | - Xueyong Zhang
- College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
- State Key Laboratory of Aridland Crop Science/Gansu Key Laboratory of Crop Improvement & Germplasm Enhancement, Gansu Agricultural University, Lanzhou 730070, China
- Key Laboratory of Crop Gene Resources and Germplasm Enhancement, Ministry of Agriculture and Rural Affaris/The National Key Facility for Crop Gene Resources and Genetic Improvement/Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, China
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10
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Sidharthan VK, Rajeswari V, Baranwal VK. Broadening the host range and genetic diversity of waikaviruses. Virology 2023; 582:106-113. [PMID: 37043910 DOI: 10.1016/j.virol.2023.03.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 03/07/2023] [Accepted: 03/30/2023] [Indexed: 04/14/2023]
Abstract
Waikaviruses are monopartite, positive sense, single-stranded RNA viruses that cause economically important plant diseases. Despite their importance, waikaviruses are poorly understood and only ten members are currently recognized. The present study on Sequence Read Archive (SRA)-based data-driven virus discovery (DDVD) identified 22 putative new waikaviruses, nearly doubling the number of known waikaviruses, in SRA libraries of diverse plant species, from ferns to trees. Besides, a highly divergent secoviral sequence with distinct genome features was identified in a wheat transcriptome. Other significant findings of the study include identification of a new waikavirus in a library derived from diseased water chestnut sample wherein a caulimovirus was reported, prediction of coiled-coils in hypothetical protein region of waikaviral polyprotein alignment and phylogenetic clustering of tree-infecting waikaviruses. The study not only reiterates the importance of DDVD in unveiling hitherto hidden viral sequences in plant SRA libraries but also deepens our understanding of waikaviral diversity.
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Affiliation(s)
- V Kavi Sidharthan
- Division of Genetics and Tree Improvement, ICFRE-Institute of Forest Biodiversity, Hyderabad, India.
| | - V Rajeswari
- School of Agricultural Sciences, Malla Reddy University, Hyderabad, India
| | - V K Baranwal
- Division of Plant Pathology, ICAR-Indian Agricultural Research Institute, New Delhi, India.
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11
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Debat H, Garcia ML, Bejerman N. Expanding the Repertoire of the Plant-Infecting Ophioviruses through Metatranscriptomics Data. Viruses 2023; 15:v15040840. [PMID: 37112821 PMCID: PMC10144540 DOI: 10.3390/v15040840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 03/16/2023] [Accepted: 03/23/2023] [Indexed: 03/29/2023] Open
Abstract
Ophioviruses (genus Ophiovirus, family Aspiviridae) are plant-infecting viruses with non-enveloped, filamentous, naked nucleocapsid virions. Members of the genus Ophiovirus have a segmented single-stranded negative-sense RNA genome (ca. 11.3–12.5 kb), encompassing three or four linear segments. In total, these segments encode four to seven proteins in the sense and antisense orientation, both in the viral and complementary strands. The genus Ophiovirus includes seven species with viruses infecting both monocots and dicots, mostly trees, shrubs and some ornamentals. From a genomic perspective, as of today, there are complete genomes available for only four species. Here, by exploring large publicly available metatranscriptomics datasets, we report the identification and molecular characterization of 33 novel viruses with genetic and evolutionary cues of ophioviruses. Genetic distance and evolutionary insights suggest that all the detected viruses could correspond to members of novel species, which expand the current diversity of ophioviruses ca. 4.5-fold. The detected viruses increase the tentative host range of ophioviruses for the first time to mosses, liverwort and ferns. In addition, the viruses were linked to several Asteraceae, Orchidaceae and Poaceae crops/ornamental plants. Phylogenetic analyses showed a novel clade of mosses, liverworts and fern ophioviruses, characterized by long branches, suggesting that there is still plenty of unsampled hidden diversity within the genus. This study represents a significant expansion of the genomics of ophioviruses, opening the door to future works on the molecular and evolutionary peculiarity of this virus genus.
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Affiliation(s)
- Humberto Debat
- Instituto de Patología Vegetal, Centro de Investigaciones Agropecuarias, Instituto Nacional de Tecnología Agropecuaria (IPAVE-CIAP-INTA), Camino 60 Cuadras Km 5,5, Córdoba X5020ICA, Argentina
- Unidad de Fitopatología y Modelización Agrícola, Consejo Nacional de Investigaciones Científicas y Técnicas, Camino 60 Cuadras Km 5,5, Córdoba X5020ICA, Argentina
- Correspondence: (H.D.); (N.B.)
| | - Maria Laura Garcia
- Instituto de Biotecnología y Biología Molecular (IBBM-CONICET-UNLP), Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Calle 50 y 115, La Plata 1900, Argentina
| | - Nicolas Bejerman
- Instituto de Patología Vegetal, Centro de Investigaciones Agropecuarias, Instituto Nacional de Tecnología Agropecuaria (IPAVE-CIAP-INTA), Camino 60 Cuadras Km 5,5, Córdoba X5020ICA, Argentina
- Unidad de Fitopatología y Modelización Agrícola, Consejo Nacional de Investigaciones Científicas y Técnicas, Camino 60 Cuadras Km 5,5, Córdoba X5020ICA, Argentina
- Correspondence: (H.D.); (N.B.)
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12
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Transcriptome Analysis of Two Tetraploid Potato Varieties under Water-Stress Conditions. Int J Mol Sci 2022; 23:ijms232213905. [PMID: 36430379 PMCID: PMC9694765 DOI: 10.3390/ijms232213905] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 11/08/2022] [Accepted: 11/10/2022] [Indexed: 11/16/2022] Open
Abstract
Potato (Solanum tuberosum L.) is one of the most important crops worldwide, but due to its sensitivity to drought, its production can be affected by water availability. In this study, the varieties Agria and Zorba were used to determine the expression differences between control and water-stressed plants. For this purpose, they were sequenced by RNAseq, obtaining around 50 million transcripts for each variety and treatment. When comparing the significant transcripts obtained from control and drought-stressed plants of the Agria variety, we detected 931 genes that were upregulated and 2077 genes that were downregulated under stress conditions. When both treatments were compared in Zorba plants, 735 genes were found to be upregulated and 923 genes were found to be downregulated. Significantly more DEGs were found in the Agria variety, indicating a good stress response of this variety. "Abscisic acid and environmental stress-inducible protein TAS14-like" was the most overexpressed gene under drought conditions in both varieties, but expression differences were also found in numerous transcription factors and heat shock proteins. The principal GO term found was "cellular components", more specifically related to the cell membrane and the cell wall, but other metabolic pathways such as carbohydrate metabolism and osmotic adjustment were also identified. These results provide valuable information related to the molecular mechanisms of tolerance to water stress in order to establish the basis for breeding new, more tolerant varieties.
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13
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Wu J, Zong Y, Tu Z, Yang L, li W, Cui Z, Hao Z, Li H. Genome-wide identification of XTH genes in Liriodendron chinense and functional characterization of LcXTH21. FRONTIERS IN PLANT SCIENCE 2022; 13:1014339. [PMID: 36388518 PMCID: PMC9647132 DOI: 10.3389/fpls.2022.1014339] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Accepted: 10/11/2022] [Indexed: 06/01/2023]
Abstract
Liriodendron chinense is a relic tree species of the family Magnoliaceae with multiple uses in timber production, landscape decoration, and afforestation. L. chinense often experiences drought stress in arid areas. However, the molecular basis underlying the drought response of L. chinense remains unclear. Many studies have reported that the xyloglucan endotransglucosylase/hydrolase (XTH) family plays an important role in drought stress resistance. Hereby, to explore the drought resistance mechanism of L. chinense, we identify XTH genes on a genome-wide scale in L. chinense. A total of 27 XTH genes were identified in L. chinense, and these genes were classified into three subfamilies. Drought treatment and RT-qPCR analysis revealed that six LcXTH genes significantly responded to drought stress, especially LcXTH21. Hence, we cloned the LcXTH21 gene and overexpressed it in tobacco via gene transfer to analyze its function. The roots of transgenic plants were more developed than those of wild-type plants under different polyethylene glycol (PEG) concentration, and further RT-qPCR analysis showed that LcXTH21 highly expressed in root compared to aboveground organs, indicating that LcXTH21 may play a role in drought resistance through promoting root development. The results of this study provide new insights into the roles of LcXTH genes in the drought stress response. Our findings will also aid future studies of the molecular mechanisms by which LcXTH genes contribute to the drought response.
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Wu L, Fredua-Agyeman R, Strelkov SE, Chang KF, Hwang SF. Identification of Novel Genes Associated with Partial Resistance to Aphanomyces Root Rot in Field Pea by BSR-Seq Analysis. Int J Mol Sci 2022; 23:9744. [PMID: 36077139 PMCID: PMC9456226 DOI: 10.3390/ijms23179744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 08/26/2022] [Accepted: 08/26/2022] [Indexed: 12/04/2022] Open
Abstract
Aphanomyces root rot, caused by Aphanomyces euteiches, causes severe yield loss in field pea (Pisum sativum). The identification of a pea germplasm resistant to this disease is an important breeding objective. Polygenetic resistance has been reported in the field pea cultivar '00-2067'. To facilitate marker-assisted selection (MAS), bulked segregant RNA-seq (BSR-seq) analysis was conducted using an F8 RIL population derived from the cross of 'Carman' × '00-2067'. Root rot development was assessed under controlled conditions in replicated experiments. Resistant (R) and susceptible (S) bulks were constructed based on the root rot severity in a greenhouse study. The BSR-seq analysis of the R bulks generated 44,595,510~51,658,688 reads, of which the aligned sequences were linked to 44,757 genes in a reference genome. In total, 2356 differentially expressed genes were identified, of which 44 were used for gene annotation, including defense-related pathways (jasmonate, ethylene and salicylate) and the GO biological process. A total of 344.1 K SNPs were identified between the R and S bulks, of which 395 variants were located in 31 candidate genes. The identification of novel genes associated with partial resistance to Aphanomyces root rot in field pea by BSR-seq may facilitate efforts to improve management of this important disease.
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Affiliation(s)
| | | | | | | | - Sheau-Fang Hwang
- Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, AB T6G 2P5, Canada
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15
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Tian Y, Peng K, Lou G, Ren Z, Sun X, Wang Z, Xing J, Song C, Cang J. Transcriptome analysis of the winter wheat Dn1 in response to cold stress. BMC PLANT BIOLOGY 2022; 22:277. [PMID: 35659183 PMCID: PMC9169401 DOI: 10.1186/s12870-022-03654-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 05/13/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND Heilongjiang Province has a long and cold winter season (the minimum temperature can reach -30 ℃), and few winter wheat varieties can safely overwinter. Dongnongdongmai1 (Dn1) is the first winter wheat variety that can safely overwinter in Heilongjiang Province. This variety fills the gap for winter wheat cultivation in the frigid region of China and greatly increases the land utilization rate. To understand the molecular mechanism of the cold response, we conducted RNA-sequencing analysis of Dn1 under cold stress. RESULTS Approximately 120,000 genes were detected in Dn1 under cold stress. The numbers of differentially expressed genes (DEGs) in the six comparison groups (0 ℃ vs. 5 ℃, -5 ℃ vs. 5 ℃, -10 ℃ vs. 5 ℃, -15 ℃ vs. 5 ℃, -20 ℃ vs. 5 ℃ and -25 ℃ vs. 5 ℃) were 11,313, 8313, 15,636, 13,671, 14,294 and 13,979, respectively. Gene Ontology functional annotation suggested that the DEGs under cold stress mainly had "binding", "protein kinase" and "catalytic" activities and were involved in "oxidation-reduction", "protein phosphorylation" and "carbohydrate metabolic" processes. Kyoto Encyclopedia of Genes and Genomes enrichment analysis indicated that the DEGs performed important functions in cold signal transduction and carbohydrate metabolism. In addition, major transcription factors (AP2/ERF, bZIP, NAC, WRKY, bHLH and MYB) participating in the Dn1 cold stress response were activated by low temperature. CONCLUSION This is the first study to explore the Dn1 transcriptome under cold stress. Our study comprehensively analysed the key genes involved in cold signal transduction and carbohydrate metabolism in Dn1 under cold stress. The results obtained by transcriptome analysis could help to further explore the cold resistance mechanism of Dn1 and provide basis for breeding of cold-resistant crops.
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Affiliation(s)
- Yu Tian
- College of Life Science, Northeast Agricultural University, Harbin, 150030, People's Republic of China
| | - Kankan Peng
- College of Life Science, Northeast Agricultural University, Harbin, 150030, People's Republic of China
| | - Guicheng Lou
- College of Life Science, Northeast Agricultural University, Harbin, 150030, People's Republic of China
| | - Zhipeng Ren
- College of Life Science, Northeast Agricultural University, Harbin, 150030, People's Republic of China
| | - Xianze Sun
- College of Life Science, Northeast Agricultural University, Harbin, 150030, People's Republic of China
| | - Zhengwei Wang
- College of Life Science, Northeast Agricultural University, Harbin, 150030, People's Republic of China
| | - Jinpu Xing
- College of Life Science, Northeast Agricultural University, Harbin, 150030, People's Republic of China
| | - Chunhua Song
- College of Life Science, Northeast Agricultural University, Harbin, 150030, People's Republic of China
| | - Jing Cang
- College of Life Science, Northeast Agricultural University, Harbin, 150030, People's Republic of China.
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Paul S, Duhan JS, Jaiswal S, Angadi UB, Sharma R, Raghav N, Gupta OP, Sheoran S, Sharma P, Singh R, Rai A, Singh GP, Kumar D, Iquebal MA, Tiwari R. RNA-Seq Analysis of Developing Grains of Wheat to Intrigue Into the Complex Molecular Mechanism of the Heat Stress Response. FRONTIERS IN PLANT SCIENCE 2022; 13:904392. [PMID: 35720556 PMCID: PMC9201344 DOI: 10.3389/fpls.2022.904392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Accepted: 05/13/2022] [Indexed: 06/15/2023]
Abstract
Heat stress is one of the significant constraints affecting wheat production worldwide. To ensure food security for ever-increasing world population, improving wheat for heat stress tolerance is needed in the presently drifting climatic conditions. At the molecular level, heat stress tolerance in wheat is governed by a complex interplay of various heat stress-associated genes. We used a comparative transcriptome sequencing approach to study the effect of heat stress (5°C above ambient threshold temperature of 20°C) during grain filling stages in wheat genotype K7903 (Halna). At 7 DPA (days post-anthesis), heat stress treatment was given at four stages: 0, 24, 48, and 120 h. In total, 115,656 wheat genes were identified, including 309 differentially expressed genes (DEGs) involved in many critical processes, such as signal transduction, starch synthetic pathway, antioxidant pathway, and heat stress-responsive conserved and uncharacterized putative genes that play an essential role in maintaining the grain filling rate at the high temperature. A total of 98,412 Simple Sequences Repeats (SSR) were identified from de novo transcriptome assembly of wheat and validated. The miRNA target prediction from differential expressed genes was performed by psRNATarget server against 119 mature miRNA. Further, 107,107 variants including 80,936 Single nucleotide polymorphism (SNPs) and 26,171 insertion/deletion (Indels) were also identified in de novo transcriptome assembly of wheat and wheat genome Ensembl version 31. The present study enriches our understanding of known heat response mechanisms during the grain filling stage supported by discovery of novel transcripts, microsatellite markers, putative miRNA targets, and genetic variant. This enhances gene functions and regulators, paving the way for improved heat tolerance in wheat varieties, making them more suitable for production in the current climate change scenario.
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Affiliation(s)
- Surinder Paul
- Department of Biotechnology, Chaudhary Devi Lal University, Sirsa, India
- Indian Council of Agricultural Research, Indian Institute of Wheat and Barley Research, Karnal, India
- ICAR, National Bureau of Agriculturally Important Microorganisms, Kushmaur, Maunath Bhanjan, India
| | | | - Sarika Jaiswal
- Indian Council of Agricultural Research, Indian Agricultural Statistics Research Institute, New Delhi, India
| | - Ulavappa B. Angadi
- Indian Council of Agricultural Research, Indian Agricultural Statistics Research Institute, New Delhi, India
| | - Ruchika Sharma
- Indian Council of Agricultural Research, Indian Institute of Wheat and Barley Research, Karnal, India
| | - Nishu Raghav
- Indian Council of Agricultural Research, Indian Institute of Wheat and Barley Research, Karnal, India
| | - Om Prakash Gupta
- Indian Council of Agricultural Research, Indian Institute of Wheat and Barley Research, Karnal, India
| | - Sonia Sheoran
- Indian Council of Agricultural Research, Indian Institute of Wheat and Barley Research, Karnal, India
| | - Pradeep Sharma
- Indian Council of Agricultural Research, Indian Institute of Wheat and Barley Research, Karnal, India
| | - Rajender Singh
- Indian Council of Agricultural Research, Indian Institute of Wheat and Barley Research, Karnal, India
| | - Anil Rai
- Indian Council of Agricultural Research, Indian Agricultural Statistics Research Institute, New Delhi, India
| | - Gyanendra Pratap Singh
- Indian Council of Agricultural Research, Indian Institute of Wheat and Barley Research, Karnal, India
| | - Dinesh Kumar
- Indian Council of Agricultural Research, Indian Agricultural Statistics Research Institute, New Delhi, India
- Department of Biotechnology, Central University of Haryana, Gurgaon, India
| | - Mir Asif Iquebal
- Indian Council of Agricultural Research, Indian Agricultural Statistics Research Institute, New Delhi, India
| | - Ratan Tiwari
- Indian Council of Agricultural Research, Indian Institute of Wheat and Barley Research, Karnal, India
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17
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Genome-wide investigation and functional analysis of RNA editing sites in wheat. PLoS One 2022; 17:e0265270. [PMID: 35275970 PMCID: PMC8916659 DOI: 10.1371/journal.pone.0265270] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Accepted: 02/25/2022] [Indexed: 12/14/2022] Open
Abstract
Wheat is an important cereal and half of the world population consumed it. Wheat faces environmental stresses and different techniques (CRISPR, gene silencing, GWAS, etc.) were used to enhance its production but RNA editing (RESs) is not fully explored in wheat. RNA editing has a special role in controlling environmental stresses. The genome-wide identification and functional characterization of RESs in different types of wheat genotypes was done. We employed six wheat genotypes by RNA-seq analyses to achieve RESs. The findings revealed that RNA editing events occurred on all chromosomes equally. RNA editing sites were distributed randomly and 10–12 types of RESs were detected in wheat genotypes. Higher number of RESs were detected in drought-tolerant genotypes. A-to-I RNA editing (2952, 2977, 1916, 2576, 3422, and 3459) sites were also identified in six wheat genotypes. Most of the genes were found to be engaged in molecular processes after a Gene Ontology analysis. PPR (pentatricopeptide repeat), OZ1 (organelle zinc-finger), and MORF/RIP gene expression levels in wheat were also examined. Normal growth conditions diverge gene expression of these three different gene families, implying that normal growth conditions for various genotypes can modify RNA editing events and have an impact on gene expression levels. While the expression of PPR genes was not change. We used Variant Effect Predictor (VEP) to annotate RNA editing sites, and Local White had the highest RESs in the CDS region of the protein. These findings will be useful for prediction of RESs in other crops and will be helpful in drought tolerance development in wheat.
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Rasool F, Khan MR, Schneider M, Uzair M, Aqeel M, Ajmal W, Léon J, Naz AA. Transcriptome unveiled the gene expression patterns of root architecture in drought-tolerant and sensitive wheat genotypes. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2022; 178:20-30. [PMID: 35247694 DOI: 10.1016/j.plaphy.2022.02.025] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Revised: 01/26/2022] [Accepted: 02/27/2022] [Indexed: 06/14/2023]
Abstract
Drought is a big challenge for agricultural production. Root attributes are the important target traits for breeding high-yielding sustainable wheat varieties against ever changing climatic conditions. However, the transcriptomic of wheat concerning root architecture remained obscure. Here, we explored RNA-Seq based transcriptome to dissect putative genes involved in root system variations in naturally occurring six genotypes (drought-tolerant and sensitive) of wheat. Global RNA-Seq based root transcriptome analysis revealed single nucleotide polymorphisms (SNPs) variations and differentially expressed genes. Putative 56 SNPs were identified related to 15 genes involved in root architecture. Enrichment of these genes using GO terms demonstrated that differentially expressed genes (DEGs) are divided into sub-categories implicated in molecular functions, cellular components and biological processes. The KEGG analysis of DEGs in each comparison of genotype include metabolic, biosynthesis of secondary metabolites, microbial metabolism in diverse environments and biosynthesis of antibiotics. A deeper insight into DEGs unveiled various pathways involved in drought response and positive gravitropism. These genes belong to various transcription factor families such as DOF, C3H, MYB, and NAC involved in root developmental and stress-related pathways. Local White and UZ-11-CWA-8, which are drought-tolerant genotypes, harbor over-representation of most of DEGs or transcription factors. Notably, a microtubule-associated protein MAPRE1 belonging to RP/EB family recruited in positive gravitropism was enriched. Real-time PCR analysis revealed expression of MAPRE1 and PAL genes is consistent with RNA-seq data. The presented data and genetic resources seem valuable for providing genes involved in the root system architecture of drought-tolerant and susceptible genotypes.
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Affiliation(s)
- Fatima Rasool
- Genome Editing & Sequencing Lab, National Centre for Bioinformatics, Quaid-i-Azam University, Islamabad, 45320, Pakistan; National Institute for Genomics and Advanced Biotechnology, National Agricultural Research Centre, Park Road, Islamabad, 45500, Pakistan
| | - Muhammad Ramzan Khan
- Genome Editing & Sequencing Lab, National Centre for Bioinformatics, Quaid-i-Azam University, Islamabad, 45320, Pakistan; National Institute for Genomics and Advanced Biotechnology, National Agricultural Research Centre, Park Road, Islamabad, 45500, Pakistan.
| | - Michael Schneider
- Institute of Crop Science and Resource Conservation (INRES), Department of Crop Genetics and Biotechnology, Rheinische Friedrich-Wilhelms University of Bonn, Germany
| | - Muhammad Uzair
- National Institute for Genomics and Advanced Biotechnology, National Agricultural Research Centre, Park Road, Islamabad, 45500, Pakistan
| | - Muhammad Aqeel
- National Institute for Genomics and Advanced Biotechnology, National Agricultural Research Centre, Park Road, Islamabad, 45500, Pakistan
| | - Wajya Ajmal
- National Institute for Genomics and Advanced Biotechnology, National Agricultural Research Centre, Park Road, Islamabad, 45500, Pakistan
| | - Jens Léon
- Institute of Crop Science and Resource Conservation (INRES), Department of Crop Genetics and Biotechnology, Rheinische Friedrich-Wilhelms University of Bonn, Germany
| | - Ali Ahmed Naz
- Institute of Crop Science and Resource Conservation (INRES), Department of Crop Genetics and Biotechnology, Rheinische Friedrich-Wilhelms University of Bonn, Germany.
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Abstract
Drought is one of the major abiotic constraints on wheat yields and also for sustainability of production levels around the world. In the near future, the occurrence likelihood of droughts is predicted to become more common, due to changing climatic conditions, thereby posing a serious threat to the food security system. Heterogeneity, in its time of occurrence and severity levels, is likely to further augment the complexity of drought conditions. Although wheat crop growth has progressively risen to good levels, as evident by notable increases in both area and production, the expected wheat demand for the ever-growing population is quite high. Besides crop yield volatility in the era of climate change and dwindling resources, “trait-based” breeding programs are required, so as to develop high yielding, climate resilient and stable genotypes, at a faster pace. For this to happen, a broad genetic base and wider adaptability to suit varied agro-ecologies would provide enough scope for their quicker spread. The current review places emphasis on making distinct categories of the wheat cultivars/advanced breeding lines, as tolerant, moderately tolerant or susceptible to drought stresses, duly supported by an extensive up-to-date literature base and will be useful for wheat researchers, in order to choose the best potential donors as parents, coupled with the associated traits for the development of drought-tolerant wheat varieties, and also to facilitate molecular studies.
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20
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Gupta OP, Deshmukh R, Kumar A, Singh SK, Sharma P, Ram S, Singh GP. From gene to biomolecular networks: a review of evidences for understanding complex biological function in plants. Curr Opin Biotechnol 2021; 74:66-74. [PMID: 34800849 DOI: 10.1016/j.copbio.2021.10.023] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2021] [Revised: 08/10/2021] [Accepted: 10/24/2021] [Indexed: 11/28/2022]
Abstract
Although at the infancy stage, biomolecular network biology is a comprehensive approach to understand complex biological function in plants. Recent advancements in the accumulation of multi-omics data coupled with computational approach have accelerated our current understanding of the complexities of gene function at the system level. Biomolecular networks such as protein-protein interaction, co-expression and gene regulatory networks have extensively been used to decipher the intricacies of transcriptional reprogramming of hundreds of genes and their regulatory interaction in response to various environmental perturbations mainly in the model plant Arabidopsis. This review describes recent applications of network-based approaches to understand the biological functions in plants and focuses on the challenges and opportunities to harness the full potential of the approach.
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Affiliation(s)
- Om Prakash Gupta
- Division of Quality and Basic Sciences, ICAR-Indian Institute of Wheat and Barley Research, Karnal, Haryana, 132 001, India.
| | - Rupesh Deshmukh
- National Agri-Food Biotechnology Institute (NABI), Mohali, Punjab, 160 055, India
| | - Awadhesh Kumar
- Division of Crop Physiology and Biochemistry, ICAR-National Rice Research Institute (ICAR-NRRI), Cuttack, Odisha, 753 006, India
| | - Sanjay Kumar Singh
- Division of Crop Improvement, ICAR-Indian Institute of Wheat and Barley Research, Karnal, Haryana, 132 001, India
| | - Pradeep Sharma
- Division of Crop Improvement, ICAR-Indian Institute of Wheat and Barley Research, Karnal, Haryana, 132 001, India
| | - Sewa Ram
- Division of Quality and Basic Sciences, ICAR-Indian Institute of Wheat and Barley Research, Karnal, Haryana, 132 001, India
| | - Gyanendra Pratap Singh
- Division of Crop Improvement, ICAR-Indian Institute of Wheat and Barley Research, Karnal, Haryana, 132 001, India
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21
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Liu Q, Xie S, Zhao X, Liu Y, Xing Y, Dao J, Wei B, Peng Y, Duan W, Wang Z. Drought Sensitivity of Sugarcane Cultivars Shapes Rhizosphere Bacterial Community Patterns in Response to Water Stress. Front Microbiol 2021; 12:732989. [PMID: 34745035 PMCID: PMC8568056 DOI: 10.3389/fmicb.2021.732989] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Accepted: 09/16/2021] [Indexed: 12/13/2022] Open
Abstract
Rhizosphere bacteria, the main functional microorganisms inhabiting the roots of terrestrial plants, play important roles in regulating plant growth and environmental stress resistance. However, limited information is available regarding changes occurring within the structure of the root microbial community and the response mechanisms of host plants that improve adaptability to drought stress. In this study, we conducted an experiment on two sugarcane varieties with different drought tolerance levels under drought and control treatments and analyzed the rhizosphere bacterial communities using 16S rRNA high-throughput sequencing. Correlation analysis results clarified the influence of various factors on the rhizosphere bacterial community structure. Drought stress reduced the diversity of the bacterial community in the rhizosphere of sugarcane. Interestingly, the bacterial community of the drought-sensitive sugarcane cultivar GT39 changed more than that of the drought-tolerant cultivar ZZ9. In addition, ZZ9 had a high abundance of drought-resistant bacteria in the rhizosphere under optimal soil water conditions, whereas GT39 accumulated a large number of drought-resistant bacteria only under drought stress. GT39 mainly relied on Actinobacteria in its response to drought stress, and the abundance of this phylum was positively correlated with soil acid phosphatase and protease levels. In contrast, ZZ9 mainly relied on Bacilli in its response to drought stress, and the abundance of this class was positively correlated with only soil acid phosphatase levels. In conclusion, drought stress can significantly reduce the bacterial diversity and increase the abundance of drought-resistant bacteria in the sugarcane rhizosphere. The high abundance of drought-resistant bacteria in the rhizosphere of drought-tolerant cultivars under non-drought conditions is an important factor contributing to the high drought adaptability of these cultivars. Moreover, the core drought-resistant bacteria of the sugarcane rhizosphere and root exudates jointly affect the resistance of sugarcane to drought.
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Affiliation(s)
- Qi Liu
- Guangxi Key Laboratory of Sugarcane Biology, Nanning, China.,State Key Laboratory for Conservation & Utilization of Subtropical Agro-Bioresources, Guangxi University, Nanning, China.,College of Agronomy, Guangxi University, Nanning, China
| | - Sasa Xie
- Guangxi Key Laboratory of Sugarcane Biology, Nanning, China.,State Key Laboratory for Conservation & Utilization of Subtropical Agro-Bioresources, Guangxi University, Nanning, China.,College of Agronomy, Guangxi University, Nanning, China
| | - Xiaowen Zhao
- Guangxi Key Laboratory of Sugarcane Biology, Nanning, China.,State Key Laboratory for Conservation & Utilization of Subtropical Agro-Bioresources, Guangxi University, Nanning, China.,College of Agronomy, Guangxi University, Nanning, China
| | - Yue Liu
- Guangxi Key Laboratory of Sugarcane Biology, Nanning, China.,State Key Laboratory for Conservation & Utilization of Subtropical Agro-Bioresources, Guangxi University, Nanning, China.,College of Agronomy, Guangxi University, Nanning, China
| | - Yuanjun Xing
- Guangxi Key Laboratory of Sugarcane Biology, Nanning, China.,State Key Laboratory for Conservation & Utilization of Subtropical Agro-Bioresources, Guangxi University, Nanning, China.,College of Agronomy, Guangxi University, Nanning, China
| | - Jicao Dao
- Guangxi Key Laboratory of Sugarcane Biology, Nanning, China.,State Key Laboratory for Conservation & Utilization of Subtropical Agro-Bioresources, Guangxi University, Nanning, China.,College of Agronomy, Guangxi University, Nanning, China
| | - Beilei Wei
- Guangxi Key Laboratory of Sugarcane Biology, Nanning, China.,State Key Laboratory for Conservation & Utilization of Subtropical Agro-Bioresources, Guangxi University, Nanning, China.,College of Agronomy, Guangxi University, Nanning, China
| | - Yunchang Peng
- Guangxi Key Laboratory of Sugarcane Biology, Nanning, China.,State Key Laboratory for Conservation & Utilization of Subtropical Agro-Bioresources, Guangxi University, Nanning, China.,College of Agronomy, Guangxi University, Nanning, China
| | - Weixing Duan
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences, Nanning, China
| | - Ziting Wang
- Guangxi Key Laboratory of Sugarcane Biology, Nanning, China.,State Key Laboratory for Conservation & Utilization of Subtropical Agro-Bioresources, Guangxi University, Nanning, China.,College of Agronomy, Guangxi University, Nanning, China
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22
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Tyrka M, Bakera B, Szeliga M, Święcicka M, Krajewski P, Mokrzycka M, Rakoczy-Trojanowska M. Identification of Rf Genes in Hexaploid Wheat ( Triticumaestivum L.) by RNA-Seq and Paralog Analyses. Int J Mol Sci 2021; 22:ijms22179146. [PMID: 34502055 PMCID: PMC8431562 DOI: 10.3390/ijms22179146] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Revised: 08/19/2021] [Accepted: 08/20/2021] [Indexed: 11/16/2022] Open
Abstract
Among the natural mechanisms used for wheat hybrid breeding, the most desirable is the system combining the cytoplasmic male sterility (cms) of the female parent with the fertility-restoring genes (Rf) of the male parent. The objective of this study was to identify Rf candidate genes in the wheat genome on the basis of transcriptome sequencing (RNA-seq) and paralog analysis data. Total RNA was isolated from the anthers of two fertility-restorer (Primépi and Patras) and two non-restorer (Astoria and Grana) varieties at the tetrad and late uninucleate microspore stages. Of 36,912 differentially expressed genes (DEGs), 21 encoding domains in known fertility-restoring proteins were selected. To enrich the pool of Rf candidates, 52 paralogs (PAGs) of the 21 selected DEGs were included in the analyses. The expression profiles of most of the DEGs and PAGs determined bioinformatically were as expected (i.e., they were overexpressed in at least one fertility-restorer variety). However, these results were only partially consistent with the quantitative real-time PCR data. The DEG and PAG promoters included cis-regulatory elements common among PPR-encoding genes. On the basis of the obtained results, we designated seven genes as Rf candidate genes, six of which were identified for the first time in this study.
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Affiliation(s)
- Mirosław Tyrka
- Department of Biotechnology and Bioinformatics, Rzeszów University of Technology, Powstańców Warszawy 12, 35-959 Rzeszów, Poland; (M.T.); (M.S.)
| | - Beata Bakera
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences, Nowoursynowska 166, 02-787 Warszawa, Poland; (B.B.); (M.Ś.)
| | - Magdalena Szeliga
- Department of Biotechnology and Bioinformatics, Rzeszów University of Technology, Powstańców Warszawy 12, 35-959 Rzeszów, Poland; (M.T.); (M.S.)
| | - Magdalena Święcicka
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences, Nowoursynowska 166, 02-787 Warszawa, Poland; (B.B.); (M.Ś.)
| | - Paweł Krajewski
- Institute of Plant Genetics, Polish Academy of Sciences, Strzeszyńska 34, 60-479 Poznań, Poland; (P.K.); (M.M.)
| | - Monika Mokrzycka
- Institute of Plant Genetics, Polish Academy of Sciences, Strzeszyńska 34, 60-479 Poznań, Poland; (P.K.); (M.M.)
| | - Monika Rakoczy-Trojanowska
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences, Nowoursynowska 166, 02-787 Warszawa, Poland; (B.B.); (M.Ś.)
- Correspondence: ; Tel./Fax: +48-22-59-32152
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23
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Singroha G, Sharma P, Sunkur R. Current status of microRNA-mediated regulation of drought stress responses in cereals. PHYSIOLOGIA PLANTARUM 2021; 172:1808-1821. [PMID: 33956991 DOI: 10.1111/ppl.13451] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Revised: 04/20/2021] [Accepted: 05/04/2021] [Indexed: 05/03/2023]
Abstract
Drought is one of the most important abiotic stress factors impeding crop productivity. With the uncovering of their role as potential regulators of gene expression, microRNAs (miRNAs) have been recognized as new targets for developing stress resistance. MicroRNAs are small noncoding RNAs whose abundance is significantly altered under stress conditions. Interestingly, plant miRNAs predominantly targets transcription factors (TFs), and some of which are also the most critical drought-responsive genes that in turn could regulate the expression of numerous loci with drought-adaptive potential. The phytohormone ABA plays important roles in regulating stomatal conductance and in initiating an adaptive response to drought stress. miRNAs are implicated in regulating ABA-(abscisic acid) and non-ABA-mediated drought resistance pathways. For instance, miR159-MYB module and miR169-NFYA module participates in an ABA-dependent pathway, whereas several other ABA-independent miRNA-target modules (miR156-SPL; miR393-TIR1; miR160-ARF10, ARF16, ARF17; miR167-ARF6 and ARF8; miR390/TAS3siRNA-ARF2, ARF3, ARF4) collectively regulate drought responses in plants. Overall, miRNA-mediated drought response manifests diverse molecular, biochemical and physiological processes. Because of their immense role in controlling gene expression, miRNA manipulation has significant potential to augment plant tolerance to drought stress. This review compiles the current understanding of drought-responsive miRNAs in major cereals. Also, potential miRNA manipulation strategies currently in use along with the challenges and future perspectives are discussed.
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Affiliation(s)
- Garima Singroha
- Crop Improvement Division, ICAR-Indian Institute of Wheat and Barley Research, Karnal, India
| | - Pradeep Sharma
- Crop Improvement Division, ICAR-Indian Institute of Wheat and Barley Research, Karnal, India
| | - Ramanjulu Sunkur
- Department of Biochemistry and Molecular Biology, Oklahoma State University, Stillwater, Oklahoma, USA
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24
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Negi A, George Kokkat J, Jasrotia RS, Madhavan S, Jaiswal S, Angadi UB, Iquebal MA, Kalathil Palliyarakkal M, Palaniyandi U, Rai A, Kumar D. Drought responsiveness in black pepper (Piper nigrum L.): Genes associated and development of a web-genomic resource. PHYSIOLOGIA PLANTARUM 2021; 172:669-683. [PMID: 33305409 DOI: 10.1111/ppl.13308] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2020] [Revised: 11/03/2020] [Accepted: 12/07/2020] [Indexed: 06/12/2023]
Abstract
Black pepper (Piper nigrum L.; 2n = 52; Piperaceae), the king of spices, is a perennial, trailing woody flowering vine and has global importance with widespread dietary, medicinal, and preservative uses. It is an economically important germplasm cultivated for its fruit and the major cash crop in >30 tropical countries. Crop production is mainly affected by drought stress. The present study deals with the candidate gene identification from drought-affected black pepper leaf transcriptome generated by Illumina Hiseq2000. It also aims to mine putative molecular markers (namely SSRs, SNPs, and InDels) and generate primers for them. The identification of transcription factors and pathways involved in drought tolerance is also reported here. De novo transcriptome assembly was performed with trinity assembler. In total, 4914 differential expressed genes, 2110 transcriptional factors, 786 domains and 1137 families, 20,124 putative SSR markers, and 259,236 variants were identified. At2g30105 (unidentified gene containing leucine-rich repeats and ubiquitin-like domain), serine threonine protein kinase, Mitogen-activated protein kinase, Nucleotide Binding Site-Leucine Rich Repeat, Myeloblastosis-related proteins, basic helix-loop-helix are all found upregulated and are reported to be associated with plant tolerance against drought condition. All these information are catalogued in the Black Pepper Drought Transcriptome Database (BPDRTDb), freely accessible for academic use at http://webtom.cabgrid.res.in/bpdrtdb/. This database is a good foundation for the genetic improvement of pepper plants, breeding programmes, and mapping population of this crop. Putative markers can also be a reliable genomic resource to develop drought-tolerant variety for better black pepper productivity.
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Affiliation(s)
- Ankita Negi
- Centre for Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India
| | - Johnson George Kokkat
- Division of Crop Improvement & Biotechnology, ICAR-Indian Institute of Spices Research, Kozhikode, India
| | - Rahul S Jasrotia
- Centre for Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India
| | - Soumya Madhavan
- Division of Crop Improvement & Biotechnology, ICAR-Indian Institute of Spices Research, Kozhikode, India
| | - Sarika Jaiswal
- Centre for Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India
| | - Ulavappa Basavanneppa Angadi
- Centre for Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India
| | - Mir Asif Iquebal
- Centre for Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India
| | | | - Umadevi Palaniyandi
- Division of Crop Improvement & Biotechnology, ICAR-Indian Institute of Spices Research, Kozhikode, India
- RBGRC, ICAR-IARI Regional Centre, India
| | - Anil Rai
- Centre for Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India
| | - Dinesh Kumar
- Centre for Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India
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25
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Konstantinov DK, Zubairova US, Ermakov AA, Doroshkov AV. Comparative transcriptome profiling of a resistant vs susceptible bread wheat ( Triticum aestivum L.) cultivar in response to water deficit and cold stress. PeerJ 2021; 9:e11428. [PMID: 34026365 PMCID: PMC8123233 DOI: 10.7717/peerj.11428] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Accepted: 04/19/2021] [Indexed: 11/28/2022] Open
Abstract
Bread wheat (Triticum aestivum L.) is one of the most important agricultural plants wearing abiotic stresses, such as water deficit and cold, that cause its productivity reduction. Since resistance to abiotic factors is a multigenic trait, therefore modern genome-wide approaches can help to involve various genetic material in breeding. One technique is full transcriptome analysis that reveals groups of stress response genes serving marker-assisted selection markers. Comparing transcriptome profiles of the same genetic material under several stresses is essential and makes the whole picture. Here, we addressed this by studying the transcriptomic response to water deficit and cold stress for two evolutionarily distant bread wheat varieties: stress-resistant cv. Saratovskaya 29 (S29) and stress-sensitive cv. Yanetzkis Probat (YP). For the first time, transcriptomes for these cultivars grown under abiotic stress conditions were obtained using Illumina based MACE technology. We identified groups of genes involved in response to cold and water deficiency stresses, including responses to each stress factor and both factors simultaneously that may be candidates for resistance genes. We discovered a core group of genes that have a similar pattern of stress-induced expression changes. The particular expression pattern was revealed not only for the studied varieties but also for the published transcriptomic data on cv. Jing 411 and cv. Fielder. Comparative transcriptome profiling of cv. S29 and cv. YP in response to water deficit and cold stress confirmed the hypothesis that stress-induced expression change is unequal within a homeologous gene group. As a rule, at least one changed significantly while the others had a relatively lower expression. Also, we found several SNPs distributed throughout the genomes of cv. S29 and cv. YP and distinguished the studied varieties from each other and the reference cv. Chinese Spring. Our results provide new data for genomics-assisted breeding of stress-tolerant wheat cultivars.
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Affiliation(s)
- Dmitrii K Konstantinov
- The Federal Research Center Institute of Cytology and Genetics, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russian Federation.,Novosibirsk State University, Novosibirsk, Russian Federation
| | - Ulyana S Zubairova
- The Federal Research Center Institute of Cytology and Genetics, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russian Federation.,Novosibirsk State University, Novosibirsk, Russian Federation
| | - Anton A Ermakov
- The Federal Research Center Institute of Cytology and Genetics, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russian Federation
| | - Alexey V Doroshkov
- The Federal Research Center Institute of Cytology and Genetics, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russian Federation.,Novosibirsk State University, Novosibirsk, Russian Federation
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26
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Garzón-Martínez GA, García-Arias FL, Enciso-Rodríguez FE, Soto-Suárez M, González C, Bombarely A, Barrero LS, Osorio Guarín JA. Combining transcriptome analysis and GWAS for identification and validation of marker genes in the Physalis peruviana- Fusarium oxysporum pathosystem. PeerJ 2021; 9:e11135. [PMID: 33828924 PMCID: PMC7993016 DOI: 10.7717/peerj.11135] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Accepted: 03/01/2021] [Indexed: 11/20/2022] Open
Abstract
Vascular wilt, caused by the pathogen Fusarium oxysporum f. sp. physali (Foph), is a major disease of cape gooseberry (Physalis peruviana L.) in Andean countries. Despite the economic losses caused by this disease, there are few studies related to molecular mechanisms in the P. peruviana—Foph pathosystem as a useful tool for crop improvement. This study evaluates eight candidate genes associated with this pathosystem, using real-time quantitative PCR (RT-qPCR). The genes were identified and selected from 1,653 differentially expressed genes (DEGs) derived from RNA-Seq analysis and from a previous genome-wide association study (GWAS) of this plant-pathogen interaction. Based on the RT-qPCR analysis, the tubuline (TUB) reference gene was selected for its highly stable expression in cape gooseberry. The RT-qPCR validation of the candidate genes revealed the biological variation in their expression according to their known biological function. Three genes related to the first line of resistance/defense responses were highly expressed earlier during infection in a susceptible genotype, while three others were overexpressed later, mostly in the tolerant genotype. These genes are mainly involved in signaling pathways after pathogen recognition, mediated by hormones such as ethylene and salicylic acid. This study provided the first insight to uncover the molecular mechanism from the P. peruviana—Foph pathosystem. The genes validated here have important implications in the disease progress and allow a better understanding of the defense response in cape gooseberry at the molecular level. Derived molecular markers from these genes could facilitate the identification of tolerant/susceptible genotypes for use in breeding schemes.
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Affiliation(s)
- Gina A Garzón-Martínez
- Centro de Investigación Tibaitatá, Corporación Colombiana de Investigación Agropecuaria Agrosavia, Mosquera, Cundinamarca, Colombia
| | - Francy L García-Arias
- Centro de Investigación Tibaitatá, Corporación Colombiana de Investigación Agropecuaria Agrosavia, Mosquera, Cundinamarca, Colombia
| | - Felix E Enciso-Rodríguez
- Centro de Investigación Tibaitatá, Corporación Colombiana de Investigación Agropecuaria Agrosavia, Mosquera, Cundinamarca, Colombia
| | - Mauricio Soto-Suárez
- Centro de Investigación Tibaitatá, Corporación Colombiana de Investigación Agropecuaria Agrosavia, Mosquera, Cundinamarca, Colombia
| | - Carolina González
- Centro de Investigación Tibaitatá, Corporación Colombiana de Investigación Agropecuaria Agrosavia, Mosquera, Cundinamarca, Colombia
| | | | - Luz Stella Barrero
- Centro de Investigación Tibaitatá, Corporación Colombiana de Investigación Agropecuaria Agrosavia, Mosquera, Cundinamarca, Colombia
| | - Jaime A Osorio Guarín
- Centro de Investigación Tibaitatá, Corporación Colombiana de Investigación Agropecuaria Agrosavia, Mosquera, Cundinamarca, Colombia
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27
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Kumar R, Sharma V, Suresh S, Ramrao DP, Veershetty A, Kumar S, Priscilla K, Hangargi B, Narasanna R, Pandey MK, Naik GR, Thomas S, Kumar A. Understanding Omics Driven Plant Improvement and de novo Crop Domestication: Some Examples. Front Genet 2021; 12:637141. [PMID: 33889179 PMCID: PMC8055929 DOI: 10.3389/fgene.2021.637141] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Accepted: 03/02/2021] [Indexed: 01/07/2023] Open
Abstract
In the current era, one of biggest challenges is to shorten the breeding cycle for rapid generation of a new crop variety having high yield capacity, disease resistance, high nutrient content, etc. Advances in the "-omics" technology have revolutionized the discovery of genes and bio-molecules with remarkable precision, resulting in significant development of plant-focused metabolic databases and resources. Metabolomics has been widely used in several model plants and crop species to examine metabolic drift and changes in metabolic composition during various developmental stages and in response to stimuli. Over the last few decades, these efforts have resulted in a significantly improved understanding of the metabolic pathways of plants through identification of several unknown intermediates. This has assisted in developing several new metabolically engineered important crops with desirable agronomic traits, and has facilitated the de novo domestication of new crops for sustainable agriculture and food security. In this review, we discuss how "omics" technologies, particularly metabolomics, has enhanced our understanding of important traits and allowed speedy domestication of novel crop plants.
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Affiliation(s)
- Rakesh Kumar
- Department of Life Science, Central University of Karnataka, Kalaburagi, India
| | - Vinay Sharma
- International Crops Research Institute for the Semi-Arid Tropics, Hyderabad, India
| | - Srinivas Suresh
- Department of Life Science, Central University of Karnataka, Kalaburagi, India
| | | | - Akash Veershetty
- Department of Life Science, Central University of Karnataka, Kalaburagi, India
| | - Sharan Kumar
- Department of Life Science, Central University of Karnataka, Kalaburagi, India
| | - Kagolla Priscilla
- Department of Life Science, Central University of Karnataka, Kalaburagi, India
| | | | - Rahul Narasanna
- Department of Life Science, Central University of Karnataka, Kalaburagi, India
| | - Manish Kumar Pandey
- International Crops Research Institute for the Semi-Arid Tropics, Hyderabad, India
| | | | - Sherinmol Thomas
- Department of Biosciences & Bioengineering, Indian Institute of Technology Bombay, Mumbai, India
| | - Anirudh Kumar
- Department of Botany, Indira Gandhi National Tribal University, Amarkantak, India
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28
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Alotaibi F, Alharbi S, Alotaibi M, Al Mosallam M, Motawei M, Alrajhi A. Wheat omics: Classical breeding to new breeding technologies. Saudi J Biol Sci 2021; 28:1433-1444. [PMID: 33613071 PMCID: PMC7878716 DOI: 10.1016/j.sjbs.2020.11.083] [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: 06/17/2020] [Revised: 11/26/2020] [Accepted: 11/29/2020] [Indexed: 12/26/2022] Open
Abstract
Wheat is an important cereal crop, and its significance is more due to compete for dietary products in the world. Many constraints facing by the wheat crop due to environmental hazardous, biotic, abiotic stress and heavy matters factors, as a result, decrease the yield. Understanding the molecular mechanism related to these factors is significant to figure out genes regulate under specific conditions. Classical breeding using hybridization has been used to increase the yield but not prospered at the desired level. With the development of newly emerging technologies in biological sciences i.e., marker assisted breeding (MAB), QTLs mapping, mutation breeding, proteomics, metabolomics, next-generation sequencing (NGS), RNA_sequencing, transcriptomics, differential expression genes (DEGs), computational resources and genome editing techniques i.e. (CRISPR cas9; Cas13) advances in the field of omics. Application of new breeding technologies develops huge data; considerable development is needed in bioinformatics science to interpret the data. However, combined omics application to address physiological questions linked with genetics is still a challenge. Moreover, viroid discovery opens the new direction for research, economics, and target specification. Comparative genomics important to figure gene of interest processes are further discussed about considering the identification of genes, genomic loci, and biochemical pathways linked with stress resilience in wheat. Furthermore, this review extensively discussed the omics approaches and their effective use. Integrated plant omics technologies have been used viroid genomes associated with CRISPR and CRISPR-associated Cas13a proteins system used for engineering of viroid interference along with high-performance multidimensional phenotyping as a significant limiting factor for increasing stress resistance in wheat.
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Affiliation(s)
- Fahad Alotaibi
- King Abdulaziz City for Science and Technology (KACST), Riyadh, Saudi Arabia
| | - Saif Alharbi
- King Abdulaziz City for Science and Technology (KACST), Riyadh, Saudi Arabia
| | - Majed Alotaibi
- King Abdulaziz City for Science and Technology (KACST), Riyadh, Saudi Arabia
| | - Mobarak Al Mosallam
- King Abdulaziz City for Science and Technology (KACST), Riyadh, Saudi Arabia
| | | | - Abdullah Alrajhi
- King Abdulaziz City for Science and Technology (KACST), Riyadh, Saudi Arabia
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29
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Identification and development of novel salt-responsive candidate gene based SSRs (cg-SSRs) and MIR gene based SSRs (mir-SSRs) in bread wheat (Triticum aestivum). Sci Rep 2021; 11:2210. [PMID: 33500485 PMCID: PMC7838269 DOI: 10.1038/s41598-021-81698-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2018] [Accepted: 12/03/2020] [Indexed: 01/30/2023] Open
Abstract
Salt stress adversely affects the global wheat production and productivity. To improve salinity tolerance of crops, identification of robust molecular markers is highly imperative for development of salt-tolerant cultivars to mimic yield losses under saline conditions. In this study, we mined 171 salt-responsive genes (including 10 miRNAs) from bread wheat genome using the sequence information of functionally validated salt-responsive rice genes. Salt-stress, tissue and developmental stage-specific expression analysis of RNA-seq datasets revealed the constitutive as well as the inductive response of salt-responsive genes in different tissues of wheat. Fifty-four genotypes were phenotyped for salt stress tolerance. The stress tolerance index of the genotypes ranged from 0.30 to 3.18. In order to understand the genetic diversity, candidate gene based SSRs (cg-SSRs) and MIR gene based SSRs (miR-SSRs) were mined from 171 members of salt-responsive genes of wheat and validated among the contrasting panels of 54 tolerant as well as susceptible wheat genotypes. Among 53 SSR markers screened, 10 cg-SSRs and 8 miR-SSRs were found to be polymorphic. Polymorphic information content between the wheat genotypes ranged from 0.07 to 0.67, indicating the extant of wide genetic variation among the salt tolerant and susceptible genotypes at the DNA level. The genetic diversity analysis based on the allelic data grouped the wheat genotypes into three separate clusters of which single group encompassing most of the salt susceptible genotypes and two of them containing salt tolerance and moderately salt tolerance wheat genotypes were in congruence with penotypic data. Our study showed that both salt-responsive genes and miRNAs based SSRs were more diverse and can be effectively used for diversity analysis. This study reports the first extensive survey on genome-wide analysis, identification, development and validation of salt-responsive cg-SSRs and miR-SSRs in wheat. The information generated in the present study on genetic divergence among genotypes having a differential response to salt will help in the selection of suitable lines as parents for developing salt tolerant cultivars in wheat.
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30
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Wang X, Liu H, Siddique KHM, Yan G. Transcriptomic profiling of wheat near-isogenic lines reveals candidate genes on chromosome 3A for pre-harvest sprouting resistance. BMC PLANT BIOLOGY 2021; 21:53. [PMID: 33478384 PMCID: PMC7818928 DOI: 10.1186/s12870-021-02824-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Accepted: 01/05/2021] [Indexed: 05/24/2023]
Abstract
BACKGROUND Pre-harvest sprouting (PHS) in wheat can cause severe damage to both grain yield and quality. Resistance to PHS is a quantitative trait controlled by many genes located across all 21 wheat chromosomes. The study targeted a large-effect quantitative trait locus (QTL) QPhs.ccsu-3A.1 for PHS resistance using several sets previously developed near-isogenic lines (NILs). Two pairs of NILs with highly significant phenotypic differences between the isolines were examined by RNA sequencing for their transcriptomic profiles on developing seeds at 15, 25 and 35 days after pollination (DAP) to identify candidate genes underlying the QTL and elucidate gene effects on PHS resistance. At each DAP, differentially expressed genes (DEGs) between the isolines were investigated. RESULTS Gene ontology and KEGG pathway enrichment analyses of key DEGs suggested that six candidate genes underlie QPhs.ccsu-3A.1 responsible for PHS resistance in wheat. Candidate gene expression was further validated by quantitative RT-PCR. Within the targeted QTL interval, 16 genetic variants including five single nucleotide polymorphisms (SNPs) and 11 indels showed consistent polymorphism between resistant and susceptible isolines. CONCLUSIONS The targeted QTL is confirmed to harbor core genes related to hormone signaling pathways that can be exploited as a key genomic region for marker-assisted selection. The candidate genes and SNP/indel markers detected in this study are valuable resources for understanding the mechanism of PHS resistance and for marker-assisted breeding of the trait in wheat.
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Affiliation(s)
- Xingyi Wang
- UWA School of Agriculture and Environment, The University of Western Australia, Perth, WA, 6009, Australia
- The UWA Institute of Agriculture, The University of Western Australia, Perth, WA, 6009, Australia
| | - Hui Liu
- UWA School of Agriculture and Environment, The University of Western Australia, Perth, WA, 6009, Australia.
- The UWA Institute of Agriculture, The University of Western Australia, Perth, WA, 6009, Australia.
| | - Kadambot H M Siddique
- The UWA Institute of Agriculture, The University of Western Australia, Perth, WA, 6009, Australia
| | - Guijun Yan
- UWA School of Agriculture and Environment, The University of Western Australia, Perth, WA, 6009, Australia.
- The UWA Institute of Agriculture, The University of Western Australia, Perth, WA, 6009, Australia.
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Kumar R, Masthigowda MH, Kaur A, Bhusal N, Pandey A, Kumar S, Mishra C, Singh G, Singh GP. Identification and characterization of multiple abiotic stress tolerance genes in wheat. Mol Biol Rep 2020; 47:8629-8643. [PMID: 33068231 DOI: 10.1007/s11033-020-05906-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Accepted: 10/07/2020] [Indexed: 12/30/2022]
Abstract
Wheat is produced worldwide over six continents with the European Union, China, India, Russia, and the United States as major producer countries. The productivity was recorded 749 million tons by harvesting from 220-million-hectare land. It is the need of the hour to develop stress-tolerant wheat varieties to enhance the productivity by 60% to provide food security to 9.6 billion-world population by 2050. Although the genotypes have been identified for heat, drought and salt tolerance, their underlying mechanism for tolerance is poorly understood. The detailed understanding of the mechanism and identification of critical factors participating in multiple abiotic stress tolerance is essential. In the present study, the contrasting wheat genotypes were intensely characterized and assessed for the expression of different stress responsive genes under lab conditions. The expression analysis revealed that SHN1, DREB6, NHX2 and AVP1 were found to be highly induced under heat, salt and drought stresses in wheat. Thus, these genes can be used as signature genes to identify the multiple stress-tolerant varieties in the breeding program. The novel variants of these genes can be targeted through breeding or genetic engineering or genome editing strategies to develop multiple abiotic stress tolerant wheat varieties.
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Affiliation(s)
- Rakesh Kumar
- ICAR-Indian Institute of Wheat and Barley Research (IIWBR), Karnal, Haryana, 132001, India
| | | | - Amandeep Kaur
- ICAR-Indian Institute of Wheat and Barley Research (IIWBR), Karnal, Haryana, 132001, India
| | - Nabin Bhusal
- ICAR-Indian Institute of Wheat and Barley Research (IIWBR), Karnal, Haryana, 132001, India
- Genetics and Plant Breeding, Faculty of Agriculture, Agricultural and Forestry University, Rampur, Chitwan, Nepal
| | - Ankita Pandey
- ICAR-Indian Institute of Wheat and Barley Research (IIWBR), Karnal, Haryana, 132001, India
- Biosciences and Biotechnology, Banasthali Vidyapith, Jaipur, Rajasthan, 304022, India
| | - Satish Kumar
- ICAR-Indian Institute of Wheat and Barley Research (IIWBR), Karnal, Haryana, 132001, India
| | - Chandranath Mishra
- ICAR-Indian Institute of Wheat and Barley Research (IIWBR), Karnal, Haryana, 132001, India
| | - Gyanendra Singh
- ICAR-Indian Institute of Wheat and Barley Research (IIWBR), Karnal, Haryana, 132001, India
| | - Gyanendra Pratap Singh
- ICAR-Indian Institute of Wheat and Barley Research (IIWBR), Karnal, Haryana, 132001, India
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Muñoz-Espinoza C, Di Genova A, Sánchez A, Correa J, Espinoza A, Meneses C, Maass A, Orellana A, Hinrichsen P. Identification of SNPs and InDels associated with berry size in table grapes integrating genetic and transcriptomic approaches. BMC PLANT BIOLOGY 2020; 20:365. [PMID: 32746778 PMCID: PMC7397606 DOI: 10.1186/s12870-020-02564-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Accepted: 07/21/2020] [Indexed: 05/08/2023]
Abstract
BACKGROUND Berry size is considered as one of the main selection criteria in table grapes breeding programs, due to the consumer preferences. However, berry size is a complex quantitive trait under polygenic control, and its genetic determination of berry weight is not yet fully understood. The aim of this work was to perform marker discovery using a transcriptomic approach, in order to identify and characterize SNP and InDel markers associated with berry size in table grapes. We used an integrative analysis based on RNA-Seq, SNP/InDel search and validation on table grape segregants and varieties with different genetic backgrounds. RESULTS Thirty SNPs and eight InDels were identified using a transcriptomic approach (RNA-Seq). These markers were selected from SNP/InDel found among segregants from a Ruby x Sultanina population with contrasting phenotypes for berry size. The set of 38 SNP and InDel markers was distributed in eight chromosomes. Genotype-phenotype association analyses were performed using a set of 13 RxS segregants and 41 table grapes varieties with different genetic backgrounds during three seasons. The results showed several degrees of association of these markers with berry size (10.2 to 30.7%) as other berry-related traits such as length and width. The co-localization of SNP and /or InDel markers and previously reported QTLs and candidate genes associated with berry size were analysed. CONCLUSIONS We identified a set of informative and transferable SNP and InDel markers associated with berry size. Our results suggest the suitability of SNPs and InDels as candidate markers for berry weight in seedless table grape breeding. The identification of genomic regions associated with berry weight in chromosomes 8, 15 and 17 was achieved with supporting evidence derived from a transcriptome experiment focused on SNP/InDel search, as well as from a QTL-linkage mapping approach. New regions possibly associated with berry weight in chromosomes 3, 6, 9 and 14 were identified.
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Affiliation(s)
- Claudia Muñoz-Espinoza
- Instituto de Investigaciones Agropecuarias, INIA-La Platina, Santa Rosa 11610, Santiago, Chile
- Centro de Biotecnología Vegetal, Universidad Andrés Bello, Av. República 330, 3rd floor, Santiago, Chile
| | - Alex Di Genova
- Center for Mathematical Modeling (UMI2807-CNRS) and Department of Mathematical Engineering, Faculty of Mathematical and Physical Sciences, Universidad de Chile, Av. Blanco Encalada 2120, 7th floor, Santiago, Chile
| | - Alicia Sánchez
- Instituto de Investigaciones Agropecuarias, INIA-La Platina, Santa Rosa 11610, Santiago, Chile
| | - José Correa
- Instituto de Investigaciones Agropecuarias, INIA-La Platina, Santa Rosa 11610, Santiago, Chile
| | - Alonso Espinoza
- Centro de Biotecnología Vegetal, Universidad Andrés Bello, Av. República 330, 3rd floor, Santiago, Chile
| | - Claudio Meneses
- Centro de Biotecnología Vegetal, Universidad Andrés Bello, Av. República 330, 3rd floor, Santiago, Chile
- Center for Genome Regulation, Av. Blanco Encalada 2085, 3rd floor, Santiago, Chile
| | - Alejandro Maass
- Center for Mathematical Modeling (UMI2807-CNRS) and Department of Mathematical Engineering, Faculty of Mathematical and Physical Sciences, Universidad de Chile, Av. Blanco Encalada 2120, 7th floor, Santiago, Chile
- Center for Genome Regulation, Av. Blanco Encalada 2085, 3rd floor, Santiago, Chile
| | - Ariel Orellana
- Centro de Biotecnología Vegetal, Universidad Andrés Bello, Av. República 330, 3rd floor, Santiago, Chile
- Center for Genome Regulation, Av. Blanco Encalada 2085, 3rd floor, Santiago, Chile
| | - Patricio Hinrichsen
- Instituto de Investigaciones Agropecuarias, INIA-La Platina, Santa Rosa 11610, Santiago, Chile
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Dong FS, Lv MY, Wang JP, Shi XP, Liang XX, Liu YW, Yang F, Zhao H, Chai JF, Zhou S. Transcriptome analysis of activated charcoal-induced growth promotion of wheat seedlings in tissue culture. BMC Genet 2020; 21:69. [PMID: 32631217 PMCID: PMC7336497 DOI: 10.1186/s12863-020-00877-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2019] [Accepted: 06/25/2020] [Indexed: 11/18/2022] Open
Abstract
Background Activated charcoal (AC) is highly adsorbent and is often used to promote seedling growth in plant tissue culture; however, the underlying molecular mechanism remains unclear. In this study, root and leaf tissues of 10-day-old seedlings grown via immature embryo culture in the presence or absence of AC in the culture medium were subjected to global transcriptome analysis by RNA sequencing to provide insights into the effects of AC on seedling growth. Results In total, we identified 18,555 differentially expressed genes (DEGs). Of these, 11,182 were detected in the roots and 7373 in the leaves. In seedlings grown in the presence of AC, 9460 DEGs were upregulated and 7483 DEGs were downregulated in the presence of AC as compared to the control. Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis revealed 254 DEG-enriched pathways, 226 of which were common between roots and leaves. Further analysis of the major metabolic pathways revealed that AC stimulated the expression of nine genes in the phenylpropanoid biosynthesis pathway, including PLA, CYP73A, COMT, CYP84A, and 4CL, the protein products of which promote cell differentiation and seedling growth. Further, AC upregulated genes involved in plant hormone signaling related to stress resistance and disease resistance, including EIN3, BZR1, JAR1, JAZ, and PR1, and downregulated genes related to plant growth inhibition, including BKI1, ARR-B, DELLA, and ABF. Conclusions Growth medium containing AC promotes seedling growth by increasing the expression of certain genes in the phenylpropanoid biosynthesis pathway, which are related to cell differentiation and seedling growth, as well as genes involved in plant hormone signaling, which is related to resistance.
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Affiliation(s)
- Fu-Shuang Dong
- Institute of Genetics and Physiology, Hebei Academy of Agriculture and Forestry Sciences, Plant Genetic Transformation Center of Hebei Province, Shijiazhuang, 050000, China
| | - Meng-Yu Lv
- Institute of Genetics and Physiology, Hebei Academy of Agriculture and Forestry Sciences, Plant Genetic Transformation Center of Hebei Province, Shijiazhuang, 050000, China
| | - Jin-Ping Wang
- Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, 050000, China
| | - Xue-Ping Shi
- The Semi-arid Agriculture Engineering & Technology Research Center of P.R. China, Shijiazhuang, 050000, China
| | - Xin-Xia Liang
- Institute of Genetics and Physiology, Hebei Academy of Agriculture and Forestry Sciences, Plant Genetic Transformation Center of Hebei Province, Shijiazhuang, 050000, China
| | - Yong-Wei Liu
- Institute of Genetics and Physiology, Hebei Academy of Agriculture and Forestry Sciences, Plant Genetic Transformation Center of Hebei Province, Shijiazhuang, 050000, China
| | - Fan Yang
- Institute of Genetics and Physiology, Hebei Academy of Agriculture and Forestry Sciences, Plant Genetic Transformation Center of Hebei Province, Shijiazhuang, 050000, China
| | - He Zhao
- Institute of Genetics and Physiology, Hebei Academy of Agriculture and Forestry Sciences, Plant Genetic Transformation Center of Hebei Province, Shijiazhuang, 050000, China
| | - Jian-Fang Chai
- Institute of Genetics and Physiology, Hebei Academy of Agriculture and Forestry Sciences, Plant Genetic Transformation Center of Hebei Province, Shijiazhuang, 050000, China
| | - Shuo Zhou
- Institute of Genetics and Physiology, Hebei Academy of Agriculture and Forestry Sciences, Plant Genetic Transformation Center of Hebei Province, Shijiazhuang, 050000, China.
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Weckwerth W, Ghatak A, Bellaire A, Chaturvedi P, Varshney RK. PANOMICS meets germplasm. PLANT BIOTECHNOLOGY JOURNAL 2020; 18:1507-1525. [PMID: 32163658 PMCID: PMC7292548 DOI: 10.1111/pbi.13372] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2019] [Revised: 02/17/2020] [Accepted: 02/26/2020] [Indexed: 05/14/2023]
Abstract
Genotyping-by-sequencing has enabled approaches for genomic selection to improve yield, stress resistance and nutritional value. More and more resource studies are emerging providing 1000 and more genotypes and millions of SNPs for one species covering a hitherto inaccessible intraspecific genetic variation. The larger the databases are growing, the better statistical approaches for genomic selection will be available. However, there are clear limitations on the statistical but also on the biological part. Intraspecific genetic variation is able to explain a high proportion of the phenotypes, but a large part of phenotypic plasticity also stems from environmentally driven transcriptional, post-transcriptional, translational, post-translational, epigenetic and metabolic regulation. Moreover, regulation of the same gene can have different phenotypic outputs in different environments. Consequently, to explain and understand environment-dependent phenotypic plasticity based on the available genotype variation we have to integrate the analysis of further molecular levels reflecting the complete information flow from the gene to metabolism to phenotype. Interestingly, metabolomics platforms are already more cost-effective than NGS platforms and are decisive for the prediction of nutritional value or stress resistance. Here, we propose three fundamental pillars for future breeding strategies in the framework of Green Systems Biology: (i) combining genome selection with environment-dependent PANOMICS analysis and deep learning to improve prediction accuracy for marker-dependent trait performance; (ii) PANOMICS resolution at subtissue, cellular and subcellular level provides information about fundamental functions of selected markers; (iii) combining PANOMICS with genome editing and speed breeding tools to accelerate and enhance large-scale functional validation of trait-specific precision breeding.
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Affiliation(s)
- Wolfram Weckwerth
- Molecular Systems Biology (MOSYS)Department of Functional and Evolutionary EcologyFaculty of Life SciencesUniversity of ViennaViennaAustria
- Vienna Metabolomics Center (VIME)University of ViennaViennaAustria
| | - Arindam Ghatak
- Molecular Systems Biology (MOSYS)Department of Functional and Evolutionary EcologyFaculty of Life SciencesUniversity of ViennaViennaAustria
| | - Anke Bellaire
- Molecular Systems Biology (MOSYS)Department of Functional and Evolutionary EcologyFaculty of Life SciencesUniversity of ViennaViennaAustria
| | - Palak Chaturvedi
- Molecular Systems Biology (MOSYS)Department of Functional and Evolutionary EcologyFaculty of Life SciencesUniversity of ViennaViennaAustria
| | - Rajeev K. Varshney
- Center of Excellence in Genomics & Systems BiologyInternational Crops Research Institute for the Semi‐Arid Tropics (ICRISAT)HyderabadTelanganaIndia
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Weckwerth W, Ghatak A, Bellaire A, Chaturvedi P, Varshney RK. PANOMICS meets germplasm. PLANT BIOTECHNOLOGY JOURNAL 2020; 18. [PMID: 32163658 PMCID: PMC7292548 DOI: 10.1111/pbi.13372,10.13140/rg.2.1.1233.5760] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Genotyping-by-sequencing has enabled approaches for genomic selection to improve yield, stress resistance and nutritional value. More and more resource studies are emerging providing 1000 and more genotypes and millions of SNPs for one species covering a hitherto inaccessible intraspecific genetic variation. The larger the databases are growing, the better statistical approaches for genomic selection will be available. However, there are clear limitations on the statistical but also on the biological part. Intraspecific genetic variation is able to explain a high proportion of the phenotypes, but a large part of phenotypic plasticity also stems from environmentally driven transcriptional, post-transcriptional, translational, post-translational, epigenetic and metabolic regulation. Moreover, regulation of the same gene can have different phenotypic outputs in different environments. Consequently, to explain and understand environment-dependent phenotypic plasticity based on the available genotype variation we have to integrate the analysis of further molecular levels reflecting the complete information flow from the gene to metabolism to phenotype. Interestingly, metabolomics platforms are already more cost-effective than NGS platforms and are decisive for the prediction of nutritional value or stress resistance. Here, we propose three fundamental pillars for future breeding strategies in the framework of Green Systems Biology: (i) combining genome selection with environment-dependent PANOMICS analysis and deep learning to improve prediction accuracy for marker-dependent trait performance; (ii) PANOMICS resolution at subtissue, cellular and subcellular level provides information about fundamental functions of selected markers; (iii) combining PANOMICS with genome editing and speed breeding tools to accelerate and enhance large-scale functional validation of trait-specific precision breeding.
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Affiliation(s)
- Wolfram Weckwerth
- Molecular Systems Biology (MOSYS)Department of Functional and Evolutionary EcologyFaculty of Life SciencesUniversity of ViennaViennaAustria
- Vienna Metabolomics Center (VIME)University of ViennaViennaAustria
| | - Arindam Ghatak
- Molecular Systems Biology (MOSYS)Department of Functional and Evolutionary EcologyFaculty of Life SciencesUniversity of ViennaViennaAustria
| | - Anke Bellaire
- Molecular Systems Biology (MOSYS)Department of Functional and Evolutionary EcologyFaculty of Life SciencesUniversity of ViennaViennaAustria
| | - Palak Chaturvedi
- Molecular Systems Biology (MOSYS)Department of Functional and Evolutionary EcologyFaculty of Life SciencesUniversity of ViennaViennaAustria
| | - Rajeev K. Varshney
- Center of Excellence in Genomics & Systems BiologyInternational Crops Research Institute for the Semi‐Arid Tropics (ICRISAT)HyderabadTelanganaIndia
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Derakhshani B, Ayalew H, Mishina K, Tanaka T, Kawahara Y, Jafary H, Oono Y. Comparative Analysis of Root Transcriptome Reveals Candidate Genes and Expression Divergence of Homoeologous Genes in Response to Water Stress in Wheat. PLANTS 2020; 9:plants9050596. [PMID: 32392904 PMCID: PMC7284651 DOI: 10.3390/plants9050596] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/01/2020] [Revised: 04/15/2020] [Accepted: 05/03/2020] [Indexed: 11/16/2022]
Abstract
Crop cultivars with larger root systems have an increased ability to absorb water and nutrients under conditions of water deficit. To unravel the molecular mechanism of water-stress tolerance in wheat, we performed RNA-seq analysis on the two genotypes, Colotana 296-52 (Colotana) and Tincurrin, contrasting the root growth under polyethylene-glycol-induced water-stress treatment. Out of a total of 35,047 differentially expressed genes, 3692 were specifically upregulated in drought-tolerant Colotana under water stress. Transcription factors, pyrroline-5-carboxylate reductase and late-embryogenesis-abundant proteins were among upregulated genes in Colotana. Variant calling between Colotana and Tincurrin detected 15,207 SNPs and Indels, which may affect protein function and mediate the contrasting root length phenotype. Finally, the expression patterns of five triads in response to water, high-salinity, heat, and cold stresses were analyzed using qRT-PCR to see if there were differences in homoeologous gene expression in response to those conditions. The five examined triads showed variation in the contribution of homoeologous genes to water, high-salinity, heat, and cold stresses in the two genotypes. The variation of homoeologous gene expression in response to environmental stresses may enable plants to better cope with stresses in their natural environments.
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Affiliation(s)
- Behnam Derakhshani
- Department of Agronomy & Plant Breeding, Faculty of Agriculture, University of Zanjan, Zanjan 45371-38791, Iran;
- Breeding Material Development Unit, Institute of Crop Science, National Agriculture and Food Research Organization (NARO), Tsukuba 305-8518, Japan
| | - Habtamu Ayalew
- Small Grains Breeding Laboratory, Noble Research Institute LLC, Ardmore, OK 73401, USA;
| | - Kohei Mishina
- Plant Genome Research Unit, Institute of Crop Science, NARO, Tsukuba 305-8518, Japan;
| | - Tsuyoshi Tanaka
- Breeding Informatics Research Unit, Institute of Crop Science, NARO, Tsukuba 305-8518, Japan; (T.T.); (Y.K.)
- Bioinformatics Team, Advanced Analysis Center, NARO, Tsukuba 305-8518, Japan
| | - Yoshihiro Kawahara
- Breeding Informatics Research Unit, Institute of Crop Science, NARO, Tsukuba 305-8518, Japan; (T.T.); (Y.K.)
- Bioinformatics Team, Advanced Analysis Center, NARO, Tsukuba 305-8518, Japan
| | - Hossein Jafary
- Iranian Research Institute of Plant Protection, Agricultural Research, Education and Extension Organization (AREEO), Tehran 19395-1454, Iran;
| | - Youko Oono
- Breeding Material Development Unit, Institute of Crop Science, National Agriculture and Food Research Organization (NARO), Tsukuba 305-8518, Japan
- Correspondence: ; Tel.: +81-29-838-7443
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Grzesiak MT, Hordyńska N, Maksymowicz A, Grzesiak S, Szechyńska-Hebda M. Variation Among Spring Wheat ( Triticum aestivum L.) Genotypes in Response to the Drought Stress. II-Root System Structure. PLANTS (BASEL, SWITZERLAND) 2019; 8:E584. [PMID: 31817986 PMCID: PMC6963452 DOI: 10.3390/plants8120584] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/13/2019] [Revised: 11/30/2019] [Accepted: 12/03/2019] [Indexed: 01/27/2023]
Abstract
(1) Background: The study analyzed wheat morphological traits to assess the role of roots structure in the tolerance of drought and to recognize the mechanisms of root structure adjustment to dry soil environment. (2) Methods: Root-box and root-basket methods were applied to maintain an intact root system for analysis. (3) Results: Phenotypic differences among six genotypes with variable drought susceptibility index were found. Under drought, the resistant genotypes lowered their shoot-to-root ratio. Dry matter, number, length, and diameter of nodal and lateral roots were higher in drought-tolerant genotypes than in sensitive ones. The differences in the surface area of the roots were greater in the upper parts of the root system (in the soil layer between 0 and 15 cm) and resulted from the growth of roots of the tolerant plant at an angle of 0-30° and 30-60°. (4) Conclusions: Regulation of root bending in a more downward direction can be important but is not a priority in avoiding drought effects by tolerant plants. If this trait is reduced and accompanied by restricted root development in the upper part of the soil, it becomes a critical factor promoting plant sensitivity to water-limiting conditions.
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Affiliation(s)
- Maciej T. Grzesiak
- F. Górski Institute of Plant Physiology, Polish Academy of Sciences, Niezpominajek 21, 30-239, Kraków, Poland; (N.H.); (A.M.); (S.G.)
| | - Natalia Hordyńska
- F. Górski Institute of Plant Physiology, Polish Academy of Sciences, Niezpominajek 21, 30-239, Kraków, Poland; (N.H.); (A.M.); (S.G.)
| | - Anna Maksymowicz
- F. Górski Institute of Plant Physiology, Polish Academy of Sciences, Niezpominajek 21, 30-239, Kraków, Poland; (N.H.); (A.M.); (S.G.)
| | - Stanisław Grzesiak
- F. Górski Institute of Plant Physiology, Polish Academy of Sciences, Niezpominajek 21, 30-239, Kraków, Poland; (N.H.); (A.M.); (S.G.)
| | - Magdalena Szechyńska-Hebda
- F. Górski Institute of Plant Physiology, Polish Academy of Sciences, Niezpominajek 21, 30-239, Kraków, Poland; (N.H.); (A.M.); (S.G.)
- Plant Breeding and Acclimation Institute-National Research Institute, 05-870 Błonie, Radzików, Poland
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38
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Grzesiak MT, Hordyńska N, Maksymowicz A, Grzesiak S, Szechyńska-Hebda M. Variation Among Spring Wheat ( Triticum aestivum L.) Genotypes in Response to the Drought Stress. II-Root System Structure. PLANTS (BASEL, SWITZERLAND) 2019; 8:plants8120584. [PMID: 31817986 DOI: 10.1080/17429145.2018.1550817] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/13/2019] [Revised: 11/30/2019] [Accepted: 12/03/2019] [Indexed: 05/27/2023]
Abstract
(1) Background: The study analyzed wheat morphological traits to assess the role of roots structure in the tolerance of drought and to recognize the mechanisms of root structure adjustment to dry soil environment. (2) Methods: Root-box and root-basket methods were applied to maintain an intact root system for analysis. (3) Results: Phenotypic differences among six genotypes with variable drought susceptibility index were found. Under drought, the resistant genotypes lowered their shoot-to-root ratio. Dry matter, number, length, and diameter of nodal and lateral roots were higher in drought-tolerant genotypes than in sensitive ones. The differences in the surface area of the roots were greater in the upper parts of the root system (in the soil layer between 0 and 15 cm) and resulted from the growth of roots of the tolerant plant at an angle of 0-30° and 30-60°. (4) Conclusions: Regulation of root bending in a more downward direction can be important but is not a priority in avoiding drought effects by tolerant plants. If this trait is reduced and accompanied by restricted root development in the upper part of the soil, it becomes a critical factor promoting plant sensitivity to water-limiting conditions.
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Affiliation(s)
- Maciej T Grzesiak
- F. Górski Institute of Plant Physiology, Polish Academy of Sciences, Niezpominajek 21, 30-239, Kraków, Poland
| | - Natalia Hordyńska
- F. Górski Institute of Plant Physiology, Polish Academy of Sciences, Niezpominajek 21, 30-239, Kraków, Poland
| | - Anna Maksymowicz
- F. Górski Institute of Plant Physiology, Polish Academy of Sciences, Niezpominajek 21, 30-239, Kraków, Poland
| | - Stanisław Grzesiak
- F. Górski Institute of Plant Physiology, Polish Academy of Sciences, Niezpominajek 21, 30-239, Kraków, Poland
| | - Magdalena Szechyńska-Hebda
- F. Górski Institute of Plant Physiology, Polish Academy of Sciences, Niezpominajek 21, 30-239, Kraków, Poland
- Plant Breeding and Acclimation Institute-National Research Institute, 05-870 Błonie, Radzików, Poland
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