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Kashtwari M, Mansoor S, Wani AA, Najar MA, Deshmukh RK, Baloch FS, Abidi I, Zargar SM. Random mutagenesis in vegetatively propagated crops: opportunities, challenges and genome editing prospects. Mol Biol Rep 2021; 49:5729-5749. [PMID: 34427889 DOI: 10.1007/s11033-021-06650-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 08/15/2021] [Indexed: 12/23/2022]
Abstract
In order to meet the growing human food and nutrition demand a perpetual process of crop improvement is idealized. It has seen changing trends and varying concepts throughout human history; from simple selection to complex gene-editing. Among these techniques, random mutagenesis has been shown to be a promising technology to achieve desirable genetic gain with less time and minimal efforts. Over the decade, several hundred varieties have been released through random mutagenesis, but the production is falling behind the demand. Several food crops like banana, potato, cassava, sweet potato, apple, citrus, and others are vegetatively propagated. Since such crops are not propagated through seed, genetic improvement through classical breeding is impractical for them. Besides, in the case of polyploids, accomplishment of allelic homozygosity requires a considerable land area, extensive fieldwork with huge manpower, and hefty funding for an extended period of time. Apart from induction, mapping of induced genes to facilitate the knowledge of biological processes has been performed only in a few selected facultative vegetative crops like banana and cassava which can form a segregating population. During the last few decades, there has been a shift in the techniques used for crop improvement. With the introduction of the robust technologies like meganucleases, zinc finger nucleases (ZFNs), transcription activator-like effector nucleases (TALENs), and clustered regularly interspaced short palindromic repeats (CRISPR) more and more crops are being subjected to gene editing. However, more work needs to be done in case of vegetatively propagated crops.
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Affiliation(s)
- Mahpara Kashtwari
- Cytogenetics and Molecular Biology Laboratory, Department of Botany, University of Kashmir, Hazratbal, Srinagar, Jammu and Kashmir, 190006, India
| | - Sheikh Mansoor
- Division of Biochemistry, Sher-e-Kashmir University of Agricultural Sciences and Technology, FBSc, Jammu, Jammu and Kashmir, 180009, India
| | - Aijaz A Wani
- Cytogenetics and Molecular Biology Laboratory, Department of Botany, University of Kashmir, Hazratbal, Srinagar, Jammu and Kashmir, 190006, India.
| | - Mushtaq Ahmad Najar
- Cytogenetics and Molecular Biology Laboratory, Department of Botany, University of Kashmir, Hazratbal, Srinagar, Jammu and Kashmir, 190006, India
| | - Rupesh K Deshmukh
- National Agri-Food Biotechnology Institute (NABI), Mohali, Punjab, 140308, India
| | - Faheem Shehzad Baloch
- Faculty of Agricultural Sciences and Technologies, Sivas University of Science and Technology, Sivas, Turkey
| | - Ishfaq Abidi
- Directorate of Research, Sher-e-Kashmir University of Agricultural Sciences and Technology, Shalimar, Jammu and Kashmir, 190025, India
| | - Sajad Majeed Zargar
- Proteomics Laboratory, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology, Shalimar, Jammu and Kashmir, 190025, India.
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Mundada PS, Ahire ML, Umdale SD, Barmukh RB, Nikam TD, Pable AA, Deshmukh RK, Barvkar VT. Characterization of influx and efflux silicon transporters and understanding their role in the osmotic stress tolerance in finger millet (Eleusine coracana (L.) Gaertn.). Plant Physiol Biochem 2021; 162:677-689. [PMID: 33780741 DOI: 10.1016/j.plaphy.2021.03.033] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Accepted: 03/16/2021] [Indexed: 06/12/2023]
Abstract
Over the last decade, silicon (Si) has been widely accepted as a beneficial element for plant growth. The advantages plant derives from the Si are primarily based on the uptake and transport mechanisms. In the present study, the Si uptake regime was studied in finger millet (Eleusine coracana (L). Gaertn.) under controlled and stress conditions. The finger millet can efficiently uptake Si and accumulate it by more than 1% of dry weight in the leaf tissues, thus categorized as a Si accumulator. Subsequent evaluation with the single root assay revealed a three-fold higher Si uptake under osmatic stress than control. These results suggest that Si alleviated the PEG-induced stress by regulating the levels of osmolytes and antioxidant enzymes. Further, to understand the molecular mechanism involved in Si uptake, the Si influx (EcoLsi1 and EcoLsi6) and efflux transporters (EcoLsi2 and EcoLsi3) were identified and characterized. The comparative phylogenomic analysis of the influx transporter EcoLsi1 with other monocots revealed conserved features like aromatic/arginine (Ar/R) selectivity filters and pore morphology. Similarly, Si efflux transporter EcoLsi3 is highly homologous to other annotated efflux transporters. The transcriptome data revealed that the expression of both influx and efflux Si transporters was elevated due to Si supplementation under stress conditions. These findings suggest that stress elevates Si uptake in finger millet, and its transport is also regulated by the Si transporters. The present study will be helpful to better explore Si derived benefits in finger millet.
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Affiliation(s)
- Pankaj S Mundada
- Department of Botany, Savitribai Phule Pune University, Pune, 411 007, Maharashtra, India; Department of Biotechnology, Yashavantrao Chavan Institute of Science, Satara, 415 001, Maharashtra, India
| | - Mahendra L Ahire
- Department of Botany, Yashavantrao Chavan Institute of Science, Satara, 415 001, Maharashtra, India
| | - Suraj D Umdale
- Department of Botany, Jaysingpur College, Jaysingpur, 416 101, Maharashtra, India
| | - Rajkumar B Barmukh
- Department of Botany, Modern College of Arts, Science and Commerce, Pune, 411 005, Maharashtra, India
| | - Tukaram D Nikam
- Department of Botany, Savitribai Phule Pune University, Pune, 411 007, Maharashtra, India
| | - Anupama A Pable
- Department of Microbiology, Savitribai Phule Pune University, Pune, 411 007, Maharashtra, India
| | - Rupesh K Deshmukh
- National Agri-Food Biotechnology Institute, Mohali, 140 306, Punjab, India
| | - Vitthal T Barvkar
- Department of Botany, Savitribai Phule Pune University, Pune, 411 007, Maharashtra, India.
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Rasoolizadeh A, Labbé C, Sonah H, Deshmukh RK, Belzile F, Menzies JG, Bélanger RR. Silicon protects soybean plants against Phytophthora sojae by interfering with effector-receptor expression. BMC Plant Biol 2018; 18:97. [PMID: 29848307 PMCID: PMC5977513 DOI: 10.1186/s12870-018-1312-7] [Citation(s) in RCA: 45] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/02/2018] [Accepted: 05/15/2018] [Indexed: 05/07/2023]
Abstract
BACKGROUND Silicon (Si) is known to protect against biotrophic and hemibiotrophic plant pathogens; however, the mechanisms by which it exerts its prophylactic role remain unknown. In an attempt to obtain unique insights into the mode of action of Si, we conducted a full comparative transcriptomic analysis of soybean (Glycine max) plants and Phytophthora sojae, a hemibiotroph that relies heavily on effectors for its virulence. RESULTS Supplying Si to inoculated plants provided a strong protection against P. sojae over the course of the experiment (21 day). Our results showed that the response of Si-free (Si-) plants to inoculation was characterized early (4 dpi) by a high expression of defense-related genes, including plant receptors, which receded over time as the pathogen progressed into the roots. The infection was synchronized with a high expression of effectors by P. sojae, the nature of which changed over time. By contrast, the transcriptomic response of Si-fed (Si+) plants was remarkably unaffected by the presence of P. sojae, and the expression of effector-coding genes by the pathogen was significantly reduced. CONCLUSION Given that the apoplast is a key site of interaction between effectors and plant defenses and receptors in the soybean-P. sojae complex, as well as the site of amorphous-Si accumulation, our results indicate that Si likely interferes with the signaling network between P. sojae and the plant, preventing or decreasing the release of effectors reaching plant receptors, thus creating a form of incompatible interaction.
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Affiliation(s)
- Aliyeh Rasoolizadeh
- Département de Phytologie, Faculté des Sciences de l’Agriculture et de l’Alimentation, Université Laval, Québec City, Québec G1V 0A6 Canada
| | - Caroline Labbé
- Département de Phytologie, Faculté des Sciences de l’Agriculture et de l’Alimentation, Université Laval, Québec City, Québec G1V 0A6 Canada
| | - Humira Sonah
- Département de Phytologie, Faculté des Sciences de l’Agriculture et de l’Alimentation, Université Laval, Québec City, Québec G1V 0A6 Canada
| | - Rupesh K. Deshmukh
- Département de Phytologie, Faculté des Sciences de l’Agriculture et de l’Alimentation, Université Laval, Québec City, Québec G1V 0A6 Canada
| | - François Belzile
- Département de Phytologie and Institue de biologie intégrative et des systèmes, Université Laval, Québec City, Québec Canada
| | - James G. Menzies
- Agriculture and Agri-Food Canada, 101 Route 100, Morden, MB R6M 1Y5 Canada
| | - Richard R. Bélanger
- Département de Phytologie, Faculté des Sciences de l’Agriculture et de l’Alimentation, Université Laval, Québec City, Québec G1V 0A6 Canada
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Sevanthi AMV, Kandwal P, Kale PB, Prakash C, Ramkumar MK, Yadav N, Mahato AK, Sureshkumar V, Behera M, Deshmukh RK, Jeyaparakash P, Kar MK, Manonmani S, Muthurajan R, Gopala KS, Neelamraju S, Sheshshayee MS, Swain P, Singh AK, Singh NK, Mohapatra T, Sharma RP. Whole Genome Characterization of a Few EMS-Induced Mutants of Upland Rice Variety Nagina 22 Reveals a Staggeringly High Frequency of SNPs Which Show High Phenotypic Plasticity Towards the Wild-Type. Front Plant Sci 2018; 9:1179. [PMID: 0 PMCID: PMC6132179 DOI: 10.3389/fpls.2018.01179] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2018] [Accepted: 07/24/2018] [Indexed: 05/07/2023]
Abstract
The Indian initiative, in creating mutant resources for the functional genomics in rice, has been instrumental in the development of 87,000 ethylmethanesulfonate (EMS)-induced mutants, of which 7,000 are in advanced generations. The mutants have been created in the background of Nagina 22, a popular drought- and heat-tolerant upland cultivar. As it is a pregreen revolution cultivar, as many as 573 dwarf mutants identified from this resource could be useful as an alternate source of dwarfing. A total of 541 mutants, including the macromutants and the trait-specific ones, obtained after appropriate screening, are being maintained in the mutant garden. Here, we report on the detailed characterizations of the 541 mutants based on the distinctness, uniformity, and stability (DUS) descriptors at two different locations. About 90% of the mutants were found to be similar to the wild type (WT) with high similarity index (>0.6) at both the locations. All 541 mutants were characterized for chlorophyll and epicuticular wax contents, while a subset of 84 mutants were characterized for their ionomes, namely, phosphorous, silicon, and chloride contents. Genotyping of these mutants with 54 genomewide simple sequence repeat (SSR) markers revealed 93% of the mutants to be either completely identical to WT or nearly identical with just one polymorphic locus. Whole genome resequencing (WGS) of four mutants, which have minimal differences in the SSR fingerprint pattern and DUS characters from the WT, revealed a staggeringly high number of single nucleotide polymorphisms (SNPs) on an average (16,453 per mutant) in the genic sequences. Of these, nearly 50% of the SNPs led to non-synonymous codons, while 30% resulted in synonymous codons. The number of insertions and deletions (InDels) varied from 898 to 2,595, with more than 80% of them being 1-2 bp long. Such a high number of SNPs could pose a serious challenge in identifying gene(s) governing the mutant phenotype by next generation sequencing-based mapping approaches such as Mutmap. From the WGS data of the WT and the mutants, we developed a genic resource of the WT with a novel analysis pipeline. The entire information about this resource along with the panicle architecture of the 493 mutants is made available in a mutant database EMSgardeN22 (http://14.139.229.201/EMSgardeN22).
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Affiliation(s)
- Amitha M. V. Sevanthi
- ICAR-National Research Centre on Plant Biotechnology, New Delhi, India
- *Correspondence: Amitha M. V. Sevanthi,
| | - Prashant Kandwal
- ICAR-National Research Centre on Plant Biotechnology, New Delhi, India
| | - Prashant B. Kale
- ICAR-National Research Centre on Plant Biotechnology, New Delhi, India
| | - Chandra Prakash
- ICAR-National Research Centre on Plant Biotechnology, New Delhi, India
| | - M. K. Ramkumar
- ICAR-National Research Centre on Plant Biotechnology, New Delhi, India
| | - Neera Yadav
- ICAR-National Research Centre on Plant Biotechnology, New Delhi, India
| | - Ajay K. Mahato
- ICAR-National Research Centre on Plant Biotechnology, New Delhi, India
| | - V. Sureshkumar
- ICAR-National Research Centre on Plant Biotechnology, New Delhi, India
| | | | | | | | - Meera K. Kar
- ICAR-National Rice Research Institute, Cuttack, India
| | - S. Manonmani
- Tamil Nadu Agricultural University, Coimbatore, India
| | | | - K. S. Gopala
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | | | - P. Swain
- ICAR-National Rice Research Institute, Cuttack, India
| | - Ashok K. Singh
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - N. K. Singh
- ICAR-National Research Centre on Plant Biotechnology, New Delhi, India
| | | | - R. P. Sharma
- ICAR-National Research Centre on Plant Biotechnology, New Delhi, India
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Deshmukh RK, Nguyen HT, Belanger RR. Editorial: Aquaporins: Dynamic Role and Regulation. Front Plant Sci 2017; 8:1420. [PMID: 28861100 PMCID: PMC5559532 DOI: 10.3389/fpls.2017.01420] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2017] [Accepted: 07/31/2017] [Indexed: 05/23/2023]
Affiliation(s)
- Rupesh K. Deshmukh
- Département de Phytologie–Faculté des Sciences de l'Agriculture et de l'Alimentation, Université LavalQuébec, QC, Canada
| | - Henry T. Nguyen
- National Center for Soybean Biotechnology and Division of Plant Sciences, University of MissouriColumbia, MO, United States
| | - Richard R. Belanger
- Département de Phytologie–Faculté des Sciences de l'Agriculture et de l'Alimentation, Université LavalQuébec, QC, Canada
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Sonah H, Deshmukh RK, Labbé C, Bélanger RR. Analysis of aquaporins in Brassicaceae species reveals high-level of conservation and dynamic role against biotic and abiotic stress in canola. Sci Rep 2017; 7:2771. [PMID: 28584277 PMCID: PMC5459863 DOI: 10.1038/s41598-017-02877-9] [Citation(s) in RCA: 50] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2017] [Accepted: 04/19/2017] [Indexed: 01/11/2023] Open
Abstract
Aquaporins (AQPs) are of vital importance in the cellular transport system of all living organisms. In this study, genome-wide identification, distribution, and characterization of AQPs were determined in Arabidopsis lyrata, Capsella grandiflora, C. rubella, Eutrema salsugineum, Brassica rapa, B. oleracea, and B. napus (canola). Classification and phylogeny of AQPs revealed the loss of XIPs and NIP-IIIs in all species. Characterization of distinctive AQP features showed a high level of conservation in spacing between NPA-domains, and selectivity filters. Interestingly, TIP3s were found to be highly expressed in developing seeds, suggesting their role in seed desiccation. Analysis of available RNA-seq data obtained under biotic and abiotic stresses led to the identification of AQPs involved in stress tolerance mechanisms in canola. In addition, analysis of the effect of ploidy level, and resulting gene dose effect performed with the different combinations of Brassica A and C genomes revealed that more than 70% of AQPs expression were dose-independent, thereby supporting their role in stress alleviation. This first in-depth characterization of Brassicaceae AQPs highlights transport mechanisms and related physiological processes that could be exploited in breeding programs of stress-tolerant cultivars.
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Affiliation(s)
- Humira Sonah
- Département de phytologie-Faculté des Sciences de l'agriculture et de l'alimentation, Université Laval, Québec City, QC, Canada
| | - Rupesh K Deshmukh
- Département de phytologie-Faculté des Sciences de l'agriculture et de l'alimentation, Université Laval, Québec City, QC, Canada
| | - Caroline Labbé
- Département de phytologie-Faculté des Sciences de l'agriculture et de l'alimentation, Université Laval, Québec City, QC, Canada
| | - Richard R Bélanger
- Département de phytologie-Faculté des Sciences de l'agriculture et de l'alimentation, Université Laval, Québec City, QC, Canada.
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Affiliation(s)
- Rupesh K. Deshmukh
- Département de Phytologie–Faculté des Sciences de l'Agriculture et de l'Alimentation, Université Laval, Québec, QC, Canada
- *Correspondence: Rupesh K. Deshmukh
| | - Jian F. Ma
- Group of Plant Stress Physiology, Institute of Plant Science and Resources, Okayama University, Kurashiki, Japan
- Jian F. Ma
| | - Richard R. Bélanger
- Département de Phytologie–Faculté des Sciences de l'Agriculture et de l'Alimentation, Université Laval, Québec, QC, Canada
- Richard R. Bélanger
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Ouellette S, Goyette MH, Labbé C, Laur J, Gaudreau L, Gosselin A, Dorais M, Deshmukh RK, Bélanger RR. Silicon Transporters and Effects of Silicon Amendments in Strawberry under High Tunnel and Field Conditions. Front Plant Sci 2017; 8:949. [PMID: 28642768 PMCID: PMC5462948 DOI: 10.3389/fpls.2017.00949] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Together with longer production periods, the commercial transition to day-neutral strawberry (Fragaria × ananassa) varieties has favored the development of diseases such as powdery mildew (Podosphaera aphanis) that thrives in late summer-early fall. In an attempt to find alternative solutions to fungicides currently employed to curb the disease, we wanted to investigate the potential of silicon (Si) amendments that have been associated with prophylactic properties against powdery mildews. To this end, our first objective was to determine if strawberry was a Si-competent species following the recent characterization of the properties of Si transporters that plants must carry to uptake silicic acid. Based on genomic data, we were able to conclude that strawberry contained both functional influx (Lsi1) and efflux (Lsi2) transporters for Si uptake. Subsequently commercial experiments under high tunnel and field conditions were conducted with different Si fertilization regimes: constant soluble Si feeding in high tunnel, and bi-weekly soluble Si feeding or three concentrations of calcium silicate fertilization in the field. Results from high tunnel experiments showed that strawberry could accumulate as much as 3% Si on a dry-weight basis, the highest concentration ever reported for this species. All six tested cultivars contained roughly the same concentration, thereby confirming the limited genetic variability, also observed in other species, associated with the trait. Silicon fertilization under high tunnel led to a significant reduction of powdery mildew severity in both years and on all cultivars, and a significant increase in yield of marketable fruits reaching as much as 300% with cv. Monterey. By contrast, Si fertilization under field conditions in soils deficient in plant available Si, either in soluble or solid form, did not result in significant accumulation of Si in plants, regardless of the cultivars, year or concentrations. Our results have thus provided both genotypic and phenotypic proof that strawberry can greatly benefit from Si fertilization, but have also highlighted the importance of validating the fertilization regime to ensure that Si is properly absorbed and/or available to the plant.
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Sonah H, Deshmukh RK, Bélanger RR. Computational Prediction of Effector Proteins in Fungi: Opportunities and Challenges. Front Plant Sci 2016; 7:126. [PMID: 26904083 PMCID: PMC4751359 DOI: 10.3389/fpls.2016.00126] [Citation(s) in RCA: 71] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2015] [Accepted: 01/23/2016] [Indexed: 05/20/2023]
Abstract
Effector proteins are mostly secretory proteins that stimulate plant infection by manipulating the host response. Identifying fungal effector proteins and understanding their function is of great importance in efforts to curb losses to plant diseases. Recent advances in high-throughput sequencing technologies have facilitated the availability of several fungal genomes and 1000s of transcriptomes. As a result, the growing amount of genomic information has provided great opportunities to identify putative effector proteins in different fungal species. There is little consensus over the annotation and functionality of effector proteins, and mostly small secretory proteins are considered as effector proteins, a concept that tends to overestimate the number of proteins involved in a plant-pathogen interaction. With the characterization of Avr genes, criteria for computational prediction of effector proteins are becoming more efficient. There are 100s of tools available for the identification of conserved motifs, signature sequences and structural features in the proteins. Many pipelines and online servers, which combine several tools, are made available to perform genome-wide identification of effector proteins. In this review, available tools and pipelines, their strength and limitations for effective identification of fungal effector proteins are discussed. We also present an exhaustive list of classically secreted proteins along with their key conserved motifs found in 12 common plant pathogens (11 fungi and one oomycete) through an analytical pipeline.
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Affiliation(s)
| | | | - Richard R. Bélanger
- Département de Phytologie, Faculté des Sciences de l’Agriculture et de l’Alimentation, Centre de Recherche en Horticulture, Université Laval, QuébecQC, Canada
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Sonah H, Zhang X, Deshmukh RK, Borhan MH, Fernando WGD, Bélanger RR. Comparative Transcriptomic Analysis of Virulence Factors in Leptosphaeria maculans during Compatible and Incompatible Interactions with Canola. Front Plant Sci 2016; 7:1784. [PMID: 27990146 PMCID: PMC5131014 DOI: 10.3389/fpls.2016.01784] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2016] [Accepted: 11/11/2016] [Indexed: 05/08/2023]
Abstract
Leptosphaeria maculans is a hemibiotrophic fungus that causes blackleg of canola (Brassica napus), one of the most devastating diseases of this crop. In the present study, transcriptome profiling of L. maculans was performed in an effort to understand and define the pathogenicity genes that govern both the biotrophic and the necrotrophic phase of the fungus, as well as those that separate a compatible from an incompatible interaction. For this purpose, comparative RNA-seq analyses were performed on L. maculans isolate D5 at four different time points following inoculation on susceptible cultivar Topas-DH16516 or resistant introgression line Topas-Rlm2. Analysis of 1.6 billion Illumina reads readily identified differentially expressed genes that were over represented by candidate secretory effector proteins, CAZymes, and other pathogenicity genes. Comparisons between the compatible and incompatible interactions led to the identification of 28 effector proteins whose chronology and level of expression suggested a role in the establishment and maintenance of biotrophy with the plant. These included all known Avr genes of isolate D5 along with eight newly characterized effectors. In addition, another 15 effector proteins were found to be exclusively expressed during the necrotrophic phase of the fungus, which supports the concept that L. maculans has a separate and distinct arsenal contributing to each phase. As for CAZymes, they were often highly expressed at 3 dpi but with no difference in expression between the compatible and incompatible interactions, indicating that other factors were necessary to determine the outcome of the interaction. However, their significantly higher expression at 11 dpi in the compatible interaction confirmed that they contributed to the necrotrophic phase of the fungus. A notable exception was LysM genes whose high expression was singularly observed on the susceptible host at 7 dpi. In the case of TFs, their higher expression at 7 and 11 dpi on susceptible Topas support an important role in regulating the genes involved in the different pathogenic phases of L. maculans. In conclusion, comparison of the transcriptome of L. maculans during compatible and incompatible interactions has led to the identification of key pathogenicity genes that regulate not only the fate of the interaction but also lifestyle transitions of the fungus.
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Affiliation(s)
- Humira Sonah
- Département de Phytologie, Faculté des Sciences de l'Agriculture et de l'Alimentation, Université LavalQuébec QC, Canada
| | - Xuehua Zhang
- Department of Plant Science, University of Manitoba WinnipegWinnipeg, MB, Canada
| | - Rupesh K. Deshmukh
- Département de Phytologie, Faculté des Sciences de l'Agriculture et de l'Alimentation, Université LavalQuébec QC, Canada
| | | | | | - Richard R. Bélanger
- Département de Phytologie, Faculté des Sciences de l'Agriculture et de l'Alimentation, Université LavalQuébec QC, Canada
- *Correspondence: Richard R. Bélanger
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Chen W, Yao Q, Patil GB, Agarwal G, Deshmukh RK, Lin L, Wang B, Wang Y, Prince SJ, Song L, Xu D, An YC, Valliyodan B, Varshney RK, Nguyen HT. Identification and Comparative Analysis of Differential Gene Expression in Soybean Leaf Tissue under Drought and Flooding Stress Revealed by RNA-Seq. Front Plant Sci 2016; 7:1044. [PMID: 27486466 PMCID: PMC4950259 DOI: 10.3389/fpls.2016.01044] [Citation(s) in RCA: 87] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/11/2016] [Accepted: 07/04/2016] [Indexed: 05/18/2023]
Abstract
Drought and flooding are two major causes of severe yield loss in soybean worldwide. A lack of knowledge of the molecular mechanisms involved in drought and flood stress has been a limiting factor for the effective management of soybeans; therefore, it is imperative to assess the expression of genes involved in response to flood and drought stress. In this study, differentially expressed genes (DEGs) under drought and flooding conditions were investigated using Illumina RNA-Seq transcriptome profiling. A total of 2724 and 3498 DEGs were identified under drought and flooding treatments, respectively. These genes comprise 289 Transcription Factors (TFs) representing Basic Helix-loop Helix (bHLH), Ethylene Response Factors (ERFs), myeloblastosis (MYB), No apical meristem (NAC), and WRKY amino acid motif (WRKY) type major families known to be involved in the mechanism of stress tolerance. The expression of photosynthesis and chlorophyll synthesis related genes were significantly reduced under both types of stresses, which limit the metabolic processes and thus help prolong survival under extreme conditions. However, cell wall synthesis related genes were up-regulated under drought stress and down-regulated under flooding stress. Transcript profiles involved in the starch and sugar metabolism pathways were also affected under both stress conditions. The changes in expression of genes involved in regulating the flux of cell wall precursors and starch/sugar content can serve as an adaptive mechanism for soybean survival under stress conditions. This study has revealed the involvement of TFs, transporters, and photosynthetic genes, and has also given a glimpse of hormonal cross talk under the extreme water regimes, which will aid as an important resource for soybean crop improvement.
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Affiliation(s)
- Wei Chen
- Division of Plant Sciences, University of MissouriColumbia, MO, USA
| | - Qiuming Yao
- Department of Computer Science and Christopher S. Bond Life Sciences Center, University of MissouriColumbia, MO, USA
| | - Gunvant B. Patil
- Division of Plant Sciences, University of MissouriColumbia, MO, USA
| | - Gaurav Agarwal
- Division of Plant Sciences, University of MissouriColumbia, MO, USA
- Center of Excellence in Genomics, International Crops Research Institute for the Semi-Arid TropicsHyderabad, India
| | | | - Li Lin
- Division of Plant Sciences, University of MissouriColumbia, MO, USA
| | - Biao Wang
- Division of Plant Sciences, University of MissouriColumbia, MO, USA
- Legume Biotechnology Laboratory, School of Agriculture and Biology, Shanghai Jiao Tong UniversityShanghai, China
| | - Yongqin Wang
- Division of Plant Sciences, University of MissouriColumbia, MO, USA
| | - Silvas J. Prince
- Division of Plant Sciences, University of MissouriColumbia, MO, USA
| | - Li Song
- Division of Plant Sciences, University of MissouriColumbia, MO, USA
| | - Dong Xu
- Department of Computer Science and Christopher S. Bond Life Sciences Center, University of MissouriColumbia, MO, USA
| | - Yongqiang C. An
- Plant Genetics Research Unit, Donald Danforth Plant Science Center, US Department of Agriculture, Agricultural Research Service, Midwest AreaSt. Louis, MO, USA
| | - Babu Valliyodan
- Division of Plant Sciences, University of MissouriColumbia, MO, USA
| | - Rajeev K. Varshney
- Center of Excellence in Genomics, International Crops Research Institute for the Semi-Arid TropicsHyderabad, India
| | - Henry T. Nguyen
- Division of Plant Sciences, University of MissouriColumbia, MO, USA
- *Correspondence: Henry T. Nguyen
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Deshmukh RK, Sonah H, Bélanger RR. Plant Aquaporins: Genome-Wide Identification, Transcriptomics, Proteomics, and Advanced Analytical Tools. Front Plant Sci 2016; 7:1896. [PMID: 28066459 PMCID: PMC5167727 DOI: 10.3389/fpls.2016.01896] [Citation(s) in RCA: 50] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2016] [Accepted: 11/30/2016] [Indexed: 05/02/2023]
Abstract
Aquaporins (AQPs) are channel-forming integral membrane proteins that facilitate the movement of water and many other small molecules. Compared to animals, plants contain a much higher number of AQPs in their genome. Homology-based identification of AQPs in sequenced species is feasible because of the high level of conservation of protein sequences across plant species. Genome-wide characterization of AQPs has highlighted several important aspects such as distribution, genetic organization, evolution and conserved features governing solute specificity. From a functional point of view, the understanding of AQP transport system has expanded rapidly with the help of transcriptomics and proteomics data. The efficient analysis of enormous amounts of data generated through omic scale studies has been facilitated through computational advancements. Prediction of protein tertiary structures, pore architecture, cavities, phosphorylation sites, heterodimerization, and co-expression networks has become more sophisticated and accurate with increasing computational tools and pipelines. However, the effectiveness of computational approaches is based on the understanding of physiological and biochemical properties, transport kinetics, solute specificity, molecular interactions, sequence variations, phylogeny and evolution of aquaporins. For this purpose, tools like Xenopus oocyte assays, yeast expression systems, artificial proteoliposomes, and lipid membranes have been efficiently exploited to study the many facets that influence solute transport by AQPs. In the present review, we discuss genome-wide identification of AQPs in plants in relation with recent advancements in analytical tools, and their availability and technological challenges as they apply to AQPs. An exhaustive review of omics resources available for AQP research is also provided in order to optimize their efficient utilization. Finally, a detailed catalog of computational tools and analytical pipelines is offered as a resource for AQP research.
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Song L, Nguyen N, Deshmukh RK, Patil GB, Prince SJ, Valliyodan B, Mutava R, Pike SM, Gassmann W, Nguyen HT. Soybean TIP Gene Family Analysis and Characterization of GmTIP1;5 and GmTIP2;5 Water Transport Activity. Front Plant Sci 2016; 7:1564. [PMID: 27818669 PMCID: PMC5073556 DOI: 10.3389/fpls.2016.01564] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2016] [Accepted: 10/04/2016] [Indexed: 05/04/2023]
Abstract
Soybean, one of the most important crops worldwide, is severely affected by abiotic stress. Drought and flooding are the major abiotic stresses impacting soybean yield. In this regard, understanding water uptake by plants, its utilization and transport has great importance. In plants, water transport is mainly governed by channel forming aquaporin proteins (AQPs). Tonoplast intrinsic proteins (TIPs) belong to the plant-specific AQP subfamily and are known to have a role in abiotic stress tolerance. In this study, 23 soybean TIP genes were identified based on the latest soybean genome annotation. TIPs were characterized based on conserved structural features and phylogenetic distribution. Expression analysis of soybean TIP genes in various tissues and under abiotic stress conditions demonstrated tissue/stress-response specific differential expression. The natural variations for TIP genes were analyzed using whole genome re-sequencing data available for a set of 106 diverse soybean genotypes including wild types, landraces and elite lines. Results revealed 81 single-nucleotide polymorphisms (SNPs) and several large insertions/deletions in the coding region of TIPs. Among these, non-synonymous SNPs are most likely to have a greater impact on protein function and are candidates for molecular studies as well as for the development of functional markers to assist breeding. The solute transport function of two TIPs was further validated by expression in Xenopus laevis oocytes. GmTIP1;5 was shown to facilitate the rapid movement of water across the oocyte membrane, while GmTIP2;5 facilitated the movement of water and boric acid. The present study provides an initial insight into the possible roles of soybean TIP genes under abiotic stress conditions. Our results will facilitate elucidation of their precise functions during abiotic stress responses and plant development, and will provide potential breeding targets for modifying water movement in soybean.
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Affiliation(s)
- Li Song
- Division of Plant Science, National Center for Soybean Biotechnology, University of MissouriColumbia, MO, USA
| | - Na Nguyen
- Division of Plant Science, National Center for Soybean Biotechnology, University of MissouriColumbia, MO, USA
| | | | - Gunvant B. Patil
- Division of Plant Science, National Center for Soybean Biotechnology, University of MissouriColumbia, MO, USA
| | - Silvas J. Prince
- Division of Plant Science, National Center for Soybean Biotechnology, University of MissouriColumbia, MO, USA
| | - Babu Valliyodan
- Division of Plant Science, National Center for Soybean Biotechnology, University of MissouriColumbia, MO, USA
| | - Raymond Mutava
- Division of Plant Science, National Center for Soybean Biotechnology, University of MissouriColumbia, MO, USA
| | - Sharon M. Pike
- Division of Plant Sciences and Interdisciplinary Plant Group, Christopher S. Bond Life Sciences Center, University of MissouriColumbia, MO, USA
| | - Walter Gassmann
- Division of Plant Sciences and Interdisciplinary Plant Group, Christopher S. Bond Life Sciences Center, University of MissouriColumbia, MO, USA
| | - Henry T. Nguyen
- Division of Plant Science, National Center for Soybean Biotechnology, University of MissouriColumbia, MO, USA
- *Correspondence: Henry T. Nguyen,
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Chaudhary J, Patil GB, Sonah H, Deshmukh RK, Vuong TD, Valliyodan B, Nguyen HT. Expanding Omics Resources for Improvement of Soybean Seed Composition Traits. Front Plant Sci 2015; 6:1021. [PMID: 26635846 PMCID: PMC4657443 DOI: 10.3389/fpls.2015.01021] [Citation(s) in RCA: 56] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2015] [Accepted: 11/05/2015] [Indexed: 05/19/2023]
Abstract
Food resources of the modern world are strained due to the increasing population. There is an urgent need for innovative methods and approaches to augment food production. Legume seeds are major resources of human food and animal feed with their unique nutrient compositions including oil, protein, carbohydrates, and other beneficial nutrients. Recent advances in next-generation sequencing (NGS) together with "omics" technologies have considerably strengthened soybean research. The availability of well annotated soybean genome sequence along with hundreds of identified quantitative trait loci (QTL) associated with different seed traits can be used for gene discovery and molecular marker development for breeding applications. Despite the remarkable progress in these technologies, the analysis and mining of existing seed genomics data are still challenging due to the complexity of genetic inheritance, metabolic partitioning, and developmental regulations. Integration of "omics tools" is an effective strategy to discover key regulators of various seed traits. In this review, recent advances in "omics" approaches and their use in soybean seed trait investigations are presented along with the available databases and technological platforms and their applicability in the improvement of soybean. This article also highlights the use of modern breeding approaches, such as genome-wide association studies (GWAS), genomic selection (GS), and marker-assisted recurrent selection (MARS) for developing superior cultivars. A catalog of available important resources for major seed composition traits, such as seed oil, protein, carbohydrates, and yield traits are provided to improve the knowledge base and future utilization of this information in the soybean crop improvement programs.
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Deshmukh RK, Vivancos J, Guérin V, Sonah H, Labbé C, Belzile F, Bélanger RR. Identification and functional characterization of silicon transporters in soybean using comparative genomics of major intrinsic proteins in Arabidopsis and rice. Plant Mol Biol 2013; 83:303-15. [PMID: 23771580 DOI: 10.1007/s11103-013-0087-3] [Citation(s) in RCA: 83] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2013] [Accepted: 06/03/2013] [Indexed: 05/18/2023]
Abstract
Silicon (Si) confers several benefits to many plant species when absorbed as silicic acid through nodulin 26-like intrinsic proteins (NIPs). The NIPs belong to major intrinsic protein (MIP) family, members of which form channels with high selectivity to control transport of water and different solutes. Here, comparative genomic analysis of the MIPs was performed to investigate the presence of Si transporter MIPs in soybean. Thorough analysis of phylogeny, gene organization, transcriptome profiling and protein modeling was performed to characterize MIPs in rice, Arabidopsis and soybean. Based on several attributes, two putative Si transporter genes, GmNIP2-1 and GmNIP2-2, were identified, characterized and cloned from soybean. Expression of both genes was detected in shoot and root tissues, and decreased as Si increased. The protein encoded by GmNIP2-2 showed functionality for Si transport when expressed in Xenopus oocytes, thus confirming the genetic capability of soybean to absorb the element. Comparative analysis of MIPs in plants provides opportunities to decipher gene evolution, functionality and selectivity of nutrient uptake mechanisms. Exploitation of this strategy has helped to uncover unique features of MIPs in soybean. The identification and functional characterization of Si transporters can be exploited to optimize the benefits that plants can derive from Si absorption.
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Affiliation(s)
- Rupesh K Deshmukh
- Département de Phytologie, Faculté des Sciences de l'Agriculture et de l'Alimentation, Centre de Recherche en Horticulture, Université Laval, Quebec, Canada
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Abstract
Earthworms are one of the most important and beneficial macrofauna, and are used extensively in organic farming. Earthworms mediate soil biological regulation systems, and produce biogenic structures. They help to maintain soil structure, water infiltration, and regulate the availability of nutrients assimilated by plants. The objectives of this study were to perform morphological and molecular characterizations of 24 earthworm individuals collected from geographically diverse locations to assess the level of genetic variation. For molecular analysis, the effectiveness of RAPD, ISSR, and Universal rice primers (URPs) markers was investigated to identify polymorphism among 24 isolates of earthworms. A total of 62 molecular markers were used for amplification of genomic DNA of earthworms. Of these, 10 RAPD, 10 ISSR, and 10 URPs markers were used for characterization, which showed 95.7%, 96.7% and 98.3% polymorphism, respectively. The dendrogram, generated from the DNA markers by the unweighted pair group method using arithmetic averages, grouped all the isolates into two main clusters. All Eisenia fetida isolates were clustered in group A, whereas group B included three isolates belonging to Eudrilus eugeniae. Molecular markers allowed a rapid assessment of genetic variation among these closely related isolates of earthworms. These results suggest that molecular markers are a good choice for diversity analysis of earthworm individuals.
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Affiliation(s)
- Anshul Sharma
- Department of Biology and Environmental Sciences, Agricultural University, Palampur 176062, India
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