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Shi J, Zhao B, Zhao L, Zha Y, Yu X, Yu B, Luo L, Wu J, Yue E. Facilitating Growth of Maize ( Zea mays L.) by Biostimulants: A Perspective from the Interaction between Root Transcriptome and Rhizosphere Microbiome. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2024; 72:3415-3426. [PMID: 38325817 PMCID: PMC10886141 DOI: 10.1021/acs.jafc.3c09062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/09/2024]
Abstract
The plant growth-promoting effects of biostimulants have been widely documented, while little is known about the intrinsic mechanism. In our study, a pot experiment was conducted to investigate the effects of biostimulants on maize, and the maize root transcriptome and rhizosphere microbiome were assessed. The physicochemical properties of the soil were significantly altered with various trends, and the growth and yield of maize were promoted by biostimulants. Sampling time and maize strain were the strongest factors that altered the rhizosphere microorganisms. Rhizosphere microbiota with biostimulant application exhibited high community robustness. Root transcriptome analysis suggested an altered expression profile induced by biostimulants and maize strains. An integrated correlation analysis demonstrated that phosphate and nitrate metabolism genes are tightly associated with some rhizosphere microbiota. These results implied the plant growth-promoting effects of biostimulants might act in a rhizosphere microorganism-dependent manner and help to expand the use of biostimulants in sustainable agriculture.
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Affiliation(s)
- Jiang Shi
- Institute of Crop and Ecology, Hangzhou Academy of Agricultural Sciences, Hangzhou, Zhejiang 310024, China
| | - Bo Zhao
- Institute of Biotechnology, Hangzhou Academy of Agricultural Sciences, Hangzhou, Zhejiang 310024, China
| | - Lin Zhao
- Institute of Crop and Ecology, Hangzhou Academy of Agricultural Sciences, Hangzhou, Zhejiang 310024, China
| | - Yan Zha
- Institute of Crop and Ecology, Hangzhou Academy of Agricultural Sciences, Hangzhou, Zhejiang 310024, China
| | - Xiangqun Yu
- Institute of Crop and Ecology, Hangzhou Academy of Agricultural Sciences, Hangzhou, Zhejiang 310024, China
| | - Bin Yu
- Hangzhou Agricultural Technology Extension Center, Hangzhou, Zhejiang 310020, China
| | - Letan Luo
- Institute of Crop and Ecology, Hangzhou Academy of Agricultural Sciences, Hangzhou, Zhejiang 310024, China
| | - Jianguo Wu
- College of Horticulture Science, Zhejiang A&F University, Hangzhou, Zhejiang 311300, China
| | - Erkui Yue
- Institute of Crop and Ecology, Hangzhou Academy of Agricultural Sciences, Hangzhou, Zhejiang 310024, China
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Cardarelli M, El Chami A, Rouphael Y, Ciriello M, Bonini P, Erice G, Cirino V, Basile B, Corrado G, Choi S, Kim HJ, Colla G. Plant biostimulants as natural alternatives to synthetic auxins in strawberry production: physiological and metabolic insights. FRONTIERS IN PLANT SCIENCE 2024; 14:1337926. [PMID: 38264017 PMCID: PMC10803581 DOI: 10.3389/fpls.2023.1337926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Accepted: 12/12/2023] [Indexed: 01/25/2024]
Abstract
The demand for high-quality strawberries continues to grow, emphasizing the need for innovative agricultural practices to enhance both yield and fruit quality. In this context, the utilization of natural products, such as biostimulants, has emerged as a promising avenue for improving strawberry production while aligning with sustainable and eco-friendly agricultural approaches. This study explores the influence of a bacterial filtrate (BF), a vegetal-derived protein hydrolysate (PH), and a standard synthetic auxin (SA) on strawberry, investigating their effects on yield, fruit quality, mineral composition and metabolomics of leaves and fruits. Agronomic trial revealed that SA and BF significantly enhanced early fruit yield due to their positive influence on flowering and fruit set, while PH treatment favored a gradual and prolonged fruit set, associated with an increased shoot biomass and sustained production. Fruit quality analysis showed that PH-treated fruits exhibited an increase of firmness and soluble solids content, whereas SA-treated fruits displayed lower firmness and soluble solids content. The ionomic analysis of leaves and fruits indicated that all treatments provided sufficient nutrients, with heavy metals within regulatory limits. Metabolomics indicated that PH stimulated primary metabolites, while SA and BF directly affected flavonoid and anthocyanin biosynthesis, and PH increased fruit quality through enhanced production of beneficial metabolites. This research offers valuable insights for optimizing strawberry production and fruit quality by harnessing the potential of natural biostimulants as viable alternative to synthetic compounds.
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Affiliation(s)
| | - Antonio El Chami
- Department of Agriculture and Forest Sciences, University of Tuscia, Viterbo, Italy
| | - Youssef Rouphael
- Department of Agricultural Sciences, University of Naples Federico II, Portici, Italy
| | - Michele Ciriello
- Department of Agricultural Sciences, University of Naples Federico II, Portici, Italy
| | | | - Gorka Erice
- Atens - Agrotecnologías Naturales, La Riera de Gaià, Spain
| | | | - Boris Basile
- Department of Agricultural Sciences, University of Naples Federico II, Portici, Italy
| | - Giandomenico Corrado
- Department of Agricultural Sciences, University of Naples Federico II, Portici, Italy
| | - Seunghyun Choi
- Texas A&M AgriLife Research and Extension Center, Texas A&M University, Uvalde, TX, United States
| | - Hye-Ji Kim
- Agri-tech and Food Innovation Department, Urban Food Solutions Division, Singapore Food Agency, Singapore, Singapore
| | - Giuseppe Colla
- Department of Agriculture and Forest Sciences, University of Tuscia, Viterbo, Italy
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Banakar SN, Prasannakumar MK, Parivallal PB, Pramesh D, Mahesh HB, Sarangi AN, Puneeth ME, Patil SS. Rice- Magnaporthe transcriptomics reveals host defense activation induced by red seaweed-biostimulant in rice plants. Front Genet 2023; 14:1132561. [PMID: 37424731 PMCID: PMC10327602 DOI: 10.3389/fgene.2023.1132561] [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: 12/27/2022] [Accepted: 05/30/2023] [Indexed: 07/11/2023] Open
Abstract
Red seaweed extracts have been shown to trigger the biotic stress tolerance in several crops. However, reports on transcriptional modifications in plants treated with seaweed biostimulant are limited. To understand the specific response of rice to blast disease in seaweed-biostimulant-primed and non-primed plants, transcriptomics of a susceptible rice cultivar IR-64 was carried out at zero and 48 h post inoculation with Magnaporthe oryzae (strain MG-01). A total of 3498 differentially expressed genes (DEGs) were identified; 1116 DEGs were explicitly regulated in pathogen-inoculated treatments. Functional analysis showed that most DEGs were involved in metabolism, transport, signaling, and defense. In a glass house, artificial inoculation of MG-01 on seaweed-primed plants resulted in the restricted spread of the pathogen leading to the confined blast disease lesions, primarily attributed to reactive oxygen species (ROS) accumulation. The DEGs in the primed plants were defense-related transcription factors, kinases, pathogenesis-related genes, peroxidases, and growth-related genes. The beta-D-xylosidase, a putative gene that helps in secondary cell wall reinforcement, was downregulated in non-primed plants, whereas it upregulated in the primed plants indicating its role in the host defense. Additionally, Phenylalanine ammonia-lyase, pathogenesis-related Bet-v-I family protein, chalcone synthase, chitinases, WRKY, AP2/ERF, and MYB families were upregulated in seaweed and challenge inoculated rice plants. Thus, our study shows that priming rice plants with seaweed bio-stimulants resulted in the induction of the defense in rice against blast disease. This phenomenon is contributed to early protection through ROS, protein kinase, accumulation of secondary metabolites, and cell wall strengthening.
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Affiliation(s)
- Sahana N. Banakar
- Plant PathoGenOmics Laboratory, Department of Plant Pathology, University of Agricultural Sciences, Bengaluru, India
| | - M. K. Prasannakumar
- Plant PathoGenOmics Laboratory, Department of Plant Pathology, University of Agricultural Sciences, Bengaluru, India
| | - P. Buela Parivallal
- Plant PathoGenOmics Laboratory, Department of Plant Pathology, University of Agricultural Sciences, Bengaluru, India
| | - D. Pramesh
- Rice Pathology Laboratory, All India Coordinated Rice Improvement Programme, University of Agricultural Sciences, Raichur, India
| | - H. B. Mahesh
- Department of Genetics and Plant Breeding, College of Agriculture, Mandya, India
| | | | - M. E. Puneeth
- Plant PathoGenOmics Laboratory, Department of Plant Pathology, University of Agricultural Sciences, Bengaluru, India
| | - Swathi S. Patil
- Plant PathoGenOmics Laboratory, Department of Plant Pathology, University of Agricultural Sciences, Bengaluru, India
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Bosmaia TC, Agarwal P, Dangariya M, Khedia J, Gangapur DR, Agarwal PK. Transcriptomic analysis towards identification of defence-responsive genes and pathways upon application of Sargassum seaweed extract on tomato plants infected with Macrophominaphaseolina. 3 Biotech 2023; 13:179. [PMID: 37193326 PMCID: PMC10182239 DOI: 10.1007/s13205-023-03565-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Accepted: 04/15/2023] [Indexed: 05/18/2023] Open
Abstract
The charcoal-rot caused by Macrophomina phaseolina is one of the major disease in many economically important crop plants including tomato. The molecular responses of the host plant against the M. phaseolina are poorly stated. In the present study, for the first time the molecular insight of tomato-Macrophomina interaction and Sargassum tenerrimum extract (SE) toward managing disease through RNA-seq approach is established. A total of 449 million high-quality reads (HQRs) were obtained and aligned to the tomato genome with an average mapping of 89.12%. The differentially expressed genes (DEGs) regulated across the different treatment pairs were identified. Several DEGs, such as receptor-like kinases (SlRLKs), transcription factors including SlWRKY70, SlGRAS4, SlERF4, SlERF25, pathogenesis related-1 (SlPR1), SlPR2, endochitinase and peroxidase were significantly up-regulated in SE + Macrophomina treated sample as compared to only Macrophomina treated sample. The crosstalk between salicylic acid (SA), jasmonic acid (JA) and ethylene (ET) was a key factor to regulate resistance in tomato during SE + Macrophomina treatment. The KEGG pathway including plant hormone signal transduction, plant-pathogen interaction and mitogen-activated protein kinase (MAPK) signaling pathway were significantly enriched. The RNA-seq data were validated through qPCR using 12 disease-responsive genes and correlated significantly with R2 = 0.73. The present study suggests that SE act as an elicitor molecule and activate the defence-related pathways similar to PAMP-triggered immunity in tomato. The jasmonic acid (JA) mediated signaling pathway was identified as a key factor to induce resistance in tomato against Macrophomina infection. The present study depicts the beneficial effects of SE by regulating molecular mechanism towards defence responses in tomato against Macrophomina infection. The application of SE brings out new prospects to induce disease tolerance in the agricultural crops. Supplementary Information The online version contains supplementary material available at 10.1007/s13205-023-03565-4.
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Affiliation(s)
- Tejas C. Bosmaia
- Plant Omics Division, CSIR-Central Salt and Marine Chemicals Research Institute (CSIR-CSMCRI), Bhavnagar, Gujarat 364 002 India
| | - Parinita Agarwal
- Plant Omics Division, CSIR-Central Salt and Marine Chemicals Research Institute (CSIR-CSMCRI), Bhavnagar, Gujarat 364 002 India
| | - Mohit Dangariya
- Plant Omics Division, CSIR-Central Salt and Marine Chemicals Research Institute (CSIR-CSMCRI), Bhavnagar, Gujarat 364 002 India
| | - Jackson Khedia
- Plant Omics Division, CSIR-Central Salt and Marine Chemicals Research Institute (CSIR-CSMCRI), Bhavnagar, Gujarat 364 002 India
| | - Doddabhimappa R. Gangapur
- Plant Omics Division, CSIR-Central Salt and Marine Chemicals Research Institute (CSIR-CSMCRI), Bhavnagar, Gujarat 364 002 India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002 India
| | - Pradeep K. Agarwal
- Plant Omics Division, CSIR-Central Salt and Marine Chemicals Research Institute (CSIR-CSMCRI), Bhavnagar, Gujarat 364 002 India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002 India
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Zhang L, Yu Y, Zhang M, Rong K, Wu Y, Zhang M, Hu H. Genome-wide identification of xylan glucuronosyltransferase family in cotton and function characterization of GhGUX5 in regulating Verticillium wilt resistance. Int J Biol Macromol 2023:124795. [PMID: 37207759 DOI: 10.1016/j.ijbiomac.2023.124795] [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: 11/23/2022] [Revised: 03/26/2023] [Accepted: 04/27/2023] [Indexed: 05/21/2023]
Abstract
Xylan glucuronosyltransferase (GUX) is widely involved in a variety of physiological processes in plants, including plant development, growth and the defense response to pathogens. However, the function of GUX regulators in Verticillium dahliae (V. dahliae) infection has not been considered previously in cotton. Overall, 119 GUX genes were identified from multiple species and were phylogenetically categorized into seven classes. Duplication event analysis indicated that GUXs in Gossypium hirsutum primarily originated from segmental duplication. GhGUXs promoter analysis indicated cis-regulatory elements capable of reacting to several different stresses. RNA-Seq data and qRT-PCR analysis both indicated that most GhGUXs were associated with V. dahliae infection. Gene interaction network analysis showed that GhGUX5 interacted with 11 proteins, and the relative expression of these 11 proteins changed significantly following V. dahliae infection. In addition, silencing and overexpression of GhGUX5 results to enhance and reduce plant's susceptibility to V. dahliae. Further study showed that TRV: GhGUX5 silenced cotton plants exhibited a decrease in the degree of lignification, total lignin content, gene expression levels involved in lignin biosynthesis, and enzyme activity compared with TRV: 00. The above results indicate that GhGUX5 enhances Verticillium wilt resistance through the lignin biosynthesis pathway.
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Affiliation(s)
- Lei Zhang
- School of Life Science and Technology, Henan Institute of Science and Technology, Xinxiang 453003, China
| | - Yongang Yu
- School of Life Science and Technology, Henan Institute of Science and Technology, Xinxiang 453003, China
| | - Meng Zhang
- School of Life Science and Technology, Henan Institute of Science and Technology, Xinxiang 453003, China
| | - Kaikuo Rong
- School of Life Science and Technology, Henan Institute of Science and Technology, Xinxiang 453003, China
| | - Yanxia Wu
- School of Life Science and Technology, Henan Institute of Science and Technology, Xinxiang 453003, China
| | - Mingxia Zhang
- School of Life Science and Technology, Henan Institute of Science and Technology, Xinxiang 453003, China.
| | - Haiyan Hu
- School of Life Science and Technology, Henan Institute of Science and Technology, Xinxiang 453003, China.
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Ikuyinminu E, Goñi O, Łangowski Ł, O'Connell S. Transcriptome, Biochemical and Phenotypic Analysis of the Effects of a Precision Engineered Biostimulant for Inducing Salinity Stress Tolerance in Tomato. Int J Mol Sci 2023; 24:ijms24086988. [PMID: 37108156 PMCID: PMC10138596 DOI: 10.3390/ijms24086988] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 03/31/2023] [Accepted: 04/06/2023] [Indexed: 04/29/2023] Open
Abstract
Salinity stress is a major problem affecting plant growth and crop productivity. While plant biostimulants have been reported to be an effective solution to tackle salinity stress in different crops, the key genes and metabolic pathways involved in these tolerance processes remain unclear. This study focused on integrating phenotypic, physiological, biochemical and transcriptome data obtained from different tissues of Solanum lycopersicum L. plants (cv. Micro-Tom) subjected to a saline irrigation water program for 61 days (EC: 5.8 dS/m) and treated with a combination of protein hydrolysate and Ascophyllum nodosum-derived biostimulant, namely PSI-475. The biostimulant application was associated with the maintenance of higher K+/Na+ ratios in both young leaf and root tissue and the overexpression of transporter genes related to ion homeostasis (e.g., NHX4, HKT1;2). A more efficient osmotic adjustment was characterized by a significant increase in relative water content (RWC), which most likely was associated with osmolyte accumulation and upregulation of genes related to aquaporins (e.g., PIP2.1, TIP2.1). A higher content of photosynthetic pigments (+19.8% to +27.5%), increased expression of genes involved in photosynthetic efficiency and chlorophyll biosynthesis (e.g., LHC, PORC) and enhanced primary carbon and nitrogen metabolic mechanisms were observed, leading to a higher fruit yield and fruit number (47.5% and 32.5%, respectively). Overall, it can be concluded that the precision engineered PSI-475 biostimulant can provide long-term protective effects on salinity stressed tomato plants through a well-defined mode of action in different plant tissues.
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Affiliation(s)
- Elomofe Ikuyinminu
- Plant Biostimulant Group, Shannon Applied Biotechnology Centre, Munster Technological University-Tralee (South Campus), Clash, V92 CX88 Tralee, Co. Kerry, Ireland
- Brandon Bioscience, V92 N6C8 Tralee, Co. Kerry, Ireland
| | - Oscar Goñi
- Plant Biostimulant Group, Shannon Applied Biotechnology Centre, Munster Technological University-Tralee (South Campus), Clash, V92 CX88 Tralee, Co. Kerry, Ireland
- Brandon Bioscience, V92 N6C8 Tralee, Co. Kerry, Ireland
| | | | - Shane O'Connell
- Plant Biostimulant Group, Shannon Applied Biotechnology Centre, Munster Technological University-Tralee (South Campus), Clash, V92 CX88 Tralee, Co. Kerry, Ireland
- Brandon Bioscience, V92 N6C8 Tralee, Co. Kerry, Ireland
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Ali O, Ramsubhag A, Jayaraman J. Transcriptome-wide modulation by Sargassum vulgare and Acanthophora spicifera extracts results in a prime-triggered plant signalling cascade in tomato and sweet pepper. AOB PLANTS 2022; 14:plac046. [PMID: 36483312 PMCID: PMC9724562 DOI: 10.1093/aobpla/plac046] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Accepted: 10/04/2022] [Indexed: 06/17/2023]
Abstract
Seaweed extracts (SWEs) are becoming integrated into crop production systems due to their multiple beneficial effects including growth promotion and induction of defence mechanisms. However, the comprehensive molecular mechanisms of these effects are yet to be elucidated. The current study investigated the transcriptomic changes induced by SWEs derived from Sargassum vulgare and Acanthophora spicifera on tomato and sweet pepper plants. Tomato and sweet pepper plants were subjected to foliar treatment with alkaline extracts prepared from the above seaweeds. Transcriptome changes in the plants were assessed 72 h after treatments using RNA sequencing. The treated plants were also analysed for defence enzyme activities, nutrient composition and phytohormonal profiles. The results showed the significant enrichment of genes associated with several growth and defence processes including photosynthesis, carbon and nitrogen metabolism, plant hormone signal transduction, plant-pathogen interaction, secondary metabolite metabolism, MAPK signalling and amino acid biosynthesis. Activities of defence enzymes were also significantly increased in SWE-treated plants. Plant nutrient profiling showed significant increases in calcium, potassium, nitrogen, sulphur, boron, copper, iron, manganese, zinc and phosphorous levels in SWE-treated plants. Furthermore, the levels of auxins, cytokinins and gibberellins were also significantly increased in the treated plants. The severity of bacterial leaf spot and early blight incidence in plants treated with SWE was significantly reduced, in addition to other effects like an increase in chlorophyll content, plant growth, and fruit yield. The results demonstrated the complex effect of S. vulgare and A. spicifera extracts on the plants' transcriptome and provided evidence of a strong role of these extracts in increasing plant growth responses while priming the plants against pathogenic attack simultaneously. The current study contributes to the understanding of the molecular mechanisms of SWEs in plants and helps their usage as a viable organic input for sustainable crop production.
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Affiliation(s)
- Omar Ali
- Department of Life Sciences, Faculty of Science and Technology, The University of the West Indies, St. Augustine TTO, 00000, Trinidad and Tobago
| | - Adesh Ramsubhag
- Department of Life Sciences, Faculty of Science and Technology, The University of the West Indies, St. Augustine TTO, 00000, Trinidad and Tobago
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Bhupenchandra I, Chongtham SK, Devi EL, R. R, Choudhary AK, Salam MD, Sahoo MR, Bhutia TL, Devi SH, Thounaojam AS, Behera C, M. N. H, Kumar A, Dasgupta M, Devi YP, Singh D, Bhagowati S, Devi CP, Singh HR, Khaba CI. Role of biostimulants in mitigating the effects of climate change on crop performance. FRONTIERS IN PLANT SCIENCE 2022; 13:967665. [PMID: 36340395 PMCID: PMC9634556 DOI: 10.3389/fpls.2022.967665] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Accepted: 09/12/2022] [Indexed: 05/13/2023]
Abstract
Climate change is a critical yield-limiting factor that has threatened the entire global crop production system in the present scenario. The use of biostimulants in agriculture has shown tremendous potential in combating climate change-induced stresses such as drought, salinity, temperature stress, etc. Biostimulants are organic compounds, microbes, or amalgamation of both that could regulate plant growth behavior through molecular alteration and physiological, biochemical, and anatomical modulations. Their nature is diverse due to the varying composition of bioactive compounds, and they function through various modes of action. To generate a successful biostimulatory action on crops under different parameters, a multi-omics approach would be beneficial to identify or predict its outcome comprehensively. The 'omics' approach has greatly helped us to understand the mode of action of biostimulants on plants at cellular levels. Biostimulants acting as a messenger in signal transduction resembling phytohormones and other chemical compounds and their cross-talk in various abiotic stresses help us design future crop management under changing climate, thus, sustaining food security with finite natural resources. This review article elucidates the strategic potential and prospects of biostimulants in mitigating the adverse impacts of harsh environmental conditions on plants.
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Affiliation(s)
- Ingudam Bhupenchandra
- Indian Council of Agricultural Research (ICAR)–Krishi Vigyan Kendra Tamenglong, Indian Council of Agricultural Research (ICAR) Research Complex for NorthEastern Hill (NEH) Region, Manipur Centre, Imphal, Manipur, India
- *Correspondence: Anil Kumar Choudhary, ; Harish. M. N., ; Ingudam Bhupenchandra,
| | - Sunil Kumar Chongtham
- Multi Technology Testing Centre and Vocational Training Centre, College of Agricultural Engineering and Post Harvest Technology (CAEPHT), Central Agricultural University (CAU), Ranipool, Sikkim, India
| | - Elangbam Lamalakshmi Devi
- Indian Council of Agricultural Research (ICAR)-Research Complex (RC) for North Eastern Hill (NEH) Region, Sikkim Centre, Tadong, Sikkim, India
| | - Ramesh R.
- Division of Plant Physiology, Indian Council of Agricultural Research (ICAR)–Indian Agricultural Research Institute, New Delhi, India
| | - Anil Kumar Choudhary
- Division of Agronomy, Indian Council of Agricultural Research - Indian Agricultural Research Institute, New Delhi, India
- Division of Crop Production, Indian Council of Agricultural Research - Central Potato Research Institute, Shimla, India
- *Correspondence: Anil Kumar Choudhary, ; Harish. M. N., ; Ingudam Bhupenchandra,
| | | | - Manas Ranjan Sahoo
- Central Horticultural Experiment Station, Indian Council of Agricultural Research (ICAR)–Indian Institute of Horticultural Research, Bhubaneswar, Odisha, India
| | - Tshering Lhamu Bhutia
- Indian Council of Agricultural Research (ICAR)-Research Complex (RC) for North Eastern Hill (NEH) Region, Sikkim Centre, Tadong, Sikkim, India
| | - Soibam Helena Devi
- Department of Crop Physiology, Assam Agricultural University, Jorhat, Assam, India
| | - Amarjit Singh Thounaojam
- Medicinal and Aromatic Plants Research Station, Anand Agricultural University, Anand, Gujarat, India
| | - Chandana Behera
- Department of Plant Breeding and Genetics, College of Agriculture, OUAT, Bhawanipatna, India
| | - Harish. M. N.
- Indian Council of Agricultural Research (ICAR)–Indian Institute of Horticultural Research, Farm Science Centre, Gonikoppal, Karnataka, India
- *Correspondence: Anil Kumar Choudhary, ; Harish. M. N., ; Ingudam Bhupenchandra,
| | - Adarsh Kumar
- Indian Council of Agricultural Research: National Bureau of Agriculturally Important Microorganism, Mau, India
| | - Madhumita Dasgupta
- Indian Council of Agricultural Research (ICAR)–Research Complex for NorthEastern Hill (NEH) Region, Manipur Centre, Imphal, Manipur, India
| | - Yumnam Prabhabati Devi
- Indian Council of Agricultural Research (ICAR)-Krishi Vigyan Kendra, Chandel, Indian Council of Agricultural Research (ICAR) Research Complex for NorthEastern Hill (NEH) Region, Manipur Centre, Imphal, Manipur, India
| | - Deepak Singh
- Krishi Vigyan Kendra Bhopal, Indian Council of Agricultural Research (ICAR) Central Institute of Agricultural Engineering, Bhopal, Madhya Pradesh, India
| | - Seema Bhagowati
- Department of Soil Science, Assam Agricultural University, Jorhat, Assam, India
| | - Chingakham Premabati Devi
- Indian Council of Agricultural Research (ICAR)–Research Complex for NorthEastern Hill (NEH) Region, Manipur Centre, Imphal, Manipur, India
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