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Jamil S, Ahmad S, Shahzad R, Umer N, Kanwal S, Rehman HM, Rana IA, Atif RM. Leveraging Multiomics Insights and Exploiting Wild Relatives' Potential for Drought and Heat Tolerance in Maize. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2024. [PMID: 38980762 DOI: 10.1021/acs.jafc.4c01375] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/11/2024]
Abstract
Climate change, particularly drought and heat stress, may slash agricultural productivity by 25.7% by 2080, with maize being the hardest hit. Therefore, unraveling the molecular nature of plant responses to these stressors is vital for the development of climate-smart maize. This manuscript's primary objective was to examine how maize plants respond to these stresses, both individually and in combination. Additionally, the paper delved into harnessing the potential of maize wild relatives as a valuable genetic resource and leveraging AI-based technologies to boost maize resilience. The role of multiomics approaches particularly genomics and transcriptomics in dissecting the genetic basis of stress tolerance was also highlighted. The way forward was proposed to utilize a bunch of information obtained through omics technologies by an interdisciplinary state-of-the-art forward-looking big-data, cyberagriculture system, and AI-based approach to orchestrate the development of climate resilient maize genotypes.
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Affiliation(s)
- Shakra Jamil
- Agricultural Biotechnology Research Institute, Ayub Agricultural Research Institute, Faisalabad 38000, Pakistan
| | - Shakeel Ahmad
- Seed Centre and Plant Genetic Resources Bank Ministry of Environment, Water and Agriculture, Riyadh 14712, Saudi Arabia
| | - Rahil Shahzad
- Agricultural Biotechnology Research Institute, Ayub Agricultural Research Institute, Faisalabad 38000, Pakistan
| | - Noroza Umer
- Dr. Ikram ul Haq - Institute of Industrial Biotechnology, Government College University, Lahore 54590, Pakistan
| | - Shamsa Kanwal
- Agricultural Biotechnology Research Institute, Ayub Agricultural Research Institute, Faisalabad 38000, Pakistan
| | - Hafiz Mamoon Rehman
- Centre of Agricultural Biochemistry and Biotechnology (CABB), University of Agriculture, Faisalabad 38000, Pakistan
| | - Iqrar Ahmad Rana
- Centre for Advanced Studies in Agriculture and Food Security, University of Agriculture, Faisalabad 38000, Pakistan
| | - Rana Muhammad Atif
- Department of Plant Sciences, University of California Davis, California 95616, United States
- Department of Plant Breeding and Genetics, University of Agriculture, Faisalabad 38000, Pakistan
- Precision Agriculture and Analytics Lab, Centre for Advanced Studies in Agriculture and Food Security, National Centre in Big Data and Cloud Computing, University of Agriculture, Faisalabad 38000, Pakistan
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Yin L, Xi D, Shen Y, Ding N, Shao Q, Qian Y, Fang Y. Rewiring Metabolic Flux in Corynebacterium glutamicum Using a CRISPR/dCpf1-Based Bifunctional Regulation System. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2024; 72:3077-3087. [PMID: 38303604 DOI: 10.1021/acs.jafc.3c08529] [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: 02/03/2024]
Abstract
Corynebacterium glutamicum, a microorganism classified as generally recognized as safe for use in the industrial production of food raw materials and additives, has encountered challenges in achieving widespread adoption and popularization as microbial cell factories. These obstacles arise from the intricate nature of manipulating metabolic flux through conventional methods, such as gene knockout and enzyme overexpression. To address this challenge, we developed a CRISPR/dCpf1-based bifunctional regulation system to bidirectionally regulate the expression of multiple genes in C. glutamicum. Specifically, through fusing various transcription factors to the C-terminus of dCpf1, the resulting dCpf1-SoxS exhibited both CRISPR interference (CRISPRi) and CRISPR activation (CRISPRa) capabilities in C. glutamicum by altering the binding sites of crRNAs. The bifunctional regulation system was used to fine-tune metabolic flux from shikimic acid (SA) and l-serine biosynthesis, resulting in 27-fold and 10-fold increases in SA and l-serine production, respectively, compared to the original strain. These findings highlight the potential of the CRISPR/dCpf1-based bifunctional regulation system in effectively enhancing the yield of target products in C. glutamicum.
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Affiliation(s)
- Lianghong Yin
- State Key Laboratory of Subtropical Silviculture, Zhejiang A&F University, Hangzhou 311300, China
| | - Dandan Xi
- Zhejiang Provincial Key Laboratory of Resources Protection and Innovation of Traditional Chinese Medicine, Zhejiang A&F University, Lin'an, Hangzhou 311300, China
| | - Yuefeng Shen
- Zhejiang Provincial Key Laboratory of Resources Protection and Innovation of Traditional Chinese Medicine, Zhejiang A&F University, Lin'an, Hangzhou 311300, China
| | - Nana Ding
- Zhejiang Provincial Key Laboratory of Resources Protection and Innovation of Traditional Chinese Medicine, Zhejiang A&F University, Lin'an, Hangzhou 311300, China
| | - Qingsong Shao
- State Key Laboratory of Subtropical Silviculture, Zhejiang A&F University, Hangzhou 311300, China
| | - Yongchang Qian
- Zhejiang Provincial Key Laboratory of Resources Protection and Innovation of Traditional Chinese Medicine, Zhejiang A&F University, Lin'an, Hangzhou 311300, China
| | - Yu Fang
- State Key Laboratory of Subtropical Silviculture, Zhejiang A&F University, Hangzhou 311300, China
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Chaudhry A, Hassan AU, Khan SH, Abbasi A, Hina A, Khan MT, Abdelsalam NR. The changing landscape of agriculture: role of precision breeding in developing smart crops. Funct Integr Genomics 2023; 23:167. [PMID: 37204621 DOI: 10.1007/s10142-023-01093-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Revised: 05/08/2023] [Accepted: 05/09/2023] [Indexed: 05/20/2023]
Abstract
Food plants play a crucial role in human survival, providing them essential nutrients. However, traditional breeding methods have not been able to keep up with the demands of the growing population. The improvement of food plants aims to increase yield, quality, and resistance to biotic and abiotic stresses. With CRISPR/Cas9, researchers can identify and edit key genes conferring desirable qualities in agricultural plants, including increased yield, enhanced product quality attributes, and increased tolerance to biotic and abiotic challenges. These modifications have enabled the creation of "smart crops" that exhibit rapid climatic adaptation, resistance to extreme weather conditions and high yield and quality. The use of CRISPR/Cas9 combined with viral vectors or growth regulators has made it possible to produce more efficient modified plants with certain conventional breeding methods. However, ethical and regulatory aspects of this technology must be carefully considered. Proper regulation and application of genome editing technology can bring immense benefits to agriculture and food security. This article provides an overview of genetically modified genes and conventional as well as emerging tools, including CRISPR/Cas9, that have been utilized to enhance the quality of plants/fruits and their products. The review also discusses the challenges and prospects associated with these techniques.
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Affiliation(s)
- Amna Chaudhry
- Centre of Agricultural Biochemistry and Biotechnology (CABB), University of Agriculture, Faisalabad, 38040, Pakistan
- Center for Advanced Studies in Agriculture and Food Security (CASAFS), University of Agriculture, Faisalabad, 38040, Pakistan
| | - Ahtsham Ul Hassan
- Centre of Agricultural Biochemistry and Biotechnology (CABB), University of Agriculture, Faisalabad, 38040, Pakistan
| | - Sultan Habibullah Khan
- Centre of Agricultural Biochemistry and Biotechnology (CABB), University of Agriculture, Faisalabad, 38040, Pakistan
- Center for Advanced Studies in Agriculture and Food Security (CASAFS), University of Agriculture, Faisalabad, 38040, Pakistan
| | - Asim Abbasi
- Department of Environmental Sciences, Kohsar University, Murree, 47150, Pakistan.
| | - Aiman Hina
- Soybean Research Institute, Ministry of Agriculture (MOA) Key Laboratory of Biology and Genetic Improvement of Soybean (General), MOA National Centre for Soybean Improvement, State Key Laboratory for Crop Genetics and Germplasm Enhancement, Nanjing Agricultural University, Nanjing, 210095, China.
| | - Muhammad Tajammal Khan
- Institute of Botany, University of the Punjab, Lahore, 54590, Pakistan
- Division of Science and Technology, Department of Botany, University of Education, Lahore, Pakistan
| | - Nader R Abdelsalam
- Agricultural Botany Department, Faculty of Agriculture (Saba Basha), Alexandria University, Alexandria, 21531, Egypt
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Hou X, Guo X, Zhang Y, Zhang Q. CRISPR/Cas genome editing system and its application in potato. Front Genet 2023; 14:1017388. [PMID: 36861125 PMCID: PMC9968925 DOI: 10.3389/fgene.2023.1017388] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Accepted: 01/23/2023] [Indexed: 02/17/2023] Open
Abstract
Potato is the largest non-cereal food crop worldwide and a vital substitute for cereal crops, considering its high yield and great nutritive value. It plays an important role in food security. The CRISPR/Cas (clustered regularly interspaced short palindromic repeats/CRISPR-associated) system has the advantages of easy operation, high efficiency, and low cost, which shows a potential in potato breeding. In this paper, the action mechanism and derivative types of the CRISPR/Cas system and the application of the CRISPR/Cas system in improving the quality and resistance of potatoes, as well as overcoming the self-incompatibility of potatoes, are reviewed in detail. At the same time, the application of the CRISPR/Cas system in the future development of the potato industry was analyzed and prospected.
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Affiliation(s)
- Xin Hou
- College of Plant Protection, Shandong Agricultural University, Tai’an, China
| | - Xiaomeng Guo
- College of Plant Protection, Shandong Agricultural University, Tai’an, China
| | - Yan Zhang
- *Correspondence: Yan Zhang, ; Qiang Zhang,
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Mikami K, Takahashi M. Life cycle and reproduction dynamics of Bangiales in response to environmental stresses. Semin Cell Dev Biol 2023; 134:14-26. [PMID: 35428563 DOI: 10.1016/j.semcdb.2022.04.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 04/05/2022] [Accepted: 04/06/2022] [Indexed: 12/16/2022]
Abstract
Red algae of the order Bangiales are notable for exhibiting flexible promotion of sexual and asexual reproductive processes by environmental stresses. This flexibility indicates that a trade-off between vegetative growth and reproduction occurs in response to environmental stresses that influence the timing of phase transition within the life cycle. Despite their high phylogenetic divergence, both filamentous and foliose red alga in the order Bangiales exhibit a haploid-diploid life cycle, with a haploid leafy or filamentous gametophyte (thallus) and a diploid filamentous sporophyte (conchocelis). Unlike haploid-diploid life cycles in other orders, the gametophyte in Bangiales is generated independently of meiosis; the regulation of this generation transition is not fully understood. Based on transcriptome and gene expression analyses, the originally proposed biphasic model for alternation of generations in Bangiales was recently updated to include a third stage. Along with the haploid gametophyte and diploid sporophyte, the triphasic framework recognizes a diploid conchosporophyte-a conchosporangium generated on the conchocelis-phase and previously considered to be part of the sporophyte. In addition to this sexual life cycle, some Bangiales species have an asexual life cycle in which vegetative cells of the thallus develop into haploid asexual spores, which are then released from the thallus to produce clonal thalli. Here, we summarize the current knowledge of the triphasic life cycle and life cycle trade-off in Neopyropia yezoensis and 'Bangia' sp. as model organisms for the Bangiales.
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Affiliation(s)
- Koji Mikami
- Department of Integrative Studies of Plant and Animal Production, School of Food Industrial Sciences, Miyagi University, Sendai, Japan.
| | - Megumu Takahashi
- Department of Ocean and Fisheries Sciences, Faculty of Bio-Industry, Tokyo University of Agriculture, Abashiri, Japan
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Lu Y, Happi Mbakam C, Song B, Bendavid E, Tremblay JP. Improvements of nuclease and nickase gene modification techniques for the treatment of genetic diseases. Front Genome Ed 2022; 4:892769. [PMID: 35958050 PMCID: PMC9360573 DOI: 10.3389/fgeed.2022.892769] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Accepted: 07/08/2022] [Indexed: 12/20/2022] Open
Abstract
Advancements in genome editing make possible to exploit the functions of enzymes for efficient DNA modifications with tremendous potential to treat human genetic diseases. Several nuclease genome editing strategies including Meganucleases (MNs), Zinc Finger Nucleases (ZFNs), Transcription Activator-like Effector Nucleases (TALENs) and Clustered Regularly Interspaced Short Palindromic Repeats-CRISPR associated proteins (CRISPR-Cas) have been developed for the correction of genetic mutations. CRISPR-Cas has further been engineered to create nickase genome editing tools including Base editors and Prime editors with much precision and efficacy. In this review, we summarized recent improvements in nuclease and nickase genome editing approaches for the treatment of genetic diseases. We also highlighted some limitations for the translation of these approaches into clinical applications.
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Affiliation(s)
- Yaoyao Lu
- CHU de Québec Research Center, Laval University, Quebec City, QC, Canada
- Department of Molecular Medicine, Laval University, Quebec City, QC, Canada
| | - Cedric Happi Mbakam
- CHU de Québec Research Center, Laval University, Quebec City, QC, Canada
- Department of Molecular Medicine, Laval University, Quebec City, QC, Canada
| | - Bo Song
- CHU de Québec Research Center, Laval University, Quebec City, QC, Canada
- Department of Molecular Medicine, Laval University, Quebec City, QC, Canada
| | - Eli Bendavid
- CHU de Québec Research Center, Laval University, Quebec City, QC, Canada
- Department of Molecular Medicine, Laval University, Quebec City, QC, Canada
| | - Jacques-P. Tremblay
- CHU de Québec Research Center, Laval University, Quebec City, QC, Canada
- Department of Molecular Medicine, Laval University, Quebec City, QC, Canada
- *Correspondence: Jacques-P. Tremblay,
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Liu P, He L, Mei L, Zhai W, Chen X, Ma B. Rapid and Directional Improvement of Elite Rice Variety via Combination of Genomics and Multiplex Genome Editing. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2022; 70:6156-6167. [PMID: 35575308 DOI: 10.1021/acs.jafc.1c08028] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
High yield and superior quality are the main goals pursued by breeders for crop improvement. However, both of them are complex agronomic traits controlled by multiple genes, so the simultaneous improvement of these traits via sexual recombination is time-consuming and direction-uncontrolled. In this study, to solve this dilemma, we introduced the comparative genomic analysis based multiplex genome editing system (CG-MGE), a method for rapid and directional improvement of multiple traits. Application of this method, association analysis between genotypes and phenotypes was carried out to mine excellent alleles; subsequently, the rare excellent alleles of Gn1a, GW2, TGW3, and Chalk5 were simultaneously created by multiplex genome editing and successfully improved the plant architecture, grain yield, and quality of a widely cultivated elite rice variety. Overall, this study provides a method for rapid and directional improvement of crops, and the application of the CG-MGE will be helpful to accelerate rational design breeding.
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Affiliation(s)
- Pengcheng Liu
- College of Chemistry and Life Sciences, Zhejiang Normal University, Jinhua 321004, Zhejiang, China
| | - Lumei He
- College of Chemistry and Life Sciences, Zhejiang Normal University, Jinhua 321004, Zhejiang, China
| | - Le Mei
- Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China
| | - Wenxue Zhai
- Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China
| | - Xifeng Chen
- College of Chemistry and Life Sciences, Zhejiang Normal University, Jinhua 321004, Zhejiang, China
| | - Bojun Ma
- College of Chemistry and Life Sciences, Zhejiang Normal University, Jinhua 321004, Zhejiang, China
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Laibach N, Bröring S. The Emergence of Genome Editing—Innovation Network Dynamics of Academic Publications, Patents, and Business Activities. Front Bioeng Biotechnol 2022; 10:868736. [PMID: 35497359 PMCID: PMC9049213 DOI: 10.3389/fbioe.2022.868736] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Accepted: 03/22/2022] [Indexed: 11/13/2022] Open
Abstract
Transformative societal change can both be triggered and influenced by both macro-level political means and the emergence of technologies. Key enabling technologies and therein biotechnology hold the power to drive those changes forward, evolving from breakthrough academic discoveries into business activities. Due to its increasing empirical relevance, we picked genome editing as an example for an emerging technology and extracted publication, patent, and company data from the years 2000 to 2020. By drawing upon social network analysis, we identify major networks and clusters that are dominating the respective time and layer. Based on these networks, we draw vertical connections between scientific knowledge, patented technologies, and business activities to visualize the interlevel relationships between actors through technological development. Thereby, we identify network dynamics of the emergence of genome editing, the most important actors and clusters evolving, and its spread into different areas.
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Affiliation(s)
- Natalie Laibach
- Laboratory for Sterol and Terpenoid Metabolism in Plant Development and Stress Responses, Department of Plant Synthetic Biology and Metabolic Engineering, Centre for Research in Agricultural Genomics (CRAG), Barcelona, Spain
- *Correspondence: Natalie Laibach, ; Stefanie Bröring,
| | - Stefanie Bröring
- Chair Entrepreneurship and Innovative Business Models, Center for Entrepreneurship, Innovation and Transformation, Ruhr-University Bochum, Bochum, Germany
- *Correspondence: Natalie Laibach, ; Stefanie Bröring,
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Gianoglio S, Comino C, Moglia A, Acquadro A, García-Carpintero V, Diretto G, Sevi F, Rambla JL, Dono G, Valentino D, Moreno-Giménez E, Fullana-Pericàs M, Conesa MA, Galmés J, Lanteri S, Mazzucato A, Orzáez D, Granell A. In-Depth Characterization of greenflesh Tomato Mutants Obtained by CRISPR/Cas9 Editing: A Case Study With Implications for Breeding and Regulation. FRONTIERS IN PLANT SCIENCE 2022; 13:936089. [PMID: 35898224 PMCID: PMC9309892 DOI: 10.3389/fpls.2022.936089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Accepted: 06/15/2022] [Indexed: 05/11/2023]
Abstract
Gene editing has already proved itself as an invaluable tool for the generation of mutants for crop breeding, yet its ultimate impact on agriculture will depend on how crops generated by gene editing technologies are regulated, and on our ability to characterize the impact of mutations on plant phenotype. A starting operational strategy for evaluating gene editing-based approaches to plant breeding might consist of assessing the effect of the induced mutations in a crop- and locus-specific manner: this involves the analysis of editing efficiency in different cultivars of a crop, the assessment of potential off-target mutations, and a phenotypic evaluation of edited lines carrying different mutated alleles. Here, we targeted the GREENFLESH (GF) locus in two tomato cultivars ('MoneyMaker' and 'San Marzano') and evaluated the efficiency, specificity and mutation patterns associated with CRISPR/Cas9 activity for this gene. The GF locus encodes a Mg-dechelatase responsible for initiating chlorophyll degradation; in gf mutants, ripe fruits accumulate both carotenoids and chlorophylls. Phenotypic evaluations were conducted on two transgene-free T2 'MoneyMaker' gf lines with different mutant alleles (a small insertion of 1 nucleotide and a larger deletion of 123 bp). Both lines, in addition to reduced chlorophyll degradation, showed a notable increase in carotenoid and tocopherol levels during fruit ripening. Infection of gf leaves and fruits with Botrytis cinerea resulted in a significant reduction of infected area and pathogen proliferation compared to the wild type (WT). Our data indicates that the CRISPR/Cas9-mediated mutation of the GF locus in tomato is efficient, specific and reproducible and that the resulting phenotype is robust and consistent with previously characterized greenflesh mutants obtained with different breeding techniques, while also shedding light on novel traits such as vitamin E overaccumulation and pathogen resistance. This makes GF an appealing target for breeding tomato cultivars with improved features for cultivation, as well as consumer appreciation and health.
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Affiliation(s)
- Silvia Gianoglio
- Departamento de Biotecnología de Cultivos, Instituto de Biología Molecular y Celular de Plantas (IBMCP), Consejo Superior de Investigaciones Científicas (CSIC) – Universitat Politécnica de Valéncia (UPV), Valencia, Spain
| | - Cinzia Comino
- Dipartimento di Scienze Agrarie, Forestali e Alimentari (DISAFA), Plant Genetics and Breeding, University of Turin, Turin, Italy
| | - Andrea Moglia
- Dipartimento di Scienze Agrarie, Forestali e Alimentari (DISAFA), Plant Genetics and Breeding, University of Turin, Turin, Italy
| | - Alberto Acquadro
- Dipartimento di Scienze Agrarie, Forestali e Alimentari (DISAFA), Plant Genetics and Breeding, University of Turin, Turin, Italy
| | - Víctor García-Carpintero
- Departamento de Biotecnología de Cultivos, Instituto de Biología Molecular y Celular de Plantas (IBMCP), Consejo Superior de Investigaciones Científicas (CSIC) – Universitat Politécnica de Valéncia (UPV), Valencia, Spain
| | - Gianfranco Diretto
- Italian Agency for New Technologies, Energy and Sustainable Development (ENEA), Rome, Italy
| | - Filippo Sevi
- Italian Agency for New Technologies, Energy and Sustainable Development (ENEA), Rome, Italy
- Department of Agricultural Sciences, University of Naples Federico II, Naples, Italy
| | - José Luis Rambla
- Departamento de Biotecnología de Cultivos, Instituto de Biología Molecular y Celular de Plantas (IBMCP), Consejo Superior de Investigaciones Científicas (CSIC) – Universitat Politécnica de Valéncia (UPV), Valencia, Spain
- Department of Biology, Biochemistry and Natural Sciences, Universitat Jaume I, Castellón de la Plana, Spain
| | - Gabriella Dono
- Department of Agriculture and Forest Sciences (DAFNE), Università degli Studi della Tuscia, Viterbo, Italy
| | - Danila Valentino
- Dipartimento di Scienze Agrarie, Forestali e Alimentari (DISAFA), Plant Genetics and Breeding, University of Turin, Turin, Italy
| | - Elena Moreno-Giménez
- Departamento de Biotecnología de Cultivos, Instituto de Biología Molecular y Celular de Plantas (IBMCP), Consejo Superior de Investigaciones Científicas (CSIC) – Universitat Politécnica de Valéncia (UPV), Valencia, Spain
- Departamento de Biotecnología, Instituto de Agroquímica y Tecnología de los Alimentos (IATA-CSIC), Paterna, Spain
| | - Mateu Fullana-Pericàs
- Instituto de Investigaciones Agroambientales y de Economía del Agua (INAGEA), Research Group on Plant Biology Under Mediterranean Conditions, Universitat de les Illes Balears, Palma, Spain
| | - Miguel A. Conesa
- Instituto de Investigaciones Agroambientales y de Economía del Agua (INAGEA), Research Group on Plant Biology Under Mediterranean Conditions, Universitat de les Illes Balears, Palma, Spain
| | - Jeroni Galmés
- Instituto de Investigaciones Agroambientales y de Economía del Agua (INAGEA), Research Group on Plant Biology Under Mediterranean Conditions, Universitat de les Illes Balears, Palma, Spain
| | - Sergio Lanteri
- Dipartimento di Scienze Agrarie, Forestali e Alimentari (DISAFA), Plant Genetics and Breeding, University of Turin, Turin, Italy
| | - Andrea Mazzucato
- Department of Agriculture and Forest Sciences (DAFNE), Università degli Studi della Tuscia, Viterbo, Italy
| | - Diego Orzáez
- Departamento de Biotecnología de Cultivos, Instituto de Biología Molecular y Celular de Plantas (IBMCP), Consejo Superior de Investigaciones Científicas (CSIC) – Universitat Politécnica de Valéncia (UPV), Valencia, Spain
| | - Antonio Granell
- Departamento de Biotecnología de Cultivos, Instituto de Biología Molecular y Celular de Plantas (IBMCP), Consejo Superior de Investigaciones Científicas (CSIC) – Universitat Politécnica de Valéncia (UPV), Valencia, Spain
- *Correspondence: Antonio Granell,
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