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Walker TWN, Schrodt F, Allard PM, Defossez E, Jassey VEJ, Schuman MC, Alexander JM, Baines O, Baldy V, Bardgett RD, Capdevila P, Coley PD, van Dam NM, David B, Descombes P, Endara MJ, Fernandez C, Forrister D, Gargallo-Garriga A, Glauser G, Marr S, Neumann S, Pellissier L, Peters K, Rasmann S, Roessner U, Salguero-Gómez R, Sardans J, Weckwerth W, Wolfender JL, Peñuelas J. Leaf metabolic traits reveal hidden dimensions of plant form and function. SCIENCE ADVANCES 2023; 9:eadi4029. [PMID: 37647404 PMCID: PMC10468135 DOI: 10.1126/sciadv.adi4029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Accepted: 07/28/2023] [Indexed: 09/01/2023]
Abstract
The metabolome is the biochemical basis of plant form and function, but we know little about its macroecological variation across the plant kingdom. Here, we used the plant functional trait concept to interpret leaf metabolome variation among 457 tropical and 339 temperate plant species. Distilling metabolite chemistry into five metabolic functional traits reveals that plants vary on two major axes of leaf metabolic specialization-a leaf chemical defense spectrum and an expression of leaf longevity. Axes are similar for tropical and temperate species, with many trait combinations being viable. However, metabolic traits vary orthogonally to life-history strategies described by widely used functional traits. The metabolome thus expands the functional trait concept by providing additional axes of metabolic specialization for examining plant form and function.
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Affiliation(s)
- Tom W. N. Walker
- Institute of Biology, University of Neuchâtel, 2000 Neuchâtel, Switzerland
- Department of Environmental Systems Science, ETH Zürich, 8092 Zürich, Switzerland
| | - Franziska Schrodt
- School of Geography, University of Nottingham, Nottingham NG7 2RD, UK
| | - Pierre-Marie Allard
- Department of Biology, University of Fribourg, 1700 Fribourg, Switzerland
- School of Pharmaceutical Sciences, University of Geneva, 1211 Geneva, Switzerland
- Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva, 1211 Geneva, Switzerland
| | - Emmanuel Defossez
- Institute of Biology, University of Neuchâtel, 2000 Neuchâtel, Switzerland
| | - Vincent E. J. Jassey
- Laboratoire d’Ecologie Fonctionnelle et Environnement, Université de Toulouse, CNRS, 31062 Toulouse, France
| | - Meredith C. Schuman
- Departments of Geography and Chemistry, University of Zurich, 8057 Zurich, Switzerland
| | - Jake M. Alexander
- Department of Environmental Systems Science, ETH Zürich, 8092 Zürich, Switzerland
| | - Oliver Baines
- School of Geography, University of Nottingham, Nottingham NG7 2RD, UK
- Section for Ecoinformatics and Biodiversity, Department of Biology, Aarhus University, 8000 Aarhus, Denmark
| | - Virginie Baldy
- Aix Marseille Université, Avignon Université, CNRS, IRD, IMBE, Marseille, France
| | - Richard D. Bardgett
- Department of Earth and Environmental Sciences, The University of Manchester, Manchester M13 9PT, UK
| | - Pol Capdevila
- Departament de Biologia Evolutiva, Ecologia i Ciències Ambientals, Facultat de Biologia, Universitat de Barcelona (UB), Barcelona 08028, Spain
- Institut de Recerca de la Biodiversitat (IRBio), Universitat de Barcelona, Barcelona 08028, Spain
| | - Phyllis D. Coley
- School of Biological Sciences, University of Utah, Salt Lake City, UT 84112, USA
| | - Nicole M. van Dam
- Leibniz Institute of Vegetable and Ornamental crops (IGZ), 14979 Großbeeren, Germany
- Institute of Biodiversity, Friedrich Schiller University Jena, 07743 Jena, Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103 Leipzig, Germany
| | - Bruno David
- Green Mission Pierre Fabre, Institut de Recherche Pierre Fabre, 31562 Toulouse, France
| | - Patrice Descombes
- Department of Environmental Systems Science, ETH Zürich, 8092 Zürich, Switzerland
- Ecosystems and Landscape Evolution, Swiss Federal Institute for Forest, Snow and Landscape Research (WSL), 8903 Birmensdorf, Switzerland
- Musée et Jardins botaniques cantonaux, 1007 Lausanne, Switzerland
| | - María-José Endara
- Medio Ambiente y Salud (BIOMAS), Facultad de Ingenierías y Ciencias Aplicadas, Universidad de Las Américas, 170124 Quito, Ecuador
| | - Catherine Fernandez
- Aix Marseille Université, Avignon Université, CNRS, IRD, IMBE, Marseille, France
| | - Dale Forrister
- School of Biological Sciences, University of Utah, Salt Lake City, UT 84112, USA
| | - Albert Gargallo-Garriga
- CSIC, Global Ecology Unit CREAF-CSIC-UAB, 08193 Bellaterra, Catalonia, Spain
- CREAF, 08193 Cerdanyola del Vallès, Catalonia, Spain
- Global Change Research Institute, Czech Academy of Sciences, 603 00 Brno, Czech Republic
| | - Gaëtan Glauser
- Institute of Biology, University of Neuchâtel, 2000 Neuchâtel, Switzerland
| | - Sue Marr
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103 Leipzig, Germany
- Leibniz Institute of Plant Biochemistry, Bioinformatics and Scientific Data, 06120 Halle, Germany
- Institute of Biology/Geobotany and Botanical Garden, Martin Luther University Halle Wittenberg, 06108 Halle, Germany
| | - Steffen Neumann
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103 Leipzig, Germany
- Leibniz Institute of Plant Biochemistry, Bioinformatics and Scientific Data, 06120 Halle, Germany
| | - Loïc Pellissier
- Department of Environmental Systems Science, ETH Zürich, 8092 Zürich, Switzerland
- Ecosystems and Landscape Evolution, Swiss Federal Institute for Forest, Snow and Landscape Research (WSL), 8903 Birmensdorf, Switzerland
| | - Kristian Peters
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103 Leipzig, Germany
- Leibniz Institute of Plant Biochemistry, Bioinformatics and Scientific Data, 06120 Halle, Germany
- Institute of Biology/Geobotany and Botanical Garden, Martin Luther University Halle Wittenberg, 06108 Halle, Germany
| | - Sergio Rasmann
- Institute of Biology, University of Neuchâtel, 2000 Neuchâtel, Switzerland
| | - Ute Roessner
- Research School of Biology, The Australian National University, 2601 Acton, Australia
| | | | - Jordi Sardans
- CSIC, Global Ecology Unit CREAF-CSIC-UAB, 08193 Bellaterra, Catalonia, Spain
- CREAF, 08193 Cerdanyola del Vallès, Catalonia, Spain
| | - Wolfram Weckwerth
- Molecular Systems Biology, Department of Functional and Evolutionary Ecology, 1010 University of Vienna, Vienna, Austria
- Vienna Metabolomics Center, 1010 University of Vienna, Vienna, Austria
| | - Jean-Luc Wolfender
- School of Pharmaceutical Sciences, University of Geneva, 1211 Geneva, Switzerland
- Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva, 1211 Geneva, Switzerland
| | - Josep Peñuelas
- CSIC, Global Ecology Unit CREAF-CSIC-UAB, 08193 Bellaterra, Catalonia, Spain
- CREAF, 08193 Cerdanyola del Vallès, Catalonia, Spain
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Roslan N, Halim KBA, Bunnori NM, Aluwi MFFM, Kassim K, Ngah N. In Silico Study of Thiourea Derivatives as Potential Epidermal Growth Factor Receptor Inhibitors. JOURNAL OF COMPUTATIONAL BIOPHYSICS AND CHEMISTRY 2023; 22:453-472. [DOI: 10.1142/s2737416523500199] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
Abstract
Over the years, the escalation of cancer cases has been linked to the resistance, less selectivity, and toxicity of available anticancer drugs to normal cells. Therefore, continuous efforts are necessary to find new anticancer drugs with high selectivity of epidermal growth factor receptor tyrosine kinase (EGFR-TK) as a therapeutic target. The EGFR-TK protein has a crucial role in cell proliferation and cancer progression. With about 30% of cancer cases involved with the protein, it has piqued the interest as a therapeutic target. The potential of theoretically designed thiourea derivatives as anticancer agents in this report was evaluated against EGFR-TK via in silico techniques, including molecular docking (AutoDock Vina), molecular dynamics simulations (GROMACS), pharmacokinetics, and drug-likeness properties (SwissADME and Molinspiration). New hybrid molecules of the thiourea derivative moiety were designed in this study based on the fragment-based drug discovery and linked with diverse pharmacophoric fragments with reported anticancer potential ([Formula: see text]) and the modification of the methyl position on phenyl ring ([Formula: see text]). These fragments include pyridine, thiophene, furan, pyrrole and styrene groups. Out of 15 compounds, compound 13 displayed the most potent inhibitory activity, with the lowest binding affinity in docking of [Formula: see text]8.7 kcal/mol compared to the positive control erlotinib of [Formula: see text]6.7 kcal/mol. Our molecular dynamics (MD) simulations revealed that molecule 13, comprising styrene and 2-methylphenyl substituents on [Formula: see text] and [Formula: see text], respectively, showed adequate compactness, uniqueness and satisfactory stability. Subsequently, the absorption, distribution, metabolism, excretion and toxicity (ADMET) properties and drug-likeness properties also indicate that this theoretically designed inhibitor ( 13) is less toxic and contains high druggable properties. Thus, compound 13 could be promising against EGFR-TK.
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Affiliation(s)
- Norashikin Roslan
- Department of Chemistry, Kulliyah of Science, International Islamic University Malaysia, Kuantan Campus, Bandar Indera Mahkota, 25200 Kuantan, Pahang, Malaysia
- Research Unit for Bioinformatics & Computational Biology (RUBIC), Kulliyah of Science, International Islamic University Malaysia, Kuantan Campus, Bandar Indera Mahkota, 25200 Kuantan, Pahang, Malaysia
| | - Khairul Bariyyah Abd. Halim
- Department of Biotechnology, Kulliyah of Science, International Islamic University Malaysia, Kuantan Campus, Bandar Indera Mahkota, 25200 Kuantan, Pahang, Malaysia
- Research Unit for Bioinformatics & Computational Biology (RUBIC), Kulliyah of Science, International Islamic University Malaysia, Kuantan Campus, Bandar Indera Mahkota, 25200 Kuantan, Pahang, Malaysia
| | - Noraslinda Muhamad Bunnori
- Department of Biotechnology, Kulliyah of Science, International Islamic University Malaysia, Kuantan Campus, Bandar Indera Mahkota, 25200 Kuantan, Pahang, Malaysia
- Research Unit for Bioinformatics & Computational Biology (RUBIC), Kulliyah of Science, International Islamic University Malaysia, Kuantan Campus, Bandar Indera Mahkota, 25200 Kuantan, Pahang, Malaysia
| | | | - Karimah Kassim
- Institute of Sciences, Universiti Teknologi MARA, Shah Alam, 40450 Shah Alam, Selangor, Malaysia
| | - Nurziana Ngah
- Department of Chemistry, Kulliyah of Science, International Islamic University Malaysia, Kuantan Campus, Bandar Indera Mahkota, 25200 Kuantan, Pahang, Malaysia
- Synthetic and Functional Materials Research Group (SYNTOF), Department of Chemistry, Kulliyyah of Science International Islamic University Malaysia, Kuantan Campus, Bandar Indera Mahkota, 25200 Kuantan Pahang, Malaysia
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