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Banegas-Luna AJ, Imbernón B, Llanes Castro A, Pérez-Garrido A, Cerón-Carrasco JP, Gesing S, Merelli I, D'Agostino D, Pérez-Sánchez H. Advances in distributed computing with modern drug discovery. Expert Opin Drug Discov 2018; 14:9-22. [PMID: 30484337 DOI: 10.1080/17460441.2019.1552936] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
INTRODUCTION Computational chemistry dramatically accelerates the drug discovery process and high-performance computing (HPC) can be used to speed up the most expensive calculations. Supporting a local HPC infrastructure is both costly and time-consuming, and, therefore, many research groups are moving from in-house solutions to remote-distributed computing platforms. Areas covered: The authors focus on the use of distributed technologies, solutions, and infrastructures to gain access to HPC capabilities, software tools, and datasets to run the complex simulations required in computational drug discovery (CDD). Expert opinion: The use of computational tools can decrease the time to market of new drugs. HPC has a crucial role in handling the complex algorithms and large volumes of data required to achieve specificity and avoid undesirable side-effects. Distributed computing environments have clear advantages over in-house solutions in terms of cost and sustainability. The use of infrastructures relying on virtualization reduces set-up costs. Distributed computing resources can be difficult to access, although web-based solutions are becoming increasingly available. There is a trade-off between cost-effectiveness and accessibility in using on-demand computing resources rather than free/academic resources. Graphics processing unit computing, with its outstanding parallel computing power, is becoming increasingly important.
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Affiliation(s)
- Antonio Jesús Banegas-Luna
- a Bioinformatics and High Performance Computing Research Group (BIO-HPC) , Universidad Católica de Murcia (UCAM) , Murcia , Spain
| | - Baldomero Imbernón
- a Bioinformatics and High Performance Computing Research Group (BIO-HPC) , Universidad Católica de Murcia (UCAM) , Murcia , Spain
| | - Antonio Llanes Castro
- a Bioinformatics and High Performance Computing Research Group (BIO-HPC) , Universidad Católica de Murcia (UCAM) , Murcia , Spain
| | - Alfonso Pérez-Garrido
- a Bioinformatics and High Performance Computing Research Group (BIO-HPC) , Universidad Católica de Murcia (UCAM) , Murcia , Spain
| | - José Pedro Cerón-Carrasco
- a Bioinformatics and High Performance Computing Research Group (BIO-HPC) , Universidad Católica de Murcia (UCAM) , Murcia , Spain
| | - Sandra Gesing
- b Center for Research Computing , University of Notre Dame , Notre Dame , IN , USA
| | - Ivan Merelli
- c Institute for Biomedical Technologies , National Research Council of Italy , Segrate (Milan) , Italy
| | - Daniele D'Agostino
- d Institute for Applied Mathematics and Information Technologies "E. Magenes" , National Research Council of Italy , Genoa , Italy
| | - Horacio Pérez-Sánchez
- a Bioinformatics and High Performance Computing Research Group (BIO-HPC) , Universidad Católica de Murcia (UCAM) , Murcia , Spain
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Soleilhac E, Brillet-Guéguen L, Roussel V, Prudent R, Touquet B, Dass S, Aci-Sèche S, Kasam V, Barette C, Imberty A, Breton V, Vantard M, Horvath D, Botté C, Tardieux I, Roy S, Maréchal E, Lafanechère L. Specific Targeting of Plant and Apicomplexa Parasite Tubulin through Differential Screening Using In Silico and Assay-Based Approaches. Int J Mol Sci 2018; 19:ijms19103085. [PMID: 30304836 PMCID: PMC6213459 DOI: 10.3390/ijms19103085] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2018] [Revised: 10/02/2018] [Accepted: 10/04/2018] [Indexed: 02/08/2023] Open
Abstract
Dinitroanilines are chemical compounds with high selectivity for plant cell α-tubulin in which they promote microtubule depolymerization. They target α-tubulin regions that have diverged over evolution and show no effect on non-photosynthetic eukaryotes. Hence, they have been used as herbicides over decades. Interestingly, dinitroanilines proved active on microtubules of eukaryotes deriving from photosynthetic ancestors such as Toxoplasma gondii and Plasmodium falciparum, which are responsible for toxoplasmosis and malaria, respectively. By combining differential in silico screening of virtual chemical libraries on Arabidopsis thaliana and mammal tubulin structural models together with cell-based screening of chemical libraries, we have identified dinitroaniline related and non-related compounds. They inhibit plant, but not mammalian tubulin assembly in vitro, and accordingly arrest A. thaliana development. In addition, these compounds exhibit a moderate cytotoxic activity towards T. gondii and P. falciparum. These results highlight the potential of novel herbicidal scaffolds in the design of urgently needed anti-parasitic drugs.
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Affiliation(s)
- Emmanuelle Soleilhac
- Institut de Biosciences et Biotechnologies de Grenoble (BIG), Université Grenoble Alpes, CEA, INSERM, BGE U1038, CEA-Grenoble, 17 rue des Martyrs, 38000 Grenoble, France.
| | - Loraine Brillet-Guéguen
- Institut de Biosciences et Biotechnologies de Grenoble (BIG), Université Grenoble Alpes, CEA, INSERM, BGE U1038, CEA-Grenoble, 17 rue des Martyrs, 38000 Grenoble, France.
- Sorbonne Université, CNRS, Integrative Biology of Marine Models (LBI2M), Station Biologique de Roscoff (SBR), 29680 Roscoff, France.
| | - Véronique Roussel
- Institut de Biosciences et Biotechnologies de Grenoble (BIG), Université Grenoble Alpes, CEA, INSERM, BGE U1038, CEA-Grenoble, 17 rue des Martyrs, 38000 Grenoble, France.
- Laboratoire de Physiologie Cellulaire Végétale, Unité Mixte de Recherches 5168 CNRS, CEA, INRA, Institut de Biosciences et Biotechnologies de Grenoble (BIG), Université Grenoble Alpes, CEA-Grenoble, 17 rue des Martyrs, 38000 Grenoble, France.
| | - Renaud Prudent
- Institute for Advanced Biosciences (IAB), Team Regulation and Pharmacology of the Cytoskeleton, INSERM U1209, CNRS UMR5309, Université Grenoble Alpes, 38000 Grenoble, France.
| | - Bastien Touquet
- Institute for Advanced Biosciences (IAB), Team Membrane and Cell Dynamics of Host Parasite Interactions, INSERM U1209, CNRS UMR5309, Université Grenoble Alpes, 38000 Grenoble, France.
| | - Sheena Dass
- Institute for Advanced Biosciences (IAB), Team ApicoLipid, CNRS UMR5309, Université Grenoble Alpes, INSERM U1209, 38000 Grenoble, France.
| | - Samia Aci-Sèche
- Institut de Chimie Organique et Analytique (ICOA), UMR7311 CNRS-Université d'Orléans, Université d'Orléans, 45067 Orléans CEDEX 2, France.
| | - Vinod Kasam
- Laboratoire de Physique de Clermont, Université Clermont Auvergne, CNRS/IN2P3, UMR6533, 4 Avenue Blaise Pascal TSA 60026, CS 60026 63178 Aubière CEDEX, France.
| | - Caroline Barette
- Institut de Biosciences et Biotechnologies de Grenoble (BIG), Université Grenoble Alpes, CEA, INSERM, BGE U1038, CEA-Grenoble, 17 rue des Martyrs, 38000 Grenoble, France.
| | - Anne Imberty
- Centre de Recherche sur les Macromolécules Végétales, Université Grenoble Alpes, CNRS, 38000 Grenoble, France.
| | - Vincent Breton
- Laboratoire de Physique de Clermont, Université Clermont Auvergne, CNRS/IN2P3, UMR6533, 4 Avenue Blaise Pascal TSA 60026, CS 60026 63178 Aubière CEDEX, France.
| | - Marylin Vantard
- Laboratoire de Physiologie Cellulaire Végétale, Unité Mixte de Recherches 5168 CNRS, CEA, INRA, Institut de Biosciences et Biotechnologies de Grenoble (BIG), Université Grenoble Alpes, CEA-Grenoble, 17 rue des Martyrs, 38000 Grenoble, France.
- Grenoble Institut des Neurosciences; Inserm U1216; Université Grenoble Alpes, 38000 Grenoble, France.
| | - Dragos Horvath
- Laboratoire de Chemoinformatique, UMR7140 CNRS-Université de Strasbourg, 4 rue Blaise Pascal, 67000 Strasbourg, France.
| | - Cyrille Botté
- Institute for Advanced Biosciences (IAB), Team ApicoLipid, CNRS UMR5309, Université Grenoble Alpes, INSERM U1209, 38000 Grenoble, France.
| | - Isabelle Tardieux
- Institute for Advanced Biosciences (IAB), Team Membrane and Cell Dynamics of Host Parasite Interactions, INSERM U1209, CNRS UMR5309, Université Grenoble Alpes, 38000 Grenoble, France.
| | - Sylvaine Roy
- Institut de Biosciences et Biotechnologies de Grenoble (BIG), Université Grenoble Alpes, CEA, INSERM, BGE U1038, CEA-Grenoble, 17 rue des Martyrs, 38000 Grenoble, France.
- Laboratoire de Physiologie Cellulaire Végétale, Unité Mixte de Recherches 5168 CNRS, CEA, INRA, Institut de Biosciences et Biotechnologies de Grenoble (BIG), Université Grenoble Alpes, CEA-Grenoble, 17 rue des Martyrs, 38000 Grenoble, France.
| | - Eric Maréchal
- Laboratoire de Physiologie Cellulaire Végétale, Unité Mixte de Recherches 5168 CNRS, CEA, INRA, Institut de Biosciences et Biotechnologies de Grenoble (BIG), Université Grenoble Alpes, CEA-Grenoble, 17 rue des Martyrs, 38000 Grenoble, France.
| | - Laurence Lafanechère
- Institute for Advanced Biosciences (IAB), Team Regulation and Pharmacology of the Cytoskeleton, INSERM U1209, CNRS UMR5309, Université Grenoble Alpes, 38000 Grenoble, France.
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