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Zafeiropoulos H, Gioti A, Ninidakis S, Potirakis A, Paragkamian S, Angelova N, Antoniou A, Danis T, Kaitetzidou E, Kasapidis P, Kristoffersen JB, Papadogiannis V, Pavloudi C, Ha QV, Lagnel J, Pattakos N, Perantinos G, Sidirokastritis D, Vavilis P, Kotoulas G, Manousaki T, Sarropoulou E, Tsigenopoulos CS, Arvanitidis C, Magoulas A, Pafilis E. 0s and 1s in marine molecular research: a regional HPC perspective. Gigascience 2021; 10:6353916. [PMID: 34405237 PMCID: PMC8371273 DOI: 10.1093/gigascience/giab053] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Revised: 07/07/2021] [Accepted: 07/20/2021] [Indexed: 01/23/2023] Open
Abstract
High-performance computing (HPC) systems have become indispensable for modern marine research, providing support to an increasing number and diversity of users. Pairing with the impetus offered by high-throughput methods to key areas such as non-model organism studies, their operation continuously evolves to meet the corresponding computational challenges. Here, we present a Tier 2 (regional) HPC facility, operating for over a decade at the Institute of Marine Biology, Biotechnology, and Aquaculture of the Hellenic Centre for Marine Research in Greece. Strategic choices made in design and upgrades aimed to strike a balance between depth (the need for a few high-memory nodes) and breadth (a number of slimmer nodes), as dictated by the idiosyncrasy of the supported research. Qualitative computational requirement analysis of the latter revealed the diversity of marine fields, methods, and approaches adopted to translate data into knowledge. In addition, hardware and software architectures, usage statistics, policy, and user management aspects of the facility are presented. Drawing upon the last decade's experience from the different levels of operation of the Institute of Marine Biology, Biotechnology, and Aquaculture HPC facility, a number of lessons are presented; these have contributed to the facility's future directions in light of emerging distribution technologies (e.g., containers) and Research Infrastructure evolution. In combination with detailed knowledge of the facility usage and its upcoming upgrade, future collaborations in marine research and beyond are envisioned.
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Affiliation(s)
- Haris Zafeiropoulos
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece.,Department of Biology, University of Crete, Voutes University Campus, P.O. Box 2208, 70013, Heraklion, Crete, Greece
| | - Anastasia Gioti
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Stelios Ninidakis
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Antonis Potirakis
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Savvas Paragkamian
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece.,Department of Biology, University of Crete, Voutes University Campus, P.O. Box 2208, 70013, Heraklion, Crete, Greece
| | - Nelina Angelova
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Aglaia Antoniou
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Theodoros Danis
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece.,School of Medicine, University of Crete, Voutes University Campus, 70013 Heraklion, Crete, Greece
| | - Eliza Kaitetzidou
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Panagiotis Kasapidis
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Jon Bent Kristoffersen
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Vasileios Papadogiannis
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Christina Pavloudi
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Quoc Viet Ha
- Bull SAS, Rue du Gros Caillou, 78340 Les Clayes-sous-Bois, France
| | - Jacques Lagnel
- Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement, UR1052, Génétique et Amélioration des Fruits et Légumes, 67 Allée des Chênes, Centre de Recherche Provence-Alpes-Côte d'Azur, Domaine Saint Maurice, CS60094, 84143 Montfavet Cedex, France
| | - Nikos Pattakos
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Giorgos Perantinos
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Dimitris Sidirokastritis
- Hellenic Centre for Marine Research, Network Operation Center, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Panagiotis Vavilis
- Hellenic Centre for Marine Research, Network Operation Center, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Georgios Kotoulas
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Tereza Manousaki
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Elena Sarropoulou
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Costas S Tsigenopoulos
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Christos Arvanitidis
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece.,LifeWatch European Research Infrastructure Consortium, Sector II-III Plaza de España, 41071, Seville, Spain
| | - Antonios Magoulas
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
| | - Evangelos Pafilis
- Hellenic Centre for Marine Research, Institute of Marine Biology, Biotechnology and Aquaculture, Former U.S. Base of Gournes, P.O. Box 2214, 71003, Heraklion, Crete, Greece
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Nikolaivits E, Siaperas R, Agrafiotis A, Ouazzani J, Magoulas A, Gioti Α, Topakas E. Functional and transcriptomic investigation of laccase activity in the presence of PCB29 identifies two novel enzymes and the multicopper oxidase repertoire of a marine-derived fungus. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 775:145818. [PMID: 33631558 DOI: 10.1016/j.scitotenv.2021.145818] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/13/2020] [Revised: 02/04/2021] [Accepted: 02/08/2021] [Indexed: 06/12/2023]
Abstract
Polychlorinated biphenyls (PCBs) are persistent organic pollutants (POPs), that can be detected in a variety of environments including the human body, adversely affecting global health. Bioremediation is an emerging field for the detoxification and removal of environmental pollutants, with novel biocatalysts appropriate for this task being in high demand. In this study, a biobank of novel fungal strains isolated as symbionts of marine invertebrates was screened for their ability to remove 2,4,5-trichlorobiphenyl (PCB29). The most efficient strains were studied further for their ability to express laccase activity, the most commonly associated extracellular activity involved in the removal of aromatic pollutants and encoded in fungi by the enzymatic class of multicopper oxidases (MCOs). The strain expressing the highest laccase activity, Cladosporium sp. TM138-S3, was cultivated in the presence of copper ions in a 12 L bioreactor and two enzymes exhibiting laccase activity were isolated from the culture broth through ion-exchange chromatography. The two enzymes, Lac1 and Lac2, were biochemically characterized and showed similar characteristics, although an improved ability to remove PCB29 (up to 71.2%) was observed for Lac2 in the presence of mediators. In parallel, we performed RNAseq of the strain growing in presence and absence of PCB29 and reconstructed its transcriptome assembly. Functional annotation allowed identifying the MCO repertoire of the fungus, consisting of 13 enzymes. Phylogenetic analysis of Ascomycete MCOs further allowed classifying these enzymes, revealing the diversity of laccase activities in Cladosporium sp. TM138-S3.
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Affiliation(s)
- Efstratios Nikolaivits
- Industrial Biotechnology & Biocatalysis Group, Biotechnology Laboratory, School of Chemical Engineering, National Technical University of Athens, Athens, Greece
| | - Romanos Siaperas
- Industrial Biotechnology & Biocatalysis Group, Biotechnology Laboratory, School of Chemical Engineering, National Technical University of Athens, Athens, Greece
| | - Andreas Agrafiotis
- Industrial Biotechnology & Biocatalysis Group, Biotechnology Laboratory, School of Chemical Engineering, National Technical University of Athens, Athens, Greece
| | - Jamal Ouazzani
- Institut de Chimie des Substances Naturelles, ICSN, CNRS, Gif sur Yvette, France
| | - Antonios Magoulas
- Institute of Marine Biology, Biotechnology and Aquaculture, Hellenic Centre for Marine Research, Heraklion, Greece
| | - Αnastasia Gioti
- Institute of Marine Biology, Biotechnology and Aquaculture, Hellenic Centre for Marine Research, Heraklion, Greece
| | - Evangelos Topakas
- Industrial Biotechnology & Biocatalysis Group, Biotechnology Laboratory, School of Chemical Engineering, National Technical University of Athens, Athens, Greece.
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