Computational Metabolomics-A Field at the Boundaries of Cheminformatics

Total Page:16

File Type:pdf, Size:1020Kb

Computational Metabolomics-A Field at the Boundaries of Cheminformatics Steinbeck et al. Journal of Cheminformatics 2011, 3(Suppl 1):O6 http://www.jcheminf.com/content/3/S1/O6 ORALPRESENTATION Open Access Computational metabolomics–a field at the boundaries of cheminformatics and bioinformatics Christoph Steinbeck*, Stefan Kuhn, Kalai Vanii Jayaseelan, Pablo Moreno From 6th German Conference on Chemoinformatics, GCC 2010 Goslar, Germany. 7-9 November 2010 Metabolomics studies the occurrence and change of Published: 19 April 2011 concentrations of small molecular weight chemical com- References pounds (metabolites) in organisms, organs, tissues, cells 1. Kuhn S, Egert B, Neumann S, Steinbeck C: Building blocks for automated and ultimately cell compartments in the context of elucidation of metabolites: Machine learning methods for NMR. BMC environmental changes, disease or other boundary con- Bioinformatics 2008, 9:400. 2. Kuhn S, Murray-Rust P, Lancashire RJ, Rzepa H, Helmus T, Steinbeck C, ditions. It does this by means of spectroscopic and chro- Willighagen E: Chemical Markup, XML, and the World Wide Web: matographic techniques and by observing at once not CMLSpect, an XML vocabulary for spectral data. J Chem Inf Comput Sci only a few but all compounds visible to the particular 2007, 47:2015-2034. 3. Steinbeck C, Kuhn S: NMRShiftDB - compound identification and technique used. As such, it is not only the third large structure elucidation support through a free community-build web Omics area of research next to Genomics and Proteo- database. Phytochemistry 2004, 65:2711-2717. mics, but also a field at the boundary between chemistry doi:10.1186/1758-2946-3-S1-O6 and biology, helping to answer biological questions Cite this article as: Steinbeck et al.: Computational metabolomics–a field using analytical chemistry and cheminformatics at the boundaries of cheminformatics and bioinformatics. Journal of Cheminformatics techniques. 2011 3(Suppl 1):O6. This talk gives an overview about the field of Metabo- lomics and the challenges we face with respect to com- puting, informatics as well as chemical information aspects of metabolomics, including the analysis of meta- bolomics experiments, metabolomics databases, compu- ter-assisted structure elucidation of metabolites and more. We give examples from our own research where we have for instance used machine learning techniques to predict NMR spectra of biological metabolites and applied those in computer-assisted structure elucidation Publish with ChemistryCentral and every systems for metabolites [1-3] – a classical area of che- scientist can read your work free of charge minformatics which is now seeing a renaissance in the Open access provides opportunities to our context of metabolomics. We further outline the data- colleagues in other parts of the globe, by allowing collection challenges currently being address by the anyone to view the content free of charge. development of the MetaboLights database in our group W. Jeffery Hurst, The Hershey Company. at the European Bioinformatics Institute. available free of charge to the entire scientific community peer reviewed and published immediately upon acceptance cited in PubMed and archived on PubMed Central * Correspondence: [email protected] yours you keep the copyright Cheminformatics and Metabolism Group, European Bioinformatics Institute Submit your manuscript here: (EBI), Cambridge, CB10 1SD, UK http://www.chemistrycentral.com/manuscript/ © 2011 Steinbeck et al; licensee BioMed Central Ltd. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited..
Recommended publications
  • Open Data, Open Source, and Open Standards in Chemistry: the Blue Obelisk Five Years On" Journal of Cheminformatics Vol
    Oral Roberts University Digital Showcase College of Science and Engineering Faculty College of Science and Engineering Research and Scholarship 10-14-2011 Open Data, Open Source, and Open Standards in Chemistry: The lueB Obelisk five years on Andrew Lang Noel M. O'Boyle Rajarshi Guha National Institutes of Health Egon Willighagen Maastricht University Samuel Adams See next page for additional authors Follow this and additional works at: http://digitalshowcase.oru.edu/cose_pub Part of the Chemistry Commons Recommended Citation Andrew Lang, Noel M O'Boyle, Rajarshi Guha, Egon Willighagen, et al.. "Open Data, Open Source, and Open Standards in Chemistry: The Blue Obelisk five years on" Journal of Cheminformatics Vol. 3 Iss. 37 (2011) Available at: http://works.bepress.com/andrew-sid-lang/ 19/ This Article is brought to you for free and open access by the College of Science and Engineering at Digital Showcase. It has been accepted for inclusion in College of Science and Engineering Faculty Research and Scholarship by an authorized administrator of Digital Showcase. For more information, please contact [email protected]. Authors Andrew Lang, Noel M. O'Boyle, Rajarshi Guha, Egon Willighagen, Samuel Adams, Jonathan Alvarsson, Jean- Claude Bradley, Igor Filippov, Robert M. Hanson, Marcus D. Hanwell, Geoffrey R. Hutchison, Craig A. James, Nina Jeliazkova, Karol M. Langner, David C. Lonie, Daniel M. Lowe, Jerome Pansanel, Dmitry Pavlov, Ola Spjuth, Christoph Steinbeck, Adam L. Tenderholt, Kevin J. Theisen, and Peter Murray-Rust This article is available at Digital Showcase: http://digitalshowcase.oru.edu/cose_pub/34 Oral Roberts University From the SelectedWorks of Andrew Lang October 14, 2011 Open Data, Open Source, and Open Standards in Chemistry: The Blue Obelisk five years on Andrew Lang Noel M O'Boyle Rajarshi Guha, National Institutes of Health Egon Willighagen, Maastricht University Samuel Adams, et al.
    [Show full text]
  • Open Data, Open Source and Open Standards in Chemistry: the Blue Obelisk five Years On
    Open Data, Open Source and Open Standards in chemistry: The Blue Obelisk ¯ve years on Noel M O'Boyle¤1 , Rajarshi Guha2 , Egon L Willighagen3 , Samuel E Adams4 , Jonathan Alvarsson5 , Richard L Apodaca6 , Jean-Claude Bradley7 , Igor V Filippov8 , Robert M Hanson9 , Marcus D Hanwell10 , Geo®rey R Hutchison11 , Craig A James12 , Nina Jeliazkova13 , Andrew SID Lang14 , Karol M Langner15 , David C Lonie16 , Daniel M Lowe4 , J¶er^omePansanel17 , Dmitry Pavlov18 , Ola Spjuth5 , Christoph Steinbeck19 , Adam L Tenderholt20 , Kevin J Theisen21 , Peter Murray-Rust4 1Analytical and Biological Chemistry Research Facility, Cavanagh Pharmacy Building, University College Cork, College Road, Cork, Co. Cork, Ireland 2NIH Center for Translational Therapeutics, 9800 Medical Center Drive, Rockville, MD 20878, USA 3Division of Molecular Toxicology, Institute of Environmental Medicine, Nobels vaeg 13, Karolinska Institutet, 171 77 Stockholm, Sweden 4Unilever Centre for Molecular Sciences Informatics, Department of Chemistry, University of Cambridge, Lens¯eld Road, CB2 1EW, UK 5Department of Pharmaceutical Biosciences, Uppsala University, Box 591, 751 24 Uppsala, Sweden 6Metamolecular, LLC, 8070 La Jolla Shores Drive #464, La Jolla, CA 92037, USA 7Department of Chemistry, Drexel University, 32nd and Chestnut streets, Philadelphia, PA 19104, USA 8Chemical Biology Laboratory, Basic Research Program, SAIC-Frederick, Inc., NCI-Frederick, Frederick, MD 21702, USA 9St. Olaf College, 1520 St. Olaf Ave., North¯eld, MN 55057, USA 10Kitware, Inc., 28 Corporate Drive, Clifton Park, NY 12065, USA 11Department of Chemistry, University of Pittsburgh, 219 Parkman Avenue, Pittsburgh, PA 15260, USA 12eMolecules Inc., 380 Stevens Ave., Solana Beach, California 92075, USA 13Ideaconsult Ltd., 4.A.Kanchev str., So¯a 1000, Bulgaria 14Department of Engineering, Computer Science, Physics, and Mathematics, Oral Roberts University, 7777 S.
    [Show full text]
  • On the Redundancy of Natural Products Public Databases and Where to Find Data in 2020 - a Review on Natural Products Databases
    Preprints (www.preprints.org) | NOT PEER-REVIEWED | Posted: 25 December 2019 doi:10.20944/preprints201912.0332.v1 On the redundancy of natural products public databases and where to find data in 2020 - a review on natural products databases Dr. Maria Sorokina (ORCID 0000-0001-9359-7149) ​ ​ Prof. Dr. Christoph Steinbeck (ORCID 0000-0001-6966-0814) ​ ​ Institute for Inorganic and Analytical Chemistry Friedrich-Schiller-University Lessingstr. 8 07743 Jena Abstract Natural products (NPs) have been the centre of attention of the scientific community in the last decencies and the interest around them continues to grow incessantly. As a consequence, in the last 20 years, there was a rapid multiplication of various databases and collections as generalistic or thematic resources for NP information. In this review, we establish a complete overview of these resources, and the numbers are overwhelming: over 120 different NP databases and collections were published and re-used since 2000. 98 of them are still somehow accessible and only 50 are open access. The latter include not only databases but also big collections of NPs published as supplementary material in scientific publications and collections that were backed up in the ZINC database for commercially-available compounds. Some databases, even published relatively recently are already not accessible anymore, which leads to a dramatic loss of data on NPs. The data sources are presented in this manuscript, together with the comparison of the content of open ones. With this review, we also compiled the open-access natural compounds in one single dataset a COlleCtion of Open NatUral producTs (COCONUT), which is available on Zenodo and contains structures and sparse annotations for over 400000 non-redundant NPs, which makes it the biggest open collection of NPs available to this date.
    [Show full text]
  • Cheminformatics for Genome-Scale Metabolic Reconstructions
    CHEMINFORMATICS FOR GENOME-SCALE METABOLIC RECONSTRUCTIONS John W. May European Molecular Biology Laboratory European Bioinformatics Institute University of Cambridge Homerton College A thesis submitted for the degree of Doctor of Philosophy June 2014 Declaration This thesis is the result of my own work and includes nothing which is the outcome of work done in collaboration except where specifically indicated in the text. This dissertation is not substantially the same as any I have submitted for a degree, diploma or other qualification at any other university, and no part has already been, or is currently being submitted for any degree, diploma or other qualification. This dissertation does not exceed the specified length limit of 60,000 words as defined by the Biology Degree Committee. This dissertation has been typeset using LATEX in 11 pt Palatino, one and half spaced, according to the specifications defined by the Board of Graduate Studies and the Biology Degree Committee. June 2014 John W. May to Róisín Acknowledgements This work was carried out in the Cheminformatics and Metabolism Group at the European Bioinformatics Institute (EMBL-EBI). The project was fund- ed by Unilever, the Biotechnology and Biological Sciences Research Coun- cil [BB/I532153/1], and the European Molecular Biology Laboratory. I would like to thank my supervisor, Christoph Steinbeck for his guidance and providing intellectual freedom. I am also thankful to each member of my thesis advisory committee: Gordon James, Julio Saez-Rodriguez, Kiran Patil, and Gos Micklem who gave their time, advice, and guidance. I am thankful to all members of the Cheminformatics and Metabolism Group.
    [Show full text]
  • Data Journals: Incentivizing Data Access and Documentation Within the Scholarly Communication System
    Insights – 33, 2020 Data journals: incentivizing data access and documentation | William H Walters Data journals: incentivizing data access and documentation within the scholarly communication system Data journals provide strong incentives for data creators to verify, document and disseminate their data. They also bring data access and documentation into the mainstream of scholarly communication, rewarding data creators through existing mechanisms of peer-reviewed publication and citation tracking. These same advantages are not generally associated with data repositories, or with conventional journals’ data-sharing mandates. This article describes the unique advantages of data journals. It also examines the data journal landscape, presenting the characteristics of 13 data journals in the fields of biology, environmental science, chemistry, medicine and health sciences. These journals vary considerably in size, scope, publisher characteristics, length of data reports, data hosting policies, time from submission to first decision, article processing charges, bibliographic index coverage and citation impact. They are similar, however, in their peer review criteria, their open access license terms and the characteristics of their editorial boards. Keywords data journals; data repositories; incentives; open access; open data Introduction The benefits of free, unmediated access to research data are widely acknowledged, especially in the life sciences. Despite mandates from both funding agencies and publishers, however, open data initiatives
    [Show full text]
  • Jonathan BISSON
    Jonathan BISSON Humans and Natural Products interaction Development of methods, software and databases for Natural Products research � bjonnh.net � linkedin.com/in/jonathanbisson � github.com/bjonnh �orcid.org/0000-0003-1640-9989 My main interest is the study of the interaction between Natural Products and Humans. My main objective is to make sense and make available the ideas, data and materials collected and created by Humans. To that end, I am developing an ontology that allows re- searchers and data analysts to use a common language to express ideas and concepts. The other aspect of my work is more traditional and consists in the discovery of new antibiotics against Tuberculosis and ESKAPE pathogens using mass-spectrometry and advanced data-analysis. � EDUCATION 2012 PhD Biology-Chemistry Interface, UNIVERSITY OF BORDEAUX, France 2009 First class honours, cum laude. Jury: Dr. Françoise Guéritte, Pr. Alain Berthod, Pr. Marcel Hibert, Pr. Philippe Jeandet, Patrice André, Pr. Jean-Michel Mérillon Director: Dr. Pierre Waffo-Téguo CPC NMR MS PYTHON LATEX PHYTOCHEMISTRY 2009 Master’s and Postgraduate’s Chemistry-Biology-Physics Interface, UNIVERSITY OF BORDEAUX, France 2004 Ranked 1st. NMR MS PHYTOCHEMISTRY BIOCHEMISTRY 2004 Associate Degree in industrial electrical engineering, LYCÉE GUSTAVE EIFFEL, Bordeaux, France 2003 Honorable mention. AUTOMATISM ELECTRICAL ENGINEERING � RESEARCH EXPERIENCE Today Visiting Research Assistant Professor, UNIVERSITY OF ILLINOIS AT CHICAGO, U.S.A. 2018 Digital Pharmacognosy, development of computational
    [Show full text]
  • Grid Workflow Workshop 2011
    Grid Workflow Workshop 2011 GWW 2011 MoSGrid: Progress of Workflow driven Chemical Simulations Georg Birkenheuer1∗, Dirk Blunk2, Sebastian Breuers2, Andre´ Brinkmann1, Gregor Fels3, Sandra Gesing4, Richard Grunzke5, Sonja Herres-Pawlis6, Oliver Kohlbacher4, Jens Kruger¨ 3, Ulrich Lang7, Lars Packschies7, Ralph Muller-Pfefferkorn¨ 5, Patrick Schafer¨ 8, Johannes Schuster1, Thomas Steinke8, Klaus-Dieter Warzecha7, and Martin Wewior7 1Paderborn Center for Parallel Computing, Universitat¨ Paderborn. 2Department fur¨ Chemie, Universitat¨ zu Koln.¨ 3Department Chemie, Universitat¨ Paderborn. 4Zentrum fur¨ Bioinformatik, Eberhard-Karls-Universitat¨ Tubingen.¨ 5Zentrum fur¨ Informationsdienste und Hochleistungsrechnen, Technische Universitat¨ Dresden. 6Fakultat¨ Chemie, Technische Universitat¨ Dortmund. 7Regionales Rechenzentrum, Universitat¨ zu Koln.¨ 8Konrad-Zuse-Institut fur¨ Informationstechnik Berlin. ABSTRACT Parallel to the extension of WS-PGRADE and gUSE for generic Motivation: Web-based access to computational chemistry grid workflows, MoSGrid started to implement intuitive portlets for the resources has proven to be a viable approach to simplify the use orchestration of specific workflows. The workflow application for of simulation codes. The introduction of recipes allows to reuse Molecular Dynamics is described in Section 3, followed by the already developed chemical workflows. By this means, workflows workflow application for Quantum Mechanics in Section 4. Section for recurring basic compute jobs can be provided for daily services. 5 covers the distributed data management for the workflow systems. Nevertheless, the same platform has to be open for active workflow development by experienced users. This paper provides an overview of recent developments of the MoSGrid project on providing tools and instruments for building workflow recipes. 2 THE WORKFLOW-ENABLED GRID PORTAL IN Contact: [email protected] MOSGRID The MoSGrid portal is developed on top of WS-PGRADE [3, 4], a workflow-enabled grid portal.
    [Show full text]
  • Herman Skolnik Award Symposium Honoring Henry Rzepa and Peter Murray-Rust ACS National Meeting, Philadelphia, PA, August 21, 2012
    Herman Skolnik Award Symposium Honoring Henry Rzepa and Peter Murray-Rust ACS National Meeting, Philadelphia, PA, August 21, 2012 A report by Wendy Warr ([email protected]) for the ACS CINF Chemical Information Bulletin Introduction This one-day symposium was remarkable for its record number of speakers (23 in all, plus one withdrawn and one replaced by a demonstration). Despite the number of performers, and some unfortunate technical faults, the whole event proceeded on schedule and without serious mishap. Henry Rzepa’s own talk was an opening scene-setter. He told a 1992 tale of some molecular orbitals explaining the course of a chemical reaction in 1992. The color diagram of these lacked semantics, and when it had been sent by fax to Bangor, it even lost its color. Months later the work was published,1 but the supporting information (SI) is not available for this article, and even if it were available electronically, would it be usable? So, how can it be mined for useful data or used as the starting point for further investigation? By 1994 Henry and his colleagues had recognized the opportunities presented by the World Wide Web.2,3 The data for a later article4 do survive in the form of Quicktime and MPEG animations on the Imperial College Gopher+ server but they are semantically poor, i.e., they are interpretable by humans but not by computer. The X-ray crystallography data are locatable using the proprietary identifier HEHXIB allocated by the Cambridge Crystallographic Data Center. Open identifiers such as the IUPAC International Chemical Identifier, InChI, are preferable.
    [Show full text]
  • Download the Source Code and Functionality by Adding Shell Commands
    BMC Bioinformatics BioMed Central Software Open Access Bioclipse: an open source workbench for chemo- and bioinformatics Ola Spjuth*1, Tobias Helmus2, Egon L Willighagen2, Stefan Kuhn2, Martin Eklund1, Johannes Wagener3, Peter Murray-Rust4, Christoph Steinbeck2 and Jarl ES Wikberg1 Address: 1Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden, 2Cologne University Bioinformatics Center, Cologne University, Cologne, Germany, 3Johannes Wagener, Gabelsbergerstr. 58a, 80333 Munich, Germany and 4Department of Chemistry, Unilever Centre for Molecular Informatics, University of Cambridge, Cambridge, UK Email: Ola Spjuth* - [email protected]; Tobias Helmus - [email protected]; Egon L Willighagen - [email protected]; Stefan Kuhn - [email protected]; Martin Eklund - [email protected]; Johannes Wagener - [email protected] muenchen.de; Peter Murray-Rust - [email protected]; Christoph Steinbeck - [email protected]; Jarl ES Wikberg - [email protected] * Corresponding author Published: 22 February 2007 Received: 1 December 2006 Accepted: 22 February 2007 BMC Bioinformatics 2007, 8:59 doi:10.1186/1471-2105-8-59 This article is available from: http://www.biomedcentral.com/1471-2105/8/59 © 2007 Spjuth et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Abstract Background: There is a need for software applications that provide users with a complete and extensible toolkit for chemo- and bioinformatics accessible from a single workbench. Commercial packages are expensive and closed source, hence they do not allow end users to modify algorithms and add custom functionality.
    [Show full text]
  • Bioclipse: an Open Source Workbench for Chemo- and Bioinformatics
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ist of Papers This thesis is based on the following papers, which are referred to in the text by their Roman numerals. I Spjuth, O., Helmus, T., Willighagen, E.L., Kuhn, S., Eklund, M., Wagener J., Murray-Rust, P., Steinbeck, C., and Wikberg, J.E.S. Bioclipse: An open source workbench for chemo- and bioinformatics. BMC Bioinformatics 2007, 8:59. II Wagener, J., Spjuth, O., Willighagen, E.L., and Wikberg J.E.S. XMPP for cloud computing in bioinformatics supporting discovery and
    [Show full text]
  • Processing and Analysis of Metabolomics
    GigaScience, 8, 2019, 1–12 doi: 10.1093/gigascience/giy149 Advance Access Publication Date: 7 December 2018 Technical Note TECHNICAL NOTE Downloaded from https://academic.oup.com/gigascience/article-abstract/8/2/giy149/5232984 by guest on 11 February 2020 PhenoMeNal: processing and analysis of metabolomics data in the cloud Kristian Peters 1,*, James Bradbury2,*, Sven Bergmann3,4, Marco Capuccini 5,6, Marta Cascante 7, Pedro de Atauri 7, Timothy M. D. Ebbels9, Carles Foguet 7, Robert Glen 9,10, Alejandra Gonzalez-Beltran 11, Ulrich L. Gunther¨ 12, Evangelos Handakas9, Thomas Hankemeier 14, Kenneth Haug 15, Stephanie Herman 6,16, Petr Holub 17, Massimiliano Izzo 11,DanielJacob 18, David Johnson 11,19, Fabien Jourdan20, Namrata Kale 15, Ibrahim Karaman 21, Bita Khalili3,4, Payam Emami Khonsari 16, Kim Kultima 16, Samuel Lampa 6, Anders Larsson 6,22, Christian Ludwig23, Pablo Moreno 15, Steffen Neumann 1,24,Jon Ander Novella 6,22, Claire O’Donovan 15, Jake T.M. Pearce 9, Alina Peluso 9, Marco Enrico Piras 25, Luca Pireddu 25, Michelle A.C. Reed 12, Philippe Rocca-Serra 11, Pierrick Roger26, Antonio Rosato 27, Rico Rueedi 3,4, Christoph Ruttkies 1, Noureddin Sadawi 8,9, Reza M. Salek 15, Susanna-Assunta Sansone 11, Vitaly Selivanov 7, Ola Spjuth 6, Daniel Schober 1, Etienne A. Thevenot´ 26, Mattia Tomasoni3,4, Merlijn van Rijswijk 13,28, Michael van Vliet 14,MarkR.Viant 2,29,RalfJ.M.Weber 2,29, Gianluigi Zanetti 25 and Christoph Steinbeck 30,* 1Leibniz Institute of Plant Biochemistry, Stress and Developmental Biology, Weinberg 3, 06120 Halle
    [Show full text]
  • Coordination of Standards in Metabolomics
    COordination of Standards in MetabOlomicS (COSMOS): facilitating integrated metabolomics data access Reza Salek, Steffen Neumann, Daniel Schober, Jan Hummel, Kenny Billiau, Joachim Kopka, Elon Correa, Theo Reijmers, Antonio Rosato, Leonardo Tenori, et al. To cite this version: Reza Salek, Steffen Neumann, Daniel Schober, Jan Hummel, Kenny Billiau, et al.. COordina- tion of Standards in MetabOlomicS (COSMOS): facilitating integrated metabolomics data access. Metabolomics, Springer Verlag, 2015, 11 (6), pp.Journal no. 11306. 10.1007/s11306-015-0810-y. hal-01165673 HAL Id: hal-01165673 https://hal.archives-ouvertes.fr/hal-01165673 Submitted on 27 May 2020 HAL is a multi-disciplinary open access L’archive ouverte pluridisciplinaire HAL, est archive for the deposit and dissemination of sci- destinée au dépôt et à la diffusion de documents entific research documents, whether they are pub- scientifiques de niveau recherche, publiés ou non, lished or not. The documents may come from émanant des établissements d’enseignement et de teaching and research institutions in France or recherche français ou étrangers, des laboratoires abroad, or from public or private research centers. publics ou privés. Metabolomics DOI 10.1007/s11306-015-0810-y ORIGINAL ARTICLE COordination of Standards in MetabOlomicS (COSMOS): facilitating integrated metabolomics data access 1,15 2 2 3 Reza M. Salek • Steffen Neumann • Daniel Schober • Jan Hummel • 3 3 10 12 Kenny Billiau • Joachim Kopka • Elon Correa • Theo Reijmers • 4 4,19 4 5 Antonio Rosato • Leonardo Tenori • Paola Turano • Silvia Marin • 6 6 6 7 Catherine Deborde • Daniel Jacob • Dominique Rolin • Benjamin Dartigues • 1 1 8 10 Pablo Conesa • Kenneth Haug • Philippe Rocca-Serra • Steve O’Hagan • 16 12 13 17 Jie Hao • Michael van Vliet • Marko Sysi-Aho • Christian Ludwig • 11 5 16 14,15 Jildau Bouwman • Marta Cascante • Timothy Ebbels • Julian L.
    [Show full text]