Expert curation for building network-based dynamical models: a case study on atherosclerotic plaque formation

被引:6
作者
Bekkar, Amel [1 ]
Estreicher, Anne [2 ]
Niknejad, Anne [1 ,2 ]
Casals-Casas, Cristina [2 ]
Bridge, Alan [2 ]
Xenarios, Ioannis [1 ,2 ]
Dorier, Julien [1 ]
Crespo, Isaac [1 ]
机构
[1] SIB, Vital IT Grp, Batiment Genopode, CH-1015 Lausanne, Switzerland
[2] SIB, Swiss Prot Grp, 1 Michel Servet, CH-1211 Geneva 4, Switzerland
来源
DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION | 2018年
关键词
GENE REGULATORY NETWORKS; NF-KAPPA-B; EXPRESSION; KNOWLEDGE;
D O I
10.1093/database/bay031
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Knowledgebases play an increasingly important role in scientific research, where the expert curation of biological knowledge in forms that are amenable to computational analysis (using ontologies for example)-provides a significant added value and enables new types of computational analyses for high throughput datasets. In this work, we demonstrate how expert curation can also play a more direct role in research, by supporting the use of network-based dynamical models to study a specific biological process. This curation effort is focused on the regulatory interactions between biological entities, such as genes or proteins and compounds, which may interact with each other in a complex manner, including regulatory complexes and conditional dependencies between co-regulators. This critical information has to be captured and encoded in a computable manner, which is currently far beyond the current capabilities of automatically constructed network. As a case study, we report here the prior knowledge network constructed by the sysVASC consortium to model the biological events leading to the formation of atherosclerotic plaques, during the onset of cardiovascular disease and discuss some specific examples to illustrate the main pitfalls and added value provided by the expert curation during this endeavor.
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页数:9
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共 47 条
  • [1] The topology of the regulatory interactions predicts the expression pattern of the segment polarity genes in Drosophila melanogaster
    Albert, R
    Othmer, HG
    [J]. JOURNAL OF THEORETICAL BIOLOGY, 2003, 223 (01) : 1 - 18
  • [2] Boolean modeling: a logic-based dynamic approach for understanding signaling and regulatory networks and for making useful predictions
    Albert, Reka
    Thakar, Juilee
    [J]. WILEY INTERDISCIPLINARY REVIEWS-SYSTEMS BIOLOGY AND MEDICINE, 2014, 6 (05) : 353 - 369
  • [3] Phospholipases C and A2 control lysosome-mediated IL-1β secretion:: Implications for inflammatory processes
    Andrei, C
    Margiocco, P
    Poggi, A
    Lotti, LV
    Torrisi, MR
    Rubartelli, A
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (26) : 9745 - 9750
  • [4] Computational inference of gene regulatory networks: Approaches, limitations and opportunities
    Banf, Michael
    Rhee, Seung Y.
    [J]. BIOCHIMICA ET BIOPHYSICA ACTA-GENE REGULATORY MECHANISMS, 2017, 1860 (01): : 41 - 52
  • [5] UniProt: the universal protein knowledgebase
    Bateman, Alex
    Martin, Maria Jesus
    O'Donovan, Claire
    Magrane, Michele
    Alpi, Emanuele
    Antunes, Ricardo
    Bely, Benoit
    Bingley, Mark
    Bonilla, Carlos
    Britto, Ramona
    Bursteinas, Borisas
    Bye-A-Jee, Hema
    Cowley, Andrew
    Da Silva, Alan
    De Giorgi, Maurizio
    Dogan, Tunca
    Fazzini, Francesco
    Castro, Leyla Garcia
    Figueira, Luis
    Garmiri, Penelope
    Georghiou, George
    Gonzalez, Daniel
    Hatton-Ellis, Emma
    Li, Weizhong
    Liu, Wudong
    Lopez, Rodrigo
    Luo, Jie
    Lussi, Yvonne
    MacDougall, Alistair
    Nightingale, Andrew
    Palka, Barbara
    Pichler, Klemens
    Poggioli, Diego
    Pundir, Sangya
    Pureza, Luis
    Qi, Guoying
    Rosanoff, Steven
    Saidi, Rabie
    Sawford, Tony
    Shypitsyna, Aleksandra
    Speretta, Elena
    Turner, Edward
    Tyagi, Nidhi
    Volynkin, Vladimir
    Wardell, Tony
    Warner, Kate
    Watkins, Xavier
    Zaru, Rossana
    Zellner, Hermann
    Xenarios, Ioannis
    [J]. NUCLEIC ACIDS RESEARCH, 2017, 45 (D1) : D158 - D169
  • [6] Biocurators and Biocuration: surveying the 21st century challenges
    Burge, Sarah
    Attwood, Teresa K.
    Bateman, Alex
    Berardini, Tanya Z.
    Cherry, Michael
    O'Donovan, Claire
    Xenarios, Loannis
    Gaudet, Pascale
    [J]. DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION, 2012,
  • [7] Methylglyoxal induces advanced glycation end product (AGEs) formation and dysfunction of PDGF receptor-β:: implications for diabetic atherosclerosis
    Cantero, Anne-Valerie
    Portero-Otin, Manuel
    Ayala, Victoria
    Auge, Nathalie
    Sanson, Marie
    Elbaz, Meyer
    Thiers, Jean-Claude
    Pamplona, Reinald
    Salvayre, Robert
    Negre-Salvayre, Anne
    [J]. FASEB JOURNAL, 2007, 21 (12) : 3096 - 3106
  • [8] SBML qualitative models: a model representation format and infrastructure to foster interactions between qualitative modelling formalisms and tools
    Chaouiya, Claudine
    Berenguier, Duncan
    Keating, Sarah M.
    Naldi, Aurelien
    van Iersel, Martijn P.
    Rodriguez, Nicolas
    Draeger, Andreas
    Buechel, Finja
    Cokelaer, Thomas
    Kowal, Bryan
    Wicks, Benjamin
    Goncalves, Emanuel
    Dorier, Julien
    Page, Michel
    Monteiro, Pedro T.
    von Kamp, Axel
    Xenarios, Ioannis
    de Jong, Hidde
    Hucka, Michael
    Klamt, Steffen
    Thieffry, Denis
    Le Novere, Nicolas
    Saez-Rodriguez, Julio
    Helikar, Tomas
    [J]. BMC SYSTEMS BIOLOGY, 2013, 7
  • [9] An Extended, Boolean Model of the Septation Initiation Network in S-pombe Provides Insights into Its Regulation
    Chasapi, Anastasia
    Wachowicz, Paulina
    Niknejad, Anne
    Collin, Philippe
    Krapp, Andrea
    Cano, Elena
    Simanis, Viesturs
    Xenarios, Ioannis
    [J]. PLOS ONE, 2015, 10 (08):
  • [10] BioModels: ten-year anniversary
    Chelliah, Vijayalakshmi
    Juty, Nick
    Ajmera, Ishan
    Ali, Raza
    Dumousseau, Marine
    Glont, Mihai
    Hucka, Michael
    Jalowicki, Gael
    Keating, Sarah
    Knight-Schrijver, Vincent
    Lloret-Villas, Audald
    Natarajan, Kedar Nath
    Pettit, Jean-Baptiste
    Rodriguez, Nicolas
    Schubert, Michael
    Wimalaratne, Sarala M.
    Zhao, Yangyang
    Hermjakob, Henning
    Le Novere, Nicolas
    Laibe, Camille
    [J]. NUCLEIC ACIDS RESEARCH, 2015, 43 (D1) : D542 - D548