A systems pharmacology model for inflammatory bowel disease

被引:25
作者
Balbas-Martinez, Violeta [1 ,2 ]
Ruiz-Cerda, Leire [1 ,2 ]
Irurzun-Arana, Itziar [1 ,2 ]
Gonzalez-Garcia, Ignacio [1 ,5 ]
Vermeulen, An [3 ,4 ]
Gomez-Mantilla, Jose David [1 ,6 ]
Troconiz, Inaki F. [1 ,2 ]
机构
[1] Univ Navarra, Sch Pharm & Nutr, Dept Pharm & Pharmaceut Technol, Pharmacometr & Syst Pharmacol, Pamplona, Spain
[2] Navarra Inst Hlth Res, IdiSNA, Pamplona, Spain
[3] Janssen Res & Dev, Beerse, Belgium
[4] Fac Pharmaceut Sci, Lab Med Biochem & Clin Anal, Ghent, Belgium
[5] PharmaMar, Madrid, Spain
[6] Boehringer Ingelheim GmbH & Co KG, Ingelheim, Germany
关键词
ANTIINTERFERON-GAMMA ANTIBODY; CROHNS-DISEASE; SIGNAL-TRANSDUCTION; ULCERATIVE-COLITIS; MONOCYTE APHERESIS; MONOCLONAL-ANTIBODY; NATURAL-HISTORY; CLINICAL-COURSE; DOUBLE-BLIND; EFFICACY;
D O I
10.1371/journal.pone.0192949
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Motivation The literature on complex diseases is abundant but not always quantitative. This is particularly so for Inflammatory Bowel Disease (IBD), where many molecular pathways are qualitatively well described but this information cannot be used in traditional quantitative mathematical models employed in drug development. We propose the elaboration and validation of a logic network for IBD able to capture the information available in the literature that will facilitate the identification/validation of therapeutic targets. Results In this article, we propose a logic model for Inflammatory Bowel Disease (IBD) which consists of 43 nodes and 298 qualitative interactions. The model presented is able to describe the pathogenic mechanisms of the disorder and qualitatively describes the characteristic chronic inflammation. A perturbation analysis performed on the IBD network indicates that the model is robust. Also, as described in clinical trials, a simulation of anti-TNF alpha, anti-IL2 and Granulocyte and Monocyte Apheresis showed a decrease in the Metalloproteinases node (MMPs), which means a decrease in tissue damage. In contrast, as clinical trials have demonstrated, a simulation of anti-IL17 and anti-IFN gamma or IL10 overexpression therapy did not show any major change in MMPs expression, as corresponds to a failed therapy. The model proved to be a promising in silico tool for the evaluation of potential therapeutic targets, the identification of new IBD biomarkers, the integration of IBD polymorphisms to anticipate responders and non-responders and can be reduced and transformed in quantitative model/s.
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页数:19
相关论文
共 96 条
[1]   Logical Modeling and Dynamical Analysis of Cellular Networks [J].
Abou-Jaoude, Wassim ;
Traynard, Pauline ;
Monteiro, PedroT. ;
Saez-Rodriguez, Julio ;
Helikar, Tomas ;
Thieffry, Denis ;
Chaouiya, Claudine .
FRONTIERS IN GENETICS, 2016, 7
[2]  
[Anonymous], 1993, BIOPHYS J, DOI DOI 10.1016/S0006-3495(93)81321-3
[3]  
[Anonymous], 2016, BIO IND ANAL
[4]  
[Anonymous], 1993, The Origins of Order
[5]  
Balbas-Martinez Violeta, INT C SYST BIOL 2016
[6]   Matrix metalloproteinase-3 secretion from human colonic subepithelial myofibroblasts: role of interleukin-17 [J].
Bamba, S ;
Andoh, A ;
Yasui, H ;
Araki, Y ;
Bamba, T ;
Fujiyama, Y .
JOURNAL OF GASTROENTEROLOGY, 2003, 38 (06) :548-554
[7]  
Bassaganya-Riera J., 2015, Computational immunology: models and tools, V1st
[8]   Biosimilars in Inflammatory Bowel Disease: Facts and Fears of Extrapolation [J].
Ben-Horin, Shomron ;
Vande Casteele, Niels ;
Schreiber, Stefan ;
Lakatos, Peter Laszlo .
CLINICAL GASTROENTEROLOGY AND HEPATOLOGY, 2016, 14 (12) :1685-1696
[9]   Proteases and the gut barrier [J].
Biancheri, Paolo ;
Di Sabatino, Antonio ;
Corazza, Gino R. ;
MacDonald, Thomas T. .
CELL AND TISSUE RESEARCH, 2013, 351 (02) :269-280
[10]   Robustness of Boolean dynamics under knockouts [J].
Boldhaus, Gunnar ;
Bertschinger, Nils ;
Rauh, Johannes ;
Olbrich, Eckehard ;
Klemm, Konstantin .
PHYSICAL REVIEW E, 2010, 82 (02)