REGULATORY NETWORKS;
R PACKAGE;
SIMULATION;
SCIENTISTS;
MECHANISMS;
SURVIVAL;
TOOLS;
D O I:
10.1093/bioinformatics/btw747
中图分类号:
Q5 [生物化学];
学科分类号:
071010 ;
081704 ;
摘要:
Motivation: Literature on complex diseases is abundant but not always quantitative. Many molecular pathways are qualitatively well described but this information cannot be used in traditional quantitative mathematical models employed in drug development. Tools for analysis of discrete networks are useful to capture the available information in the literature but have not been efficiently integrated by the pharmaceutical industry. We propose an expansion of the usual analysis of discrete networks that facilitates the identification/validation of therapeutic targets. Results: In this article, we propose a methodology to perform Boolean modeling of Systems Biology/Pharmacology networks by using SPIDDOR (Systems Pharmacology for effIcient Drug Development On R) R package. The resulting models can be used to analyze the dynamics of signaling networks associated to diseases to predict the pathogenesis mechanisms and identify potential therapeutic targets.
机构:
Penn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USAPenn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USA
Albert, Istvan
;
Thakar, Juilee
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Phys, University Pk, PA 16802 USAPenn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USA
Thakar, Juilee
;
Li, Song
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Biol Dept, University Pk, PA 16802 USAPenn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USA
Li, Song
;
Zhang, Ranran
论文数: 0引用数: 0
h-index: 0
机构:
Coll Med, Hershey, PA USAPenn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USA
Zhang, Ranran
;
Albert, Reka
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USA
Penn State Univ, Dept Phys, University Pk, PA 16802 USA
Penn State Univ, Biol Dept, University Pk, PA 16802 USAPenn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USA
机构:
US FDA, Off Clin Pharmacol, Off Translat Sci, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USAUS FDA, Off Clin Pharmacol, Off Translat Sci, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USA
Bai, Jane P. F.
;
Fontana, Robert J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Internal Med, Sch Med, Ann Arbor, MI 48109 USAUS FDA, Off Clin Pharmacol, Off Translat Sci, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USA
Fontana, Robert J.
;
Price, Nathan D.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAUS FDA, Off Clin Pharmacol, Off Translat Sci, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USA
Price, Nathan D.
;
Sangar, Vineet
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAUS FDA, Off Clin Pharmacol, Off Translat Sci, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USA
机构:
Penn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USAPenn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USA
Albert, Istvan
;
Thakar, Juilee
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Phys, University Pk, PA 16802 USAPenn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USA
Thakar, Juilee
;
Li, Song
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Biol Dept, University Pk, PA 16802 USAPenn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USA
Li, Song
;
Zhang, Ranran
论文数: 0引用数: 0
h-index: 0
机构:
Coll Med, Hershey, PA USAPenn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USA
Zhang, Ranran
;
Albert, Reka
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USA
Penn State Univ, Dept Phys, University Pk, PA 16802 USA
Penn State Univ, Biol Dept, University Pk, PA 16802 USAPenn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USA
机构:
US FDA, Off Clin Pharmacol, Off Translat Sci, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USAUS FDA, Off Clin Pharmacol, Off Translat Sci, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USA
Bai, Jane P. F.
;
Fontana, Robert J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Internal Med, Sch Med, Ann Arbor, MI 48109 USAUS FDA, Off Clin Pharmacol, Off Translat Sci, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USA
Fontana, Robert J.
;
Price, Nathan D.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAUS FDA, Off Clin Pharmacol, Off Translat Sci, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USA
Price, Nathan D.
;
Sangar, Vineet
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAUS FDA, Off Clin Pharmacol, Off Translat Sci, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USA