Introduction to dynamical systems analysis in quantitative systems pharmacology: basic concepts and applications
被引:2
作者:
Chae, Dongwoo
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机构:
Yonsei Univ, Coll Med, Dept Pharmacol, BK21 PLUS Project Med Sci, 50-1 Yonsei Ro, Seoul 03722, South KoreaYonsei Univ, Coll Med, Dept Pharmacol, BK21 PLUS Project Med Sci, 50-1 Yonsei Ro, Seoul 03722, South Korea
Chae, Dongwoo
[1
]
机构:
[1] Yonsei Univ, Coll Med, Dept Pharmacol, BK21 PLUS Project Med Sci, 50-1 Yonsei Ro, Seoul 03722, South Korea
Dynamical Systems Theory;
Quantitative Systems Pharmacology;
Multistability;
Bifurcation;
Systems Biology;
D O I:
10.12793/tcp.2020.28.e12
中图分类号:
R9 [药学];
学科分类号:
1007 ;
摘要:
Quantitative systems pharmacology (QSP) can be regarded as a hybrid of pharmacometrics and systems biology. Here, we introduce the basic concepts related to dynamical systems theory that are fundamental to the analysis of systems biology models. Determination of the fixed points and their local stabilities constitute the most important step. Illustration of a phase portrait further helps investigate multistability and bifurcation behavior. As a motivating example, we examine a cell circuit model that deals with tissue inflammation and fibrosis. We show how increasing the severity and duration of inflammatory stimuli divert the system trajectories towards pathological fibrosis. Simulations that involve different parameter values offer important insights into the potential bifurcations and the development of efficient therapeutic strategies. We expect that this tutorial serves as a good starting point for pharmacometricians striving to widen their scope to QSP and physiologically-oriented modeling.
机构:
Univ Michigan, Coll Pharm, Dept Clin Pharm, 428 Church St,R4546, Ann Arbor, MI 48109 USAUniv Michigan, Coll Pharm, Dept Clin Pharm, 428 Church St,R4546, Ann Arbor, MI 48109 USA
Shi, Jian
Zha, Weibin
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机构:
MyoKardia Inc, 333 Allerton Ave, San Francisco, CA 94080 USAUniv Michigan, Coll Pharm, Dept Clin Pharm, 428 Church St,R4546, Ann Arbor, MI 48109 USA
机构:
Univ Michigan, Coll Pharm, Dept Clin Pharm, 428 Church St,R4546, Ann Arbor, MI 48109 USAUniv Michigan, Coll Pharm, Dept Clin Pharm, 428 Church St,R4546, Ann Arbor, MI 48109 USA
Shi, Jian
Zha, Weibin
论文数: 0引用数: 0
h-index: 0
机构:
MyoKardia Inc, 333 Allerton Ave, San Francisco, CA 94080 USAUniv Michigan, Coll Pharm, Dept Clin Pharm, 428 Church St,R4546, Ann Arbor, MI 48109 USA