Stochastic stage-structured modeling of the adaptive immune system

被引:16
作者
Chao, DL [1 ]
Davenport, MP [1 ]
Forrest, S [1 ]
Perelson, AS [1 ]
机构
[1] Univ New Mexico, Dept Comp Sci, Albuquerque, NM 87131 USA
来源
PROCEEDINGS OF THE 2003 IEEE BIOINFORMATICS CONFERENCE | 2003年
关键词
D O I
10.1109/CSB.2003.1227311
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We have constructed a computer model of the cytotoxic T lymphocyte (CTL) response to antigen and the maintenance of immunological memory. Because immune responses often begin with small numbers of cells and there is great variation among individual immune systems, we have chosen to implement a stochastic model that captures the life cycle of T cells more faithfully than deterministic models. Past models of the immune response have been differential equation based, which do not capture stochastic effects, or agent-based, which are computationally expensive. We use a stochastic stage-structured approach that has many of the advantages of agent-based modeling but is much more efficient. Our model can provide insights into the effect infections have on the CTL repertoire and the response to subsequent infections.
引用
收藏
页码:124 / 131
页数:8
相关论文
共 47 条
[1]   Models of CD8+responses: 1. What is the antigen-independent proliferation program [J].
Antia, R ;
Bergstrom, CT ;
Pilyugin, SS ;
Kaech, SM ;
Ahmed, R .
JOURNAL OF THEORETICAL BIOLOGY, 2003, 221 (04) :585-598
[2]  
Bachmann MF, 1999, EUR J IMMUNOL, V29, P291, DOI 10.1002/(SICI)1521-4141(199901)29:01<291::AID-IMMU291>3.0.CO
[3]  
2-K
[4]   Programmed contraction of CD8+ T cells after infection [J].
Badovinac, VP ;
Porter, BB ;
Harty, JT .
NATURE IMMUNOLOGY, 2002, 3 (07) :619-626
[5]   MATHEMATICAL MODEL OF CLONAL SELECTION AND ANTIBODY PRODUCTION [J].
BELL, GI .
JOURNAL OF THEORETICAL BIOLOGY, 1970, 29 (02) :191-&
[6]   Design and implementation of an immune system simulator [J].
Bernaschi, M ;
Castiglione, F .
COMPUTERS IN BIOLOGY AND MEDICINE, 2001, 31 (05) :303-331
[7]   Modelling the dynamics of LCMV infection in mice: Conventional and exhaustive CTL responses [J].
Bocharov, GA .
JOURNAL OF THEORETICAL BIOLOGY, 1998, 192 (03) :283-308
[8]   The composition of a primary T cell response is largely determined by the timing of recruitment of individual T cell clones [J].
Bousso, P ;
Levraud, JP ;
Kourilsky, P ;
Abastado, JP .
JOURNAL OF EXPERIMENTAL MEDICINE, 1999, 189 (10) :1591-1600
[9]   Massive expansion of antigen-specific CD8+ T cells during an acute virus infection [J].
Butz, EA ;
Bevan, MJ .
IMMUNITY, 1998, 8 (02) :167-175
[10]   Two-photon tissue imaging: Seeing the immune system in a fresh light [J].
Cahalan, MD ;
Parker, I ;
Wei, SH ;
Miller, MJ .
NATURE REVIEWS IMMUNOLOGY, 2002, 2 (11) :872-880