On Optimization of FRAP Experiments: Model-Based Sensitivity Analysis Approach

被引:2
作者
Papacek, Stepan [1 ]
Kindermann, Stefan [2 ]
机构
[1] Univ South Bohemia Ceske Budejovice, South Bohemian Res Ctr Aquaculture & Biodivers Hy, Fac Fisheries & Protect Waters, Inst Complex Syst, Zamek 136, Nove Hrady 37333, Czech Republic
[2] Johannes Kepler Univ Linz, Ind Math Inst, Altenbergerstr 69, A-4040 Linz, Austria
来源
BIOINFORMATICS AND BIOMEDICAL ENGINEERING (IWBBIO 2016) | 2016年 / 9656卷
关键词
FRAP; Sensitivity analysis; Optimal experimental design; Parameter estimation; MOBILITY;
D O I
10.1007/978-3-319-31744-1_49
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The accuracy in the determination of model parameters from data depends on the experimental setup. The advance in this area is often hindered by lack of communication between experimentalists and mathematical modelers. We aim to point out a potential benefit in parameter inference when the design variables are chosen optimally. Our approach, although case independent, is illustrated on FRAP (Fluorescence Recovery After Photobleaching) experimental technique. The core idea is closely related to the sensitivity analysis, namely to the maximization of a sensitivity measure depending on experimental settings. The proposed modification of the FRAP experimental protocol is simple and the enhancement of the whole parameter estimation process is significant.
引用
收藏
页码:545 / 556
页数:12
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