Extracting characteristic properties of fitness landscape from in vitro molecular evolution:: A case study on infectivity of fd phage to E.coli

被引:10
作者
Aita, Takuyo
Hayashi, Yuuki
Toyota, Hitoshi
Husimi, Yuzuru
Urabe, Itaru
Yomo, Tetsuya
机构
[1] Osaka Univ, Grad Sch Informat Sci & Technol, Dept Bioinformat Engn, Suita, Osaka 5650871, Japan
[2] Saitama Univ, Dept Funct Mat Sci, Urawa, Saitama 3388570, Japan
[3] Saitama Small Enterprise Promot Corp SKIP City, Grp JST, Rat Evolutionary Design Adv Biomol REDS Grp, Kawaguchi 3330844, Japan
[4] Osaka Univ, Grad Sch Engn, Dept Biotechnol, Suita, Osaka 5650871, Japan
[5] Osaka Univ, Grad Sch Frontier Biosci, Suita, Osaka 5650871, Japan
[6] Osaka Univ, JST, ERATO, Suita, Osaka 5650871, Japan
关键词
fitness landscape; sequence space; adaptive walk; NK model; in vitro evolution;
D O I
10.1016/j.jtbi.2006.12.037
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We have developed a methodology for extracting characteristic properties of a fitness landscape of interest by analyzing fitness data on an in vitro molecular evolution. The in vitro evolution is required to be conducted as the following '' adaptive walk '': a single parent sequence generates N mutant sequences as its offsprings, and the fittest individual among the N offsprings will become a new parent in the next generation. N is the library size of mutants to be screened in a single generation. Our theory of the adaptive walk on the '' NK landscape '' suggests the following: the adaptive walker starting from a random sequence climbs the landscape easily in an early stage, and then reaches a stationary phase in which the mutation-selection-random drift balance sets in. The stationary fitness value is nearly proportional to root In N. Our analysis is performed from the following points: (1) stationary fitness values, (2) time series of fitness in the transitional state, (3) mutant's fitness distribution, and (4) the strength of selection pressure. Applying our methodology, we analyzed experimental data on the in vitro evolution of a random polypeptide (139 amino acids) toward acquiring infectivity (= ability to infect) of fd phage. As a result, we estimated that k is about 27 in this system, indicating that an arbitrary residue in a sequence is affected from other 23% residues. In this article, we demonstrated that the experimental data is consistent with our theoretical equations quantitatively, and that our methodology for extracting characteristic properties of a fitness landscape may be effective. (C) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:538 / 550
页数:13
相关论文
共 21 条
[1]   Adaptive walks by the fittest among finite random mutants on a Mt. Fuji-type fitness landscape - II. Effect of small non-additivity [J].
Aita, T ;
Husimi, Y .
JOURNAL OF MATHEMATICAL BIOLOGY, 2000, 41 (03) :207-231
[2]   Thermodynamical interpretation of evolutionary dynamics on a fitness landscape in a evolution reactor, I [J].
Aita, T ;
Morinaga, S ;
Husimi, Y .
BULLETIN OF MATHEMATICAL BIOLOGY, 2004, 66 (05) :1371-1403
[3]   Thermodynamical interpretation of an adaptive walk on a Mt. Fuji-type fitness landscape: Einstein relation-like formula holds in a stochastic evolution [J].
Aita, T ;
Husimi, Y .
JOURNAL OF THEORETICAL BIOLOGY, 2003, 225 (02) :215-228
[4]  
AITA T, 2005, 2 BULL MATH BIOL, V66, P1371
[5]  
[Anonymous], ORIGIN ORDER
[6]   MACROMOLECULAR EVOLUTION - DYNAMICAL ORDERING IN SEQUENCE SPACE [J].
EIGEN, M .
BERICHTE DER BUNSEN-GESELLSCHAFT-PHYSICAL CHEMISTRY CHEMICAL PHYSICS, 1985, 89 (06) :658-667
[7]   Shaping space: the possible and the attainable in RNA genotype-phenotype mapping [J].
Fontana, W ;
Schuster, P .
JOURNAL OF THEORETICAL BIOLOGY, 1998, 194 (04) :491-515
[8]   Can an arbitrary sequence evolve towards acquiring a biological function? [J].
Hayashi, Y ;
Sakata, H ;
Makino, Y ;
Urabe, I ;
Yomo, T .
JOURNAL OF MOLECULAR EVOLUTION, 2003, 56 (02) :162-168
[9]   Experimental Rugged Fitness Landscape in Protein Sequence Space [J].
Hayashi, Yuuki ;
Aita, Takuyo ;
Toyota, Hitoshi ;
Husimi, Yuzuru ;
Urabe, Itaru ;
Yomo, Tetsuya .
PLOS ONE, 2006, 1 (01)
[10]   Evolution of an arbitrary sequence in solubility [J].
Ito, Y ;
Kawama, T ;
Urabe, I ;
Yomo, T .
JOURNAL OF MOLECULAR EVOLUTION, 2004, 58 (02) :196-202