General properties of transcriptional time series in Escherichia coli

被引:290
作者
So, Lok-Hang [1 ,2 ]
Ghosh, Anandamohan [3 ,4 ]
Zong, Chenghang [2 ]
Sepulveda, Leonardo A. [1 ,5 ]
Segev, Ronen [3 ,4 ]
Golding, Ido [1 ,2 ,5 ,6 ]
机构
[1] Baylor Coll Med, Verna & Marrs McLean Dept Biochem & Mol Biol, Houston, TX 77030 USA
[2] Univ Illinois, Dept Phys, Urbana, IL 61801 USA
[3] Ben Gurion Univ Negev, Dept Life Sci, IL-84105 Beer Sheva, Israel
[4] Ben Gurion Univ Negev, Zlotowski Ctr Neurosci, IL-84105 Beer Sheva, Israel
[5] Univ Illinois, Ctr Biophys & Computat Biol, Urbana, IL 61801 USA
[6] Univ Illinois, Ctr Phys Living Cells, Urbana, IL 61801 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
PROTEIN EXPRESSION; SINGLE-CELL; NOISE; MOLECULE; DYNAMICS; REVEALS; STOCHASTICITY; NETWORK; ELONGATION; INITIATION;
D O I
10.1038/ng.821
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Gene activity is described by the time series of discrete, stochastic mRNA production events. This transcriptional time series shows intermittent, bursty behavior. One consequence of this temporal intricacy is that gene expression can be tuned by varying different features of the time series. Here we quantify copy-number statistics of mRNA from 20 Escherichia coli promoters using single-molecule fluorescence in situ hybridization in order to characterize the general properties of these transcriptional time series. We find that the degree of burstiness is correlated with gene expression level but is largely independent of other parameters of gene regulation. The observed behavior can be explained by the underlying variation in the duration of bursting events. Using Shannon's mutual information function, we estimate the mutual information transmitted between an outside stimulus, such as the extracellular concentration of inducer molecules, and intracellular levels of mRNA. This suggests that the outside stimulus transmits information reflected in the properties of transcriptional time series.
引用
收藏
页码:554 / U84
页数:9
相关论文
共 75 条
[1]   Coordinate expression of the acetyl coenzyme A carboxylase genes, accB and accC, is necessary for normal regulation of biotin synthesis in Escherichia coli [J].
Abdel-Hamid, Ahmed M. ;
Cronan, John E. .
JOURNAL OF BACTERIOLOGY, 2007, 189 (02) :369-376
[2]   The mar regulon:: multiple resistance to antibiotics and other toxic chemicals [J].
Alekshun, MN ;
Levy, SB .
TRENDS IN MICROBIOLOGY, 1999, 7 (10) :410-413
[3]  
Alon U, 2007, INTRO SYSTEMS BIOL D
[4]   Gene network shaping of inherent noise spectra [J].
Austin, DW ;
Allen, MS ;
McCollum, JM ;
Dar, RD ;
Wilgus, JR ;
Sayler, GS ;
Samatova, NF ;
Cox, CD ;
Simpson, ML .
NATURE, 2006, 439 (7076) :608-611
[5]   Noise in protein expression scales with natural protein abundance [J].
Bar-Even, Arren ;
Paulsson, Johan ;
Maheshri, Narendra ;
Carmi, Miri ;
O'Shea, Erin ;
Pilpel, Yitzhak ;
Barkai, Naama .
NATURE GENETICS, 2006, 38 (06) :636-643
[6]   USE OF BIO-LAC FUSION STRAINS TO STUDY REGULATION OF BIOTIN BIOSYNTHESIS IN ESCHERICHIA-COLI [J].
BARKER, DF ;
CAMPBELL, AM .
JOURNAL OF BACTERIOLOGY, 1980, 143 (02) :789-800
[7]   Global analysis of mRNA decay and abundance in Escherichia coli at single-gene resolution using two-color fluorescent DNA microarrays [J].
Bernstein, JA ;
Khodursky, AB ;
Lin, PH ;
Lin-Chao, S ;
Cohen, SN .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (15) :9697-9702
[8]   Localization of ASH1 mRNA particles in living yeast [J].
Bertrand, E ;
Chartrand, P ;
Schaefer, M ;
Shenoy, SM ;
Singer, RH ;
Long, RM .
MOLECULAR CELL, 1998, 2 (04) :437-445
[9]   Noise in eukaryotic gene expression [J].
Blake, WJ ;
Kærn, M ;
Cantor, CR ;
Collins, JJ .
NATURE, 2003, 422 (6932) :633-637
[10]   Stochastic protein expression in individual cells at the single molecule level [J].
Cai, L ;
Friedman, N ;
Xie, XS .
NATURE, 2006, 440 (7082) :358-362