Nonlatching positive feedback enables robust bimodality by decoupling expression noise from the mean

被引:19
作者
Razooky, Brandon S. [1 ,2 ,3 ,4 ,5 ]
Cao, Youfang [6 ,7 ]
Hansen, Maike M. K. [2 ]
Perelson, Alan S. [6 ]
Simpson, Michael L. [4 ,5 ]
Weinberger, Leor S. [2 ,8 ,9 ,10 ]
机构
[1] Rockefeller Univ, Lab Virol & Infect Dis, 1230 York Ave, New York, NY 10021 USA
[2] Gladstone Inst Virol & Immunol, San Francisco, CA 94158 USA
[3] Univ Calif San Francisco, Biophys Grad Grp, San Francisco, CA 94143 USA
[4] Oak Ridge Natl Lab, Ctr Nanophase Mat Sci, Oak Ridge, TN 37830 USA
[5] Univ Tennessee, Bredesen Ctr Interdisciplinary Res & Grad Educ, Knoxville, TN 37996 USA
[6] Los Alamos Natl Lab, Theoret Biol & Biophys T6, Los Alamos, NM USA
[7] Los Alamos Natl Lab, Ctr Nonlinear Studies CNLS, Los Alamos, NM USA
[8] Univ Calif San Francisco, Dept Biochem & Biophys, San Francisco, CA 94143 USA
[9] Univ Calif San Francisco, Calif Inst Quantitat Biosci QB3, San Francisco, CA 94143 USA
[10] Univ Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94143 USA
基金
美国国家科学基金会;
关键词
GENE-EXPRESSION; NEGATIVE FEEDBACK; FATE-SELECTION; HIV LATENCY; PROTEIN; ULTRASENSITIVITY; TRANSCRIPTION; FREQUENCY; RESERVOIR; CIRCUIT;
D O I
10.1371/journal.pbio.2000841
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Fundamental to biological decision-making is the ability to generate bimodal expression patterns where 2 alternate expression states simultaneously exist. Here, we use a combination of single-cell analysis and mathematical modeling to examine the sources of bimodality in the transcriptional program controlling HIV's fate decision between active replication and viral latency. We find that the HIV transactivator of transcription (Tat) protein manipulates the intrinsic toggling of HIV's promoter, the long terminal repeat (LTR), to generate bimodal ON-OFF expression and that transcriptional positive feedback from Tat shifts and expands the regime of LTR bimodality. This result holds for both minimal synthetic viral circuits and full-length virus. Strikingly, computational analysis indicates that the Tat circuit's noncooperative "nonlatching" feedback architecture is optimized to slow the promoter's toggling and generate bimodality by stochastic extinction of Tat. In contrast to the standard Poisson model, theory and experiment show that nonlatching positive feedback substantially dampens the inverse noise-mean relationship to maintain stochastic bimodality despite increasing mean expression levels. Given the rapid evolution of HIV, the presence of a circuit optimized to robustly generate bimodal expression appears consistent with the hypothesis that HIV's decision between active replication and latency provides a viral fitness advantage. More broadly, the results suggest that positive-feedback circuits may have evolved not only for signal amplification but also for robustly generating bimodality by decoupling expression fluctuations (noise) from mean expression levels.
引用
收藏
页数:26
相关论文
共 57 条
[1]  
[Anonymous], 1994, KERNEL SMOOTHING, DOI DOI 10.1201/B14876
[2]  
[Anonymous], THE AUSTR 0521
[3]  
[Anonymous], 1985, The Annals of Statistics
[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]   Cellular Decision Making and Biological Noise: From Microbes to Mammals [J].
Balazsi, Gabor ;
van Oudenaarden, Alexander ;
Collins, James J. .
CELL, 2011, 144 (06) :910-925
[6]   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
[7]   Robustness in simple biochemical networks [J].
Barkai, N ;
Leibler, S .
NATURE, 1997, 387 (6636) :913-917
[8]   Noise in eukaryotic gene expression [J].
Blake, WJ ;
Kærn, M ;
Cantor, CR ;
Collins, JJ .
NATURE, 2003, 422 (6932) :633-637
[9]   Feedback loops shape cellular signals in space and time [J].
Brandman, Onn ;
Meyer, Tobias .
SCIENCE, 2008, 322 (5900) :390-395
[10]   ACCURATE CHEMICAL MASTER EQUATION SOLUTION USING MULTI-FINITE BUFFERS [J].
Cao, Youfang ;
Terebus, Anna ;
Liang, Jie .
MULTISCALE MODELING & SIMULATION, 2016, 14 (02) :923-963