Modulation of stochastic gene expression by nuclear export processes

被引:2
作者
Smith, Madeline [1 ]
Soltani, Mohammad [1 ]
Kulkarni, Rahul [2 ]
Singh, Abhyudai [3 ]
机构
[1] Univ Delaware, Dept Elect & Comp Engn, Newark, DE 19716 USA
[2] Univ Massachusetts, Dept Phys, Boston, MA 02125 USA
[3] Univ Delaware, Dept Elect & Comp Engn, Biomed Engn, Math Sci,Ctr Bioinformat & Computat Biol, Newark, DE 19716 USA
来源
2021 60TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC) | 2021年
关键词
MESSENGER-RNA; NOISE; CONSEQUENCES; FLUCTUATIONS; VARIABILITY; DYNAMICS; SYSTEMS;
D O I
10.1109/CDC45484.2021.9683294
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Inside mammalian cells, single genes are known to be transcribed in stochastic bursts leading to the synthesis of nuclear RNAs that are subsequently exported to the cytoplasm to create mRNAs. We systematically characterize the role of export processes in shaping the extent of random fluctuations (i.e. noise) in the mRNA level of a given gene. Using the method of Partitioning of Poisson arrivals, we derive an exact analytical expression for the noise in mRNA level assuming that the nuclear retention time of each RNA is an independent and identically distributed random variable following an arbitrary distribution. These results confirm recent experimental/theoretical findings that decreasing the nuclear export rate buffers the noise in mRNA level, and counterintuitively, decreasing the noise in the nuclear retention time enhances the noise in the mRNA level. Next, we further generalize the model to consider a dynamic extrinsic disturbance that affects the nuclear-to-cytoplasm export. Our results show that noise in the mRNA level varies non-monotonically with the disturbance timescale. More specifically, high- and low-frequency external disturbances have little impact on the mRNA noise level, while noise is amplified at intermediate frequencies. In summary, our results systematically uncover how the coupling of bursty transcription with nuclear export can both attenuate or amplify noise in mRNA levels depending on the nuclear retention time distribution and the presence of extrinsic fluctuations.
引用
收藏
页码:655 / 660
页数:6
相关论文
共 42 条
  • [1] Noise in protein expression scales with natural protein abundance
    Bar-Even, Arren
    Paulsson, Johan
    Maheshri, Narendra
    Carmi, Miri
    O'Shea, Erin
    Pilpel, Yitzhak
    Barkai, Naama
    [J]. NATURE GENETICS, 2006, 38 (06) : 636 - 643
  • [2] Control of Transcript Variability in Single Mammalian Cells
    Battich, Nico
    Stoeger, Thomas
    Pelkmans, Lucas
    [J]. CELL, 2015, 163 (07) : 1596 - 1610
  • [3] Noise in eukaryotic gene expression
    Blake, WJ
    Kærn, M
    Cantor, CR
    Collins, JJ
    [J]. NATURE, 2003, 422 (6932) : 633 - 637
  • [4] mRNA nuclear export at a glance
    Carmody, Sean R.
    Wente, Susan R.
    [J]. JOURNAL OF CELL SCIENCE, 2009, 122 (12) : 1933 - 1937
  • [5] Transcriptional Bursting Explains the Noise-Versus-Mean Relationship in mRNA and Protein Levels
    Dar, Roy D.
    Shaffer, Sydney M.
    Singh, Abhyudai
    Razooky, Brandon S.
    Simpson, Michael L.
    Raj, Arjun
    Weinberger, Leor S.
    [J]. PLOS ONE, 2016, 11 (07):
  • [6] Transcriptional burst frequency and burst size are equally modulated across the human genome
    Dar, Roy D.
    Razooky, Brandon S.
    Singh, Abhyudai
    Trimeloni, Thomas V.
    McCollum, James M.
    Cox, Chris D.
    Simpson, Michael L.
    Weinberger, Leor S.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (43) : 17454 - 17459
  • [7] Functional roles for noise in genetic circuits
    Eldar, Avigdor
    Elowitz, Michael B.
    [J]. NATURE, 2010, 467 (7312) : 167 - 173
  • [8] Fast evaluation of fluctuations in biochemical networks with the linear noise approximation
    Elf, J
    Ehrenberg, M
    [J]. GENOME RESEARCH, 2003, 13 (11) : 2475 - 2484
  • [9] Stochastic gene expression in a single cell
    Elowitz, MB
    Levine, AJ
    Siggia, ED
    Swain, PS
    [J]. SCIENCE, 2002, 297 (5584) : 1183 - 1186
  • [10] Noise minimization in eukaryotic gene expression
    Fraser, HB
    Hirsh, AE
    Giaever, G
    Kumm, J
    Eisen, MB
    [J]. PLOS BIOLOGY, 2004, 2 (06): : 834 - 838