Predictive computation of genomic logic processing functions in embryonic development

被引:114
作者
Peter, Isabelle S. [1 ]
Faure, Emmanuel [1 ]
Davidson, Eric H. [1 ]
机构
[1] CALTECH, Div Biol, Pasadena, CA 91125 USA
基金
美国国家卫生研究院;
关键词
gene regulatory logic; transcriptional control system; sea urchin embryogenesis; Boolean gene expression; GENE REGULATORY NETWORK; SEA-URCHIN EMBRYO; CELL FATE; SPECIFICATION; ENDODERM; BLASTOMERES; MICROMERES;
D O I
10.1073/pnas.1207852109
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Gene regulatory networks (GRNs) control the dynamic spatial patterns of regulatory gene expression in development. Thus, in principle, GRN models may provide system-level, causal explanations of developmental process. To test this assertion, we have transformed a relatively well-established GRN model into a predictive, dynamic Boolean computational model. This Boolean model computes spatial and temporal gene expression according to the regulatory logic and gene interactions specified in a GRN model for embryonic development in the sea urchin. Additional information input into the model included the progressive embryonic geometry and gene expression kinetics. The resulting model predicted gene expression patterns for a large number of individual regulatory genes each hour up to gastrulation (30 h) in four different spatial domains of the embryo. Direct comparison with experimental observations showed that the model predictively computed these patterns with remarkable spatial and temporal accuracy. In addition, we used this model to carry out in silico perturbations of regulatory functions and of embryonic spatial organization. The model computationally reproduced the altered developmental functions observed experimentally. Two major conclusions are that the starting GRN model contains sufficiently complete regulatory information to permit explanation of a complex developmental process of gene expression solely in terms of genomic regulatory code, and that the Boolean model provides a tool with which to test in silico regulatory circuitry and developmental perturbations.
引用
收藏
页码:16434 / 16442
页数:9
相关论文
共 26 条
  • [1] The topology of the regulatory interactions predicts the expression pattern of the segment polarity genes in Drosophila melanogaster
    Albert, R
    Othmer, HG
    [J]. JOURNAL OF THEORETICAL BIOLOGY, 2003, 223 (01) : 1 - 18
  • [2] Gene Regulatory Logic for Reading the Sonic Hedgehog Signaling Gradient in the Vertebrate Neural Tube
    Balaskas, Nikolaos
    Ribeiro, Ana
    Panovska, Jasmina
    Dessaud, Eric
    Sasai, Noriaki
    Page, Karen M.
    Briscoe, James
    Ribes, Vanessa
    [J]. CELL, 2012, 148 (1-2) : 273 - 284
  • [3] Three habits of highly effective signaling pathways: principles of transcriptional control by developmental cell signaling
    Barolo, S
    Posakony, JW
    [J]. GENES & DEVELOPMENT, 2002, 16 (10) : 1167 - 1181
  • [4] Transcriptional regulatory cascades in development: Initial rates, not steady state, determine network kinetics
    Bolouri, H
    Davidson, EH
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (16) : 9371 - 9376
  • [5] Wnt6 activates endoderm in the sea urchin gene regulatory network
    Croce, Jenifer
    Range, Ryan
    Wu, Shu-Yu
    Miranda, Esther
    Lhomond, Guy
    Peng, Jeff Chieh-fu
    Lepage, Thierry
    McClay, David R.
    [J]. DEVELOPMENT, 2011, 138 (15): : 3297 - 3306
  • [6] Davidson E.H., 2006, REGULATORY GENOME GE
  • [7] DAVIDSON EH, 1990, DEVELOPMENT, V108, P365
  • [8] Davidson EH, 1998, DEVELOPMENT, V125, P3269
  • [9] Emerging properties of animal gene regulatory networks
    Davidson, Eric H.
    [J]. NATURE, 2010, 468 (7326) : 911 - 920
  • [10] Information processing at the foxa node of the sea urchin endomesoderm specification network
    de-Leon, Smadar Ben-Tabou
    Davidson, Eric H.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2010, 107 (22) : 10103 - 10108