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8 - Systems biology

Published online by Cambridge University Press:  07 August 2009

Pierre Baldi
Affiliation:
University of California, Irvine
G. Wesley Hatfield
Affiliation:
University of California, Irvine
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Summary

Introduction

In Chapter 7, we studied three global regulatory proteins in E. coli (Lrp, IHF, and Fnr). These proteins are responsible for the direct regulation of scores of genes, and through the use of DNA microarrays we were able to establish a fairly comprehensive list of the genes each protein regulates with good confidence. These results have an intuitive graphical representation where nodes represent proteins and directed edges represent direct regulation. Intuitively these simple graphs should capture a portion of the complete “regulatory network” of E. coli. Within this network, Lrp, IHF, and Frn are like “hubs”, to use an analogy with the well-connected airports of airline flight charts, three of the two dozen or so hubs in the E. coli regulatory chart. In spite of their simplicity, these diagrams immediately suggest a battery of questions. How can one represent more complex indirect interactions or interactions involving multiple genes at the same time? Is there any large-scale “structure” in the network associated with, for instance, control hierarchies, or duplicated circuits, or plain feedback and robustness? What is the relationship between the global regulatory proteins (i.e., the hubs) and the less well connected nodes? How are the edges of the hubs distributed with respect to a functional pie chart classification (biosynthesis, catabolism, etc.) of all the genes?

These questions point towards an ever broader set of problems and ultimately whether we can model and understand regulatory and other complex biological processes from the molecular level to the systems level.

Type
Chapter
Information
DNA Microarrays and Gene Expression
From Experiments to Data Analysis and Modeling
, pp. 135 - 176
Publisher: Cambridge University Press
Print publication year: 2002

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  • Systems biology
  • Pierre Baldi, University of California, Irvine, G. Wesley Hatfield, University of California, Irvine
  • Book: DNA Microarrays and Gene Expression
  • Online publication: 07 August 2009
  • Chapter DOI: https://doi.org/10.1017/CBO9780511541773.009
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  • Systems biology
  • Pierre Baldi, University of California, Irvine, G. Wesley Hatfield, University of California, Irvine
  • Book: DNA Microarrays and Gene Expression
  • Online publication: 07 August 2009
  • Chapter DOI: https://doi.org/10.1017/CBO9780511541773.009
Available formats
×

Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Systems biology
  • Pierre Baldi, University of California, Irvine, G. Wesley Hatfield, University of California, Irvine
  • Book: DNA Microarrays and Gene Expression
  • Online publication: 07 August 2009
  • Chapter DOI: https://doi.org/10.1017/CBO9780511541773.009
Available formats
×