Difference between revisions of "Deterministic vs. Stochastic Models"
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=The Two Equations Used to Model Gene Expression= | =The Two Equations Used to Model Gene Expression= | ||
<b>Determinisic</b> <br> | <b>Determinisic</b> <br> | ||
| − | A deterministic equation uses a rate equation to describe the transcription and translation of genes. Deterministic equations are characterized as behaving predictably; more specifically a single input will consitently produce the same output. Returning to one of the Collins graphs, the blue | + | A deterministic equation uses a rate equation to describe the transcription and translation of genes. Deterministic equations are characterized as behaving predictably; more specifically a single input will consitently produce the same output. Returning to one of the Collins graphs, the blue lines represent the deterministic model for protein production and the red line represents a corresponding stochastic model (figre 1). |
<br><br><center> | <br><br><center> | ||
'''Figure 1''' | '''Figure 1''' | ||
Revision as of 14:53, 6 December 2007
The Two Equations Used to Model Gene Expression
Determinisic
A deterministic equation uses a rate equation to describe the transcription and translation of genes. Deterministic equations are characterized as behaving predictably; more specifically a single input will consitently produce the same output. Returning to one of the Collins graphs, the blue lines represent the deterministic model for protein production and the red line represents a corresponding stochastic model (figre 1).
Figure 1
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Figure 1 was obtained at http://www.ncbi.nlm.nih.gov/sites/entrez?db=pubmed&uid=15883588&cmd=showdetailview&indexed=google permission pending
Figure 1 displays a stochastic function superimposed on a corresponding deterministic function.
Stochastic
Stochastic models take into account the "randomness" of transcription and translation by utilizing variables for the formation and decay of single molecules and multi-component complexes.
Figure 2
Figure 2 was obtained at http://www.pnas.org/cgi/content/abstract/0608451104v1 permission pending
Figure 3
Figure 3 was obtained at http://www.pnas.org/cgi/content/abstract/99/20/12795 permission pending
Here are two visual representation of stochastic models. In the first, nodes represent states of molecular complexes while arrows represent binding of transcriptional, translational and degredation proteins. The second also depicts transcription and translation but goes into detail about competition for the leader region mRNA binding between degradosomes and protiens that induce translation (MRu represents the leader region of mRNA).
