Stochastic model of transcription factor-regulated gene expression
Open Access
- 1 September 2006
- journal article
- Published by IOP Publishing in Physical Biology
- Vol. 3 (3) , 200-208
- https://doi.org/10.1088/1478-3975/3/3/005
Abstract
We consider a stochastic model of transcription factor (TF)-regulated gene expression. The model describes two genes, gene A and gene B, which synthesize the TFs and the target gene proteins, respectively. We show through analytic calculations that the TF fluctuations have a significant effect on the distribution of the target gene protein levels when the mean TF level falls in the highest sensitive region of the dose-response curve. We further study the effect of reducing the copy number of gene A from two to one. The enhanced TF fluctuations yield results different from those in the deterministic case. The probability that the target gene protein level exceeds a threshold value is calculated with the knowledge of the probability density functions associated with the TF and target gene protein levels. Numerical simulation results for a more detailed stochastic model are shown to be in agreement with those obtained through analytic calculations. The relevance of these results in the context of the genetic disorder haploinsufficiency is pointed out. Some experimental observations on the haploinsufficiency of the tumour suppressor gene, Nkx 3.1, are explained with the help of the stochastic model of TF-regulated gene expression.Keywords
All Related Versions
This publication has 25 references indexed in Scilit:
- Gene copy number and cell cycle arrestPhysical Biology, 2005
- Stochasticity in gene expression: from theories to phenotypesNature Reviews Genetics, 2005
- Ultrasensitivity and noise propagation in a synthetic transcriptional cascadeProceedings of the National Academy of Sciences, 2005
- Noise in eukaryotic gene expressionNature, 2003
- Haploinsufficiency at the Nkx3.1 locusCancer Cell, 2003
- A Matter of DosageScience, 2002
- Increased noise as an effect of haploinsufficiency of the tumor-suppressor gene neurofibromatosis type 1 in vitroProceedings of the National Academy of Sciences, 2002
- Transcription factor haploinsufficiency: when half a loaf is not enoughJournal of Clinical Investigation, 2002
- Exploring the etiology of haploinsufficiencyBioEssays, 2002
- Modeling stochastic gene expression: Implications for haploinsufficiencyProceedings of the National Academy of Sciences, 1998