TY - JOUR
T1 - Translation in the cell under fierce competition for shared resources
T2 - A mathematical model
AU - Katz, Rami
AU - Attias, Elad
AU - Tuller, Tamir
AU - Margaliot, Michael
N1 - Publisher Copyright:
© 2022 The Authors.
PY - 2022/12/21
Y1 - 2022/12/21
N2 - During translation, mRNAs 'compete' for shared resources. Under stress conditions, during viral infection and also in high-throughput heterologous gene expression, these resources may become scarce, e.g. the pool of free ribosomes is starved, and then the competition may have a dramatic effect on the global dynamics of translation in the cell. We model this scenario using a network that includes m ribosome flow models (RFMs) interconnected via a pool of free ribosomes. Each RFM models ribosome flow along an mRNA molecule, and the pool models the shared resource. We assume that the number of mRNAs is large, so many ribosomes are attached to the mRNAs, and the pool is starved. Our analysis shows that adding an mRNA has an intricate effect on the total protein production. The new mRNA produces new proteins, but the other mRNAs produce less proteins, as the pool that feeds these mRNAs now has a smaller abundance of ribosomes. As the number of mRNAs increases, the marginal utility of adding another mRNA diminishes, and the total protein production rate saturates to a limiting value. We demonstrate our approach using an example of insulin protein production in a cell-free system.
AB - During translation, mRNAs 'compete' for shared resources. Under stress conditions, during viral infection and also in high-throughput heterologous gene expression, these resources may become scarce, e.g. the pool of free ribosomes is starved, and then the competition may have a dramatic effect on the global dynamics of translation in the cell. We model this scenario using a network that includes m ribosome flow models (RFMs) interconnected via a pool of free ribosomes. Each RFM models ribosome flow along an mRNA molecule, and the pool models the shared resource. We assume that the number of mRNAs is large, so many ribosomes are attached to the mRNAs, and the pool is starved. Our analysis shows that adding an mRNA has an intricate effect on the total protein production. The new mRNA produces new proteins, but the other mRNAs produce less proteins, as the pool that feeds these mRNAs now has a smaller abundance of ribosomes. As the number of mRNAs increases, the marginal utility of adding another mRNA diminishes, and the total protein production rate saturates to a limiting value. We demonstrate our approach using an example of insulin protein production in a cell-free system.
KW - Perron-Frobenius theory
KW - cell-free systems
KW - competition for shared resources
KW - mRNA translation
KW - perturbations of eigenvalues and eigenvectors
KW - spectral analysis of tri-diagonal matrices
UR - http://www.scopus.com/inward/record.url?scp=85144256761&partnerID=8YFLogxK
U2 - 10.1098/rsif.2022.0535
DO - 10.1098/rsif.2022.0535
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C2 - 36541059
AN - SCOPUS:85144256761
SN - 1742-5689
VL - 19
JO - Journal of the Royal Society Interface
JF - Journal of the Royal Society Interface
IS - 197
M1 - 20220535
ER -