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Accelerating Whole-Cell Simulations of mRNA Translation Using a Dedicated Hardware

[Image: see text] In recent years, intracellular biophysical simulations have been used with increasing frequency not only for answering basic scientific questions but also in the field of synthetic biology. However, since these models include networks of interaction between millions of components,...

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Autores principales: Shallom, David, Naiger, Danny, Weiss, Shlomo, Tuller, Tamir
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2021
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8689694/
https://www.ncbi.nlm.nih.gov/pubmed/34813269
http://dx.doi.org/10.1021/acssynbio.1c00415
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author Shallom, David
Naiger, Danny
Weiss, Shlomo
Tuller, Tamir
author_facet Shallom, David
Naiger, Danny
Weiss, Shlomo
Tuller, Tamir
author_sort Shallom, David
collection PubMed
description [Image: see text] In recent years, intracellular biophysical simulations have been used with increasing frequency not only for answering basic scientific questions but also in the field of synthetic biology. However, since these models include networks of interaction between millions of components, they are extremely time-consuming and cannot run easily on parallel computers. In this study, we demonstrate for the first time a novel approach addressing this challenge by using a dedicated hardware designed specifically to simulate such processes. As a proof of concept, we specifically focus on mRNA translation, which is the process consuming most of the energy in the cell. We design a hardware that simulates translation in Escherichia coli and Saccharomyces cerevisiae for thousands of mRNAs and ribosomes, which is in orders of magnitude faster than a similar software solution. With the sharp increase in the amount of genomic data available today and the complexity of the corresponding models inferred from them, we believe that the strategy suggested here will become common and can be used among others for simulating entire cells with all gene expression steps.
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spelling pubmed-86896942021-12-22 Accelerating Whole-Cell Simulations of mRNA Translation Using a Dedicated Hardware Shallom, David Naiger, Danny Weiss, Shlomo Tuller, Tamir ACS Synth Biol [Image: see text] In recent years, intracellular biophysical simulations have been used with increasing frequency not only for answering basic scientific questions but also in the field of synthetic biology. However, since these models include networks of interaction between millions of components, they are extremely time-consuming and cannot run easily on parallel computers. In this study, we demonstrate for the first time a novel approach addressing this challenge by using a dedicated hardware designed specifically to simulate such processes. As a proof of concept, we specifically focus on mRNA translation, which is the process consuming most of the energy in the cell. We design a hardware that simulates translation in Escherichia coli and Saccharomyces cerevisiae for thousands of mRNAs and ribosomes, which is in orders of magnitude faster than a similar software solution. With the sharp increase in the amount of genomic data available today and the complexity of the corresponding models inferred from them, we believe that the strategy suggested here will become common and can be used among others for simulating entire cells with all gene expression steps. American Chemical Society 2021-11-23 2021-12-17 /pmc/articles/PMC8689694/ /pubmed/34813269 http://dx.doi.org/10.1021/acssynbio.1c00415 Text en © 2021 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Shallom, David
Naiger, Danny
Weiss, Shlomo
Tuller, Tamir
Accelerating Whole-Cell Simulations of mRNA Translation Using a Dedicated Hardware
title Accelerating Whole-Cell Simulations of mRNA Translation Using a Dedicated Hardware
title_full Accelerating Whole-Cell Simulations of mRNA Translation Using a Dedicated Hardware
title_fullStr Accelerating Whole-Cell Simulations of mRNA Translation Using a Dedicated Hardware
title_full_unstemmed Accelerating Whole-Cell Simulations of mRNA Translation Using a Dedicated Hardware
title_short Accelerating Whole-Cell Simulations of mRNA Translation Using a Dedicated Hardware
title_sort accelerating whole-cell simulations of mrna translation using a dedicated hardware
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8689694/
https://www.ncbi.nlm.nih.gov/pubmed/34813269
http://dx.doi.org/10.1021/acssynbio.1c00415
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