The autorepressor: A case study of the importance of model selection
Major challenges exist in the design of gene regulatory networks. Some of these can be addressed by the in silico modelling and design of systems prior to implementation. However, reliable modelling of a given system is predicated upon a range of simplifying assumptions which may only be valid for a...
| Main Authors: | , , , , |
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| Format: | Conference item |
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Institute for Electrical and Electronics Engineers
2018
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| _version_ | 1797097602297102336 |
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| author | Harris, AWK Kelly, CL Steel, H Papachristodoulou, A Ieee, |
| author_facet | Harris, AWK Kelly, CL Steel, H Papachristodoulou, A Ieee, |
| author_sort | Harris, AWK |
| collection | OXFORD |
| description | Major challenges exist in the design of gene regulatory networks. Some of these can be addressed by the in silico modelling and design of systems prior to implementation. However, reliable modelling of a given system is predicated upon a range of simplifying assumptions which may only be valid for a limited range of architectures and experimental conditions. In this paper we study the autorepressor, also referred to as the negative autoregulator, a genetic motif common both in natural and synthetic circuits. A number of approaches to modelling the autorepressor are presented, and one of these is extended to include the impact of inducer consumption, a phenomenon frequently observed in experiments. We implement this system using the tet-repressor (TetR), and compare the in vivo data with the results of simulations using parameters taken from the literature. We demonstrate that a modelling approach that considers inducer sequestration due its binding with a transcription factor may be required to qualitatively replicate experimental results. We conclude by drawing comparisons between experimental and simulated results, and discuss approaches by which modelling could be extended to better represent observed behaviours. |
| first_indexed | 2024-03-07T04:57:50Z |
| format | Conference item |
| id | oxford-uuid:d735abca-09c2-4d38-b840-2a5cf39d64bf |
| institution | University of Oxford |
| last_indexed | 2024-03-07T04:57:50Z |
| publishDate | 2018 |
| publisher | Institute for Electrical and Electronics Engineers |
| record_format | dspace |
| spelling | oxford-uuid:d735abca-09c2-4d38-b840-2a5cf39d64bf2022-03-27T08:39:31ZThe autorepressor: A case study of the importance of model selectionConference itemhttp://purl.org/coar/resource_type/c_5794uuid:d735abca-09c2-4d38-b840-2a5cf39d64bfSymplectic Elements at OxfordInstitute for Electrical and Electronics Engineers2018Harris, AWKKelly, CLSteel, HPapachristodoulou, AIeee,Major challenges exist in the design of gene regulatory networks. Some of these can be addressed by the in silico modelling and design of systems prior to implementation. However, reliable modelling of a given system is predicated upon a range of simplifying assumptions which may only be valid for a limited range of architectures and experimental conditions. In this paper we study the autorepressor, also referred to as the negative autoregulator, a genetic motif common both in natural and synthetic circuits. A number of approaches to modelling the autorepressor are presented, and one of these is extended to include the impact of inducer consumption, a phenomenon frequently observed in experiments. We implement this system using the tet-repressor (TetR), and compare the in vivo data with the results of simulations using parameters taken from the literature. We demonstrate that a modelling approach that considers inducer sequestration due its binding with a transcription factor may be required to qualitatively replicate experimental results. We conclude by drawing comparisons between experimental and simulated results, and discuss approaches by which modelling could be extended to better represent observed behaviours. |
| spellingShingle | Harris, AWK Kelly, CL Steel, H Papachristodoulou, A Ieee, The autorepressor: A case study of the importance of model selection |
| title | The autorepressor: A case study of the importance of model selection |
| title_full | The autorepressor: A case study of the importance of model selection |
| title_fullStr | The autorepressor: A case study of the importance of model selection |
| title_full_unstemmed | The autorepressor: A case study of the importance of model selection |
| title_short | The autorepressor: A case study of the importance of model selection |
| title_sort | autorepressor a case study of the importance of model selection |
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