Krishna Manoj, Theodore W. Grunberg, Domitilla Del Vecchio
{"title":"Multi-variable control to mitigate loads in CRISPRa networks","authors":"Krishna Manoj, Theodore W. Grunberg, Domitilla Del Vecchio","doi":"arxiv-2409.07384","DOIUrl":null,"url":null,"abstract":"The discovery of CRISPR-mediated gene activation (CRISPRa) has transformed\nthe way in which we perform genetic screening, bioproduction and therapeutics\nthrough its ability to scale and multiplex. However, the emergence of loads on\nthe key molecular resources constituting CRISPRa by the orthogonal short RNA\nthat guide such resources to gene targets, couple theoretically independent\nCRISPRa modules. This coupling negates the ability of CRISPRa systems to\nconcurrently regulate multiple genes independent of one another. In this paper,\nwe propose to reduce this coupling by mitigating the loads on the molecular\nresources that constitute CRISPRa. In particular, we design a multi-variable\ncontroller that makes the concentration of these molecular resources robust to\nvariations in the level of the short RNA loads. This work serves as a\nfoundation to design and implement CRISPRa controllers for practical\napplications.","PeriodicalId":501325,"journal":{"name":"arXiv - QuanBio - Molecular Networks","volume":"57 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuanBio - Molecular Networks","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.07384","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
The discovery of CRISPR-mediated gene activation (CRISPRa) has transformed
the way in which we perform genetic screening, bioproduction and therapeutics
through its ability to scale and multiplex. However, the emergence of loads on
the key molecular resources constituting CRISPRa by the orthogonal short RNA
that guide such resources to gene targets, couple theoretically independent
CRISPRa modules. This coupling negates the ability of CRISPRa systems to
concurrently regulate multiple genes independent of one another. In this paper,
we propose to reduce this coupling by mitigating the loads on the molecular
resources that constitute CRISPRa. In particular, we design a multi-variable
controller that makes the concentration of these molecular resources robust to
variations in the level of the short RNA loads. This work serves as a
foundation to design and implement CRISPRa controllers for practical
applications.