Robust and tunable signal processing in mammalian cells via engineered covalent modification cycles

Abstract Engineered signaling networks can impart cells with new functionalities useful for directing differentiation and actuating cellular therapies. For such applications, the engineered networks must be tunable, precisely regulate target gene expression, and be robust to perturbations within the...

Full description

Bibliographic Details
Main Authors: Ross D. Jones, Yili Qian, Katherine Ilia, Benjamin Wang, Michael T. Laub, Domitilla Del Vecchio, Ron Weiss
Format: Article
Language:English
Published: Nature Portfolio 2022-03-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-022-29338-w
_version_ 1797743962846396416
author Ross D. Jones
Yili Qian
Katherine Ilia
Benjamin Wang
Michael T. Laub
Domitilla Del Vecchio
Ron Weiss
author_facet Ross D. Jones
Yili Qian
Katherine Ilia
Benjamin Wang
Michael T. Laub
Domitilla Del Vecchio
Ron Weiss
author_sort Ross D. Jones
collection DOAJ
description Abstract Engineered signaling networks can impart cells with new functionalities useful for directing differentiation and actuating cellular therapies. For such applications, the engineered networks must be tunable, precisely regulate target gene expression, and be robust to perturbations within the complex context of mammalian cells. Here, we use bacterial two-component signaling proteins to develop synthetic phosphoregulation devices that exhibit these properties in mammalian cells. First, we engineer a synthetic covalent modification cycle based on kinase and phosphatase proteins derived from the bifunctional histidine kinase EnvZ, enabling analog tuning of gene expression via its response regulator OmpR. By regulating phosphatase expression with endogenous miRNAs, we demonstrate cell-type specific signaling responses and a new strategy for accurate cell type classification. Finally, we implement a tunable negative feedback controller via a small molecule-stabilized phosphatase, reducing output expression variance and mitigating the context-dependent effects of off-target regulation and resource competition. Our work lays the foundation for establishing tunable, precise, and robust control over cell behavior with synthetic signaling networks.
first_indexed 2024-03-12T15:03:03Z
format Article
id doaj.art-07b7c8171973444cb2597e662547c991
institution Directory Open Access Journal
issn 2041-1723
language English
last_indexed 2024-03-12T15:03:03Z
publishDate 2022-03-01
publisher Nature Portfolio
record_format Article
series Nature Communications
spelling doaj.art-07b7c8171973444cb2597e662547c9912023-08-13T11:16:28ZengNature PortfolioNature Communications2041-17232022-03-0113111710.1038/s41467-022-29338-wRobust and tunable signal processing in mammalian cells via engineered covalent modification cyclesRoss D. Jones0Yili Qian1Katherine Ilia2Benjamin Wang3Michael T. Laub4Domitilla Del Vecchio5Ron Weiss6Department of Biological Engineering, Massachusetts Institute of TechnologySynthetic Biology Center, Massachusetts Institute of TechnologyDepartment of Biological Engineering, Massachusetts Institute of TechnologySynthetic Biology Center, Massachusetts Institute of TechnologySynthetic Biology Center, Massachusetts Institute of TechnologySynthetic Biology Center, Massachusetts Institute of TechnologyDepartment of Biological Engineering, Massachusetts Institute of TechnologyAbstract Engineered signaling networks can impart cells with new functionalities useful for directing differentiation and actuating cellular therapies. For such applications, the engineered networks must be tunable, precisely regulate target gene expression, and be robust to perturbations within the complex context of mammalian cells. Here, we use bacterial two-component signaling proteins to develop synthetic phosphoregulation devices that exhibit these properties in mammalian cells. First, we engineer a synthetic covalent modification cycle based on kinase and phosphatase proteins derived from the bifunctional histidine kinase EnvZ, enabling analog tuning of gene expression via its response regulator OmpR. By regulating phosphatase expression with endogenous miRNAs, we demonstrate cell-type specific signaling responses and a new strategy for accurate cell type classification. Finally, we implement a tunable negative feedback controller via a small molecule-stabilized phosphatase, reducing output expression variance and mitigating the context-dependent effects of off-target regulation and resource competition. Our work lays the foundation for establishing tunable, precise, and robust control over cell behavior with synthetic signaling networks.https://doi.org/10.1038/s41467-022-29338-w
spellingShingle Ross D. Jones
Yili Qian
Katherine Ilia
Benjamin Wang
Michael T. Laub
Domitilla Del Vecchio
Ron Weiss
Robust and tunable signal processing in mammalian cells via engineered covalent modification cycles
Nature Communications
title Robust and tunable signal processing in mammalian cells via engineered covalent modification cycles
title_full Robust and tunable signal processing in mammalian cells via engineered covalent modification cycles
title_fullStr Robust and tunable signal processing in mammalian cells via engineered covalent modification cycles
title_full_unstemmed Robust and tunable signal processing in mammalian cells via engineered covalent modification cycles
title_short Robust and tunable signal processing in mammalian cells via engineered covalent modification cycles
title_sort robust and tunable signal processing in mammalian cells via engineered covalent modification cycles
url https://doi.org/10.1038/s41467-022-29338-w
work_keys_str_mv AT rossdjones robustandtunablesignalprocessinginmammaliancellsviaengineeredcovalentmodificationcycles
AT yiliqian robustandtunablesignalprocessinginmammaliancellsviaengineeredcovalentmodificationcycles
AT katherineilia robustandtunablesignalprocessinginmammaliancellsviaengineeredcovalentmodificationcycles
AT benjaminwang robustandtunablesignalprocessinginmammaliancellsviaengineeredcovalentmodificationcycles
AT michaeltlaub robustandtunablesignalprocessinginmammaliancellsviaengineeredcovalentmodificationcycles
AT domitilladelvecchio robustandtunablesignalprocessinginmammaliancellsviaengineeredcovalentmodificationcycles
AT ronweiss robustandtunablesignalprocessinginmammaliancellsviaengineeredcovalentmodificationcycles