A System for Analog Control of Cell Culture Dynamics to Reveal Capabilities of Signaling Networks
Summary: Cellular microenvironments are dynamic. When exposed to extracellular cues, such as changing concentrations of inflammatory cytokines, cells activate signaling networks that mediate fate decisions. Exploring responses broadly to time-varying microenvironments is essential to understand the...
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doaj-3c67c37108d8496bb89945b92dadcbe12020-11-25T01:24:20ZengElsevieriScience2589-00422019-09-0119586596A System for Analog Control of Cell Culture Dynamics to Reveal Capabilities of Signaling NetworksChaitanya S. Mokashi0David L. Schipper1Mohammad A. Qasaimeh2Robin E.C. Lee3Department of Computational and Systems Biology, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USADepartment of Computational and Systems Biology, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USADivision of Engineering, New York University Abu Dhabi, Abu Dhabi, UAE; Mechanical and Aerospace Engineering, Tandon School of Engineering, New York University, Brooklyn 11201, USADepartment of Computational and Systems Biology, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USA; Corresponding authorSummary: Cellular microenvironments are dynamic. When exposed to extracellular cues, such as changing concentrations of inflammatory cytokines, cells activate signaling networks that mediate fate decisions. Exploring responses broadly to time-varying microenvironments is essential to understand the information transmission capabilities of signaling networks and how dynamic milieus influence cell fate decisions. Here, we present a gravity-driven cell culture and demonstrate that the system accurately produces user-defined concentration profiles for one or more dynamic stimuli. As proof of principle, we monitor nuclear factor-κB activation in single cells exposed to dynamic cytokine stimulation and reveal context-dependent sensitivity and uncharacterized single-cell response classes distinct from persistent stimulation. Using computational modeling, we find that cell-to-cell variability in feedback rates within the signaling network contributes to different response classes. Models are validated using inhibitors to predictably modulate response classes in live cells exposed to dynamic stimuli. These hidden capabilities, uncovered through dynamic stimulation, provide opportunities to discover and manipulate signaling mechanisms. : Immunology; Mathematical Biosciences; Complex Systems; Biological Science Instrumentation Subject Areas: Immunology, Mathematical Biosciences, Complex Systems, Biological Science Instrumentationhttp://www.sciencedirect.com/science/article/pii/S2589004219302883 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Chaitanya S. Mokashi David L. Schipper Mohammad A. Qasaimeh Robin E.C. Lee |
spellingShingle |
Chaitanya S. Mokashi David L. Schipper Mohammad A. Qasaimeh Robin E.C. Lee A System for Analog Control of Cell Culture Dynamics to Reveal Capabilities of Signaling Networks iScience |
author_facet |
Chaitanya S. Mokashi David L. Schipper Mohammad A. Qasaimeh Robin E.C. Lee |
author_sort |
Chaitanya S. Mokashi |
title |
A System for Analog Control of Cell Culture Dynamics to Reveal Capabilities of Signaling Networks |
title_short |
A System for Analog Control of Cell Culture Dynamics to Reveal Capabilities of Signaling Networks |
title_full |
A System for Analog Control of Cell Culture Dynamics to Reveal Capabilities of Signaling Networks |
title_fullStr |
A System for Analog Control of Cell Culture Dynamics to Reveal Capabilities of Signaling Networks |
title_full_unstemmed |
A System for Analog Control of Cell Culture Dynamics to Reveal Capabilities of Signaling Networks |
title_sort |
system for analog control of cell culture dynamics to reveal capabilities of signaling networks |
publisher |
Elsevier |
series |
iScience |
issn |
2589-0042 |
publishDate |
2019-09-01 |
description |
Summary: Cellular microenvironments are dynamic. When exposed to extracellular cues, such as changing concentrations of inflammatory cytokines, cells activate signaling networks that mediate fate decisions. Exploring responses broadly to time-varying microenvironments is essential to understand the information transmission capabilities of signaling networks and how dynamic milieus influence cell fate decisions. Here, we present a gravity-driven cell culture and demonstrate that the system accurately produces user-defined concentration profiles for one or more dynamic stimuli. As proof of principle, we monitor nuclear factor-κB activation in single cells exposed to dynamic cytokine stimulation and reveal context-dependent sensitivity and uncharacterized single-cell response classes distinct from persistent stimulation. Using computational modeling, we find that cell-to-cell variability in feedback rates within the signaling network contributes to different response classes. Models are validated using inhibitors to predictably modulate response classes in live cells exposed to dynamic stimuli. These hidden capabilities, uncovered through dynamic stimulation, provide opportunities to discover and manipulate signaling mechanisms. : Immunology; Mathematical Biosciences; Complex Systems; Biological Science Instrumentation Subject Areas: Immunology, Mathematical Biosciences, Complex Systems, Biological Science Instrumentation |
url |
http://www.sciencedirect.com/science/article/pii/S2589004219302883 |
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