Digital signaling decouples activation probability and population heterogeneity
Digital signaling enhances robustness of cellular decisions in noisy environments, but it is unclear how digital systems transmit temporal information about a stimulus. To understand how temporal input information is encoded and decoded by the NF-κB system, we studied transcription factor dynamics a...
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doaj-e05fff56b8d84cbb862e3ed4b5e5e18f2021-05-05T00:04:43ZengeLife Sciences Publications LtdeLife2050-084X2015-10-01410.7554/eLife.08931Digital signaling decouples activation probability and population heterogeneityRyan A Kellogg0https://orcid.org/0000-0002-5591-9466Chengzhe Tian1https://orcid.org/0000-0002-2269-1979Tomasz Lipniacki2Stephen R Quake3Savaş Tay4Department of Biosystems Science and Engineering, Eidgenössische Technische Hochschule Zürich, Basel, SwitzerlandNiels Bohr Institute, University of Copenhagen, Copenhagen, DenmarkInstitute of Fundamental Technological Research, Polish Academy of Sciences, Warsaw, PolandDepartment of Bioengineering, Howard Hughes Medical Institute, Stanford University, Stanford, United StatesDepartment of Biosystems Science and Engineering, Eidgenössische Technische Hochschule Zürich, Basel, Switzerland; Institute for Molecular Engineering, University of Chicago, Chicago, United StatesDigital signaling enhances robustness of cellular decisions in noisy environments, but it is unclear how digital systems transmit temporal information about a stimulus. To understand how temporal input information is encoded and decoded by the NF-κB system, we studied transcription factor dynamics and gene regulation under dose- and duration-modulated inflammatory inputs. Mathematical modeling predicted and microfluidic single-cell experiments confirmed that integral of the stimulus (or area, concentration × duration) controls the fraction of cells that activate NF-κB in the population. However, stimulus temporal profile determined NF-κB dynamics, cell-to-cell variability, and gene expression phenotype. A sustained, weak stimulation lead to heterogeneous activation and delayed timing that is transmitted to gene expression. In contrast, a transient, strong stimulus with the same area caused rapid and uniform dynamics. These results show that digital NF-κB signaling enables multidimensional control of cellular phenotype via input profile, allowing parallel and independent control of single-cell activation probability and population heterogeneity.https://elifesciences.org/articles/08931digital signalingsingle-cell analysissignaling dynamicscell-to-cell heterogeneitysystems biologyinnate immunity |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ryan A Kellogg Chengzhe Tian Tomasz Lipniacki Stephen R Quake Savaş Tay |
spellingShingle |
Ryan A Kellogg Chengzhe Tian Tomasz Lipniacki Stephen R Quake Savaş Tay Digital signaling decouples activation probability and population heterogeneity eLife digital signaling single-cell analysis signaling dynamics cell-to-cell heterogeneity systems biology innate immunity |
author_facet |
Ryan A Kellogg Chengzhe Tian Tomasz Lipniacki Stephen R Quake Savaş Tay |
author_sort |
Ryan A Kellogg |
title |
Digital signaling decouples activation probability and population heterogeneity |
title_short |
Digital signaling decouples activation probability and population heterogeneity |
title_full |
Digital signaling decouples activation probability and population heterogeneity |
title_fullStr |
Digital signaling decouples activation probability and population heterogeneity |
title_full_unstemmed |
Digital signaling decouples activation probability and population heterogeneity |
title_sort |
digital signaling decouples activation probability and population heterogeneity |
publisher |
eLife Sciences Publications Ltd |
series |
eLife |
issn |
2050-084X |
publishDate |
2015-10-01 |
description |
Digital signaling enhances robustness of cellular decisions in noisy environments, but it is unclear how digital systems transmit temporal information about a stimulus. To understand how temporal input information is encoded and decoded by the NF-κB system, we studied transcription factor dynamics and gene regulation under dose- and duration-modulated inflammatory inputs. Mathematical modeling predicted and microfluidic single-cell experiments confirmed that integral of the stimulus (or area, concentration × duration) controls the fraction of cells that activate NF-κB in the population. However, stimulus temporal profile determined NF-κB dynamics, cell-to-cell variability, and gene expression phenotype. A sustained, weak stimulation lead to heterogeneous activation and delayed timing that is transmitted to gene expression. In contrast, a transient, strong stimulus with the same area caused rapid and uniform dynamics. These results show that digital NF-κB signaling enables multidimensional control of cellular phenotype via input profile, allowing parallel and independent control of single-cell activation probability and population heterogeneity. |
topic |
digital signaling single-cell analysis signaling dynamics cell-to-cell heterogeneity systems biology innate immunity |
url |
https://elifesciences.org/articles/08931 |
work_keys_str_mv |
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1721476672706838528 |