Lineages of embryonic stem cells show non-Markovian state transitions

Summary: Pluripotent embryonic stem cells (ESCs) constitute the cell types of the adult vertebrate through a series of developmental state transitions. These states can be defined by expression levels of marker genes, such as Nanog and Sox2. In culture, ESCs reversibly transition between states. How...

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Main Authors: Tee Udomlumleart, Sofia Hu, Salil Garg
Format: Article
Language:English
Published: Elsevier 2021-08-01
Series:iScience
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2589004221008476
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spelling doaj-6e84a2e9571949559917ddeeb1c8e7d62021-08-22T04:30:36ZengElsevieriScience2589-00422021-08-01248102879Lineages of embryonic stem cells show non-Markovian state transitionsTee Udomlumleart0Sofia Hu1Salil Garg2Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02142, USAKoch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02142, USA; Harvard-MIT MD PhD Program, Harvard Medical School, Boston, MA 02115, USAKoch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02142, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA; Corresponding authorSummary: Pluripotent embryonic stem cells (ESCs) constitute the cell types of the adult vertebrate through a series of developmental state transitions. These states can be defined by expression levels of marker genes, such as Nanog and Sox2. In culture, ESCs reversibly transition between states. However, whether ESCs retain memory of their previous states or transition in a memoryless (Markovian) process remains relatively unknown. Here, we show some highly dynamic lineages of ESCs do not exhibit the Markovian property: their previous states and kin relations influence future choices. Unexpectedly, the distribution of lineages across their composition between states is constant over time, contrasting with the predictions of a Markov model. Additionally, highly dynamic ESC lineages show skewed cell fate distributions after retinoic acid differentiation. Together, these data suggest ESC lineage is an important variable governing future cell states, with implications for stem cell function and development.http://www.sciencedirect.com/science/article/pii/S2589004221008476Cell biologyStem cells researchDevelopmental biologyEmbryologySystems and computational biology
collection DOAJ
language English
format Article
sources DOAJ
author Tee Udomlumleart
Sofia Hu
Salil Garg
spellingShingle Tee Udomlumleart
Sofia Hu
Salil Garg
Lineages of embryonic stem cells show non-Markovian state transitions
iScience
Cell biology
Stem cells research
Developmental biology
Embryology
Systems and computational biology
author_facet Tee Udomlumleart
Sofia Hu
Salil Garg
author_sort Tee Udomlumleart
title Lineages of embryonic stem cells show non-Markovian state transitions
title_short Lineages of embryonic stem cells show non-Markovian state transitions
title_full Lineages of embryonic stem cells show non-Markovian state transitions
title_fullStr Lineages of embryonic stem cells show non-Markovian state transitions
title_full_unstemmed Lineages of embryonic stem cells show non-Markovian state transitions
title_sort lineages of embryonic stem cells show non-markovian state transitions
publisher Elsevier
series iScience
issn 2589-0042
publishDate 2021-08-01
description Summary: Pluripotent embryonic stem cells (ESCs) constitute the cell types of the adult vertebrate through a series of developmental state transitions. These states can be defined by expression levels of marker genes, such as Nanog and Sox2. In culture, ESCs reversibly transition between states. However, whether ESCs retain memory of their previous states or transition in a memoryless (Markovian) process remains relatively unknown. Here, we show some highly dynamic lineages of ESCs do not exhibit the Markovian property: their previous states and kin relations influence future choices. Unexpectedly, the distribution of lineages across their composition between states is constant over time, contrasting with the predictions of a Markov model. Additionally, highly dynamic ESC lineages show skewed cell fate distributions after retinoic acid differentiation. Together, these data suggest ESC lineage is an important variable governing future cell states, with implications for stem cell function and development.
topic Cell biology
Stem cells research
Developmental biology
Embryology
Systems and computational biology
url http://www.sciencedirect.com/science/article/pii/S2589004221008476
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AT sofiahu lineagesofembryonicstemcellsshownonmarkovianstatetransitions
AT salilgarg lineagesofembryonicstemcellsshownonmarkovianstatetransitions
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