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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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 |
work_keys_str_mv |
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1721200201460350976 |