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Emergence of division of labor in tissues through cell interactions and spatial cues
Most cell types in multicellular organisms can perform multiple functions. However, not all functions can be optimally performed simultaneously by the same cells. Functions incompatible at the level of individual cells can be performed at the cell population level, where cells divide labor and speci...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cell Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10242439/ https://www.ncbi.nlm.nih.gov/pubmed/37086403 http://dx.doi.org/10.1016/j.celrep.2023.112412 |
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author | Adler, Miri Moriel, Noa Goeva, Aleksandrina Avraham-Davidi, Inbal Mages, Simon Adams, Taylor S. Kaminski, Naftali Macosko, Evan Z. Regev, Aviv Medzhitov, Ruslan Nitzan, Mor |
author_facet | Adler, Miri Moriel, Noa Goeva, Aleksandrina Avraham-Davidi, Inbal Mages, Simon Adams, Taylor S. Kaminski, Naftali Macosko, Evan Z. Regev, Aviv Medzhitov, Ruslan Nitzan, Mor |
author_sort | Adler, Miri |
collection | PubMed |
description | Most cell types in multicellular organisms can perform multiple functions. However, not all functions can be optimally performed simultaneously by the same cells. Functions incompatible at the level of individual cells can be performed at the cell population level, where cells divide labor and specialize in different functions. Division of labor can arise due to instruction by tissue environment or through self-organization. Here, we develop a computational framework to investigate the contribution of these mechanisms to division of labor within a cell-type population. By optimizing collective cellular task performance under trade-offs, we find that distinguishable expression patterns can emerge from cell-cell interactions versus instructive signals. We propose a method to construct ligand-receptor networks between specialist cells and use it to infer division-of-labor mechanisms from single-cell RNA sequencing (RNA-seq) and spatial transcriptomics data of stromal, epithelial, and immune cells. Our framework can be used to characterize the complexity of cell interactions within tissues. |
format | Online Article Text |
id | pubmed-10242439 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cell Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-102424392023-06-07 Emergence of division of labor in tissues through cell interactions and spatial cues Adler, Miri Moriel, Noa Goeva, Aleksandrina Avraham-Davidi, Inbal Mages, Simon Adams, Taylor S. Kaminski, Naftali Macosko, Evan Z. Regev, Aviv Medzhitov, Ruslan Nitzan, Mor Cell Rep Article Most cell types in multicellular organisms can perform multiple functions. However, not all functions can be optimally performed simultaneously by the same cells. Functions incompatible at the level of individual cells can be performed at the cell population level, where cells divide labor and specialize in different functions. Division of labor can arise due to instruction by tissue environment or through self-organization. Here, we develop a computational framework to investigate the contribution of these mechanisms to division of labor within a cell-type population. By optimizing collective cellular task performance under trade-offs, we find that distinguishable expression patterns can emerge from cell-cell interactions versus instructive signals. We propose a method to construct ligand-receptor networks between specialist cells and use it to infer division-of-labor mechanisms from single-cell RNA sequencing (RNA-seq) and spatial transcriptomics data of stromal, epithelial, and immune cells. Our framework can be used to characterize the complexity of cell interactions within tissues. Cell Press 2023-04-21 /pmc/articles/PMC10242439/ /pubmed/37086403 http://dx.doi.org/10.1016/j.celrep.2023.112412 Text en © 2023 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Adler, Miri Moriel, Noa Goeva, Aleksandrina Avraham-Davidi, Inbal Mages, Simon Adams, Taylor S. Kaminski, Naftali Macosko, Evan Z. Regev, Aviv Medzhitov, Ruslan Nitzan, Mor Emergence of division of labor in tissues through cell interactions and spatial cues |
title | Emergence of division of labor in tissues through cell interactions and spatial cues |
title_full | Emergence of division of labor in tissues through cell interactions and spatial cues |
title_fullStr | Emergence of division of labor in tissues through cell interactions and spatial cues |
title_full_unstemmed | Emergence of division of labor in tissues through cell interactions and spatial cues |
title_short | Emergence of division of labor in tissues through cell interactions and spatial cues |
title_sort | emergence of division of labor in tissues through cell interactions and spatial cues |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10242439/ https://www.ncbi.nlm.nih.gov/pubmed/37086403 http://dx.doi.org/10.1016/j.celrep.2023.112412 |
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