Inferring a spatial code of cell-cell interactions across a whole animal body.


Journal

PLoS computational biology
ISSN: 1553-7358
Titre abrégé: PLoS Comput Biol
Pays: United States
ID NLM: 101238922

Informations de publication

Date de publication:
11 2022
Historique:
received: 01 04 2022
accepted: 07 11 2022
revised: 01 12 2022
pubmed: 18 11 2022
medline: 6 12 2022
entrez: 17 11 2022
Statut: epublish

Résumé

Cell-cell interactions shape cellular function and ultimately organismal phenotype. Interacting cells can sense their mutual distance using combinations of ligand-receptor pairs, suggesting the existence of a spatial code, i.e., signals encoding spatial properties of cellular organization. However, this code driving and sustaining the spatial organization of cells remains to be elucidated. Here we present a computational framework to infer the spatial code underlying cell-cell interactions from the transcriptomes of the cell types across the whole body of a multicellular organism. As core of this framework, we introduce our tool cell2cell, which uses the coexpression of ligand-receptor pairs to compute the potential for intercellular interactions, and we test it across the Caenorhabditis elegans' body. Leveraging a 3D atlas of C. elegans' cells, we also implement a genetic algorithm to identify the ligand-receptor pairs most informative of the spatial organization of cells across the whole body. Validating the spatial code extracted with this strategy, the resulting intercellular distances are negatively correlated with the inferred cell-cell interactions. Furthermore, for selected cell-cell and ligand-receptor pairs, we experimentally confirm the communicatory behavior inferred with cell2cell and the genetic algorithm. Thus, our framework helps identify a code that predicts the spatial organization of cells across a whole-animal body.

Identifiants

pubmed: 36395331
doi: 10.1371/journal.pcbi.1010715
pii: PCOMPBIOL-D-22-00518
pmc: PMC9714814
doi:

Substances chimiques

Ligands 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't Research Support, N.I.H., Extramural

Langues

eng

Sous-ensembles de citation

IM

Pagination

e1010715

Subventions

Organisme : NIGMS NIH HHS
ID : R35 GM119850
Pays : United States

Informations de copyright

Copyright: © 2022 Armingol et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

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Auteurs

Erick Armingol (E)

Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, California, United States of America.
Department of Pediatrics, University of California, San Diego, La Jolla, California, United States of America.

Abbas Ghaddar (A)

Department of Biology, University of Virginia, Charlottesville, Virginia, United States of America.

Chintan J Joshi (CJ)

Department of Pediatrics, University of California, San Diego, La Jolla, California, United States of America.

Hratch Baghdassarian (H)

Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, California, United States of America.
Department of Pediatrics, University of California, San Diego, La Jolla, California, United States of America.

Isaac Shamie (I)

Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, California, United States of America.
Department of Pediatrics, University of California, San Diego, La Jolla, California, United States of America.

Jason Chan (J)

Poway High School, Poway, California, United States of America.

Hsuan-Lin Her (HL)

Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, California, United States of America.

Samuel Berhanu (S)

Department of Biology, University of Virginia, Charlottesville, Virginia, United States of America.

Anushka Dar (A)

Department of Biology, University of Virginia, Charlottesville, Virginia, United States of America.

Fabiola Rodriguez-Armstrong (F)

Department of Biology, University of Virginia, Charlottesville, Virginia, United States of America.

Olivia Yang (O)

Department of Biology, University of Virginia, Charlottesville, Virginia, United States of America.

Eyleen J O'Rourke (EJ)

Department of Biology, University of Virginia, Charlottesville, Virginia, United States of America.
Department of Cell Biology, School of Medicine of University of Virginia, Charlottesville, Virginia, United States of America.

Nathan E Lewis (NE)

Department of Pediatrics, University of California, San Diego, La Jolla, California, United States of America.
Department of Bioengineering, University of California, San Diego, La Jolla, California, United States of America.

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Classifications MeSH