Cargando…

Modeling tissue‐relevant Caenorhabditis elegans metabolism at network, pathway, reaction, and metabolite levels

Metabolism is a highly compartmentalized process that provides building blocks for biomass generation during development, homeostasis, and wound healing, and energy to support cellular and organismal processes. In metazoans, different cells and tissues specialize in different aspects of metabolism....

Descripción completa

Detalles Bibliográficos
Autores principales: Yilmaz, Lutfu Safak, Li, Xuhang, Nanda, Shivani, Fox, Bennett, Schroeder, Frank, Walhout, Albertha JM
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7537831/
https://www.ncbi.nlm.nih.gov/pubmed/33022146
http://dx.doi.org/10.15252/msb.20209649
_version_ 1783590742290071552
author Yilmaz, Lutfu Safak
Li, Xuhang
Nanda, Shivani
Fox, Bennett
Schroeder, Frank
Walhout, Albertha JM
author_facet Yilmaz, Lutfu Safak
Li, Xuhang
Nanda, Shivani
Fox, Bennett
Schroeder, Frank
Walhout, Albertha JM
author_sort Yilmaz, Lutfu Safak
collection PubMed
description Metabolism is a highly compartmentalized process that provides building blocks for biomass generation during development, homeostasis, and wound healing, and energy to support cellular and organismal processes. In metazoans, different cells and tissues specialize in different aspects of metabolism. However, studying the compartmentalization of metabolism in different cell types in a whole animal and for a particular stage of life is difficult. Here, we present MEtabolic models Reconciled with Gene Expression (MERGE), a computational pipeline that we used to predict tissue‐relevant metabolic function at the network, pathway, reaction, and metabolite levels based on single‐cell RNA‐sequencing (scRNA‐seq) data from the nematode Caenorhabditis elegans. Our analysis recapitulated known tissue functions in C. elegans, captured metabolic properties that are shared with similar tissues in human, and provided predictions for novel metabolic functions. MERGE is versatile and applicable to other systems. We envision this work as a starting point for the development of metabolic network models for individual cells as scRNA‐seq continues to provide higher‐resolution gene expression data.
format Online
Article
Text
id pubmed-7537831
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher John Wiley and Sons Inc.
record_format MEDLINE/PubMed
spelling pubmed-75378312020-10-08 Modeling tissue‐relevant Caenorhabditis elegans metabolism at network, pathway, reaction, and metabolite levels Yilmaz, Lutfu Safak Li, Xuhang Nanda, Shivani Fox, Bennett Schroeder, Frank Walhout, Albertha JM Mol Syst Biol Articles Metabolism is a highly compartmentalized process that provides building blocks for biomass generation during development, homeostasis, and wound healing, and energy to support cellular and organismal processes. In metazoans, different cells and tissues specialize in different aspects of metabolism. However, studying the compartmentalization of metabolism in different cell types in a whole animal and for a particular stage of life is difficult. Here, we present MEtabolic models Reconciled with Gene Expression (MERGE), a computational pipeline that we used to predict tissue‐relevant metabolic function at the network, pathway, reaction, and metabolite levels based on single‐cell RNA‐sequencing (scRNA‐seq) data from the nematode Caenorhabditis elegans. Our analysis recapitulated known tissue functions in C. elegans, captured metabolic properties that are shared with similar tissues in human, and provided predictions for novel metabolic functions. MERGE is versatile and applicable to other systems. We envision this work as a starting point for the development of metabolic network models for individual cells as scRNA‐seq continues to provide higher‐resolution gene expression data. John Wiley and Sons Inc. 2020-10-06 /pmc/articles/PMC7537831/ /pubmed/33022146 http://dx.doi.org/10.15252/msb.20209649 Text en © 2020 The Authors. Published under the terms of the CC BY 4.0 license This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Articles
Yilmaz, Lutfu Safak
Li, Xuhang
Nanda, Shivani
Fox, Bennett
Schroeder, Frank
Walhout, Albertha JM
Modeling tissue‐relevant Caenorhabditis elegans metabolism at network, pathway, reaction, and metabolite levels
title Modeling tissue‐relevant Caenorhabditis elegans metabolism at network, pathway, reaction, and metabolite levels
title_full Modeling tissue‐relevant Caenorhabditis elegans metabolism at network, pathway, reaction, and metabolite levels
title_fullStr Modeling tissue‐relevant Caenorhabditis elegans metabolism at network, pathway, reaction, and metabolite levels
title_full_unstemmed Modeling tissue‐relevant Caenorhabditis elegans metabolism at network, pathway, reaction, and metabolite levels
title_short Modeling tissue‐relevant Caenorhabditis elegans metabolism at network, pathway, reaction, and metabolite levels
title_sort modeling tissue‐relevant caenorhabditis elegans metabolism at network, pathway, reaction, and metabolite levels
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7537831/
https://www.ncbi.nlm.nih.gov/pubmed/33022146
http://dx.doi.org/10.15252/msb.20209649
work_keys_str_mv AT yilmazlutfusafak modelingtissuerelevantcaenorhabditiselegansmetabolismatnetworkpathwayreactionandmetabolitelevels
AT lixuhang modelingtissuerelevantcaenorhabditiselegansmetabolismatnetworkpathwayreactionandmetabolitelevels
AT nandashivani modelingtissuerelevantcaenorhabditiselegansmetabolismatnetworkpathwayreactionandmetabolitelevels
AT foxbennett modelingtissuerelevantcaenorhabditiselegansmetabolismatnetworkpathwayreactionandmetabolitelevels
AT schroederfrank modelingtissuerelevantcaenorhabditiselegansmetabolismatnetworkpathwayreactionandmetabolitelevels
AT walhoutalberthajm modelingtissuerelevantcaenorhabditiselegansmetabolismatnetworkpathwayreactionandmetabolitelevels