Phenotype-specific estimation of metabolic fluxes using gene expression data.

Cellular physiology Complex system biology Omics Transcriptomics

Journal

iScience
ISSN: 2589-0042
Titre abrégé: iScience
Pays: United States
ID NLM: 101724038

Informations de publication

Date de publication:
17 Mar 2023
Historique:
received: 22 09 2022
revised: 30 11 2022
accepted: 10 02 2023
entrez: 14 3 2023
pubmed: 15 3 2023
medline: 15 3 2023
Statut: epublish

Résumé

A cell's genome influences its metabolism via the expression of enzyme-related genes, but transcriptome and fluxome are not perfectly correlated as post-transcriptional mechanisms also regulate reaction's kinetics. Here, we addressed the question: given a transcriptome, how unobserved mechanisms of reaction kinetics should be systematically accounted for when inferring the fluxome? To infer the most likely and least biased fluxome, we present Pheflux, a constraint-based model maximizing Shannon's entropy of fluxes per mRNA. Benchmarked against

Identifiants

pubmed: 36915687
doi: 10.1016/j.isci.2023.106201
pii: S2589-0042(23)00278-X
pmc: PMC10006673
doi:

Types de publication

Journal Article

Langues

eng

Pagination

106201

Informations de copyright

© 2023 The Author(s).

Déclaration de conflit d'intérêts

The authors declare no competing interest.

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Auteurs

Nicolás González-Arrué (N)

Universidad Tecnológica Metropolitana, Departamento de Biotecnología, Ñuñoa, Santiago 7800003, Chile.

Isidora Inostroza (I)

Universidad Tecnológica Metropolitana, Departamento de Biotecnología, Ñuñoa, Santiago 7800003, Chile.

Raúl Conejeros (R)

Pontificia Universidad Católica de Valparaíso, Escuela de Ingeniería Bioquímica, Valparaíso, 2362803, Chile.

Marcelo Rivas-Astroza (M)

Universidad Tecnológica Metropolitana, Departamento de Biotecnología, Ñuñoa, Santiago 7800003, Chile.

Classifications MeSH