From Genome to Function: Metabolism-Wide Models of Lifecycle Stages of Parasites

  • Bruno R. Pinto
  • , Gabriela T. Montanaro
  • , Mayke B. Alencar
  • , Milou Hoving
  • , Jurgen R. Haanstra
  • , Ariel M. Silber
  • , Pranas Grigaitis*
  • *Corresponding author for this work

Research output: Chapter in Book / Report / Conference proceedingChapterAcademicpeer-review

Abstract

Metabolism is a complex network of biochemical reactions that cells use to obtain free energy transduced from nutrients and synthesize new cellular components. Understanding the wiring of metabolism can aid in metabolic engineering to boost certain metabolic functions, or, alternatively, inspire interventions to block undesired metabolism, for example, of parasites. The challenge is that interventions to metabolic networks should be studied in the context of the entire, extensive cellular metabolic networks. Incoming and outgoing fluxes may be readily measured but how fluxes are distributed within the metabolic network often remains a black box. Systems biology offers a toolset to shine light inside this black box: constraint-based metabolic models can predict intracellular flux distributions. But how to construct such a model? In this chapter, we will guide you through the steps to make a constraint-based model out of the genome sequence and demonstrate that it may be easier than it sounds. We provide a walkthrough of model construction, curation and validation—with a specific focus on protistan parasites and their lifecycle stages. While genomes can help to infer the entirety of metabolic potential encoded in the organism’s genome (a so-called genome-scale metabolic model), cells do not necessarily express all metabolic enzymes simultaneously. This is particularly relevant for parasites as the different lifecycle stages rely on different sets of metabolic enzymes and host-imposed constraints. We discuss approaches to restrict the genome-wide network to become lifecycle stage specific and how you can test and use the resulting models.

Original languageEnglish
Title of host publicationEuglenozoa
Subtitle of host publicationMethods and Protocols, Volume 1
EditorsPaul A.M. Michels, Michael L. Ginger, Anna Karnkowska, Laura-Isobel McCall, Ariel M. Silber
PublisherHumana Press Inc
Pages361-399
Number of pages39
Volume1
ISBN (Electronic)9781071651421
ISBN (Print)9781071651414
DOIs
Publication statusPublished - 2026

Publication series

NameMethods in Molecular Biology
PublisherHumana Press
Volume3013
ISSN (Print)1064-3745
ISSN (Electronic)1940-6029

Bibliographical note

Publisher Copyright:
© The Author(s), under exclusive license to Springer Science+Business Media, LLC, part of Springer Nature 2026.

Funding

This work was supported by Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) grant 2021/12938-0 (awarded to A.M.S.) and Conselho Nacional de Pesquisas Científicas e Tecnológicas (CNPq) grant 307487/2021-0 (awarded to A.M.S.). P.G. also thanks SURF ( https://www.surf.nl ) for computational support through the access to the Dutch National Supercomputer Snellius.

FundersFunder number
SURF
Fundação de Amparo à Pesquisa do Estado de São Paulo2021/12938-0
Conselho Nacional de Pesquisas Científicas e Tecnológicas307487/2021-0

    Keywords

    • Biomass equation
    • Dry weight
    • Genome-scale metabolic models
    • Growth-associated ATP maintenance (GAM)
    • Non-growth-associated ATP maintenance (NGAM)
    • Systems biology

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