Genome-scale metabolic models highlight stage-specific differences in essential metabolic pathways in Trypanosoma cruzi.

Chagas disease is a neglected tropical disease and a leading cause of heart failure in Latin America caused by a protozoan called Trypanosoma cruzi. This parasite presents a complex multi-stage life cycle. Anti-Chagas drugs currently available are limited to benznidazole and nifurtimox, both with se...

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Published in:PLOS Neglected Tropical Diseases
Main Authors: Isabel S Shiratsubaki, Xin Fang, Rodolpho O O Souza, Bernhard O Palsson, Ariel M Silber, Jair L Siqueira-Neto
Format: Article in Journal/Newspaper
Language:English
Published: Public Library of Science (PLoS) 2020
Subjects:
Online Access:https://doi.org/10.1371/journal.pntd.0008728
https://doaj.org/article/84a796d0ce1148a1bb855932c99ffcc9
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spelling ftdoajarticles:oai:doaj.org/article:84a796d0ce1148a1bb855932c99ffcc9 2023-05-15T15:10:59+02:00 Genome-scale metabolic models highlight stage-specific differences in essential metabolic pathways in Trypanosoma cruzi. Isabel S Shiratsubaki Xin Fang Rodolpho O O Souza Bernhard O Palsson Ariel M Silber Jair L Siqueira-Neto 2020-10-01T00:00:00Z https://doi.org/10.1371/journal.pntd.0008728 https://doaj.org/article/84a796d0ce1148a1bb855932c99ffcc9 EN eng Public Library of Science (PLoS) https://doi.org/10.1371/journal.pntd.0008728 https://doaj.org/toc/1935-2727 https://doaj.org/toc/1935-2735 1935-2727 1935-2735 doi:10.1371/journal.pntd.0008728 https://doaj.org/article/84a796d0ce1148a1bb855932c99ffcc9 PLoS Neglected Tropical Diseases, Vol 14, Iss 10, p e0008728 (2020) Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 article 2020 ftdoajarticles https://doi.org/10.1371/journal.pntd.0008728 2022-12-31T11:55:03Z Chagas disease is a neglected tropical disease and a leading cause of heart failure in Latin America caused by a protozoan called Trypanosoma cruzi. This parasite presents a complex multi-stage life cycle. Anti-Chagas drugs currently available are limited to benznidazole and nifurtimox, both with severe side effects. Thus, there is a need for alternative and more efficient drugs. Genome-scale metabolic models (GEMs) can accurately predict metabolic capabilities and aid in drug discovery in metabolic genes. This work developed an extended GEM, hereafter referred to as iIS312, of the published and validated T. cruzi core metabolism model. From iIS312, we then built three stage-specific models through transcriptomics data integration, and showed that epimastigotes present the most active metabolism among the stages (see S1-S4 GEMs). Stage-specific models predicted significant metabolic differences among stages, including variations in flux distribution in core metabolism. Moreover, the gene essentiality predictions suggest potential drug targets, among which some have been previously proven lethal, including glutamate dehydrogenase, glucokinase and hexokinase. To validate the models, we measured the activity of enzymes in the core metabolism of the parasite at different stages, and showed the results were consistent with model predictions. Our results represent a potential step forward towards the improvement of Chagas disease treatment. To our knowledge, these stage-specific models are the first GEMs built for the stages Amastigote and Trypomastigote. This work is also the first to present an in silico GEM comparison among different stages in the T. cruzi life cycle. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic PLOS Neglected Tropical Diseases 14 10 e0008728
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
spellingShingle Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
Isabel S Shiratsubaki
Xin Fang
Rodolpho O O Souza
Bernhard O Palsson
Ariel M Silber
Jair L Siqueira-Neto
Genome-scale metabolic models highlight stage-specific differences in essential metabolic pathways in Trypanosoma cruzi.
topic_facet Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
description Chagas disease is a neglected tropical disease and a leading cause of heart failure in Latin America caused by a protozoan called Trypanosoma cruzi. This parasite presents a complex multi-stage life cycle. Anti-Chagas drugs currently available are limited to benznidazole and nifurtimox, both with severe side effects. Thus, there is a need for alternative and more efficient drugs. Genome-scale metabolic models (GEMs) can accurately predict metabolic capabilities and aid in drug discovery in metabolic genes. This work developed an extended GEM, hereafter referred to as iIS312, of the published and validated T. cruzi core metabolism model. From iIS312, we then built three stage-specific models through transcriptomics data integration, and showed that epimastigotes present the most active metabolism among the stages (see S1-S4 GEMs). Stage-specific models predicted significant metabolic differences among stages, including variations in flux distribution in core metabolism. Moreover, the gene essentiality predictions suggest potential drug targets, among which some have been previously proven lethal, including glutamate dehydrogenase, glucokinase and hexokinase. To validate the models, we measured the activity of enzymes in the core metabolism of the parasite at different stages, and showed the results were consistent with model predictions. Our results represent a potential step forward towards the improvement of Chagas disease treatment. To our knowledge, these stage-specific models are the first GEMs built for the stages Amastigote and Trypomastigote. This work is also the first to present an in silico GEM comparison among different stages in the T. cruzi life cycle.
format Article in Journal/Newspaper
author Isabel S Shiratsubaki
Xin Fang
Rodolpho O O Souza
Bernhard O Palsson
Ariel M Silber
Jair L Siqueira-Neto
author_facet Isabel S Shiratsubaki
Xin Fang
Rodolpho O O Souza
Bernhard O Palsson
Ariel M Silber
Jair L Siqueira-Neto
author_sort Isabel S Shiratsubaki
title Genome-scale metabolic models highlight stage-specific differences in essential metabolic pathways in Trypanosoma cruzi.
title_short Genome-scale metabolic models highlight stage-specific differences in essential metabolic pathways in Trypanosoma cruzi.
title_full Genome-scale metabolic models highlight stage-specific differences in essential metabolic pathways in Trypanosoma cruzi.
title_fullStr Genome-scale metabolic models highlight stage-specific differences in essential metabolic pathways in Trypanosoma cruzi.
title_full_unstemmed Genome-scale metabolic models highlight stage-specific differences in essential metabolic pathways in Trypanosoma cruzi.
title_sort genome-scale metabolic models highlight stage-specific differences in essential metabolic pathways in trypanosoma cruzi.
publisher Public Library of Science (PLoS)
publishDate 2020
url https://doi.org/10.1371/journal.pntd.0008728
https://doaj.org/article/84a796d0ce1148a1bb855932c99ffcc9
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source PLoS Neglected Tropical Diseases, Vol 14, Iss 10, p e0008728 (2020)
op_relation https://doi.org/10.1371/journal.pntd.0008728
https://doaj.org/toc/1935-2727
https://doaj.org/toc/1935-2735
1935-2727
1935-2735
doi:10.1371/journal.pntd.0008728
https://doaj.org/article/84a796d0ce1148a1bb855932c99ffcc9
op_doi https://doi.org/10.1371/journal.pntd.0008728
container_title PLOS Neglected Tropical Diseases
container_volume 14
container_issue 10
container_start_page e0008728
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