Gene Regulatory Networks of Penicillium echinulatum 2HH and Penicillium oxalicum 114-2 Inferred by a Computational Biology Approach
Penicillium echinulatum 2HH and Penicillium oxalicum 114-2 are well-known cellulase fungal producers. However, few studies addressing global mechanisms for gene regulation of these two important organisms are available so far. A recent finding that the 2HH wild-type is closely related to P. oxalicum...
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Format: | Article |
Language: | English |
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Frontiers Media S.A.
2020-10-01
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Series: | Frontiers in Microbiology |
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Online Access: | https://www.frontiersin.org/articles/10.3389/fmicb.2020.588263/full |
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Article |
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DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Alexandre Rafael Lenz Alexandre Rafael Lenz Alexandre Rafael Lenz Edgardo Galán-Vásquez Eduardo Balbinot Fernanda Pessi de Abreu Nikael Souza de Oliveira Nikael Souza de Oliveira Letícia Osório da Rosa Scheila de Avila e Silva Marli Camassola Aldo José Pinheiro Dillon Ernesto Perez-Rueda Ernesto Perez-Rueda |
spellingShingle |
Alexandre Rafael Lenz Alexandre Rafael Lenz Alexandre Rafael Lenz Edgardo Galán-Vásquez Eduardo Balbinot Fernanda Pessi de Abreu Nikael Souza de Oliveira Nikael Souza de Oliveira Letícia Osório da Rosa Scheila de Avila e Silva Marli Camassola Aldo José Pinheiro Dillon Ernesto Perez-Rueda Ernesto Perez-Rueda Gene Regulatory Networks of Penicillium echinulatum 2HH and Penicillium oxalicum 114-2 Inferred by a Computational Biology Approach Frontiers in Microbiology Penicillium regulatory network orthologous gene regulation genomics fungi |
author_facet |
Alexandre Rafael Lenz Alexandre Rafael Lenz Alexandre Rafael Lenz Edgardo Galán-Vásquez Eduardo Balbinot Fernanda Pessi de Abreu Nikael Souza de Oliveira Nikael Souza de Oliveira Letícia Osório da Rosa Scheila de Avila e Silva Marli Camassola Aldo José Pinheiro Dillon Ernesto Perez-Rueda Ernesto Perez-Rueda |
author_sort |
Alexandre Rafael Lenz |
title |
Gene Regulatory Networks of Penicillium echinulatum 2HH and Penicillium oxalicum 114-2 Inferred by a Computational Biology Approach |
title_short |
Gene Regulatory Networks of Penicillium echinulatum 2HH and Penicillium oxalicum 114-2 Inferred by a Computational Biology Approach |
title_full |
Gene Regulatory Networks of Penicillium echinulatum 2HH and Penicillium oxalicum 114-2 Inferred by a Computational Biology Approach |
title_fullStr |
Gene Regulatory Networks of Penicillium echinulatum 2HH and Penicillium oxalicum 114-2 Inferred by a Computational Biology Approach |
title_full_unstemmed |
Gene Regulatory Networks of Penicillium echinulatum 2HH and Penicillium oxalicum 114-2 Inferred by a Computational Biology Approach |
title_sort |
gene regulatory networks of penicillium echinulatum 2hh and penicillium oxalicum 114-2 inferred by a computational biology approach |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Microbiology |
issn |
1664-302X |
publishDate |
2020-10-01 |
description |
Penicillium echinulatum 2HH and Penicillium oxalicum 114-2 are well-known cellulase fungal producers. However, few studies addressing global mechanisms for gene regulation of these two important organisms are available so far. A recent finding that the 2HH wild-type is closely related to P. oxalicum leads to a combined study of these two species. Firstly, we provide a global gene regulatory network for P. echinulatum 2HH and P. oxalicum 114-2, based on TF-TG orthology relationships, considering three related species with well-known regulatory interactions combined with TFBSs prediction. The network was then analyzed in terms of topology, identifying TFs as hubs, and modules. Based on this approach, we explore numerous identified modules, such as the expression of cellulolytic and xylanolytic systems, where XlnR plays a key role in positive regulation of the xylanolytic system. It also regulates positively the cellulolytic system by acting indirectly through the cellodextrin induction system. This remarkable finding suggests that the XlnR-dependent cellulolytic and xylanolytic regulatory systems are probably conserved in both P. echinulatum and P. oxalicum. Finally, we explore the functional congruency on the genes clustered in terms of communities, where the genes related to cellular nitrogen, compound metabolic process and macromolecule metabolic process were the most abundant. Therefore, our approach allows us to confer a degree of accuracy regarding the existence of each inferred interaction. |
topic |
Penicillium regulatory network orthologous gene regulation genomics fungi |
url |
https://www.frontiersin.org/articles/10.3389/fmicb.2020.588263/full |
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doaj-0b092041323e4713a8c16de3d9cb4bb92020-11-25T03:10:38ZengFrontiers Media S.A.Frontiers in Microbiology1664-302X2020-10-011110.3389/fmicb.2020.588263588263Gene Regulatory Networks of Penicillium echinulatum 2HH and Penicillium oxalicum 114-2 Inferred by a Computational Biology ApproachAlexandre Rafael Lenz0Alexandre Rafael Lenz1Alexandre Rafael Lenz2Edgardo Galán-Vásquez3Eduardo Balbinot4Fernanda Pessi de Abreu5Nikael Souza de Oliveira6Nikael Souza de Oliveira7Letícia Osório da Rosa8Scheila de Avila e Silva9Marli Camassola10Aldo José Pinheiro Dillon11Ernesto Perez-Rueda12Ernesto Perez-Rueda13Unidad Académica Yucatán, Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de Mexico, Mérida, MexicoLaboratório de Bioinformática e Biologia Computacional, Instituto de Biotecnologia, Universidade de Caxias do Sul, Caxias do Sul, BrazilDepartamento de Ciências Exatas e da Terra, Universidade do Estado da Bahia, Salvador, BrazilDepartamento de Ingeniería de Sistemas Computacionales y Automatización, Instituto de Investigaciones en Matemàticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de Mexico, Ciudad Universitaria, MexicoLaboratório de Bioinformática e Biologia Computacional, Instituto de Biotecnologia, Universidade de Caxias do Sul, Caxias do Sul, BrazilLaboratório de Bioinformática e Biologia Computacional, Instituto de Biotecnologia, Universidade de Caxias do Sul, Caxias do Sul, BrazilLaboratório de Bioinformática e Biologia Computacional, Instituto de Biotecnologia, Universidade de Caxias do Sul, Caxias do Sul, BrazilLaboratório de Enzimas e Biomassas, Instituto de Biotecnologia, Universidade de Caxias do Sul, Caxias do Sul, BrazilLaboratório de Enzimas e Biomassas, Instituto de Biotecnologia, Universidade de Caxias do Sul, Caxias do Sul, BrazilLaboratório de Bioinformática e Biologia Computacional, Instituto de Biotecnologia, Universidade de Caxias do Sul, Caxias do Sul, BrazilLaboratório de Enzimas e Biomassas, Instituto de Biotecnologia, Universidade de Caxias do Sul, Caxias do Sul, BrazilLaboratório de Enzimas e Biomassas, Instituto de Biotecnologia, Universidade de Caxias do Sul, Caxias do Sul, BrazilUnidad Académica Yucatán, Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Universidad Nacional Autónoma de Mexico, Mérida, MexicoFacultad de Ciencias, Centro de Genómica y Bioinformática, Universidad Mayor, Santiago, ChilePenicillium echinulatum 2HH and Penicillium oxalicum 114-2 are well-known cellulase fungal producers. However, few studies addressing global mechanisms for gene regulation of these two important organisms are available so far. A recent finding that the 2HH wild-type is closely related to P. oxalicum leads to a combined study of these two species. Firstly, we provide a global gene regulatory network for P. echinulatum 2HH and P. oxalicum 114-2, based on TF-TG orthology relationships, considering three related species with well-known regulatory interactions combined with TFBSs prediction. The network was then analyzed in terms of topology, identifying TFs as hubs, and modules. Based on this approach, we explore numerous identified modules, such as the expression of cellulolytic and xylanolytic systems, where XlnR plays a key role in positive regulation of the xylanolytic system. It also regulates positively the cellulolytic system by acting indirectly through the cellodextrin induction system. This remarkable finding suggests that the XlnR-dependent cellulolytic and xylanolytic regulatory systems are probably conserved in both P. echinulatum and P. oxalicum. Finally, we explore the functional congruency on the genes clustered in terms of communities, where the genes related to cellular nitrogen, compound metabolic process and macromolecule metabolic process were the most abundant. Therefore, our approach allows us to confer a degree of accuracy regarding the existence of each inferred interaction.https://www.frontiersin.org/articles/10.3389/fmicb.2020.588263/fullPenicilliumregulatory networkorthologousgene regulationgenomicsfungi |