Network Analyses Predict Small RNAs That Might Modulate Gene Expression in the Testis and Epididymis of Bos indicus Bulls

Detalhes bibliográficos
Autor(a) principal: de Lima, Andressa O. [UNESP]
Data de Publicação: 2021
Outros Autores: Afonso, Juliana, Edson, Janette, Marcellin, Esteban, Palfreyman, Robin, Porto-Neto, Laercio R., Reverter, Antonio, Fortes, Marina R. S.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.3389/fgene.2021.610116
http://hdl.handle.net/11449/206350
Resumo: Spermatogenesis relies on complex molecular mechanisms, essential for the genesis and differentiation of the male gamete. Germ cell differentiation starts at the testicular parenchyma and finishes in the epididymis, which has three main regions: head, body, and tail. RNA-sequencing data of the testicular parenchyma (TP), head epididymis (HE), and tail epididymis (TE) from four bulls (three biopsies per bull: 12 samples) were subjected to differential expression analyses, functional enrichment analyses, and co-expression analyses. The aim was to investigate the co-expression and infer possible regulatory roles for transcripts involved in the spermatogenesis of Bos indicus bulls. Across the three pairwise comparisons, 3,826 differentially expressed (DE) transcripts were identified, of which 384 are small RNAs. Functional enrichment analysis pointed to gene ontology (GO) terms related to ion channel activity, detoxification of copper, neuroactive receptors, and spermatogenesis. Using the regulatory impact factor (RIF) algorithm, we detected 70 DE small RNAs likely to regulate the DE transcripts considering all pairwise comparisons among tissues. The pattern of small RNA co-expression suggested that these elements are involved in spermatogenesis regulation. The 3,826 DE transcripts (mRNAs and small RNAs) were further subjected to co-expression analyses using the partial correlation and information theory (PCIT) algorithm for network prediction. Significant correlations underpinned the co-expression network, which had 2,216 transcripts connected by 158,807 predicted interactions. The larger network cluster was enriched for male gamete generation and had 15 miRNAs with significant RIF. The miRNA bta-mir-2886 showed the highest number of connections (601) and was predicted to down-regulate ELOVL3, FEZF2, and HOXA13 (negative co-expression correlations and confirmed with TargetScan). In short, we suggest that bta-mir-2886 and other small RNAs might modulate gene expression in the testis and epididymis, in Bos indicus cattle.
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spelling Network Analyses Predict Small RNAs That Might Modulate Gene Expression in the Testis and Epididymis of Bos indicus Bullsbovinebta-mir-2886miRNARNA-sequencingsmall RNAsspermatogenesisspermatozoasystems biologySpermatogenesis relies on complex molecular mechanisms, essential for the genesis and differentiation of the male gamete. Germ cell differentiation starts at the testicular parenchyma and finishes in the epididymis, which has three main regions: head, body, and tail. RNA-sequencing data of the testicular parenchyma (TP), head epididymis (HE), and tail epididymis (TE) from four bulls (three biopsies per bull: 12 samples) were subjected to differential expression analyses, functional enrichment analyses, and co-expression analyses. The aim was to investigate the co-expression and infer possible regulatory roles for transcripts involved in the spermatogenesis of Bos indicus bulls. Across the three pairwise comparisons, 3,826 differentially expressed (DE) transcripts were identified, of which 384 are small RNAs. Functional enrichment analysis pointed to gene ontology (GO) terms related to ion channel activity, detoxification of copper, neuroactive receptors, and spermatogenesis. Using the regulatory impact factor (RIF) algorithm, we detected 70 DE small RNAs likely to regulate the DE transcripts considering all pairwise comparisons among tissues. The pattern of small RNA co-expression suggested that these elements are involved in spermatogenesis regulation. The 3,826 DE transcripts (mRNAs and small RNAs) were further subjected to co-expression analyses using the partial correlation and information theory (PCIT) algorithm for network prediction. Significant correlations underpinned the co-expression network, which had 2,216 transcripts connected by 158,807 predicted interactions. The larger network cluster was enriched for male gamete generation and had 15 miRNAs with significant RIF. The miRNA bta-mir-2886 showed the highest number of connections (601) and was predicted to down-regulate ELOVL3, FEZF2, and HOXA13 (negative co-expression correlations and confirmed with TargetScan). In short, we suggest that bta-mir-2886 and other small RNAs might modulate gene expression in the testis and epididymis, in Bos indicus cattle.Global Change Institute, University of QueenslandInstitute for Molecular Bioscience, University Of QueenslandQueensland Alliance for Agriculture and Food Innovation, University of QueenslandResearch Computing Centre, University of QueenslandUniversity of QueenslandCentre for Natural Gas, University of QueenslandSchool of Agriculture and Food Sciences, University of QueenslandSchool of Pharmacy, University of QueenslandDepartment of Production and Animal Health School of Veterinary Medicine São Paulo State University (UNESP)Department of Animal Science University of São Paulo/ESALQSchool of Chemistry and Molecular Biosciences The University of QueenslandAustralian Institute for Bioengineering and Nanotechnology (AIBN) The University of QueenslandCSIRO Agriculture and Food Queensland Bioscience PrecinctDepartment of Production and Animal Health School of Veterinary Medicine São Paulo State University (UNESP)Universidade Estadual Paulista (Unesp)Universidade de São Paulo (USP)The University of QueenslandQueensland Bioscience Precinctde Lima, Andressa O. [UNESP]Afonso, JulianaEdson, JanetteMarcellin, EstebanPalfreyman, RobinPorto-Neto, Laercio R.Reverter, AntonioFortes, Marina R. S.2021-06-25T10:30:37Z2021-06-25T10:30:37Z2021-04-30info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.3389/fgene.2021.610116Frontiers in Genetics, v. 12.1664-8021http://hdl.handle.net/11449/20635010.3389/fgene.2021.6101162-s2.0-85105934252Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengFrontiers in Geneticsinfo:eu-repo/semantics/openAccess2021-10-23T03:22:26Zoai:repositorio.unesp.br:11449/206350Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T17:01:40.591135Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Network Analyses Predict Small RNAs That Might Modulate Gene Expression in the Testis and Epididymis of Bos indicus Bulls
title Network Analyses Predict Small RNAs That Might Modulate Gene Expression in the Testis and Epididymis of Bos indicus Bulls
spellingShingle Network Analyses Predict Small RNAs That Might Modulate Gene Expression in the Testis and Epididymis of Bos indicus Bulls
de Lima, Andressa O. [UNESP]
bovine
bta-mir-2886
miRNA
RNA-sequencing
small RNAs
spermatogenesis
spermatozoa
systems biology
title_short Network Analyses Predict Small RNAs That Might Modulate Gene Expression in the Testis and Epididymis of Bos indicus Bulls
title_full Network Analyses Predict Small RNAs That Might Modulate Gene Expression in the Testis and Epididymis of Bos indicus Bulls
title_fullStr Network Analyses Predict Small RNAs That Might Modulate Gene Expression in the Testis and Epididymis of Bos indicus Bulls
title_full_unstemmed Network Analyses Predict Small RNAs That Might Modulate Gene Expression in the Testis and Epididymis of Bos indicus Bulls
title_sort Network Analyses Predict Small RNAs That Might Modulate Gene Expression in the Testis and Epididymis of Bos indicus Bulls
author de Lima, Andressa O. [UNESP]
author_facet de Lima, Andressa O. [UNESP]
Afonso, Juliana
Edson, Janette
Marcellin, Esteban
Palfreyman, Robin
Porto-Neto, Laercio R.
Reverter, Antonio
Fortes, Marina R. S.
author_role author
author2 Afonso, Juliana
Edson, Janette
Marcellin, Esteban
Palfreyman, Robin
Porto-Neto, Laercio R.
Reverter, Antonio
Fortes, Marina R. S.
author2_role author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (Unesp)
Universidade de São Paulo (USP)
The University of Queensland
Queensland Bioscience Precinct
dc.contributor.author.fl_str_mv de Lima, Andressa O. [UNESP]
Afonso, Juliana
Edson, Janette
Marcellin, Esteban
Palfreyman, Robin
Porto-Neto, Laercio R.
Reverter, Antonio
Fortes, Marina R. S.
dc.subject.por.fl_str_mv bovine
bta-mir-2886
miRNA
RNA-sequencing
small RNAs
spermatogenesis
spermatozoa
systems biology
topic bovine
bta-mir-2886
miRNA
RNA-sequencing
small RNAs
spermatogenesis
spermatozoa
systems biology
description Spermatogenesis relies on complex molecular mechanisms, essential for the genesis and differentiation of the male gamete. Germ cell differentiation starts at the testicular parenchyma and finishes in the epididymis, which has three main regions: head, body, and tail. RNA-sequencing data of the testicular parenchyma (TP), head epididymis (HE), and tail epididymis (TE) from four bulls (three biopsies per bull: 12 samples) were subjected to differential expression analyses, functional enrichment analyses, and co-expression analyses. The aim was to investigate the co-expression and infer possible regulatory roles for transcripts involved in the spermatogenesis of Bos indicus bulls. Across the three pairwise comparisons, 3,826 differentially expressed (DE) transcripts were identified, of which 384 are small RNAs. Functional enrichment analysis pointed to gene ontology (GO) terms related to ion channel activity, detoxification of copper, neuroactive receptors, and spermatogenesis. Using the regulatory impact factor (RIF) algorithm, we detected 70 DE small RNAs likely to regulate the DE transcripts considering all pairwise comparisons among tissues. The pattern of small RNA co-expression suggested that these elements are involved in spermatogenesis regulation. The 3,826 DE transcripts (mRNAs and small RNAs) were further subjected to co-expression analyses using the partial correlation and information theory (PCIT) algorithm for network prediction. Significant correlations underpinned the co-expression network, which had 2,216 transcripts connected by 158,807 predicted interactions. The larger network cluster was enriched for male gamete generation and had 15 miRNAs with significant RIF. The miRNA bta-mir-2886 showed the highest number of connections (601) and was predicted to down-regulate ELOVL3, FEZF2, and HOXA13 (negative co-expression correlations and confirmed with TargetScan). In short, we suggest that bta-mir-2886 and other small RNAs might modulate gene expression in the testis and epididymis, in Bos indicus cattle.
publishDate 2021
dc.date.none.fl_str_mv 2021-06-25T10:30:37Z
2021-06-25T10:30:37Z
2021-04-30
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.3389/fgene.2021.610116
Frontiers in Genetics, v. 12.
1664-8021
http://hdl.handle.net/11449/206350
10.3389/fgene.2021.610116
2-s2.0-85105934252
url http://dx.doi.org/10.3389/fgene.2021.610116
http://hdl.handle.net/11449/206350
identifier_str_mv Frontiers in Genetics, v. 12.
1664-8021
10.3389/fgene.2021.610116
2-s2.0-85105934252
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Frontiers in Genetics
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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