Luminal A Breast Cancer Co-expression Network: Structural and Functional Alterations

Luminal A is the most common breast cancer molecular subtype in women worldwide. These tumors have characteristic yet heterogeneous alterations at the genomic and transcriptomic level. Gene co-expression networks (GCNs) have contributed to better characterize the cancerous phenotype. We have previou...

Full description

Bibliographic Details
Main Authors: Diana García-Cortés, Enrique Hernández-Lemus, Jesús Espinal-Enríquez
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-04-01
Series:Frontiers in Genetics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fgene.2021.629475/full
id doaj-4cf6e9eb6ead44a0b9fb54d80a9dbe9a
record_format Article
spelling doaj-4cf6e9eb6ead44a0b9fb54d80a9dbe9a2021-04-20T05:59:48ZengFrontiers Media S.A.Frontiers in Genetics1664-80212021-04-011210.3389/fgene.2021.629475629475Luminal A Breast Cancer Co-expression Network: Structural and Functional AlterationsDiana García-Cortés0Diana García-Cortés1Enrique Hernández-Lemus2Enrique Hernández-Lemus3Jesús Espinal-Enríquez4Jesús Espinal-Enríquez5Computational Genomics Division, National Institute of Genomic Medicine, Mexico City, MexicoPrograma de Doctorado en Ciencias Biomédicas, Universidad Nacional Autónoma de México, Mexico City, MexicoComputational Genomics Division, National Institute of Genomic Medicine, Mexico City, MexicoCentro de Ciencias de la Complejidad, Universidad Nacional Autónoma de México, Mexico City, MexicoComputational Genomics Division, National Institute of Genomic Medicine, Mexico City, MexicoCentro de Ciencias de la Complejidad, Universidad Nacional Autónoma de México, Mexico City, MexicoLuminal A is the most common breast cancer molecular subtype in women worldwide. These tumors have characteristic yet heterogeneous alterations at the genomic and transcriptomic level. Gene co-expression networks (GCNs) have contributed to better characterize the cancerous phenotype. We have previously shown an imbalance in the proportion of intra-chromosomal (cis-) over inter-chromosomal (trans-) interactions when comparing cancer and healthy tissue GCNs. In particular, for breast cancer molecular subtypes (Luminal A included), the majority of high co-expression interactions connect gene-pairs in the same chromosome, a phenomenon that we have called loss of trans- co-expression. Despite this phenomenon has been described, the functional implication of this specific network topology has not been studied yet. To understand the biological role that communities of co-expressed genes may have, we constructed GCNs for healthy and Luminal A phenotypes. Network modules were obtained based on their connectivity patterns and they were classified according to their chromosomal homophily (proportion of cis-/trans- interactions). A functional overrepresentation analysis was performed on communities in both networks to observe the significantly enriched processes for each community. We also investigated possible mechanisms for which the loss of trans- co-expression emerges in cancer GCN. To this end we evaluated transcription factor binding sites, CTCF binding sites, differential gene expression and copy number alterations (CNAs) in the cancer GCN. We found that trans- communities in Luminal A present more significantly enriched categories than cis- ones. Processes, such as angiogenesis, cell proliferation, or cell adhesion were found in trans- modules. The differential expression analysis showed that FOXM1, CENPA, and CIITA transcription factors, exert a major regulatory role on their communities by regulating expression of their target genes in other chromosomes. Finally, identification of CNAs, displayed a high enrichment of deletion peaks in cis- communities. With this approach, we demonstrate that network topology determine, to at certain extent, the function in Luminal A breast cancer network. Furthermore, several mechanisms seem to be acting together to avoid trans- co-expression. Since this phenomenon has been observed in other cancer tissues, a remaining question is whether the loss of long distance co-expression is a novel hallmark of cancer.https://www.frontiersin.org/articles/10.3389/fgene.2021.629475/fullloss of long range co-expressiongene co-expression networksLuminal A breast cancerbreast cancertranscription factor analysisCTCF binding site analysis
collection DOAJ
language English
format Article
sources DOAJ
author Diana García-Cortés
Diana García-Cortés
Enrique Hernández-Lemus
Enrique Hernández-Lemus
Jesús Espinal-Enríquez
Jesús Espinal-Enríquez
spellingShingle Diana García-Cortés
Diana García-Cortés
Enrique Hernández-Lemus
Enrique Hernández-Lemus
Jesús Espinal-Enríquez
Jesús Espinal-Enríquez
Luminal A Breast Cancer Co-expression Network: Structural and Functional Alterations
Frontiers in Genetics
loss of long range co-expression
gene co-expression networks
Luminal A breast cancer
breast cancer
transcription factor analysis
CTCF binding site analysis
author_facet Diana García-Cortés
Diana García-Cortés
Enrique Hernández-Lemus
Enrique Hernández-Lemus
Jesús Espinal-Enríquez
Jesús Espinal-Enríquez
author_sort Diana García-Cortés
title Luminal A Breast Cancer Co-expression Network: Structural and Functional Alterations
title_short Luminal A Breast Cancer Co-expression Network: Structural and Functional Alterations
title_full Luminal A Breast Cancer Co-expression Network: Structural and Functional Alterations
title_fullStr Luminal A Breast Cancer Co-expression Network: Structural and Functional Alterations
title_full_unstemmed Luminal A Breast Cancer Co-expression Network: Structural and Functional Alterations
title_sort luminal a breast cancer co-expression network: structural and functional alterations
publisher Frontiers Media S.A.
series Frontiers in Genetics
issn 1664-8021
publishDate 2021-04-01
description Luminal A is the most common breast cancer molecular subtype in women worldwide. These tumors have characteristic yet heterogeneous alterations at the genomic and transcriptomic level. Gene co-expression networks (GCNs) have contributed to better characterize the cancerous phenotype. We have previously shown an imbalance in the proportion of intra-chromosomal (cis-) over inter-chromosomal (trans-) interactions when comparing cancer and healthy tissue GCNs. In particular, for breast cancer molecular subtypes (Luminal A included), the majority of high co-expression interactions connect gene-pairs in the same chromosome, a phenomenon that we have called loss of trans- co-expression. Despite this phenomenon has been described, the functional implication of this specific network topology has not been studied yet. To understand the biological role that communities of co-expressed genes may have, we constructed GCNs for healthy and Luminal A phenotypes. Network modules were obtained based on their connectivity patterns and they were classified according to their chromosomal homophily (proportion of cis-/trans- interactions). A functional overrepresentation analysis was performed on communities in both networks to observe the significantly enriched processes for each community. We also investigated possible mechanisms for which the loss of trans- co-expression emerges in cancer GCN. To this end we evaluated transcription factor binding sites, CTCF binding sites, differential gene expression and copy number alterations (CNAs) in the cancer GCN. We found that trans- communities in Luminal A present more significantly enriched categories than cis- ones. Processes, such as angiogenesis, cell proliferation, or cell adhesion were found in trans- modules. The differential expression analysis showed that FOXM1, CENPA, and CIITA transcription factors, exert a major regulatory role on their communities by regulating expression of their target genes in other chromosomes. Finally, identification of CNAs, displayed a high enrichment of deletion peaks in cis- communities. With this approach, we demonstrate that network topology determine, to at certain extent, the function in Luminal A breast cancer network. Furthermore, several mechanisms seem to be acting together to avoid trans- co-expression. Since this phenomenon has been observed in other cancer tissues, a remaining question is whether the loss of long distance co-expression is a novel hallmark of cancer.
topic loss of long range co-expression
gene co-expression networks
Luminal A breast cancer
breast cancer
transcription factor analysis
CTCF binding site analysis
url https://www.frontiersin.org/articles/10.3389/fgene.2021.629475/full
work_keys_str_mv AT dianagarciacortes luminalabreastcancercoexpressionnetworkstructuralandfunctionalalterations
AT dianagarciacortes luminalabreastcancercoexpressionnetworkstructuralandfunctionalalterations
AT enriquehernandezlemus luminalabreastcancercoexpressionnetworkstructuralandfunctionalalterations
AT enriquehernandezlemus luminalabreastcancercoexpressionnetworkstructuralandfunctionalalterations
AT jesusespinalenriquez luminalabreastcancercoexpressionnetworkstructuralandfunctionalalterations
AT jesusespinalenriquez luminalabreastcancercoexpressionnetworkstructuralandfunctionalalterations
_version_ 1721518610965331968