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The integrative multi-omics approach identifies the novel competing endogenous RNA (ceRNA) network in colorectal cancer
Circular RNAs (circRNA) are known to function as competing endogenous RNA (ceRNA) in various cancers by regulating microRNAs (miRNA). However, in colorectal cancer (CRC), the precise pathological role of circ000240/miRNA/mRNA remains indeterminate. The expression level of hsa_circ_000240 was evaluat...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10636147/ https://www.ncbi.nlm.nih.gov/pubmed/37945594 http://dx.doi.org/10.1038/s41598-023-46620-z |
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author | Mahmoodi Chalbatani, Ghanbar Gharagouzloo, Elahe Malekraeisi, Mohammad Amin Azizi, Paniz Ebrahimi, Amirabbas Hamblin, Michael R. Mahmoodzadeh, Habibollah Elkord, Eyad Miri, Seyed Rohollah Sanati, Mohammad Hossein Panahi, Bahman |
author_facet | Mahmoodi Chalbatani, Ghanbar Gharagouzloo, Elahe Malekraeisi, Mohammad Amin Azizi, Paniz Ebrahimi, Amirabbas Hamblin, Michael R. Mahmoodzadeh, Habibollah Elkord, Eyad Miri, Seyed Rohollah Sanati, Mohammad Hossein Panahi, Bahman |
author_sort | Mahmoodi Chalbatani, Ghanbar |
collection | PubMed |
description | Circular RNAs (circRNA) are known to function as competing endogenous RNA (ceRNA) in various cancers by regulating microRNAs (miRNA). However, in colorectal cancer (CRC), the precise pathological role of circ000240/miRNA/mRNA remains indeterminate. The expression level of hsa_circ_000240 was evaluated using qRT-PCR in matching pairs of CRC tumor and adjacent normal tissue samples in our laboratory. Then, to determine whether hsa_circ_000240 acted as a ceRNA in CRC, the linked miRNAs and gene targets were retrieved. Topological analysis of candidate genes using a network approach identified the most critical hub genes and subnetworks related to CRC disease. Microarray and bulk RNA sequencing analyses were utilized to comprehensively evaluate the expression levels of both miRNA and mRNA in CRC. Single-cell RNA-seq analysis was also used to evaluate the significant overall survival (OS) genes at the cellular level. ATAC-seq data provided insights into candidate genes' accessible chromatin regions. The research uncovered a considerable upregulation of hsa_circ_000240 in CRC tissues. Three miRNAs interacted with the target circRNA. One thousand six hundred eighty intersected genes regulated by three miRNAs were further identified, and the relevant functionality of identified neighbor genes highlighted their relevance to cancer. The topological analysis of the constructed network has identified 33 hub genes with notably high expression in CRC. Among these genes, eight, including CHEK1, CDC6, FANCI, GINS2, MAD2L1, ORC1, RACGAP1, and SMC4, have demonstrated a significant impact on overall survival. The utilization of single-cell RNA sequencing unequivocally corroborated the augmented expression levels of CDC6 and ORC1 in individuals with CRC, alongside their noteworthy connection with the infiltration of immune cells. ATAC-seq analyses revealed altered accessibility regions in Chr2, 4, and 12 for CDC6 and ORC1 high-expression. Correlation analysis of CDC6 and ORC1 further highlighted the association of candidate gene expression with exhaustion markers such as CTLA4, CD247, TIGIT, and CD244. The candidate genes exhibit a positive correlation with chromatin remodeling and histone acetylation. These epigenetic modifications play a significant role in influencing the cancer progression following expression of CDC6 and ORC1 in CRC. Additionally, results showed that the methylation rate of the promoter region of CDC6 was elevated in CRC disease, confirming the functional importance of CDC6 and their interaction with hsa_circ_000240 and associated ceRNA in CRC. In conclusion, this study highlights hsa_circ_000240's role as a ceRNA in CRC. It opens new avenues for further dissection of CDC6, ORC1, and underlying novel epigenetics and immunotherapy targets for CRC therapy. |
format | Online Article Text |
id | pubmed-10636147 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-106361472023-11-11 The integrative multi-omics approach identifies the novel competing endogenous RNA (ceRNA) network in colorectal cancer Mahmoodi Chalbatani, Ghanbar Gharagouzloo, Elahe Malekraeisi, Mohammad Amin Azizi, Paniz Ebrahimi, Amirabbas Hamblin, Michael R. Mahmoodzadeh, Habibollah Elkord, Eyad Miri, Seyed Rohollah Sanati, Mohammad Hossein Panahi, Bahman Sci Rep Article Circular RNAs (circRNA) are known to function as competing endogenous RNA (ceRNA) in various cancers by regulating microRNAs (miRNA). However, in colorectal cancer (CRC), the precise pathological role of circ000240/miRNA/mRNA remains indeterminate. The expression level of hsa_circ_000240 was evaluated using qRT-PCR in matching pairs of CRC tumor and adjacent normal tissue samples in our laboratory. Then, to determine whether hsa_circ_000240 acted as a ceRNA in CRC, the linked miRNAs and gene targets were retrieved. Topological analysis of candidate genes using a network approach identified the most critical hub genes and subnetworks related to CRC disease. Microarray and bulk RNA sequencing analyses were utilized to comprehensively evaluate the expression levels of both miRNA and mRNA in CRC. Single-cell RNA-seq analysis was also used to evaluate the significant overall survival (OS) genes at the cellular level. ATAC-seq data provided insights into candidate genes' accessible chromatin regions. The research uncovered a considerable upregulation of hsa_circ_000240 in CRC tissues. Three miRNAs interacted with the target circRNA. One thousand six hundred eighty intersected genes regulated by three miRNAs were further identified, and the relevant functionality of identified neighbor genes highlighted their relevance to cancer. The topological analysis of the constructed network has identified 33 hub genes with notably high expression in CRC. Among these genes, eight, including CHEK1, CDC6, FANCI, GINS2, MAD2L1, ORC1, RACGAP1, and SMC4, have demonstrated a significant impact on overall survival. The utilization of single-cell RNA sequencing unequivocally corroborated the augmented expression levels of CDC6 and ORC1 in individuals with CRC, alongside their noteworthy connection with the infiltration of immune cells. ATAC-seq analyses revealed altered accessibility regions in Chr2, 4, and 12 for CDC6 and ORC1 high-expression. Correlation analysis of CDC6 and ORC1 further highlighted the association of candidate gene expression with exhaustion markers such as CTLA4, CD247, TIGIT, and CD244. The candidate genes exhibit a positive correlation with chromatin remodeling and histone acetylation. These epigenetic modifications play a significant role in influencing the cancer progression following expression of CDC6 and ORC1 in CRC. Additionally, results showed that the methylation rate of the promoter region of CDC6 was elevated in CRC disease, confirming the functional importance of CDC6 and their interaction with hsa_circ_000240 and associated ceRNA in CRC. In conclusion, this study highlights hsa_circ_000240's role as a ceRNA in CRC. It opens new avenues for further dissection of CDC6, ORC1, and underlying novel epigenetics and immunotherapy targets for CRC therapy. Nature Publishing Group UK 2023-11-09 /pmc/articles/PMC10636147/ /pubmed/37945594 http://dx.doi.org/10.1038/s41598-023-46620-z Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Mahmoodi Chalbatani, Ghanbar Gharagouzloo, Elahe Malekraeisi, Mohammad Amin Azizi, Paniz Ebrahimi, Amirabbas Hamblin, Michael R. Mahmoodzadeh, Habibollah Elkord, Eyad Miri, Seyed Rohollah Sanati, Mohammad Hossein Panahi, Bahman The integrative multi-omics approach identifies the novel competing endogenous RNA (ceRNA) network in colorectal cancer |
title | The integrative multi-omics approach identifies the novel competing endogenous RNA (ceRNA) network in colorectal cancer |
title_full | The integrative multi-omics approach identifies the novel competing endogenous RNA (ceRNA) network in colorectal cancer |
title_fullStr | The integrative multi-omics approach identifies the novel competing endogenous RNA (ceRNA) network in colorectal cancer |
title_full_unstemmed | The integrative multi-omics approach identifies the novel competing endogenous RNA (ceRNA) network in colorectal cancer |
title_short | The integrative multi-omics approach identifies the novel competing endogenous RNA (ceRNA) network in colorectal cancer |
title_sort | integrative multi-omics approach identifies the novel competing endogenous rna (cerna) network in colorectal cancer |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10636147/ https://www.ncbi.nlm.nih.gov/pubmed/37945594 http://dx.doi.org/10.1038/s41598-023-46620-z |
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