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CHG: A Systematically Integrated Database of Cancer Hallmark Genes

BACKGROUND: The analysis of cancer diversity based on a logical framework of hallmarks has greatly improved our understanding of the occurrence, development and metastasis of various cancers. METHODS: We designed Cancer Hallmark Genes (CHG) database which focuses on integrating hallmark genes in a s...

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Autores principales: Zhang, Denan, Huo, Diwei, Xie, Hongbo, Wu, Lingxiang, Zhang, Juan, Liu, Lei, Jin, Qing, Chen, Xiujie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7013921/
https://www.ncbi.nlm.nih.gov/pubmed/32117445
http://dx.doi.org/10.3389/fgene.2020.00029
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author Zhang, Denan
Huo, Diwei
Xie, Hongbo
Wu, Lingxiang
Zhang, Juan
Liu, Lei
Jin, Qing
Chen, Xiujie
author_facet Zhang, Denan
Huo, Diwei
Xie, Hongbo
Wu, Lingxiang
Zhang, Juan
Liu, Lei
Jin, Qing
Chen, Xiujie
author_sort Zhang, Denan
collection PubMed
description BACKGROUND: The analysis of cancer diversity based on a logical framework of hallmarks has greatly improved our understanding of the occurrence, development and metastasis of various cancers. METHODS: We designed Cancer Hallmark Genes (CHG) database which focuses on integrating hallmark genes in a systematic, standard way and annotates the potential roles of the hallmark genes in cancer processes. Following the conceptual criteria description of hallmark function the keywords for each hallmark were manually selected from the literature. Candidate hallmark genes collected were derived from 301 pathways of KEGG database by Lucene and manually corrected. RESULTS: Based on the variation data, we finally identified the hallmark genes of various types of cancer and constructed CHG. And we also analyzed the relationships among hallmarks and potential characteristics and relationships of hallmark genes based on the topological structures of their networks. We manually confirm the hallmark gene identified by CHG based on literature and database. We also predicted the prognosis of breast cancer, glioblastoma multiforme and kidney papillary cell carcinoma patients based on CHG data. CONCLUSIONS: In summary, CHG, which was constructed based on a hallmark feature set, provides a new perspective for analyzing the diversity and development of cancers.
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spelling pubmed-70139212020-02-28 CHG: A Systematically Integrated Database of Cancer Hallmark Genes Zhang, Denan Huo, Diwei Xie, Hongbo Wu, Lingxiang Zhang, Juan Liu, Lei Jin, Qing Chen, Xiujie Front Genet Genetics BACKGROUND: The analysis of cancer diversity based on a logical framework of hallmarks has greatly improved our understanding of the occurrence, development and metastasis of various cancers. METHODS: We designed Cancer Hallmark Genes (CHG) database which focuses on integrating hallmark genes in a systematic, standard way and annotates the potential roles of the hallmark genes in cancer processes. Following the conceptual criteria description of hallmark function the keywords for each hallmark were manually selected from the literature. Candidate hallmark genes collected were derived from 301 pathways of KEGG database by Lucene and manually corrected. RESULTS: Based on the variation data, we finally identified the hallmark genes of various types of cancer and constructed CHG. And we also analyzed the relationships among hallmarks and potential characteristics and relationships of hallmark genes based on the topological structures of their networks. We manually confirm the hallmark gene identified by CHG based on literature and database. We also predicted the prognosis of breast cancer, glioblastoma multiforme and kidney papillary cell carcinoma patients based on CHG data. CONCLUSIONS: In summary, CHG, which was constructed based on a hallmark feature set, provides a new perspective for analyzing the diversity and development of cancers. Frontiers Media S.A. 2020-02-05 /pmc/articles/PMC7013921/ /pubmed/32117445 http://dx.doi.org/10.3389/fgene.2020.00029 Text en Copyright © 2020 Zhang, Huo, Xie, Wu, Zhang, Liu, Jin and Chen http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Genetics
Zhang, Denan
Huo, Diwei
Xie, Hongbo
Wu, Lingxiang
Zhang, Juan
Liu, Lei
Jin, Qing
Chen, Xiujie
CHG: A Systematically Integrated Database of Cancer Hallmark Genes
title CHG: A Systematically Integrated Database of Cancer Hallmark Genes
title_full CHG: A Systematically Integrated Database of Cancer Hallmark Genes
title_fullStr CHG: A Systematically Integrated Database of Cancer Hallmark Genes
title_full_unstemmed CHG: A Systematically Integrated Database of Cancer Hallmark Genes
title_short CHG: A Systematically Integrated Database of Cancer Hallmark Genes
title_sort chg: a systematically integrated database of cancer hallmark genes
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7013921/
https://www.ncbi.nlm.nih.gov/pubmed/32117445
http://dx.doi.org/10.3389/fgene.2020.00029
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