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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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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. |
format | Online Article Text |
id | pubmed-7013921 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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