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Gene Expression-Based Chemical Genomics Identifies Potential Therapeutic Drugs in Hepatocellular Carcinoma
Hepatocellular carcinoma (HCC) is an aggressive tumor with a poor prognosis. Currently, only sorafenib is approved by the FDA for advanced HCC treatment; therefore, there is an urgent need to discover candidate therapeutic drugs for HCC. We hypothesized that if a drug signature could reverse, at lea...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3210146/ https://www.ncbi.nlm.nih.gov/pubmed/22087264 http://dx.doi.org/10.1371/journal.pone.0027186 |
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author | Chen, Ming-Huang Yang, Wu-Lung R. Lin, Kuan-Ting Liu, Chia-Hung Liu, Yu-Wen Huang, Kai-Wen Chang, Peter Mu-Hsin Lai, Jin-Mei Hsu, Chun-Nan Chao, Kun-Mao Kao, Cheng-Yan Huang, Chi-Ying F. |
author_facet | Chen, Ming-Huang Yang, Wu-Lung R. Lin, Kuan-Ting Liu, Chia-Hung Liu, Yu-Wen Huang, Kai-Wen Chang, Peter Mu-Hsin Lai, Jin-Mei Hsu, Chun-Nan Chao, Kun-Mao Kao, Cheng-Yan Huang, Chi-Ying F. |
author_sort | Chen, Ming-Huang |
collection | PubMed |
description | Hepatocellular carcinoma (HCC) is an aggressive tumor with a poor prognosis. Currently, only sorafenib is approved by the FDA for advanced HCC treatment; therefore, there is an urgent need to discover candidate therapeutic drugs for HCC. We hypothesized that if a drug signature could reverse, at least in part, the gene expression signature of HCC, it might have the potential to inhibit HCC-related pathways and thereby treat HCC. To test this hypothesis, we first built an integrative platform, the “Encyclopedia of Hepatocellular Carcinoma genes Online 2”, dubbed EHCO2, to systematically collect, organize and compare the publicly available data from HCC studies. The resulting collection includes a total of 4,020 genes. To systematically query the Connectivity Map (CMap), which includes 6,100 drug-mediated expression profiles, we further designed various gene signature selection and enrichment methods, including a randomization technique, majority vote, and clique analysis. Subsequently, 28 out of 50 prioritized drugs, including tanespimycin, trichostatin A, thioguanosine, and several anti-psychotic drugs with anti-tumor activities, were validated via MTT cell viability assays and clonogenic assays in HCC cell lines. To accelerate their future clinical use, possibly through drug-repurposing, we selected two well-established drugs to test in mice, chlorpromazine and trifluoperazine. Both drugs inhibited orthotopic liver tumor growth. In conclusion, we successfully discovered and validated existing drugs for potential HCC therapeutic use with the pipeline of Connectivity Map analysis and lab verification, thereby suggesting the usefulness of this procedure to accelerate drug repurposing for HCC treatment. |
format | Online Article Text |
id | pubmed-3210146 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-32101462011-11-15 Gene Expression-Based Chemical Genomics Identifies Potential Therapeutic Drugs in Hepatocellular Carcinoma Chen, Ming-Huang Yang, Wu-Lung R. Lin, Kuan-Ting Liu, Chia-Hung Liu, Yu-Wen Huang, Kai-Wen Chang, Peter Mu-Hsin Lai, Jin-Mei Hsu, Chun-Nan Chao, Kun-Mao Kao, Cheng-Yan Huang, Chi-Ying F. PLoS One Research Article Hepatocellular carcinoma (HCC) is an aggressive tumor with a poor prognosis. Currently, only sorafenib is approved by the FDA for advanced HCC treatment; therefore, there is an urgent need to discover candidate therapeutic drugs for HCC. We hypothesized that if a drug signature could reverse, at least in part, the gene expression signature of HCC, it might have the potential to inhibit HCC-related pathways and thereby treat HCC. To test this hypothesis, we first built an integrative platform, the “Encyclopedia of Hepatocellular Carcinoma genes Online 2”, dubbed EHCO2, to systematically collect, organize and compare the publicly available data from HCC studies. The resulting collection includes a total of 4,020 genes. To systematically query the Connectivity Map (CMap), which includes 6,100 drug-mediated expression profiles, we further designed various gene signature selection and enrichment methods, including a randomization technique, majority vote, and clique analysis. Subsequently, 28 out of 50 prioritized drugs, including tanespimycin, trichostatin A, thioguanosine, and several anti-psychotic drugs with anti-tumor activities, were validated via MTT cell viability assays and clonogenic assays in HCC cell lines. To accelerate their future clinical use, possibly through drug-repurposing, we selected two well-established drugs to test in mice, chlorpromazine and trifluoperazine. Both drugs inhibited orthotopic liver tumor growth. In conclusion, we successfully discovered and validated existing drugs for potential HCC therapeutic use with the pipeline of Connectivity Map analysis and lab verification, thereby suggesting the usefulness of this procedure to accelerate drug repurposing for HCC treatment. Public Library of Science 2011-11-07 /pmc/articles/PMC3210146/ /pubmed/22087264 http://dx.doi.org/10.1371/journal.pone.0027186 Text en Chen et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Chen, Ming-Huang Yang, Wu-Lung R. Lin, Kuan-Ting Liu, Chia-Hung Liu, Yu-Wen Huang, Kai-Wen Chang, Peter Mu-Hsin Lai, Jin-Mei Hsu, Chun-Nan Chao, Kun-Mao Kao, Cheng-Yan Huang, Chi-Ying F. Gene Expression-Based Chemical Genomics Identifies Potential Therapeutic Drugs in Hepatocellular Carcinoma |
title | Gene Expression-Based Chemical Genomics Identifies Potential Therapeutic Drugs in Hepatocellular Carcinoma |
title_full | Gene Expression-Based Chemical Genomics Identifies Potential Therapeutic Drugs in Hepatocellular Carcinoma |
title_fullStr | Gene Expression-Based Chemical Genomics Identifies Potential Therapeutic Drugs in Hepatocellular Carcinoma |
title_full_unstemmed | Gene Expression-Based Chemical Genomics Identifies Potential Therapeutic Drugs in Hepatocellular Carcinoma |
title_short | Gene Expression-Based Chemical Genomics Identifies Potential Therapeutic Drugs in Hepatocellular Carcinoma |
title_sort | gene expression-based chemical genomics identifies potential therapeutic drugs in hepatocellular carcinoma |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3210146/ https://www.ncbi.nlm.nih.gov/pubmed/22087264 http://dx.doi.org/10.1371/journal.pone.0027186 |
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