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Diversity of Gene Expression in Hepatocellular Carcinoma Cells
Understanding tumor diversity has been a long-lasting and challenging question for researchers in the field of cancer heterogeneity or tumor evolution. Studies have reported that compared to normal cells, there is a higher genetic diversity in tumor cells, while higher genetic diversity is associate...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4747664/ https://www.ncbi.nlm.nih.gov/pubmed/26779818 http://dx.doi.org/10.1016/j.gpb.2015.07.003 |
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author | Zhang, Fan Cui, Li Kuo, Michael D. |
author_facet | Zhang, Fan Cui, Li Kuo, Michael D. |
author_sort | Zhang, Fan |
collection | PubMed |
description | Understanding tumor diversity has been a long-lasting and challenging question for researchers in the field of cancer heterogeneity or tumor evolution. Studies have reported that compared to normal cells, there is a higher genetic diversity in tumor cells, while higher genetic diversity is associated with higher progression risks of tumor. We thus hypothesized that tumor diversity also holds true at the gene expression level. To test this hypothesis, we used t-test to compare the means of Simpson’s diversity index for gene expression (SDIG) between tumor and non-tumor samples. We found that the mean SDIG in tumor tissues is significantly higher than that in the non-tumor or normal tissues (P < 0.05) for most datasets. We also combined microarrays and next-generation sequencing data for validation. This cross-platform and cross-experimental validation greatly increased the reliability of our results. |
format | Online Article Text |
id | pubmed-4747664 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-47476642016-03-01 Diversity of Gene Expression in Hepatocellular Carcinoma Cells Zhang, Fan Cui, Li Kuo, Michael D. Genomics Proteomics Bioinformatics Application Note Understanding tumor diversity has been a long-lasting and challenging question for researchers in the field of cancer heterogeneity or tumor evolution. Studies have reported that compared to normal cells, there is a higher genetic diversity in tumor cells, while higher genetic diversity is associated with higher progression risks of tumor. We thus hypothesized that tumor diversity also holds true at the gene expression level. To test this hypothesis, we used t-test to compare the means of Simpson’s diversity index for gene expression (SDIG) between tumor and non-tumor samples. We found that the mean SDIG in tumor tissues is significantly higher than that in the non-tumor or normal tissues (P < 0.05) for most datasets. We also combined microarrays and next-generation sequencing data for validation. This cross-platform and cross-experimental validation greatly increased the reliability of our results. Elsevier 2015-12 2016-01-11 /pmc/articles/PMC4747664/ /pubmed/26779818 http://dx.doi.org/10.1016/j.gpb.2015.07.003 Text en http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Application Note Zhang, Fan Cui, Li Kuo, Michael D. Diversity of Gene Expression in Hepatocellular Carcinoma Cells |
title | Diversity of Gene Expression in Hepatocellular Carcinoma Cells |
title_full | Diversity of Gene Expression in Hepatocellular Carcinoma Cells |
title_fullStr | Diversity of Gene Expression in Hepatocellular Carcinoma Cells |
title_full_unstemmed | Diversity of Gene Expression in Hepatocellular Carcinoma Cells |
title_short | Diversity of Gene Expression in Hepatocellular Carcinoma Cells |
title_sort | diversity of gene expression in hepatocellular carcinoma cells |
topic | Application Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4747664/ https://www.ncbi.nlm.nih.gov/pubmed/26779818 http://dx.doi.org/10.1016/j.gpb.2015.07.003 |
work_keys_str_mv | AT zhangfan diversityofgeneexpressioninhepatocellularcarcinomacells AT cuili diversityofgeneexpressioninhepatocellularcarcinomacells AT kuomichaeld diversityofgeneexpressioninhepatocellularcarcinomacells |