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Recurrence-associated pathways in hepatitis B virus-positive hepatocellular carcinoma
BACKGROUND: Despite the recent identification of several prognostic gene signatures, the lack of common genes among experimental cohorts has posed a considerable challenge in uncovering the molecular basis underlying hepatocellular carcinoma (HCC) recurrence for application in clinical purposes. To...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4448317/ https://www.ncbi.nlm.nih.gov/pubmed/25888140 http://dx.doi.org/10.1186/s12864-015-1472-x |
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author | Kim, Bu-Yeo Choi, Dong Wook Woo, Seon Rang Park, Eun-Ran Lee, Je-Geun Kim, Su-Hyeon Koo, Imhoi Park, Sun-Hoo Han, Chul Ju Kim, Sang Bum Yeom, Young Il Yang, Suk-Jin Yu, Ami Lee, Jae Won Jang, Ja June Cho, Myung-Haing Jeon, Won Kyung Park, Young Nyun Suh, Kyung-Suk Lee, Kee-Ho |
author_facet | Kim, Bu-Yeo Choi, Dong Wook Woo, Seon Rang Park, Eun-Ran Lee, Je-Geun Kim, Su-Hyeon Koo, Imhoi Park, Sun-Hoo Han, Chul Ju Kim, Sang Bum Yeom, Young Il Yang, Suk-Jin Yu, Ami Lee, Jae Won Jang, Ja June Cho, Myung-Haing Jeon, Won Kyung Park, Young Nyun Suh, Kyung-Suk Lee, Kee-Ho |
author_sort | Kim, Bu-Yeo |
collection | PubMed |
description | BACKGROUND: Despite the recent identification of several prognostic gene signatures, the lack of common genes among experimental cohorts has posed a considerable challenge in uncovering the molecular basis underlying hepatocellular carcinoma (HCC) recurrence for application in clinical purposes. To overcome the limitations of individual gene-based analysis, we applied a pathway-based approach for analysis of HCC recurrence. RESULTS: By implementing a permutation-based semi-supervised principal component analysis algorithm using the optimal principal component, we selected sixty-four pathways associated with hepatitis B virus (HBV)-positive HCC recurrence (p < 0.01), from our microarray dataset composed of 142 HBV-positive HCCs. In relation to the public HBV- and public hepatitis C virus (HCV)-positive HCC datasets, we detected 46 (71.9%) and 18 (28.1%) common recurrence-associated pathways, respectively. However, overlap of recurrence-associated genes between datasets was rare, further supporting the utility of the pathway-based approach for recurrence analysis between different HCC datasets. Non-supervised clustering of the 64 recurrence-associated pathways facilitated the classification of HCC patients into high- and low-risk subgroups, based on risk of recurrence (p < 0.0001). The pathways identified were additionally successfully applied to discriminate subgroups depending on recurrence risk within the public HCC datasets. Through multivariate analysis, these recurrence-associated pathways were identified as an independent prognostic factor (p < 0.0001) along with tumor number, tumor size and Edmondson’s grade. Moreover, the pathway-based approach had a clinical advantage in terms of discriminating the high-risk subgroup (N = 12) among patients (N = 26) with small HCC (<3 cm). CONCLUSIONS: Using pathway-based analysis, we successfully identified the pathways involved in recurrence of HBV-positive HCC that may be effectively used as prognostic markers. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-015-1472-x) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4448317 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-44483172015-05-30 Recurrence-associated pathways in hepatitis B virus-positive hepatocellular carcinoma Kim, Bu-Yeo Choi, Dong Wook Woo, Seon Rang Park, Eun-Ran Lee, Je-Geun Kim, Su-Hyeon Koo, Imhoi Park, Sun-Hoo Han, Chul Ju Kim, Sang Bum Yeom, Young Il Yang, Suk-Jin Yu, Ami Lee, Jae Won Jang, Ja June Cho, Myung-Haing Jeon, Won Kyung Park, Young Nyun Suh, Kyung-Suk Lee, Kee-Ho BMC Genomics Research Article BACKGROUND: Despite the recent identification of several prognostic gene signatures, the lack of common genes among experimental cohorts has posed a considerable challenge in uncovering the molecular basis underlying hepatocellular carcinoma (HCC) recurrence for application in clinical purposes. To overcome the limitations of individual gene-based analysis, we applied a pathway-based approach for analysis of HCC recurrence. RESULTS: By implementing a permutation-based semi-supervised principal component analysis algorithm using the optimal principal component, we selected sixty-four pathways associated with hepatitis B virus (HBV)-positive HCC recurrence (p < 0.01), from our microarray dataset composed of 142 HBV-positive HCCs. In relation to the public HBV- and public hepatitis C virus (HCV)-positive HCC datasets, we detected 46 (71.9%) and 18 (28.1%) common recurrence-associated pathways, respectively. However, overlap of recurrence-associated genes between datasets was rare, further supporting the utility of the pathway-based approach for recurrence analysis between different HCC datasets. Non-supervised clustering of the 64 recurrence-associated pathways facilitated the classification of HCC patients into high- and low-risk subgroups, based on risk of recurrence (p < 0.0001). The pathways identified were additionally successfully applied to discriminate subgroups depending on recurrence risk within the public HCC datasets. Through multivariate analysis, these recurrence-associated pathways were identified as an independent prognostic factor (p < 0.0001) along with tumor number, tumor size and Edmondson’s grade. Moreover, the pathway-based approach had a clinical advantage in terms of discriminating the high-risk subgroup (N = 12) among patients (N = 26) with small HCC (<3 cm). CONCLUSIONS: Using pathway-based analysis, we successfully identified the pathways involved in recurrence of HBV-positive HCC that may be effectively used as prognostic markers. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-015-1472-x) contains supplementary material, which is available to authorized users. BioMed Central 2015-04-10 /pmc/articles/PMC4448317/ /pubmed/25888140 http://dx.doi.org/10.1186/s12864-015-1472-x Text en © Kim et al.; licensee BioMed Central. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Kim, Bu-Yeo Choi, Dong Wook Woo, Seon Rang Park, Eun-Ran Lee, Je-Geun Kim, Su-Hyeon Koo, Imhoi Park, Sun-Hoo Han, Chul Ju Kim, Sang Bum Yeom, Young Il Yang, Suk-Jin Yu, Ami Lee, Jae Won Jang, Ja June Cho, Myung-Haing Jeon, Won Kyung Park, Young Nyun Suh, Kyung-Suk Lee, Kee-Ho Recurrence-associated pathways in hepatitis B virus-positive hepatocellular carcinoma |
title | Recurrence-associated pathways in hepatitis B virus-positive hepatocellular carcinoma |
title_full | Recurrence-associated pathways in hepatitis B virus-positive hepatocellular carcinoma |
title_fullStr | Recurrence-associated pathways in hepatitis B virus-positive hepatocellular carcinoma |
title_full_unstemmed | Recurrence-associated pathways in hepatitis B virus-positive hepatocellular carcinoma |
title_short | Recurrence-associated pathways in hepatitis B virus-positive hepatocellular carcinoma |
title_sort | recurrence-associated pathways in hepatitis b virus-positive hepatocellular carcinoma |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4448317/ https://www.ncbi.nlm.nih.gov/pubmed/25888140 http://dx.doi.org/10.1186/s12864-015-1472-x |
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