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A novel signature derived from immunoregulatory and hypoxia genes predicts prognosis in liver and five other cancers
BACKGROUND: Despite much progress in cancer research, its incidence and mortality continue to rise. A robust biomarker that would predict tumor behavior is highly desirable and could improve patient treatment and prognosis. METHODS: In a retrospective bioinformatics analysis involving patients with...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6327401/ https://www.ncbi.nlm.nih.gov/pubmed/30626396 http://dx.doi.org/10.1186/s12967-019-1775-9 |
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author | Chang, Wai Hoong Forde, Donall Lai, Alvina G. |
author_facet | Chang, Wai Hoong Forde, Donall Lai, Alvina G. |
author_sort | Chang, Wai Hoong |
collection | PubMed |
description | BACKGROUND: Despite much progress in cancer research, its incidence and mortality continue to rise. A robust biomarker that would predict tumor behavior is highly desirable and could improve patient treatment and prognosis. METHODS: In a retrospective bioinformatics analysis involving patients with liver cancer (n = 839), we developed a prognostic signature consisting of 45 genes associated with tumor-infiltrating lymphocytes and cellular responses to hypoxia. From this gene set, we were able to identify a second prognostic signature comprised of 8 genes. Its performance was further validated in five other cancers: head and neck (n = 520), renal papillary cell (n = 290), lung (n = 515), pancreas (n = 178) and endometrial (n = 370). RESULTS: The 45-gene signature predicted overall survival in three liver cancer cohorts: hazard ratio (HR) = 1.82, P = 0.006; HR = 1.84, P = 0.008 and HR = 2.67, P = 0.003. Additionally, the reduced 8-gene signature was sufficient and effective in predicting survival in liver and five other cancers: liver (HR = 2.36, P = 0.0003; HR = 2.43, P = 0.0002 and HR = 3.45, P = 0.0007), head and neck (HR = 1.64, P = 0.004), renal papillary cell (HR = 2.31, P = 0.04), lung (HR = 1.45, P = 0.03), pancreas (HR = 1.96, P = 0.006) and endometrial (HR = 2.33, P = 0.003). Receiver operating characteristic analyses demonstrated both signatures superior performance over current tumor staging parameters. Multivariate Cox regression analyses revealed that both 45-gene and 8-gene signatures were independent of other clinicopathological features in these cancers. Combining the gene signatures with somatic mutation profiles increased their prognostic ability. CONCLUSIONS: This study, to our knowledge, is the first to identify a gene signature uniting both tumor hypoxia and lymphocytic infiltration as a prognostic determinant in six cancer types (n = 2712). The 8-gene signature can be used for patient risk stratification by incorporating hypoxia information to aid clinical decision making. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12967-019-1775-9) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6327401 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-63274012019-01-15 A novel signature derived from immunoregulatory and hypoxia genes predicts prognosis in liver and five other cancers Chang, Wai Hoong Forde, Donall Lai, Alvina G. J Transl Med Research BACKGROUND: Despite much progress in cancer research, its incidence and mortality continue to rise. A robust biomarker that would predict tumor behavior is highly desirable and could improve patient treatment and prognosis. METHODS: In a retrospective bioinformatics analysis involving patients with liver cancer (n = 839), we developed a prognostic signature consisting of 45 genes associated with tumor-infiltrating lymphocytes and cellular responses to hypoxia. From this gene set, we were able to identify a second prognostic signature comprised of 8 genes. Its performance was further validated in five other cancers: head and neck (n = 520), renal papillary cell (n = 290), lung (n = 515), pancreas (n = 178) and endometrial (n = 370). RESULTS: The 45-gene signature predicted overall survival in three liver cancer cohorts: hazard ratio (HR) = 1.82, P = 0.006; HR = 1.84, P = 0.008 and HR = 2.67, P = 0.003. Additionally, the reduced 8-gene signature was sufficient and effective in predicting survival in liver and five other cancers: liver (HR = 2.36, P = 0.0003; HR = 2.43, P = 0.0002 and HR = 3.45, P = 0.0007), head and neck (HR = 1.64, P = 0.004), renal papillary cell (HR = 2.31, P = 0.04), lung (HR = 1.45, P = 0.03), pancreas (HR = 1.96, P = 0.006) and endometrial (HR = 2.33, P = 0.003). Receiver operating characteristic analyses demonstrated both signatures superior performance over current tumor staging parameters. Multivariate Cox regression analyses revealed that both 45-gene and 8-gene signatures were independent of other clinicopathological features in these cancers. Combining the gene signatures with somatic mutation profiles increased their prognostic ability. CONCLUSIONS: This study, to our knowledge, is the first to identify a gene signature uniting both tumor hypoxia and lymphocytic infiltration as a prognostic determinant in six cancer types (n = 2712). The 8-gene signature can be used for patient risk stratification by incorporating hypoxia information to aid clinical decision making. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12967-019-1775-9) contains supplementary material, which is available to authorized users. BioMed Central 2019-01-09 /pmc/articles/PMC6327401/ /pubmed/30626396 http://dx.doi.org/10.1186/s12967-019-1775-9 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. 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 Chang, Wai Hoong Forde, Donall Lai, Alvina G. A novel signature derived from immunoregulatory and hypoxia genes predicts prognosis in liver and five other cancers |
title | A novel signature derived from immunoregulatory and hypoxia genes predicts prognosis in liver and five other cancers |
title_full | A novel signature derived from immunoregulatory and hypoxia genes predicts prognosis in liver and five other cancers |
title_fullStr | A novel signature derived from immunoregulatory and hypoxia genes predicts prognosis in liver and five other cancers |
title_full_unstemmed | A novel signature derived from immunoregulatory and hypoxia genes predicts prognosis in liver and five other cancers |
title_short | A novel signature derived from immunoregulatory and hypoxia genes predicts prognosis in liver and five other cancers |
title_sort | novel signature derived from immunoregulatory and hypoxia genes predicts prognosis in liver and five other cancers |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6327401/ https://www.ncbi.nlm.nih.gov/pubmed/30626396 http://dx.doi.org/10.1186/s12967-019-1775-9 |
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