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Characterization of the prognostic values of the NDRG family in gastric cancer
BACKGROUND: The N-myc downstream-regulated gene (NDRG) family, NDRG1-4, has been involved in a wide spectrum of biological functions in multiple cancers. However, their prognostic values remain sparse in gastric cancer (GC). Therefore, it is crucial to systematically investigate the prognostic value...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6647212/ https://www.ncbi.nlm.nih.gov/pubmed/31384305 http://dx.doi.org/10.1177/1756284819858507 |
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author | Yu, Chaoran Hao, Xiaohui Zhang, Sen Hu, Wenjun Li, Jianwen Sun, Jing Zheng, Minhua |
author_facet | Yu, Chaoran Hao, Xiaohui Zhang, Sen Hu, Wenjun Li, Jianwen Sun, Jing Zheng, Minhua |
author_sort | Yu, Chaoran |
collection | PubMed |
description | BACKGROUND: The N-myc downstream-regulated gene (NDRG) family, NDRG1-4, has been involved in a wide spectrum of biological functions in multiple cancers. However, their prognostic values remain sparse in gastric cancer (GC). Therefore, it is crucial to systematically investigate the prognostic values of the NDRG family in GC. METHODS: The prognostic values of the NDRG family were evaluated by Kaplan–Meier Plotter and SurvExpress. The mRNA of the NDRG family was investigated in The Cancer Genome Atlas (TCGA). Transcription factors (TFs) and miRNAs associated with the NDRG family were predicted by NetworkAnalysis. The prognostic values of DNA methylation levels were analyzed by MethSurv. The correlation between immune cells and the NDRG family was evaluated by the Tumor Immune Estimation Resource (TIMER) database. RESULTS: High levels of mRNA expression of NDRG2 and NDRG3 were associated with a favorable prognosis in all GCs. In HER2(−) GC, NDRG1 was significantly associated with a poor prognosis of GC [hazard ratio (HR) = 1.65, 95% confidence interval (CI) = 1.16–2.33, p = 0.0046]. In HER2(+) GC, NDRG4 showed a poor prognosis (HR = 1.4, 95% CI: 1.06–1.85, p = 0.017). NDRG4 was an independent prognostic factor in recurrence-free survival by TCGA cohort. The low-risk NDRG-signature group displayed a significantly favorable survival outcome than the high-risk group (HR = 1.76, 95% CI: 1.2–2.59, p = 0.00385). The phosphorylated protein NDRG1 (NDRG1_pT346) displayed a favorable overall survival and was significantly associated with HER2 and phosphorylated HER2. Epidermis development was the top biological process (BP) for coexpressed genes associated with NDRG1 and NDRG4, while mitotic nuclear division and mitotic cell processes were the top BPs for NDRG2 and NDRG3, respectively. Overall, 6 CpGs of NDRG1, 4 CpGs of NDRG2, 3 CpGs of NDRG3 and 24 CpGs of NDRG4 were associated with significant prognosis. CD4(+) T-cells showed the highest correlation with NDRG4 (correlation = 0.341, p = 2.14e(−11)). Furthermore, BCL6 in follicular helper T-cells (Tfh) cells showed the highest association with NDRG4 (correlation = 0.438, p = 00e(+)00). CONCLUSIONS: This study analyzed the multilevel prognostic values and biological roles of the NDRG family in GC. |
format | Online Article Text |
id | pubmed-6647212 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-66472122019-08-05 Characterization of the prognostic values of the NDRG family in gastric cancer Yu, Chaoran Hao, Xiaohui Zhang, Sen Hu, Wenjun Li, Jianwen Sun, Jing Zheng, Minhua Therap Adv Gastroenterol Original Research BACKGROUND: The N-myc downstream-regulated gene (NDRG) family, NDRG1-4, has been involved in a wide spectrum of biological functions in multiple cancers. However, their prognostic values remain sparse in gastric cancer (GC). Therefore, it is crucial to systematically investigate the prognostic values of the NDRG family in GC. METHODS: The prognostic values of the NDRG family were evaluated by Kaplan–Meier Plotter and SurvExpress. The mRNA of the NDRG family was investigated in The Cancer Genome Atlas (TCGA). Transcription factors (TFs) and miRNAs associated with the NDRG family were predicted by NetworkAnalysis. The prognostic values of DNA methylation levels were analyzed by MethSurv. The correlation between immune cells and the NDRG family was evaluated by the Tumor Immune Estimation Resource (TIMER) database. RESULTS: High levels of mRNA expression of NDRG2 and NDRG3 were associated with a favorable prognosis in all GCs. In HER2(−) GC, NDRG1 was significantly associated with a poor prognosis of GC [hazard ratio (HR) = 1.65, 95% confidence interval (CI) = 1.16–2.33, p = 0.0046]. In HER2(+) GC, NDRG4 showed a poor prognosis (HR = 1.4, 95% CI: 1.06–1.85, p = 0.017). NDRG4 was an independent prognostic factor in recurrence-free survival by TCGA cohort. The low-risk NDRG-signature group displayed a significantly favorable survival outcome than the high-risk group (HR = 1.76, 95% CI: 1.2–2.59, p = 0.00385). The phosphorylated protein NDRG1 (NDRG1_pT346) displayed a favorable overall survival and was significantly associated with HER2 and phosphorylated HER2. Epidermis development was the top biological process (BP) for coexpressed genes associated with NDRG1 and NDRG4, while mitotic nuclear division and mitotic cell processes were the top BPs for NDRG2 and NDRG3, respectively. Overall, 6 CpGs of NDRG1, 4 CpGs of NDRG2, 3 CpGs of NDRG3 and 24 CpGs of NDRG4 were associated with significant prognosis. CD4(+) T-cells showed the highest correlation with NDRG4 (correlation = 0.341, p = 2.14e(−11)). Furthermore, BCL6 in follicular helper T-cells (Tfh) cells showed the highest association with NDRG4 (correlation = 0.438, p = 00e(+)00). CONCLUSIONS: This study analyzed the multilevel prognostic values and biological roles of the NDRG family in GC. SAGE Publications 2019-07-21 /pmc/articles/PMC6647212/ /pubmed/31384305 http://dx.doi.org/10.1177/1756284819858507 Text en © The Author(s), 2019 http://www.creativecommons.org/licenses/by-nc/4.0/ This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (http://www.creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Original Research Yu, Chaoran Hao, Xiaohui Zhang, Sen Hu, Wenjun Li, Jianwen Sun, Jing Zheng, Minhua Characterization of the prognostic values of the NDRG family in gastric cancer |
title | Characterization of the prognostic values of the
NDRG family in gastric cancer |
title_full | Characterization of the prognostic values of the
NDRG family in gastric cancer |
title_fullStr | Characterization of the prognostic values of the
NDRG family in gastric cancer |
title_full_unstemmed | Characterization of the prognostic values of the
NDRG family in gastric cancer |
title_short | Characterization of the prognostic values of the
NDRG family in gastric cancer |
title_sort | characterization of the prognostic values of the
ndrg family in gastric cancer |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6647212/ https://www.ncbi.nlm.nih.gov/pubmed/31384305 http://dx.doi.org/10.1177/1756284819858507 |
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