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The integrated landscape of eRNA in gastric cancer reveals distinct immune subtypes with prognostic and therapeutic relevance
The comprehensive regulation effect of eRNA on tumor immune cell infiltration and the outcome remains obscure. We comprehensively identify the eRNA-mediated immune infiltration patterns of gastric cancer (GC) samples. We creatively proposed a random forest machine-learning (ML) algorithm to map eRNA...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9490034/ https://www.ncbi.nlm.nih.gov/pubmed/36157578 http://dx.doi.org/10.1016/j.isci.2022.105075 |
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author | Hu, Xin Wu, Liuxing Yao, Yanxin Ma, Junfu Li, Xiangchun Shen, Hongru Liu, Luyang Dai, Hongji Wang, Wei Chu, Xinlei Sheng, Chao Yang, Meng Zheng, Hong Song, Fengju Chen, Kexin Liu, Ben |
author_facet | Hu, Xin Wu, Liuxing Yao, Yanxin Ma, Junfu Li, Xiangchun Shen, Hongru Liu, Luyang Dai, Hongji Wang, Wei Chu, Xinlei Sheng, Chao Yang, Meng Zheng, Hong Song, Fengju Chen, Kexin Liu, Ben |
author_sort | Hu, Xin |
collection | PubMed |
description | The comprehensive regulation effect of eRNA on tumor immune cell infiltration and the outcome remains obscure. We comprehensively identify the eRNA-mediated immune infiltration patterns of gastric cancer (GC) samples. We creatively proposed a random forest machine-learning (ML) algorithm to map eRNA to mRNA expression patterns. The eRNA score was constructed using principal component analysis algorithms and validated in an independent cohort. Three subtypes with distinct eRNA expression patterns were determined in GC. There were significant differences between the three subtypes in the overall survival rate, immune cell infiltration characteristics, and immunotherapy response indicators. The patients in the high eRNA score group have a higher overall survival rate and might benefit from immunotherapy. This work revealed that eRNA regulation might be a new prognostic index and might offer a potential biomarker in the response of immunotherapy. Evaluating the eRNA regulation manner of GC will contribute to guiding more effective immunotherapy strategies. |
format | Online Article Text |
id | pubmed-9490034 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-94900342022-09-22 The integrated landscape of eRNA in gastric cancer reveals distinct immune subtypes with prognostic and therapeutic relevance Hu, Xin Wu, Liuxing Yao, Yanxin Ma, Junfu Li, Xiangchun Shen, Hongru Liu, Luyang Dai, Hongji Wang, Wei Chu, Xinlei Sheng, Chao Yang, Meng Zheng, Hong Song, Fengju Chen, Kexin Liu, Ben iScience Article The comprehensive regulation effect of eRNA on tumor immune cell infiltration and the outcome remains obscure. We comprehensively identify the eRNA-mediated immune infiltration patterns of gastric cancer (GC) samples. We creatively proposed a random forest machine-learning (ML) algorithm to map eRNA to mRNA expression patterns. The eRNA score was constructed using principal component analysis algorithms and validated in an independent cohort. Three subtypes with distinct eRNA expression patterns were determined in GC. There were significant differences between the three subtypes in the overall survival rate, immune cell infiltration characteristics, and immunotherapy response indicators. The patients in the high eRNA score group have a higher overall survival rate and might benefit from immunotherapy. This work revealed that eRNA regulation might be a new prognostic index and might offer a potential biomarker in the response of immunotherapy. Evaluating the eRNA regulation manner of GC will contribute to guiding more effective immunotherapy strategies. Elsevier 2022-09-06 /pmc/articles/PMC9490034/ /pubmed/36157578 http://dx.doi.org/10.1016/j.isci.2022.105075 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Hu, Xin Wu, Liuxing Yao, Yanxin Ma, Junfu Li, Xiangchun Shen, Hongru Liu, Luyang Dai, Hongji Wang, Wei Chu, Xinlei Sheng, Chao Yang, Meng Zheng, Hong Song, Fengju Chen, Kexin Liu, Ben The integrated landscape of eRNA in gastric cancer reveals distinct immune subtypes with prognostic and therapeutic relevance |
title | The integrated landscape of eRNA in gastric cancer reveals distinct immune subtypes with prognostic and therapeutic relevance |
title_full | The integrated landscape of eRNA in gastric cancer reveals distinct immune subtypes with prognostic and therapeutic relevance |
title_fullStr | The integrated landscape of eRNA in gastric cancer reveals distinct immune subtypes with prognostic and therapeutic relevance |
title_full_unstemmed | The integrated landscape of eRNA in gastric cancer reveals distinct immune subtypes with prognostic and therapeutic relevance |
title_short | The integrated landscape of eRNA in gastric cancer reveals distinct immune subtypes with prognostic and therapeutic relevance |
title_sort | integrated landscape of erna in gastric cancer reveals distinct immune subtypes with prognostic and therapeutic relevance |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9490034/ https://www.ncbi.nlm.nih.gov/pubmed/36157578 http://dx.doi.org/10.1016/j.isci.2022.105075 |
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