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Development and validation of an immune and stromal prognostic signature in uveal melanoma to guide clinical therapy

The tumor microenvironment is known to play an important role in uveal melanoma. Reliable prognostic signatures are needed to aid high risk patients and improve prognosis. Uveal melanoma tissues from three public datasets were analyzed. RNA sequence data of uveal melanoma and corresponding clinical...

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Autores principales: Gong, Qianwen, Wan, Qi, Li, Anqi, Yu, Yubin, Ding, Xiangyu, Lin, Lei, Qi, Xiaoliang, Hu, Liang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Impact Journals 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7655180/
https://www.ncbi.nlm.nih.gov/pubmed/33100273
http://dx.doi.org/10.18632/aging.103779
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author Gong, Qianwen
Wan, Qi
Li, Anqi
Yu, Yubin
Ding, Xiangyu
Lin, Lei
Qi, Xiaoliang
Hu, Liang
author_facet Gong, Qianwen
Wan, Qi
Li, Anqi
Yu, Yubin
Ding, Xiangyu
Lin, Lei
Qi, Xiaoliang
Hu, Liang
author_sort Gong, Qianwen
collection PubMed
description The tumor microenvironment is known to play an important role in uveal melanoma. Reliable prognostic signatures are needed to aid high risk patients and improve prognosis. Uveal melanoma tissues from three public datasets were analyzed. RNA sequence data of uveal melanoma and corresponding clinical features were obtained from The Cancer Genome Atlas database. Immune and stromal scores were calculated by applying the “ESTIMATE” algorithm. The samples were divided into high and low immune or stromal score groups. We constructed prognostic models by using the ‘lasso’ package and tested them for 500 iterations. The cell signature was validated in another GSE44295 and GSE84976 datasets. We found that the median survival time of the low immune/stromal score group is longer than that of the high-score group. Thirteen immune cells and one stromal cell were concerned significant in predicting poor overall survival rate. Finally, a four-cell model was identified. Further validation revealed that the low-risk group has a significantly better survival than the high-risk group in another two datasets (P < 0.05). Moreover, the high-risk group is more sensitive to immunotherapy and chemotherapy. Summarizing, the proposed immune cells signature is a promising biomarker for estimating overall survival in uveal melanoma.
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spelling pubmed-76551802020-11-19 Development and validation of an immune and stromal prognostic signature in uveal melanoma to guide clinical therapy Gong, Qianwen Wan, Qi Li, Anqi Yu, Yubin Ding, Xiangyu Lin, Lei Qi, Xiaoliang Hu, Liang Aging (Albany NY) Research Paper The tumor microenvironment is known to play an important role in uveal melanoma. Reliable prognostic signatures are needed to aid high risk patients and improve prognosis. Uveal melanoma tissues from three public datasets were analyzed. RNA sequence data of uveal melanoma and corresponding clinical features were obtained from The Cancer Genome Atlas database. Immune and stromal scores were calculated by applying the “ESTIMATE” algorithm. The samples were divided into high and low immune or stromal score groups. We constructed prognostic models by using the ‘lasso’ package and tested them for 500 iterations. The cell signature was validated in another GSE44295 and GSE84976 datasets. We found that the median survival time of the low immune/stromal score group is longer than that of the high-score group. Thirteen immune cells and one stromal cell were concerned significant in predicting poor overall survival rate. Finally, a four-cell model was identified. Further validation revealed that the low-risk group has a significantly better survival than the high-risk group in another two datasets (P < 0.05). Moreover, the high-risk group is more sensitive to immunotherapy and chemotherapy. Summarizing, the proposed immune cells signature is a promising biomarker for estimating overall survival in uveal melanoma. Impact Journals 2020-10-26 /pmc/articles/PMC7655180/ /pubmed/33100273 http://dx.doi.org/10.18632/aging.103779 Text en Copyright: © 2020 Gong et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/3.0/) (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Paper
Gong, Qianwen
Wan, Qi
Li, Anqi
Yu, Yubin
Ding, Xiangyu
Lin, Lei
Qi, Xiaoliang
Hu, Liang
Development and validation of an immune and stromal prognostic signature in uveal melanoma to guide clinical therapy
title Development and validation of an immune and stromal prognostic signature in uveal melanoma to guide clinical therapy
title_full Development and validation of an immune and stromal prognostic signature in uveal melanoma to guide clinical therapy
title_fullStr Development and validation of an immune and stromal prognostic signature in uveal melanoma to guide clinical therapy
title_full_unstemmed Development and validation of an immune and stromal prognostic signature in uveal melanoma to guide clinical therapy
title_short Development and validation of an immune and stromal prognostic signature in uveal melanoma to guide clinical therapy
title_sort development and validation of an immune and stromal prognostic signature in uveal melanoma to guide clinical therapy
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7655180/
https://www.ncbi.nlm.nih.gov/pubmed/33100273
http://dx.doi.org/10.18632/aging.103779
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