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Alternative Splicing Events as Indicators for the Prognosis of Uveal Melanoma
Growing evidence has revealed that abnormal alternative splicing (AS) events are closely related to carcinogenic processes. However, the comprehensive study on the prognostic value of splicing events involved in uveal melanoma (UM) is still lacking. Therefore, splicing data of 80 UM patients were ob...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7074237/ https://www.ncbi.nlm.nih.gov/pubmed/32098099 http://dx.doi.org/10.3390/genes11020227 |
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author | Wan, Qi Sang, Xuan Jin, Lin Wang, Zhichong |
author_facet | Wan, Qi Sang, Xuan Jin, Lin Wang, Zhichong |
author_sort | Wan, Qi |
collection | PubMed |
description | Growing evidence has revealed that abnormal alternative splicing (AS) events are closely related to carcinogenic processes. However, the comprehensive study on the prognostic value of splicing events involved in uveal melanoma (UM) is still lacking. Therefore, splicing data of 80 UM patients were obtained from the Cancer Genome Atlas (TCGA) SpliceSeq and RNA sequence data of UM and patient clinical features were downloaded from the Cancer Genome Atlas (TCGA) database to identify survival related splicing events in UM. As a result, a total of 37996 AS events of 17911 genes in UM were detected, among which 5299 AS events of 3529 genes were significantly associated with UM patients’ survival. Functional enrichment analysis revealed that this survival related splicing genes are corelated with mRNA catabolic process and ribosome pathway. Based on survival related splicing events, seven types of prognostic markers and the final overall prognostic signature could independently predict the overall survival of UM patients. Finally, an 11 spliced gene was identified in the final signature. On the basis of these 11 genes, we constructed a Support Vector Machine (SVM) classifier and evaluated it with leave-one-out cross-validation. The results showed that the 11 genes could determine short- and long-term survival with a predicted accuracy of 97.5%. Besides, the splicing factors and alternative splicing events correlation network was constructed to serve as therapeutic targets for UM treatment. Thus, our study depicts a comprehensive landscape of alternative splicing events in the prognosis of UM. The correlation network and associated pathways would provide additional potential targets for therapy and prognosis. |
format | Online Article Text |
id | pubmed-7074237 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-70742372020-03-19 Alternative Splicing Events as Indicators for the Prognosis of Uveal Melanoma Wan, Qi Sang, Xuan Jin, Lin Wang, Zhichong Genes (Basel) Article Growing evidence has revealed that abnormal alternative splicing (AS) events are closely related to carcinogenic processes. However, the comprehensive study on the prognostic value of splicing events involved in uveal melanoma (UM) is still lacking. Therefore, splicing data of 80 UM patients were obtained from the Cancer Genome Atlas (TCGA) SpliceSeq and RNA sequence data of UM and patient clinical features were downloaded from the Cancer Genome Atlas (TCGA) database to identify survival related splicing events in UM. As a result, a total of 37996 AS events of 17911 genes in UM were detected, among which 5299 AS events of 3529 genes were significantly associated with UM patients’ survival. Functional enrichment analysis revealed that this survival related splicing genes are corelated with mRNA catabolic process and ribosome pathway. Based on survival related splicing events, seven types of prognostic markers and the final overall prognostic signature could independently predict the overall survival of UM patients. Finally, an 11 spliced gene was identified in the final signature. On the basis of these 11 genes, we constructed a Support Vector Machine (SVM) classifier and evaluated it with leave-one-out cross-validation. The results showed that the 11 genes could determine short- and long-term survival with a predicted accuracy of 97.5%. Besides, the splicing factors and alternative splicing events correlation network was constructed to serve as therapeutic targets for UM treatment. Thus, our study depicts a comprehensive landscape of alternative splicing events in the prognosis of UM. The correlation network and associated pathways would provide additional potential targets for therapy and prognosis. MDPI 2020-02-21 /pmc/articles/PMC7074237/ /pubmed/32098099 http://dx.doi.org/10.3390/genes11020227 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wan, Qi Sang, Xuan Jin, Lin Wang, Zhichong Alternative Splicing Events as Indicators for the Prognosis of Uveal Melanoma |
title | Alternative Splicing Events as Indicators for the Prognosis of Uveal Melanoma |
title_full | Alternative Splicing Events as Indicators for the Prognosis of Uveal Melanoma |
title_fullStr | Alternative Splicing Events as Indicators for the Prognosis of Uveal Melanoma |
title_full_unstemmed | Alternative Splicing Events as Indicators for the Prognosis of Uveal Melanoma |
title_short | Alternative Splicing Events as Indicators for the Prognosis of Uveal Melanoma |
title_sort | alternative splicing events as indicators for the prognosis of uveal melanoma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7074237/ https://www.ncbi.nlm.nih.gov/pubmed/32098099 http://dx.doi.org/10.3390/genes11020227 |
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