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The prognostic value of autophagy related genes with potential protective function in Ewing sarcoma
BACKGROUND: Ewing sarcoma (ES) is the second most common primary malignant bone tumor mainly occurring in children, adolescents and young adults with high metastasis and mortality. Autophagy has been reported to be involved in the survival of ES, but the role remains unclear. Therefore, it’s necessa...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9335970/ https://www.ncbi.nlm.nih.gov/pubmed/35902797 http://dx.doi.org/10.1186/s12859-022-04849-x |
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author | Wen, Jian Wan, Lijia Dong, Xieping |
author_facet | Wen, Jian Wan, Lijia Dong, Xieping |
author_sort | Wen, Jian |
collection | PubMed |
description | BACKGROUND: Ewing sarcoma (ES) is the second most common primary malignant bone tumor mainly occurring in children, adolescents and young adults with high metastasis and mortality. Autophagy has been reported to be involved in the survival of ES, but the role remains unclear. Therefore, it’s necessary to investigate the prognostic value of autophagy related genes using bioinformatics methods. RESULTS: ATG2B, ATG10 and DAPK1 were final screened genes for a prognostic model. KM and risk score plots showed patients in high score group had better prognoses both in training and validation sets. C-indexes of the model for training and validation sets were 0.68 and 0.71, respectively. Calibration analyses indicated the model had high prediction accuracy in training and validation sets. The AUC values of ROC for 1-, 3-, 5-year prediction were 0.65, 0.73 and 0.84 in training set, 0.88, 0.73 and 0.79 in validation set, which suggested high prediction accuracy of the model. Decision curve analyses showed that patients could benefit much from the model. Differential and functional analyses suggested that autophagy and apoptosis were upregulated in high risk score group. CONCLUSIONS: ATG2B, ATG10 and DAPK1 were autophagy related genes with potential protective function in ES. The prognostic model established by them exhibited excellent prediction accuracy and discriminatory capacities. They might be used as potential prognostic biomarkers and therapeutic targets in ES. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-022-04849-x. |
format | Online Article Text |
id | pubmed-9335970 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-93359702022-07-30 The prognostic value of autophagy related genes with potential protective function in Ewing sarcoma Wen, Jian Wan, Lijia Dong, Xieping BMC Bioinformatics Research BACKGROUND: Ewing sarcoma (ES) is the second most common primary malignant bone tumor mainly occurring in children, adolescents and young adults with high metastasis and mortality. Autophagy has been reported to be involved in the survival of ES, but the role remains unclear. Therefore, it’s necessary to investigate the prognostic value of autophagy related genes using bioinformatics methods. RESULTS: ATG2B, ATG10 and DAPK1 were final screened genes for a prognostic model. KM and risk score plots showed patients in high score group had better prognoses both in training and validation sets. C-indexes of the model for training and validation sets were 0.68 and 0.71, respectively. Calibration analyses indicated the model had high prediction accuracy in training and validation sets. The AUC values of ROC for 1-, 3-, 5-year prediction were 0.65, 0.73 and 0.84 in training set, 0.88, 0.73 and 0.79 in validation set, which suggested high prediction accuracy of the model. Decision curve analyses showed that patients could benefit much from the model. Differential and functional analyses suggested that autophagy and apoptosis were upregulated in high risk score group. CONCLUSIONS: ATG2B, ATG10 and DAPK1 were autophagy related genes with potential protective function in ES. The prognostic model established by them exhibited excellent prediction accuracy and discriminatory capacities. They might be used as potential prognostic biomarkers and therapeutic targets in ES. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-022-04849-x. BioMed Central 2022-07-28 /pmc/articles/PMC9335970/ /pubmed/35902797 http://dx.doi.org/10.1186/s12859-022-04849-x Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Wen, Jian Wan, Lijia Dong, Xieping The prognostic value of autophagy related genes with potential protective function in Ewing sarcoma |
title | The prognostic value of autophagy related genes with potential protective function in Ewing sarcoma |
title_full | The prognostic value of autophagy related genes with potential protective function in Ewing sarcoma |
title_fullStr | The prognostic value of autophagy related genes with potential protective function in Ewing sarcoma |
title_full_unstemmed | The prognostic value of autophagy related genes with potential protective function in Ewing sarcoma |
title_short | The prognostic value of autophagy related genes with potential protective function in Ewing sarcoma |
title_sort | prognostic value of autophagy related genes with potential protective function in ewing sarcoma |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9335970/ https://www.ncbi.nlm.nih.gov/pubmed/35902797 http://dx.doi.org/10.1186/s12859-022-04849-x |
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