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Prognostic and predictive value of a mRNA signature in peripheral T‐cell lymphomas: A mRNA expression analysis
Current international prognostic index is widely questioned on the risk stratification of peripheral T‐cell lymphoma and does not accurately predict the outcome for patients. We postulated that multiple mRNAs could combine into a model to improve risk stratification and helping clinicians make treat...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7810961/ https://www.ncbi.nlm.nih.gov/pubmed/33259129 http://dx.doi.org/10.1111/jcmm.15851 |
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author | Tu, Jiannan Kuang, Zhixing Xie, Xiaoliang Wu, Shizhen Wu, Ting Chen, Shengchi |
author_facet | Tu, Jiannan Kuang, Zhixing Xie, Xiaoliang Wu, Shizhen Wu, Ting Chen, Shengchi |
author_sort | Tu, Jiannan |
collection | PubMed |
description | Current international prognostic index is widely questioned on the risk stratification of peripheral T‐cell lymphoma and does not accurately predict the outcome for patients. We postulated that multiple mRNAs could combine into a model to improve risk stratification and helping clinicians make treatment decisions. In this study, the gene expression profiles were downloaded from the Gene Expression Omnibus (GEO) database. Weighted gene co‐expression network analysis (WGCNA) was used to screening genes in selected module which most closely related to PTCLs, and then built a mRNA signature using a LASSO Cox regression model and validated the prognostic accuracy of it. Finally, a nomogram was constructed and the performance was assessed. A total of 799 WGCNA‐selected mRNAs in black module were identified, and a mRNA signature which based on DOCK2, GSTM1, H2AFY, KCNAB2, LAPTM5 and SYK for PTCLs was developed. Significantly statistical difference can be seen in overall survival of PTCLs between low‐risk group and high‐risk group (training set:hazard ratio [HR] 4.3, 95% CI 2.4‐7.4, P < .0001; internal testing set:hazard ratio [HR] 2.4, 95% CI 1.2‐4.8, P < .01; external testing set:hazard ratio [HR] 2.3, 95% CI 1.10‐4.7, P = .02). Furthermore, multivariate regression demonstrated that the signature was an independently prognostic factor. Moreover, the nomogram which combined the mRNA signature and multiple clinical factors suggesting that predicted survival probability agreed well with the actual survival probability. The signature is a reliable prognostic tool for patients with PTCLs, and it has the potential for clinicians to implement personalized therapeutic regimen for patients with PTCLs. |
format | Online Article Text |
id | pubmed-7810961 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78109612021-01-22 Prognostic and predictive value of a mRNA signature in peripheral T‐cell lymphomas: A mRNA expression analysis Tu, Jiannan Kuang, Zhixing Xie, Xiaoliang Wu, Shizhen Wu, Ting Chen, Shengchi J Cell Mol Med Original Articles Current international prognostic index is widely questioned on the risk stratification of peripheral T‐cell lymphoma and does not accurately predict the outcome for patients. We postulated that multiple mRNAs could combine into a model to improve risk stratification and helping clinicians make treatment decisions. In this study, the gene expression profiles were downloaded from the Gene Expression Omnibus (GEO) database. Weighted gene co‐expression network analysis (WGCNA) was used to screening genes in selected module which most closely related to PTCLs, and then built a mRNA signature using a LASSO Cox regression model and validated the prognostic accuracy of it. Finally, a nomogram was constructed and the performance was assessed. A total of 799 WGCNA‐selected mRNAs in black module were identified, and a mRNA signature which based on DOCK2, GSTM1, H2AFY, KCNAB2, LAPTM5 and SYK for PTCLs was developed. Significantly statistical difference can be seen in overall survival of PTCLs between low‐risk group and high‐risk group (training set:hazard ratio [HR] 4.3, 95% CI 2.4‐7.4, P < .0001; internal testing set:hazard ratio [HR] 2.4, 95% CI 1.2‐4.8, P < .01; external testing set:hazard ratio [HR] 2.3, 95% CI 1.10‐4.7, P = .02). Furthermore, multivariate regression demonstrated that the signature was an independently prognostic factor. Moreover, the nomogram which combined the mRNA signature and multiple clinical factors suggesting that predicted survival probability agreed well with the actual survival probability. The signature is a reliable prognostic tool for patients with PTCLs, and it has the potential for clinicians to implement personalized therapeutic regimen for patients with PTCLs. John Wiley and Sons Inc. 2020-12-01 2021-01 /pmc/articles/PMC7810961/ /pubmed/33259129 http://dx.doi.org/10.1111/jcmm.15851 Text en © 2020 The Authors. Journal of Cellular and Molecular Medicine published by Foundation for Cellular and Molecular Medicine and John Wiley & Sons Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Articles Tu, Jiannan Kuang, Zhixing Xie, Xiaoliang Wu, Shizhen Wu, Ting Chen, Shengchi Prognostic and predictive value of a mRNA signature in peripheral T‐cell lymphomas: A mRNA expression analysis |
title | Prognostic and predictive value of a mRNA signature in peripheral T‐cell lymphomas: A mRNA expression analysis |
title_full | Prognostic and predictive value of a mRNA signature in peripheral T‐cell lymphomas: A mRNA expression analysis |
title_fullStr | Prognostic and predictive value of a mRNA signature in peripheral T‐cell lymphomas: A mRNA expression analysis |
title_full_unstemmed | Prognostic and predictive value of a mRNA signature in peripheral T‐cell lymphomas: A mRNA expression analysis |
title_short | Prognostic and predictive value of a mRNA signature in peripheral T‐cell lymphomas: A mRNA expression analysis |
title_sort | prognostic and predictive value of a mrna signature in peripheral t‐cell lymphomas: a mrna expression analysis |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7810961/ https://www.ncbi.nlm.nih.gov/pubmed/33259129 http://dx.doi.org/10.1111/jcmm.15851 |
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