Cargando…

Integrated single-cell and transcriptome sequencing analyses develops a metastasis-based risk score system for prognosis and immunotherapy response in uveal melanoma

Background: Uveal melanoma (UM) is the most frequent ocular neoplasm with a strong metastatic ability. The prognostic value of metastasis-associated genes (MAGs) of UM remains unclear. It is urgent to develop a prognostic score system according to the MAGs of UM. Methods: Unsupervised clustering was...

Descripción completa

Detalles Bibliográficos
Autores principales: Meng, Shuting, Zhu, Tianye, Fan, Zhiwei, Cheng, Yulan, Dong, Yefeng, Wang, Fengxu, Wang, Xuehai, Dong, Deping, Yuan, Songtao, Zhao, Xinyuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9947539/
https://www.ncbi.nlm.nih.gov/pubmed/36843929
http://dx.doi.org/10.3389/fphar.2023.1138452
_version_ 1784892578418655232
author Meng, Shuting
Zhu, Tianye
Fan, Zhiwei
Cheng, Yulan
Dong, Yefeng
Wang, Fengxu
Wang, Xuehai
Dong, Deping
Yuan, Songtao
Zhao, Xinyuan
author_facet Meng, Shuting
Zhu, Tianye
Fan, Zhiwei
Cheng, Yulan
Dong, Yefeng
Wang, Fengxu
Wang, Xuehai
Dong, Deping
Yuan, Songtao
Zhao, Xinyuan
author_sort Meng, Shuting
collection PubMed
description Background: Uveal melanoma (UM) is the most frequent ocular neoplasm with a strong metastatic ability. The prognostic value of metastasis-associated genes (MAGs) of UM remains unclear. It is urgent to develop a prognostic score system according to the MAGs of UM. Methods: Unsupervised clustering was used to identify MAGs-based molecular subtypes. Cox methods were utilized to generate a prognostic score system. The prognostic ability of the score system was detected by plotting ROC and survival curves. The immune activity and underlying function were depicted by CIBERSORT GSEA algorithms. Results: Gene cluster analysis determined two MAGs-based subclusters in UM, which were remarkably different in clinical outcomes. A risk score system containing six MAGs (COL11A1, AREG, TIMP3, ADAM12, PRRX1 and GAS1) was set up. We employed ssGSEA to compare immune activity and immunocyte infiltration between the two risk groups. Notch, JAK/STAT and mTOR pathways were greatly enriched in the high-risk group. Furthermore, we observed that knockdown of AREG could inhibit UM proliferation and metastasis by in vitro assays. Conclusion: The MAGs-based subtype and score system in UM can enhance prognosis assessment, and the core system provides valuable reference for clinical decision-making.
format Online
Article
Text
id pubmed-9947539
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-99475392023-02-24 Integrated single-cell and transcriptome sequencing analyses develops a metastasis-based risk score system for prognosis and immunotherapy response in uveal melanoma Meng, Shuting Zhu, Tianye Fan, Zhiwei Cheng, Yulan Dong, Yefeng Wang, Fengxu Wang, Xuehai Dong, Deping Yuan, Songtao Zhao, Xinyuan Front Pharmacol Pharmacology Background: Uveal melanoma (UM) is the most frequent ocular neoplasm with a strong metastatic ability. The prognostic value of metastasis-associated genes (MAGs) of UM remains unclear. It is urgent to develop a prognostic score system according to the MAGs of UM. Methods: Unsupervised clustering was used to identify MAGs-based molecular subtypes. Cox methods were utilized to generate a prognostic score system. The prognostic ability of the score system was detected by plotting ROC and survival curves. The immune activity and underlying function were depicted by CIBERSORT GSEA algorithms. Results: Gene cluster analysis determined two MAGs-based subclusters in UM, which were remarkably different in clinical outcomes. A risk score system containing six MAGs (COL11A1, AREG, TIMP3, ADAM12, PRRX1 and GAS1) was set up. We employed ssGSEA to compare immune activity and immunocyte infiltration between the two risk groups. Notch, JAK/STAT and mTOR pathways were greatly enriched in the high-risk group. Furthermore, we observed that knockdown of AREG could inhibit UM proliferation and metastasis by in vitro assays. Conclusion: The MAGs-based subtype and score system in UM can enhance prognosis assessment, and the core system provides valuable reference for clinical decision-making. Frontiers Media S.A. 2023-02-09 /pmc/articles/PMC9947539/ /pubmed/36843929 http://dx.doi.org/10.3389/fphar.2023.1138452 Text en Copyright © 2023 Meng, Zhu, Fan, Cheng, Dong, Wang, Wang, Dong, Yuan and Zhao. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Pharmacology
Meng, Shuting
Zhu, Tianye
Fan, Zhiwei
Cheng, Yulan
Dong, Yefeng
Wang, Fengxu
Wang, Xuehai
Dong, Deping
Yuan, Songtao
Zhao, Xinyuan
Integrated single-cell and transcriptome sequencing analyses develops a metastasis-based risk score system for prognosis and immunotherapy response in uveal melanoma
title Integrated single-cell and transcriptome sequencing analyses develops a metastasis-based risk score system for prognosis and immunotherapy response in uveal melanoma
title_full Integrated single-cell and transcriptome sequencing analyses develops a metastasis-based risk score system for prognosis and immunotherapy response in uveal melanoma
title_fullStr Integrated single-cell and transcriptome sequencing analyses develops a metastasis-based risk score system for prognosis and immunotherapy response in uveal melanoma
title_full_unstemmed Integrated single-cell and transcriptome sequencing analyses develops a metastasis-based risk score system for prognosis and immunotherapy response in uveal melanoma
title_short Integrated single-cell and transcriptome sequencing analyses develops a metastasis-based risk score system for prognosis and immunotherapy response in uveal melanoma
title_sort integrated single-cell and transcriptome sequencing analyses develops a metastasis-based risk score system for prognosis and immunotherapy response in uveal melanoma
topic Pharmacology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9947539/
https://www.ncbi.nlm.nih.gov/pubmed/36843929
http://dx.doi.org/10.3389/fphar.2023.1138452
work_keys_str_mv AT mengshuting integratedsinglecellandtranscriptomesequencinganalysesdevelopsametastasisbasedriskscoresystemforprognosisandimmunotherapyresponseinuvealmelanoma
AT zhutianye integratedsinglecellandtranscriptomesequencinganalysesdevelopsametastasisbasedriskscoresystemforprognosisandimmunotherapyresponseinuvealmelanoma
AT fanzhiwei integratedsinglecellandtranscriptomesequencinganalysesdevelopsametastasisbasedriskscoresystemforprognosisandimmunotherapyresponseinuvealmelanoma
AT chengyulan integratedsinglecellandtranscriptomesequencinganalysesdevelopsametastasisbasedriskscoresystemforprognosisandimmunotherapyresponseinuvealmelanoma
AT dongyefeng integratedsinglecellandtranscriptomesequencinganalysesdevelopsametastasisbasedriskscoresystemforprognosisandimmunotherapyresponseinuvealmelanoma
AT wangfengxu integratedsinglecellandtranscriptomesequencinganalysesdevelopsametastasisbasedriskscoresystemforprognosisandimmunotherapyresponseinuvealmelanoma
AT wangxuehai integratedsinglecellandtranscriptomesequencinganalysesdevelopsametastasisbasedriskscoresystemforprognosisandimmunotherapyresponseinuvealmelanoma
AT dongdeping integratedsinglecellandtranscriptomesequencinganalysesdevelopsametastasisbasedriskscoresystemforprognosisandimmunotherapyresponseinuvealmelanoma
AT yuansongtao integratedsinglecellandtranscriptomesequencinganalysesdevelopsametastasisbasedriskscoresystemforprognosisandimmunotherapyresponseinuvealmelanoma
AT zhaoxinyuan integratedsinglecellandtranscriptomesequencinganalysesdevelopsametastasisbasedriskscoresystemforprognosisandimmunotherapyresponseinuvealmelanoma