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A <scp>TGF</scp>‐β signaling‐related <scp>lncRNA</scp> signature for prediction of glioma prognosis, immune microenvironment, and immunotherapy response

Weiwei DuanDepartment of Neurology, Xiangya Hospital Central South University Changsha Hunan ChinaLiting YangDepartment of Neurosurgery, Xiangya Hospital Central South University Changsha Hunan ChinaJian LiuExperiment Center of Medical Innovation The First Hospital of Hunan University of Chinese Medicine Changsha Hunan ChinaZiyu DaiDepartment of Neurosurgery, Xiangya Hospital Central South University Changsha Hunan ChinaZeyu WangDepartment of Neurosurgery, Xiangya Hospital Central South University Changsha Hunan ChinaHao ZhangDepartment of Neurosurgery, Xiangya Hospital Central South University Changsha Hunan ChinaXun ZhangDepartment of Neurosurgery, Xiangya Hospital Central South University Changsha Hunan ChinaXisong LiangDepartment of Neurosurgery, Xiangya Hospital Central South University Changsha Hunan ChinaPeng LuoDepartment of Oncology, Zhujiang Hospital Southern Medical University Guangzhou ChinaJian ZhangDepartment of Oncology, Zhujiang Hospital Southern Medical University Guangzhou ChinaZ. LiuDepartment of Interventional Radiology The First Affiliated Hospital of Zhengzhou University Zhengzhou Henan ChinaNan ZhangOne‐third Lab, College of Bioinformatics Science and Technology Harbin Medical University Harbin Hei Longjiang ChinaHaoyang MoDepartment of Neurosurgery, Xiangya Hospital Central South University Changsha Hunan ChinaChunrun QuDepartment of Neurosurgery, Xiangya Hospital Central South University Changsha Hunan ChinaZhiwei XiaDepartment of Neurology Hunan Aerospace Hospital Changsha Hunan ChinaQuan ChengDepartment of Neurosurgery, Xiangya Hospital Central South University Changsha Hunan China
2023en
ABI

Аннотация

AIMS: The dysregulation of TGF-β signaling is a crucial pathophysiological process in tumorigenesis and progression. LncRNAs have diverse biological functions and are significant participants in the regulation of tumor signaling pathways. However, the clinical value of lncRNAs related to TGF-β signaling in glioma is currently unclear. METHODS: Data on glioma's RNA-seq transcriptome, somatic mutation, DNA methylation data, and clinicopathological information were derived from the CGGA and TCGA databases. A prognostic lncRNA signature was constructed by Cox and LASSO regression analyses. TIMER2.0 database was utilized to deduce immune infiltration characteristics. "ELMER v.2" was used to reconstruct TF-methylation-gene regulatory network. Immunotherapy and chemotherapy response predictions were implemented by the TIDE algorithm and GDSC database, respectively. In vitro and in vivo experiments were conducted to verify the results and clarify the regulatory mechanism of lncRNA. RESULTS: In glioma, a TGF-β signaling-related 15-lncRNA signature was constructed, including AC010173.1, HOXA-AS2, AC074286.1, AL592424.1, DRAIC, HOXC13-AS, AC007938.1, AC010729.1, AC013472.3, AC093895.1, AC131097.4, AL606970.4, HOXC-AS1, AGAP2-AS1, and AC002456.1. This signature proved to be a reliable prognostic tool, with high risk indicating an unfavorable prognosis and being linked to malignant clinicopathological and genomic mutation traits. Risk levels were associated with different immune infiltration landscapes, where high risk was indicative of high levels of macrophage infiltration. In addition, high risk also suggested better immunotherapy and chemotherapy response. cg05987823 was an important methylation site in glioma progression, and AP-1 transcription factor family participated in the regulation of signature lncRNA expression. AGAP2-AS1 knockdown in in vitro and in vivo experiments inhibited the proliferation, migration, and invasion of glioma cells, as well as the growth of glioma, by downregulating the expression levels of NF-κB and ERK 1/2 in the TGF-β signaling pathway. CONCLUSIONS: A prognostic lncRNA signature of TGF-β signaling was established in glioma, which can be used for prognostic judgment, immune infiltration status inference, and immunotherapy response prediction. AGAP2-AS1 plays an important role in glioma progression.

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