Integration of eQTL and multi-omics comprehensive analysis of triacylglycerol synthase 1 (TGS1) as a prognostic and immunotherapeutic biomarker across pan-cancer

被引:1
作者
Qiu, Xinhui [1 ,2 ]
Yang, Ziqing [3 ,4 ,5 ,6 ]
Zhang, Chengyuan [1 ,2 ]
Ma, Anquan [3 ,4 ,5 ,6 ]
Zong, Xiaoyang [3 ,4 ,5 ,6 ]
Chen, Chaojun [1 ,2 ]
Zhou, Yanhan [9 ]
Han, Jinghong [3 ,4 ,5 ]
Yu, Yingzhe [3 ,4 ,5 ,6 ]
Li, Bingsong [7 ]
Xu, Chunming [8 ]
Zhang, Jun [3 ,4 ,5 ,6 ]
Zhu, Xiaobo [1 ,2 ]
机构
[1] Shandong Univ, Clin Med Coll 2, Cheeloo Coll Med, Jinan 250033, Shandong, Peoples R China
[2] Shandong Univ, Hosp 2, Childrens Med Ctr, Jinan 250033, Peoples R China
[3] Shandong Univ, Sch & Hosp Stomatol, Cheeloo Coll Med, Jinan, Peoples R China
[4] Shandong Univ, Shandong Key Lab Oral Tissue Regenerat, Jinan, Peoples R China
[5] Shandong Univ, Shandong Engn Res Ctr Dent Mat & Oral Tissue Regen, Jinan, Peoples R China
[6] Shandong Univ, Shandong Prov Clin Res Ctr Oral Dis, Jinan, Peoples R China
[7] Shandong Univ, Cheeloo Coll Med, Ctr Hlth Management & Policy Res, Sch Publ Hlth, Jinan 250012, Peoples R China
[8] Xinjiang Med Univ, Urumqi, Peoples R China
[9] Shandong Univ, Sch Mech Engn, Jinan, Peoples R China
关键词
TGS1; Mendelian randomization study; pan-cancer; TME; Apoptosis; MENDELIAN RANDOMIZATION; TELOMERASE RNA; WEB SERVER;
D O I
10.1016/j.ijbiomac.2024.137862
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
An increasing number of expression quantitative trait loci (eQTLs) have been linked to tumorigenesis. In this study, we used Mendelian randomization (MR) to identify a novel cancer susceptibility gene, Trimethylguanosine Synthase 1 (TGS1). TGS1-induced hypermethylation at the 5 ' end of human telomerase RNA (hTR) impedes hTR accumulation, decreasing telomerase assembly factor levels and thus limiting telomere elongation, a crucial factor in tumor progression. Despite its significant role in cancer development, the TGS1-cancer relationship requires further experimental validation and bioinformatics analysis. To bridge this knowledge gap, we performed a comprehensive pan-cancer study using MR to evaluate TGS1's involvement in cancer progression. Leveraging data from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO), we analyzed TGS1's role in 33 tumor types. The results indicated higher TGS1 expression in most tumors, with a significant correlation to patient prognosis. We also noted variations in TGS1 phosphorylation at different sites and a strong link between TGS1 expression and the infiltration of various immune cells. In addition, our enrichment analysis of TGS1-associated genes shed light on the molecular mechanisms involved. The study also highlighted TGS1's significant role in cellular apoptosis. Overall, our findings offer an in-depth analysis of TGS1's oncogenic roles across multiple tumor types and underscore its potential as an oncogene, biomarker, and gene therapy target in diverse cancers.
引用
收藏
页数:20
相关论文
共 50 条
[1]   Comprehensive Multi-Omics Analysis Identifies FUT1 as a Prognostic and Therapeutic Biomarker Across Pan-Cancer [J].
Liu, Yunqing ;
Chen, Guanjun ;
Yuan, Xiaotian ;
Chen, Yaxin ;
Cui, Yujie ;
Cao, Ke .
INTERNATIONAL JOURNAL OF MEDICAL SCIENCES, 2025, 22 (06) :1313-1328
[2]   Identification of CREB5 as a prognostic and immunotherapeutic biomarker in glioma through multi-omics pan-cancer analysis [J].
Wu Z. ;
Wang X. ;
Wu H. ;
Du S. ;
Wang Z. ;
Xie S. ;
Zhang R. ;
Chen G. ;
Chen H. .
Computers in Biology and Medicine, 2024, 173
[3]   Comprehensive multi-omics pan-cancer analysis revealed EGFLAM as a potential prognostic and immune infiltration-associated biomarker [J].
Yang, Jian ;
Xu, Wenqian ;
Wang, Shengyu ;
Yu, Zhu ;
Feng, Yue ;
Li, Da ;
Chen, Junqiang .
BMC CANCER, 2025, 25 (01)
[4]   Identification of Pan-Cancer Prognostic Biomarkers Through Integration of Multi-Omics Data [J].
Zhao, Ning ;
Guo, Maozu ;
Wang, Kuanquan ;
Zhang, Chunlong ;
Liu, Xiaoyan .
FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY, 2020, 8
[5]   Pan-cancer Multi-omics Analysis Reveals HMGN1 as a Potential Prognostic and Immune Infiltration-associated Biomarker [J].
Guo, Yangyang ;
Zhang, Rongrong ;
Xu, Hongjie ;
Hong, Kai ;
Cen, Kenan ;
Mai, Yifeng ;
Wu, Zhixuan .
CURRENT MEDICINAL CHEMISTRY, 2025, 32 (12) :2440-2459
[6]   Multi-omics analysis reveals interferon-stimulated gene OAS1 as a prognostic and immunological biomarker in pan-cancer [J].
Yang, Runyu ;
Du, Yue ;
Zhang, Mengyao ;
Liu, Yi ;
Feng, Hui ;
Liu, Ruimin ;
Yang, Bingyu ;
Xiao, Jiayi ;
He, Pengcheng ;
Niu, Fan .
FRONTIERS IN IMMUNOLOGY, 2023, 14
[7]   Potential prognostic and immunotherapeutic value of calponin 1: A pan-cancer analysis [J].
Zhou, Hengli ;
Ke, Junyu ;
Liu, Changhua ;
Zhu, Menglu ;
Xiao, Bijuan ;
Wang, Qi ;
Hou, Rui ;
Zheng, Yueer ;
Wu, Yongqiang ;
Zhou, Xingting ;
Chen, Xinlin ;
Pan, Huafeng .
FRONTIERS IN PHARMACOLOGY, 2023, 14
[8]   Methuosis key gene ARF6 as a diagnostic, prognostic and immunotherapeutic marker for prostate cancer: based on a comprehensive pan-cancer multi-omics analysis [J].
Yang, Yongjin ;
Qing, Liangliang ;
You, Chengyu ;
Li, Qingchao ;
Xu, Wenbo ;
Dong, Zhilong .
DISCOVER ONCOLOGY, 2025, 16 (01)
[9]   Comprehensive pan-cancer analysis of NLRs family as prognostic and immunity markers based on multi-omics data [J].
Wen, Xianhui ;
Cui, Miaomiao ;
Zhang, Junhua ;
Huang, Hai .
DISCOVER ONCOLOGY, 2025, 16 (01)
[10]   Comprehensive pan-cancer analysis of FUTs family as prognostic and immunity markers based on multi-omics data [J].
Jia, Zexi ;
Liao, Pan ;
Yan, Bo ;
Lei, Ping .
DISCOVER ONCOLOGY, 2024, 15 (01)