Bioinformatics analysis and single-cell RNA sequencing: elucidating the ubiquitination pathways and key enzymes in lung adenocarcinoma

计算生物学 生物信息学 核糖核酸 腺癌 医学 钥匙(锁) 遗传学 生物 基因 癌症 内科学 生态学
作者
Tong Lü,Ran Xu,Chenghao Wang,Xiang Zhou,Rafael Parra‐Medina,Roberto Díaz‐Peña,Bo Peng,Linyou Zhang
出处
期刊:Journal of Thoracic Disease [AME Publishing Company]
卷期号:15 (7): 3885-3907 被引量:5
标识
DOI:10.21037/jtd-23-795
摘要

Background: Lung adenocarcinoma (LUAD) is a prevalent subtype of lung cancer associated with high mortality rates. We aimed to utilize single-cell multiomics analysis to identify the key molecules involved in ubiquitination modification, which plays a role in LUAD development and progression. Methods: We use a systematic approach to analyze LUAD-related single-cell and bulk transcriptome datasets from Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) databases. Single-cell RNA sequencing (scRNA-seq) data were normalized, clustered, and annotated with the Seurat package in R. InferCNV was used to distinguish malignant from epithelial cells, and AUCell evaluated the area under the curve (AUC) score of ubiquitination-related enzymes. Survival and differential analyses identified significant molecular markers associated with ubiquitination. PSMD14 expression was confirmed using reverse-transcription quantitative polymerase chain reaction (RT-qPCR) and Western blot assays, and its knockdown cell lines were assessed for effects on cellular processes and tumor formation in mice. PSMD14's interacting proteins were predicted, and its impact on AGR2 protein half-life and ubiquitination was evaluated. Rescue experiments involving PSMD14 overexpression and AGR2 silencing assessed their impact on malignant behaviors. Results: By means of single-cell sequencing analysis, we probed the ubiquitination modification landscape in the LUAD microenvironment. Malignant cells had elevated scores for enzymes and ubiquitin-binding domains compared to normal epithelial cells, with 53 ubiquitination-related molecules showing prognostic disparities. FGR, PSMD14, and ZBTB16 were identified as genes with prognostic significance, with PSMD14 showing higher expression in epithelial and malignant cells. Two missense mutation sites were identified in PSMD14, which had a high copy number amplification ratio and positive correlation with messenger RNA (mRNA) expression. PSMD14 expression and tumor stage were found to be independent prognostic factors, and interfering with PSMD14 expression reduced the malignant behavior of LUAD cells. PSMD14 was found to bind to AGR2 protein and reduce its ubiquitination, leading to increased AGR2 stability. Knockdown of AGR2 inhibited the enhancement of cell viability, invasion, and migration resulting from PSMD14 overexpression. Conclusions: This study examined ubiquitination modifications in LUAD using sequencing data, identifying PSMD14's critical role in malignancy regulation and its potential as a prognostic and therapeutic biomarker. These insights enhance understanding of LUAD mechanisms and treatment.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
1秒前
帅气的小刺猬关注了科研通微信公众号
2秒前
小胖发布了新的文献求助10
3秒前
Conan完成签到,获得积分10
4秒前
幸福代柔发布了新的文献求助10
5秒前
舒适听露发布了新的文献求助20
6秒前
拼搏的代芹完成签到,获得积分20
6秒前
微尘应助大胆的锅包肉采纳,获得10
7秒前
8秒前
9秒前
Naming完成签到 ,获得积分10
10秒前
小胖完成签到,获得积分10
10秒前
耿昭发布了新的文献求助10
11秒前
在水一方应助科研通管家采纳,获得10
12秒前
阿申爱乐应助科研通管家采纳,获得50
12秒前
英姑应助科研通管家采纳,获得10
12秒前
黄晃晃完成签到,获得积分20
12秒前
科研通AI2S应助科研通管家采纳,获得10
12秒前
852应助科研通管家采纳,获得10
12秒前
12秒前
852应助科研通管家采纳,获得10
12秒前
12秒前
12秒前
14秒前
负责的夜云完成签到,获得积分10
14秒前
14秒前
学渣完成签到,获得积分10
14秒前
WFLLL完成签到,获得积分10
15秒前
15秒前
852应助学术学习采纳,获得10
16秒前
16秒前
NingJi应助RICK采纳,获得10
16秒前
浅辰完成签到,获得积分10
17秒前
18秒前
YYYYYY发布了新的文献求助10
18秒前
微尘应助Shanks采纳,获得10
18秒前
Ortho Wang发布了新的文献求助10
19秒前
量子星尘发布了新的文献求助10
19秒前
CC完成签到,获得积分10
20秒前
Owen应助康康采纳,获得10
20秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Handbook of pharmaceutical excipients, Ninth edition 5000
Aerospace Standards Index - 2026 ASIN2026 3000
Terrorism and Power in Russia: The Empire of (In)security and the Remaking of Politics 1000
Polymorphism and polytypism in crystals 1000
Signals, Systems, and Signal Processing 610
Discrete-Time Signals and Systems 610
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 纳米技术 有机化学 物理 生物化学 化学工程 计算机科学 复合材料 内科学 催化作用 光电子学 物理化学 电极 冶金 遗传学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 6045055
求助须知:如何正确求助?哪些是违规求助? 7815285
关于积分的说明 16247167
捐赠科研通 5190704
什么是DOI,文献DOI怎么找? 2777533
邀请新用户注册赠送积分活动 1760716
关于科研通互助平台的介绍 1643863