System analysis based on the pyroptosis-related genes identifies GSDMC as a novel therapy target for pancreatic adenocarcinoma

列线图 单变量 比例危险模型 肿瘤科 胰腺癌 医学 单变量分析 腺癌 内科学 多元分析 生物信息学 多元统计 生物 癌症 计算机科学 机器学习
作者
Cheng Yan,Yandie Niu,Feng Li,Wei Zhao,Liukai Ma
出处
期刊:Journal of Translational Medicine [BioMed Central]
卷期号:20 (1) 被引量:26
标识
DOI:10.1186/s12967-022-03632-z
摘要

Abstract Background Pancreatic adenocarcinoma (PAAD) is one of the most common malignant tumors of the digestive tract. Pyroptosis is a newly discovered programmed cell death that highly correlated with the prognosis of tumors. However, the prognostic value of pyroptosis in PAAD remains unclear. Methods A total of 178 pancreatic cancer PAAD samples and 167 normal samples were obtained from The Cancer Genome Atlas (TCGA) and Genotype-Tissue Expression (GTEx) databases. The “DESeq2” R package was used to identify differntially expressed pyroptosis-related genes between normal pancreatic samples and PAAD samples. The prognostic model was established in TCGA cohort based on univariate Cox and the least absolute shrinkage and selection operator (LASSO) Cox regression analyses, which was validated in test set from Gene Expression Omnibus (GEO) cohort. Univariate independent prognostic analysis and multivariate independent prognostic analysis were used to determine whether the risk score can be used as an independent prognostic factor to predict the clinicopathological features of PAAD patients. A nomogram was used to predict the survival probability of PAAD patients, which could help in clinical decision-making. The R package "pRRophetic" was applied to calculate the drug sensitivity of each samples from high- and low-risk group. Tumor immune infiltration was investigated using an ESTIMATE algorithm. Finally, the pro‐tumor phenotype of GSDMC was explored in PANC-1 and CFPAC-1 cells. Result On the basis of univariate Cox and LASSO regression analyses, we constructed a risk model with identified five pyroptosis-related genes (IL18, CASP4, NLRP1, GSDMC, and NLRP2), which was validated in the test set. The PAAD samples were divided into high-risk and low-risk groups on the basis of the risk score's median. According to Kaplan Meier curve analysis, samples from high-risk groups had worse outcomes than those from low-risk groups. The time-dependent receiver operating characteristics (ROC) analysis revealed that the risk model could predict the prognosis of PAAD accurately. A nomogram accompanied by calibration curves was presented for predicting 1-, 2-, and 3-year survival in PAAD patients. More importantly, 4 small molecular compounds (A.443654, PD.173074, Epothilone. B, Lapatinib) were identified, which might be potential drugs for the treatment of PAAD patients. Finally, the depletion of GSDMC inhibits the proliferation, invasion, and migration of pancreatic adenocarcinoma cells. Conclusion In this study, we developed a pyroptosis-related prognostic model based on IL18, CASP4, NLRP1, NLRP2, and GSDMC , which may be helpful for clinicians to make clinical decisions for PAAD patients and provide valuable insights for individualized treatment. Our result suggest that GSDMC may promote the proliferation and migration of PAAD cell lines. These findings may provide new insights into the roles of pyroptosis-related genes in PAAD, and offer new therapeutic targets for the treatment of PAAD.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
缓慢凝梦发布了新的文献求助10
1秒前
1秒前
1秒前
2秒前
程程发布了新的文献求助10
2秒前
2秒前
2秒前
3秒前
活泼一斩完成签到,获得积分10
3秒前
3秒前
3秒前
4秒前
4秒前
过时的哑铃应助无眠月采纳,获得10
5秒前
何佳妮发布了新的文献求助10
5秒前
Chem34完成签到,获得积分10
5秒前
msd2phd完成签到,获得积分10
5秒前
slow发布了新的文献求助10
5秒前
搜集达人应助123456采纳,获得10
6秒前
SMLW发布了新的文献求助10
6秒前
Yuanyuan发布了新的文献求助10
6秒前
NicheFactor发布了新的文献求助10
7秒前
Edward发布了新的文献求助10
8秒前
sun发布了新的文献求助10
8秒前
贪玩仙人掌完成签到,获得积分10
8秒前
lf-leo发布了新的文献求助10
9秒前
搜文献的北北完成签到,获得积分10
9秒前
9秒前
贰鸟应助杭谷波采纳,获得20
9秒前
10秒前
11秒前
orixero应助Han采纳,获得10
12秒前
NicheFactor完成签到,获得积分10
12秒前
13秒前
Ava应助slow采纳,获得10
13秒前
15秒前
15秒前
爱学习的瑞瑞子完成签到 ,获得积分10
15秒前
FashionBoy应助程程采纳,获得10
16秒前
17秒前
高分求助中
The Mother of All Tableaux Order, Equivalence, and Geometry in the Large-scale Structure of Optimality Theory 2400
Ophthalmic Equipment Market by Devices(surgical: vitreorentinal,IOLs,OVDs,contact lens,RGP lens,backflush,diagnostic&monitoring:OCT,actorefractor,keratometer,tonometer,ophthalmoscpe,OVD), End User,Buying Criteria-Global Forecast to2029 2000
A new approach to the extrapolation of accelerated life test data 1000
Cognitive Neuroscience: The Biology of the Mind 1000
Cognitive Neuroscience: The Biology of the Mind (Sixth Edition) 1000
Optimal Transport: A Comprehensive Introduction to Modeling, Analysis, Simulation, Applications 800
Official Methods of Analysis of AOAC INTERNATIONAL 600
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3959371
求助须知:如何正确求助?哪些是违规求助? 3505602
关于积分的说明 11124845
捐赠科研通 3237384
什么是DOI,文献DOI怎么找? 1789116
邀请新用户注册赠送积分活动 871577
科研通“疑难数据库(出版商)”最低求助积分说明 802844