Suppr超能文献

表征PANoptosis基因特征在结直肠癌预后和化疗敏感性中的作用

Characterizing PANoptosis gene signature in prognosis and chemosensitivity of colorectal cancer.

作者信息

Zhao Tingyu, Zhang Xiao, Liu Xiao, Jiang Xingyu, Chen Silu, Li Huiqin, Ji Hongsheng, Wang Sumeng, Liang Qi, Ni Siqi, Du Mulong, Liu Lingxiang

机构信息

Department of Oncology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.

Department of Environmental Genomics, Jiangsu Key Laboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, School of Public Health, Nanjing Medical University, Nanjing, China.

出版信息

J Gastrointest Oncol. 2024 Oct 31;15(5):2129-2144. doi: 10.21037/jgo-24-245. Epub 2024 Oct 29.

Abstract

BACKGROUND

PANoptosis is a cell death pathway involved in pyroptosis, apoptosis and necrosis, and plays a key role in the development of malignant tumors. However, the molecular signature of PANoptosis in colorectal cancer (CRC) prognosis has not been thoroughly explored. The present study aimed to develop a novel prognostic model based on PANoptosis-related genes in CRC.

METHODS

We initially included transcriptome data of 404 CRC samples from The Cancer Genome Atlas (TCGA) cohort and identified differentially expressed genes related to PANoptosis. We then employed Cox, least absolute shrinkage and selection operator (LASSO) regression, and Random Forest methods to determine the prognostic value and constructed a PANoptosis prognostic model, followed by the validation on both internal (TCGA) and external datasets [Nanjing Colorectal Cancer (NJCRC) and Gene Expression Omnibus (GEO), n=635]. We performed immune infiltration analysis and gene set enrichment analysis to reveal biological processes and pathways against differential risk score. Ultimately, we carried out drug sensitivity analysis to predict the response of CRC patients to diverse treatment strategies.

RESULTS

We constructed a predictive model based on four PANoptosis-related genes (, , , and ), with a high performance [area under the curve (AUC) =0.702, AUC =0.725, AUC =0.668] and being an independent prognostic factor in predicting the prognosis of CRC patients. Notably, colorectal tumor with high PANoptosis risk score performed higher levels of macrophage infiltration and immune scores, but a greater reduction of Tumor Microenvironment Score (TMEscore) and DNA replication. Particularly, patients in high-risk group exhibited higher sensitivity to fluorouracil, oxaliplatin and lapatinib compared to the low-risk group.

CONCLUSIONS

This study highlights the prognostic potential of PANoptosis-related features in CRC, demonstrating their role as key biomarkers significantly associated with patient survival and aiding in the identification of high-risk patients, thereby advancing immunotherapy approaches.

摘要

背景

PAN细胞焦亡是一种涉及细胞焦亡、凋亡和坏死的细胞死亡途径,在恶性肿瘤的发展中起关键作用。然而,PAN细胞焦亡在结直肠癌(CRC)预后中的分子特征尚未得到充分探索。本研究旨在基于CRC中与PAN细胞焦亡相关的基因开发一种新的预后模型。

方法

我们最初纳入了来自癌症基因组图谱(TCGA)队列的404例CRC样本的转录组数据,并鉴定了与PAN细胞焦亡相关的差异表达基因。然后,我们采用Cox、最小绝对收缩和选择算子(LASSO)回归以及随机森林方法来确定预后价值,并构建了一个PAN细胞焦亡预后模型,随后在内部(TCGA)和外部数据集[南京结直肠癌(NJCRC)和基因表达综合数据库(GEO),n = 635]上进行验证。我们进行了免疫浸润分析和基因集富集分析,以揭示针对不同风险评分的生物学过程和途径。最终,我们进行了药物敏感性分析,以预测CRC患者对不同治疗策略的反应。

结果

我们基于四个与PAN细胞焦亡相关的基因(, , ,和 )构建了一个预测模型,该模型具有高性能[曲线下面积(AUC)= 0.702,AUC = 0.725,AUC = 0.668],并且是预测CRC患者预后的独立预后因素。值得注意的是,具有高PAN细胞焦亡风险评分的结直肠肿瘤表现出更高水平的巨噬细胞浸润和免疫评分,但肿瘤微环境评分(TMEscore)和DNA复制的降低幅度更大。特别是,与低风险组相比,高风险组的患者对氟尿嘧啶、奥沙利铂和拉帕替尼表现出更高的敏感性。

结论

本研究突出了PAN细胞焦亡相关特征在CRC中的预后潜力,证明了它们作为与患者生存显著相关的关键生物标志物的作用,并有助于识别高风险患者,从而推进免疫治疗方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5770/11565111/e3f43266ad85/jgo-15-05-2129-f1.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验