鉴定 PANoptosis 基因特征在结直肠癌预后和化疗敏感性中的作用。

IF 2 4区 医学 Q3 GASTROENTEROLOGY & HEPATOLOGY
Journal of gastrointestinal oncology Pub Date : 2024-10-31 Epub Date: 2024-10-29 DOI:10.21037/jgo-24-245
Tingyu Zhao, Xiao Zhang, Xiao Liu, Xingyu Jiang, Silu Chen, Huiqin Li, Hongsheng Ji, Sumeng Wang, Qi Liang, Siqi Ni, Mulong Du, Lingxiang Liu
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引用次数: 0

摘要

背景:PAN凋亡是一种细胞死亡通路,涉及热凋亡、细胞凋亡和坏死,在恶性肿瘤的发生发展中起着关键作用。然而,PAN凋亡在结直肠癌(CRC)预后中的分子特征尚未得到深入探讨。本研究旨在建立一个基于 PANoptosis 相关基因的新型 CRC 预后模型:我们首先纳入了癌症基因组图谱(TCGA)队列中 404 个 CRC 样本的转录组数据,并确定了与 PANoptosis 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)回归和随机森林方法来确定预后价值,并构建了一个PAN凋亡预后模型,随后在内部(TCGA)和外部数据集[南京结直肠癌(NJCRC)和基因表达总库(GEO),n=635]上进行了验证。我们进行了免疫浸润分析和基因组富集分析,以揭示与差异风险评分相关的生物学过程和通路。最后,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:我们构建了一个基于四个泛凋亡相关基因(TIMP1、CDKN2A、CAMK2B 和 TLR3)的预测模型,该模型具有很高的性能[曲线下面积(AUC)1 年 =0.702,AUC3 年 =0.725,AUC5 年 =0.668],是预测 CRC 患者预后的一个独立预后因素。值得注意的是,PANoptosis 风险评分较高的结直肠肿瘤的巨噬细胞浸润和免疫评分水平较高,但肿瘤微环境评分(TMEscore)和 DNA 复制的降低幅度较大。与低风险组相比,高风险组患者对氟尿嘧啶、奥沙利铂和拉帕替尼的敏感性更高:本研究强调了 PANoptosis 相关特征在 CRC 中的预后潜力,证明其作为关键生物标志物与患者生存显著相关,有助于识别高危患者,从而推动免疫疗法的发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Characterizing PANoptosis gene signature in prognosis and chemosensitivity of colorectal cancer.

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 (TIMP1, CDKN2A, CAMK2B, and TLR3), with a high performance [area under the curve (AUC)1-year =0.702, AUC3-year =0.725, AUC5-year =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.

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来源期刊
CiteScore
3.20
自引率
0.00%
发文量
171
期刊介绍: ournal of Gastrointestinal Oncology (Print ISSN 2078-6891; Online ISSN 2219-679X; J Gastrointest Oncol; JGO), the official journal of Society for Gastrointestinal Oncology (SGO), is an open-access, international peer-reviewed journal. It is published quarterly (Sep. 2010- Dec. 2013), bimonthly (Feb. 2014 -) and openly distributed worldwide. JGO publishes manuscripts that focus on updated and practical information about diagnosis, prevention and clinical investigations of gastrointestinal cancer treatment. Specific areas of interest include, but not limited to, multimodality therapy, markers, imaging and tumor biology.
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