Analysis of nitrogen metabolism-related gene expression in hepatocellular carcinoma to establish relevant indicators for prediction of prognosis and guidance of immunotherapy.

IF 1.6 4区 医学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computer Methods in Biomechanics and Biomedical Engineering Pub Date : 2024-12-14 DOI:10.1080/10255842.2024.2438922
Jianwen Duan, Renya Jiang, Hongbo Shen, Xiaofang Xu, Da Sun
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Abstract

Background: The prognosis of cancers is strongly connected with nitrogen metabolism (NM), which plays a critical role in the microenvironment and growth of tumors. It is unsubstantiated, however, how important NM-related genes are for the prognosis of hepatocellular carcinoma (HCC).

Methods: Using publicly available data, we examined potential mechanisms of NM-related genes in HCC, created a predictive model, and assessed immune infiltration and medication sensitivity.

Results: A prognostic model, which included 12 NM genes (COLQ, GNE, ISCU, MSRA, SARS2, SPHK1, CBS, GOT2, CHST1, EXTL2, GCLM, YARS1), was constructed based on regression analysis. The robustness of the model was validated using multiple methods. The high-risk (HR) and low-risk (LR) groups had varying degrees of immune infiltration, according to an immunology-related study. Of these, B cells and Type_II_IFN_Response were greatly infiltrated in the LR group, whereas aCDs, Macrophages, and Treg were heavily infiltrated in the HR group (p < 0.05). Because of higher immunophenoscore, the low-risk group could benefit from immunotherapy more. Drug sensitivity predictions indicated that people with high CBS expression and low GOT2 and ISCU expression may benefit more from treatment with SCH-772984, Pimasertib, Cobimetinib (isomer1), TAK-733, LY-3214996, ARRY-162, Cladribine, Fludarabine, and Hydroxyurea.

Conclusion: This work created a 12-gene signature based on NM, preliminary investigated immune infiltration in two risk categories, and discovered some possible anti-tumor medications. To sum up, our study findings offer fresh perspectives on the roles played by NM-associated genes in HCC development, prognosis, immunological response, and medication screening.

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分析肝细胞癌中氮代谢相关基因的表达,建立预测预后和指导免疫疗法的相关指标。
背景:肿瘤的预后与氮代谢(NM)密切相关,而氮代谢在肿瘤的微环境和生长中起着至关重要的作用。然而,纳米颗粒相关基因对肝细胞癌(HCC)预后的重要性尚不明确。方法:利用公开数据,我们研究了纳米颗粒相关基因在HCC中的潜在机制,建立了预测模型,并评估了免疫浸润和药物敏感性。结果:基于回归分析,构建了包含12个NM基因(COLQ、GNE、ISCU、MSRA、SARS2、SPHK1、CBS、GOT2、CHST1、EXTL2、GCLM、YARS1)的预后模型。采用多种方法验证了模型的鲁棒性。根据一项免疫学相关研究,高风险(HR)和低风险(LR)组有不同程度的免疫浸润。其中,LR组的B细胞和Type_II_IFN_Response细胞大量浸润,HR组的aCDs、巨噬细胞和Treg细胞大量浸润(p)。结论:本工作建立了基于NM的12个基因特征,初步探讨了两种风险类别的免疫浸润,并发现了一些可能的抗肿瘤药物。综上所述,我们的研究结果为纳米颗粒相关基因在HCC的发展、预后、免疫反应和药物筛选中的作用提供了新的视角。
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来源期刊
CiteScore
4.10
自引率
6.20%
发文量
179
审稿时长
4-8 weeks
期刊介绍: The primary aims of Computer Methods in Biomechanics and Biomedical Engineering are to provide a means of communicating the advances being made in the areas of biomechanics and biomedical engineering and to stimulate interest in the continually emerging computer based technologies which are being applied in these multidisciplinary subjects. Computer Methods in Biomechanics and Biomedical Engineering will also provide a focus for the importance of integrating the disciplines of engineering with medical technology and clinical expertise. Such integration will have a major impact on health care in the future.
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