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基于整合转录组学和代谢组学方法的肝细胞癌风险分层和预后预测的核苷酸代谢相关基因特征

A Nucleotide Metabolism-Related Gene Signature for Risk Stratification and Prognosis Prediction in Hepatocellular Carcinoma Based on an Integrated Transcriptomics and Metabolomics Approach.

作者信息

Wei Tianfu, Liu Jifeng, Ma Shurong, Wang Mimi, Yuan Qihang, Huang Anliang, Wu Zeming, Shang Dong, Yin Peiyuan

机构信息

Clinical Laboratory of Integrative Medicine, First Affiliated Hospital of Dalian Medical University, Dalian 116000, China.

Department of General Surgery, First Affiliated Hospital of Dalian Medical University, Dalian 116000, China.

出版信息

Metabolites. 2023 Oct 30;13(11):1116. doi: 10.3390/metabo13111116.

DOI:10.3390/metabo13111116
PMID:37999212
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10673507/
Abstract

Hepatocellular carcinoma (HCC) is a leading cause of cancer-related mortality worldwide. The in-depth study of genes and metabolites related to nucleotide metabolism will provide new ideas for predicting the prognosis of HCC patients. This study integrated the transcriptome data of different cancer types to explore the characteristics and significance of nucleotide metabolism-related genes (NMGRs) in different cancer types. Then, we constructed a new HCC classifier and prognosis model based on HCC samples from TCGA and GEO, and detected the gene expression level in the model through molecular biology experiments. Finally, nucleotide metabolism-related products in serum of HCC patients were examined using untargeted metabolomics. A total of 97 NMRGs were obtained based on bioinformatics techniques. In addition, a clinical model that could accurately predict the prognostic outcome of HCC was constructed, which contained 11 NMRGs. The results of PCR experiments showed that the expression levels of these genes were basically consistent with the predicted trends. Meanwhile, the results of untargeted metabolomics also proved that there was a significant nucleotide metabolism disorder in the development of HCC. Our results provide a promising insight into nucleotide metabolism in HCC, as well as a tailored prognostic and chemotherapy sensitivity prediction tool for patients.

摘要

肝细胞癌(HCC)是全球癌症相关死亡的主要原因。对与核苷酸代谢相关的基因和代谢物进行深入研究,将为预测HCC患者的预后提供新思路。本研究整合了不同癌症类型的转录组数据,以探索不同癌症类型中核苷酸代谢相关基因(NMGRs)的特征和意义。然后,我们基于来自TCGA和GEO的HCC样本构建了一个新的HCC分类器和预后模型,并通过分子生物学实验检测了模型中的基因表达水平。最后,使用非靶向代谢组学检测了HCC患者血清中与核苷酸代谢相关的产物。基于生物信息学技术共获得97个NMRGs。此外,构建了一个能够准确预测HCC预后结果的临床模型,该模型包含11个NMRGs。PCR实验结果表明,这些基因的表达水平与预测趋势基本一致。同时非靶向代谢组学结果也证明,HCC发生发展过程中存在明显的核苷酸代谢紊乱。我们的研究结果为深入了解HCC中的核苷酸代谢提供了有前景的见解,同时也为患者提供了量身定制的预后和化疗敏感性预测工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/e6677ae94946/metabolites-13-01116-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/a72e65b374af/metabolites-13-01116-g001.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/776593a7a86e/metabolites-13-01116-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/18f53de1ebb0/metabolites-13-01116-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/a7d8b14aafc9/metabolites-13-01116-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/dc1741d2d04d/metabolites-13-01116-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/e6677ae94946/metabolites-13-01116-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/a72e65b374af/metabolites-13-01116-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/cb1f80f1e8c3/metabolites-13-01116-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/bb3051a92256/metabolites-13-01116-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/776593a7a86e/metabolites-13-01116-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/18f53de1ebb0/metabolites-13-01116-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/a7d8b14aafc9/metabolites-13-01116-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/dc1741d2d04d/metabolites-13-01116-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1113/10673507/e6677ae94946/metabolites-13-01116-g008.jpg

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