udp -葡萄糖醛酸转移酶2A3作为溃疡性结肠炎和结肠癌的生物标志物

IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY
Frontiers in Genetics Pub Date : 2024-12-09 eCollection Date: 2024-01-01 DOI:10.3389/fgene.2024.1419755
Hao Chen
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引用次数: 0

摘要

背景:溃疡性结肠炎严重影响患者的生活质量,更容易发展为结肠癌。因此,早期诊断和及时干预是相当重要的。方法:从基因表达综合数据库(Gene expression Omnibus, GEO)下载活动性溃疡性结肠炎的基因表达数据,鉴定具有显著差异表达的基因。通过机器学习方法选择具有诊断意义的生化标志物。分析癌症基因组图谱(TCGA)数据库中所选标记物在结肠腺癌(COAD)和健康对照组之间的表达差异,评价其诊断价值。此外,我们还探讨了所选择的标志物与临床指标的相关性,以及它们对COAD患者生存的预测作用。结果:通过机器学习和LASSO回归分析,最终确定UGT2A3作为溃疡性结肠炎的诊断指标。该方法在训练集和外部验证集均表现出较高的诊断准确率。此外,与正常对照组织相比,UGT2A3在COAD组织中显著下调。ROC曲线显示,UGT2A3可作为COAD的诊断指标,性能优良,AUC为0.969。免疫浸润分析显示UGT2A3表达与中性粒细胞呈显著负相关。相关分析提示UGT2A3与结肠癌病理分型有关。生存分析显示UGT2A3与结肠癌OS、PPS、RFS呈负相关。结论:作者通过生物信息学方法确定了UGT2A3作为溃疡性结肠炎的诊断标志物,并验证了其在结肠癌中的显著下调,以及对COAD患者生存的预测作用。这些发现提示,UGT2A3不仅可以作为溃疡性结肠炎和结肠癌的诊断标志物,还可以作为结肠癌的潜在预后指标。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
UDP-glucuronosyltransferases 2A3 as a biomarker for ulcerative colitis and colon cancer.

Background: Ulcerative colitis has a serious impact on the quality of life of patients and is more likely to progress to colon cancer. Therefore, early diagnosis and timely intervention are of considerable importance.

Methods: Gene expression data of active ulcerative colitis were downloaded from the Gene Expression Omnibus (GEO) database, and genes with significant differential expression were identified. Biochemical markers with diagnostic significance were selected through machine learning methods. The expression differences of the selected markers between colon adenocarcinoma (COAD) and healthy control groups in The Cancer Genome Atlas (TCGA) database were analyzed to evaluate their diagnostic value. In addition, the correlation between the selected markers and clinical indicators, as well as their predictive efficacy for the survival of COAD patients, was explored.

Results: Through machine learning and LASSO regression analysis, UGT2A3 was finally determined as a diagnostic marker for ulcerative colitis. It demonstrated high diagnostic accuracy in both the training set and the external validation set. Furthermore, UGT2A3 was significantly downregulated in COAD tissues compared to normal control tissues. The ROC curve suggested that UGT2A3 could serve as a diagnostic marker for COAD with excellent performance, achieving an AUC of 0.969. Immune infiltration analysis indicated a significant negative correlation between the expression of UGT2A3 and neutrophils. Correlation analysis suggested a link between UGT2A3 and the pathological classification of colon cancer. Survival analysis showed that UGT2A3 is negatively correlated with OS, PPS, and RFS in colon cancer.

Conclusion: The author identified UGT2A3 as a diagnostic marker for ulcerative colitis through bioinformatics methods, and verified its significant downregulation in colon cancer, as well as its predictive role in the survival of COAD patients. These findings suggest that UGT2A3 may serve not only as a diagnostic marker for ulcerative colitis and colon cancer but also as a potential prognostic indicator for colon cancer.

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来源期刊
Frontiers in Genetics
Frontiers in Genetics Biochemistry, Genetics and Molecular Biology-Molecular Medicine
CiteScore
5.50
自引率
8.10%
发文量
3491
审稿时长
14 weeks
期刊介绍: Frontiers in Genetics publishes rigorously peer-reviewed research on genes and genomes relating to all the domains of life, from humans to plants to livestock and other model organisms. Led by an outstanding Editorial Board of the world’s leading experts, this multidisciplinary, open-access journal is at the forefront of communicating cutting-edge research to researchers, academics, clinicians, policy makers and the public. The study of inheritance and the impact of the genome on various biological processes is well documented. However, the majority of discoveries are still to come. A new era is seeing major developments in the function and variability of the genome, the use of genetic and genomic tools and the analysis of the genetic basis of various biological phenomena.
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