血浆外泌体 miRNA 对 HBV 相关肝细胞癌诊断意义的横断面研究。

IF 6.1 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Journal of Translational Medicine Pub Date : 2024-11-08 DOI:10.1186/s12967-024-05787-3
Xiaoyuan Hu, Fa Huang, Jiyou Yao, Jiaxian Lv, Jialuo Mai, Ning Li, Minqiang Lu
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引用次数: 0

摘要

目的:与乙型肝炎病毒(HBV)相关的肝细胞癌(HCC)是东亚地区最严重的恶性肿瘤之一,早期诊断对改善患者预后至关重要。因此,我们旨在确定有效的 HCC 早期诊断模型:我们招募了 108 名早期 HCC 患者和 102 名有 HBV 感染的非 HCC 患者,收集了所有参与者的血浆外泌体 miRNA(外泌体 miRNA)。这些患者被随机分配到测序组、筛选组、训练组和验证组。在通过新一代高通量测序初步筛选出候选外泌体 miRNA 后,利用筛选组的 qPCR 数据和随机森林机器学习算法来识别具有诊断潜力的候选外泌体 miRNA。随后,利用候选外显子 miRNA 的相对表达水平、甲胎蛋白(AFP)水平以及训练组的性别和是否存在肝硬化等临床参数构建了逻辑回归诊断模型。随后在验证组中验证了诊断模型的诊断准确性:结果:首先,我们确定了 miR-212-5p、miR-1248 和 miR-1250-5p 为具有潜在诊断价值的候选外显子 miRNA。由miR-212-5p、miR-1248和miR-1250-5p以及性别和肝硬化等临床参数组成的外显子miRNAs面板的AUC为0.8634(95% CI:0.8027-0.9241),在独立数据集中的诊断性能不劣于AFP。随后,我们将外显子-miRNAs、甲胎蛋白水平和性别等临床参数结合起来,增强了诊断面板--miRAGe,其AUC为0.9499(95% CI:0.9192-0.9806),灵敏度为0.8900,特异性为0.9468:我们的研究表明,miRAGe 面板的漏诊率和误诊率都很低,有可能成为早期 HBV 相关 HCC 的有用诊断工具,从而有助于改善预后。
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Cross-sectional study on the diagnostic significance of plasma exosomal miRNAs in HBV-related hepatocellular carcinoma.

Purpose: Hepatocellular carcinoma (HCC) associated with Hepatitis B Virus (HBV) is one of the most severe malignancies in East Asia, where early diagnosis is crucial for improving patient prognosis. So we aim to identify effective early diagnostic model for HCC.

Design and methods: We enrolled 108 early-stage HCC patients and 102 non-HCC individuals underlying HBV infection, collecting plasma exosomal miRNAs (exo-miRNAs) from all participants. These patients were randomly assigned to sequencing, screening, training, and validation group. After preliminary screening of candidate exo-miRNAs by next-generation high-throughput sequencing, qPCR data from the screening group were utilized in conjunction with the random forest machine learning algorithm to identify candidate exo-miRNAs with diagnostic potential. Subsequently, logistic regression diagnostic model was constructed using the relative expression levels of candidate exo-miRNAs, alpha-fetoprotein (AFP) levels and clinical parameters of gender and the presence of cirrhosis from the training group. The diagnostic accuracy of diagnostic model was subsequently validated in the validation group.

Results: Firstly, we identified miR-212-5p, miR-1248, and miR-1250-5p as candidate exo-miRNAs with potential diagnostic value. The exo-miRNAs panel, which consisted of miR-212-5p, miR-1248, miR-1250-5p, along with clinical parameters of gender and cirrhosis, achieved an AUC of 0.8634 (95% CI: 0.8027-0.9241), demonstrating diagnostic performance non-inferior to AFP in the independent dataset. Subsequently, by combining exo-miRNAs, AFP level and clinical parameter of gender, we enhanced the diagnostic panel, miRAGe, which exhibited an AUC of 0.9499 (95% CI: 0.9192-0.9806), sensitivity of 0.8900, and specificity of 0.9468.

Conclusion: Our study indicates that the miRAGe panel has low rate of both missed diagnosis and misdiagnosis rates, potentially serving as a useful diagnostic tool for HBV-related HCC in early stage, which may subsequently contribute to improve the prognosis.

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来源期刊
Journal of Translational Medicine
Journal of Translational Medicine 医学-医学:研究与实验
CiteScore
10.00
自引率
1.40%
发文量
537
审稿时长
1 months
期刊介绍: The Journal of Translational Medicine is an open-access journal that publishes articles focusing on information derived from human experimentation to enhance communication between basic and clinical science. It covers all areas of translational medicine.
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