首页|期刊导航|数字中医药(英文)|慢性肝病中医证候演变的分子特征:动态网络生物标志物分析

慢性肝病中医证候演变的分子特征:动态网络生物标志物分析OA

Molecular features of traditional Chinese medicine syndrome evolution in chronic liver diseases:a dynamic network biomarker analysis

中文摘要英文摘要

目的 从"异病同证"视角阐释慢性乙型肝炎(CHB)、肝硬化(LC)和肝细胞癌(HCC)患者中医证候的生物学基础,为慢性肝病(CLD)的诊断与治疗提供补充策略.方法 为探究中医证候在 CLD中的动态演变,本研究对肝胆湿热证(LGDHS)、肝郁脾虚证(LDSDS)或肝肾阴虚证(LKYDS)的 CHB、LC 或 HCC患者的外周血单个核细胞进行转录组学分析,受试者于 2018年 8月 1日至 2021年 12月 31日期间招募自上海中医药大学附属曙光医院.采用随机方差模型(RVM)F 检验筛选差异表达基因(DEGs),并经错误发现率(FDR)校正.运用主成分分析(PCA)和无监督层次聚类对样本分组进行可视化.采用动态网络生物标志物(DNB)分析识别证候演变中的关键转折阶段,随后对 DNB成员进行基因本体(GO)和京都基因与基因组百科全书(KEGG)通路富集分析,以阐明其功能角色及参与的通路.利用随机森林(RF)分析和受试者工作特征(ROC)曲线下面积(AUC)对候选基因的重要性进行排序.采用独立CLD 队列的数据(GSE89377)以及癌症基因组图谱肝细胞癌(TCGA-LIHC)数据库中的 RNA-seq数据进行外部验证.此外,在独立的 LC患者队列中采用逆转录定量聚合酶链式反应(RT-qPCR)验证候选基因的表达水平.结果 本研究共纳入 132例受试者.DNB 分析表明,LDSDS阶段是 CHB、LC和 HCC中医证候演变的关键转折点.PI3K-AKT 信号通路在所有 3 种 CLD 的 DNB分析中均富集,提示其可能参与中医证候的关键转变.从 PI3K-AKT 通路的 24 个核心 DNB成员中,通过 RF(基尼系数>1)和 ROC分析鉴定出 4个基因:整合素亚基 β1(ITGB1)、IV 型胶原 α1 链(COL4A1)、IV型胶原 α2 链(COL4A2)和 DNA 损伤诱导转录因子 3(DDIT3).ROC 分析显示,上述 4 个基因在区分 CHB患者中的 LGDHS与 LKYDS时具有较高的判别能力,ITGB1 的 AUC 为 0.789 1,COL4A1为 0.707 0,COL4A2为 0.714 8,DDIT3为 0.894 5.在独立 CLD队列(GSE89377)中,4 个基因从正常至 CHB、LC、HCC均呈显著阶梯性上调(P<0.05).在TCGA-LIHC数据集中,其表达随肿瘤分期逐渐升高.在独立 LC 队列(30 例 LGDHS vs.30例 LKYDS)中进行 RT-qPCR实验验证,与LGDHS相比,LKYDS 中ITGB1、COL4A2 和DDIT3的表达显著上调(分别为P=0.015 2、0.018 6 和 0.024 7),而 COL4A1呈上升趋势,但不显著(P=0.120 1).结论 本研究为理解CLD 中医证候演变的分子特征提供了一种新方法.PI3K-AKT 通路及其 4 个基因(ITGB1、COL4A1、COL4A2、DDIT3)在从实证(LGDHS)经关键 LDSDS 阶段向虚证(LKYDS)转变的过程中发挥重要作用.这些发现为中医证候分型提供了潜在的定量生物标志物和治疗靶点,并可能有助于阻断 CLD的证候进展.

Objective To elucidate the biological basis of traditional Chinese medicine(TCM)syn-dromes from the perspective of"same syndrome,different diseases"in patients with chronic hepatitis B(CHB),liver cirrhosis(LC),and hepatocellular carcinoma(HCC),thereby provid-ing a complementary approach for the diagnosis and treatment of chronic liver diseases(CLD). Methods To investigate the dynamic characteristics of TCM syndromes in CLD,transcrip-tomic profiling of peripheral blood mononuclear cells(PBMCs)was performed from patients with CHB,LC,or HCC presenting with three TCM syndromes:liver gallbladder dampness heat syndrome(LGDHS),liver depression spleen deficiency syndrome(LDSDS),and liver kidney Yin deficiency syndrome(LKYDS).These participants were recruited at Shuguang Hospital Affiliated to Shanghai University of Traditional Chinese Medicine between August 1,2018 and December 31,2021.Differentially expressed genes(DEGs)were identified using the random variance model(RVM)F test with false discovery rate(FDR)correction.Principal component analysis(PCA)and unsupervised hierarchical clustering were applied to visualize sample grouping.Dynamic network biomarkers(DNB)analysis was employed to detect criti-cal transition stages during syndrome evolution,followed by Gene Ontology(GO)and Kyoto Encyclopedia of Genes and Genomes(KEGG)pathway enrichment analyses to characterize the functional roles and pathway involvement of the DNB members.Random forest(RF)analysis and the area under the receiver operating characteristic(ROC)curves(AUC)were used to rank the importance of candidate genes.External validation was performed using mi-croarray data from an independent CLD cohort(GSE89377)and RNA-seq data from The Can-cer Genome Atlas Liver Hepatocellular Carcinoma(TCGA-LIHC)dataset.Additionally,re-verse transcription quantitative polymerase chain reaction(RT-qPCR)was performed on an independent cohort of LC patients to validate the expression levels of the candidate genes. Results The study included a total of 132 participants.DNB analysis identified LDSDS stage as a critical tipping point during TCM syndrome evolution across CHB,LC,and HCC.The phosphoinositide 3-kinase/protein kinase B(PI3K-AKT)signaling pathway was consistently enriched in the DNB analysis across all three types of CLD,suggesting its potential involve-ment in the critical transition of TCM syndromes.Among the 24 core DNB members of the PI3K-AKT pathway,four genes—integrin subunit beta 1(ITGB1),collagen type IV alpha 1 chain(COL4A1),collagen type IV alpha 2 chain(COL4A2),and DNA damage inducible tran-script 3(DDIT3)—were identified by RF analysis(Gini score>1)and ROC analysis.ROC anal-ysis demonstrated high discriminative ability for distinguishing LGDHS from LKYDS in CHB patients,with AUC of 0.789 1 for ITGB1,0.707 0 for COL4A1,0.714 8 for COL4A2,and 0.894 5 for DDIT3.In the independent CLD cohort(GSE89377),all four genes showed significant stepwise upregulation from normal to CHB,LC,and HCC(all P<0.05).In the TCGA-LIHC dataset,their expression progressively increased with tumor stage.RT-qPCR validation in an independent LC cohort(30 LGDHS vs.30 LKYDS)confirmed that ITGB1,COL4A2,and DDIT3 were significantly upregulated in LKYDS compared with LGDHS(P=0.015 2,0.018 6,and 0.024 7,respectively),whereas COL4A1 showed a non-significant upward trend(P=0.120 1). Conclusion This study introduces a novel approach to understanding the molecular features underlying TCM syndrome evolution in CLD.The PI3K-AKT pathway and four identified genes(ITGB1,COL4A1,COL4A2,and DDIT3)play crucial roles in the transition from excess(LGDHS)to deficiency(LKYDS)via the critical LDSDS stage.These findings offer potential quantitative biomarkers and therapeutic targets for TCM syndrome differentiation and may help arrest syndrome progression in CLD.

陈清清;张华;郭东;蔡虹;陆奕宇

上海中医药大学交叉科学研究院,上海 201203,中国上海中医药大学附属曙光医院肝病研究所肝脏和肾脏疾病重点实验室(教育部),上海 201203,中国上海中医药大学交叉科学研究院,上海 201203,中国厦门市中医院肝病科一区,福建 厦门 361015,中国上海中医药大学交叉科学研究院,上海 201203,中国

中医证候演变慢性肝病慢性乙型肝炎肝硬化肝细胞癌动态网络生物标志物随机森林PI3K-AKT 信号通路

Traditional Chinese medicine syn-dromes evolutionChronic liver diseaseChronic hepatitis BLiver cirrhosisHepatocellular carcinomaDynamic network biomarkersRandom forestPI3K-AKT signaling pathway

《数字中医药(英文)》 2026 (2)

241-256,16

National Natural Science Foundation of China(82274183),and Special Project for the Development of Traditional Chinese Medicine in Xiamen(XWZY-2023-0615).

10.1016/j.dcmed.2026.05.005

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