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循环肿瘤细胞中异质性蛋白质和mRNA表达模式的数字定量检测

Digital Quantitative Detection for Heterogeneous Protein and mRNA Expression Patterns in Circulating Tumor Cells.

作者信息

Li Hao, Li Jinze, Zhang Zhiqi, Yang Qi, Du Hong, Dong Qiongzhu, Guo Zhen, Yao Jia, Li Shuli, Li Dongshu, Pang Nannan, Li Chuanyu, Zhang Wei, Zhou Lianqun

机构信息

Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Science, Suzhou, 215163, China.

School of Biomedical Engineering (Suzhou), Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, 230026, China.

出版信息

Adv Sci (Weinh). 2025 Jan;12(2):e2410120. doi: 10.1002/advs.202410120. Epub 2024 Nov 18.

DOI:10.1002/advs.202410120
PMID:39556692
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11727120/
Abstract

Hepatocellular carcinoma (HCC) circulating tumor cells (CTCs) exhibit significant phenotypic heterogeneity and diverse gene expression profiles due to epithelial-mesenchymal transition (EMT). However, current detection methods lack the capacity for simultaneous quantification of multidimensional biomarkers, impeding a comprehensive understanding of tumor biology and dynamic changes. Here, the CTC Digital Simultaneous Cross-dimensional Output and Unified Tracking (d-SCOUT) technology is introduced, which enables simultaneous quantification and detailed interpretation of HCC transcriptional and phenotypic biomarkers. Based on self-developed multi-real-time digital PCR (MRT-dPCR) and algorithms, d-SCOUT allows for the unified quantification of Asialoglycoprotein Receptor (ASGPR), Glypican-3 (GPC-3), and Epithelial Cell Adhesion Molecule (EpCAM) proteins, as well as Programmed Death Ligand 1 (PD-L1), GPC-3, and EpCAM mRNA in HCC CTCs, with good sensitivity (LOD of 3.2 CTCs per mL of blood) and reproducibility (mean %CV = 1.80-6.05%). In a study of 99 clinical samples, molecular signatures derived from HCC CTCs demonstrated strong diagnostic potential (AUC = 0.950, sensitivity = 90.6%, specificity = 87.5%). Importantly, by integrating machine learning, d-SCOUT allows clustering of CTC characteristics at the mRNA and protein levels, mapping normalized heterogeneous 2D molecular profiles to assess HCC metastatic risk. Dynamic digital tracking of eight HCC patients undergoing different treatments visually illustrated the therapeutic effects, validating this technology's capability to quantify the treatment efficacy. CTC d-SCOUT enhances understanding of tumor biology and HCC management.

摘要

由于上皮-间质转化(EMT),肝细胞癌(HCC)循环肿瘤细胞(CTC)表现出显著的表型异质性和多样的基因表达谱。然而,目前的检测方法缺乏同时定量多维生物标志物的能力,阻碍了对肿瘤生物学和动态变化的全面理解。在此,引入了CTC数字同步跨维度输出与统一追踪(d-SCOUT)技术,该技术能够同时定量和详细解读HCC转录和表型生物标志物。基于自主研发的多重实时数字PCR(MRT-dPCR)和算法,d-SCOUT能够对HCC CTC中的去唾液酸糖蛋白受体(ASGPR)、磷脂酰肌醇蛋白聚糖-3(GPC-3)和上皮细胞黏附分子(EpCAM)蛋白,以及程序性死亡配体1(PD-L1)、GPC-3和EpCAM mRNA进行统一量化,具有良好的灵敏度(每毫升血液中检测限为3.2个CTC)和重现性(平均变异系数%CV = 1.80 - 6.05%)。在一项对99份临床样本的研究中,源自HCC CTC的分子特征显示出强大的诊断潜力(曲线下面积AUC = 0.950,灵敏度 = 90.6%,特异性 = 87.5%)。重要的是,通过整合机器学习,d-SCOUT能够在mRNA和蛋白质水平对CTC特征进行聚类,绘制标准化的异质二维分子图谱以评估HCC转移风险。对8名接受不同治疗的HCC患者进行动态数字追踪直观地展示了治疗效果,验证了该技术量化治疗效果的能力。CTC d-SCOUT增强了对肿瘤生物学的理解以及对HCC的管理。

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