Centre for Novostics, Hong Kong Science Park, Pak Shek Kok, New Territories, Hong Kong Special Administrative Region, China.
Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong Special Administrative Region, China.
Proc Natl Acad Sci U S A. 2024 Oct 15;121(42):e2404058121. doi: 10.1073/pnas.2404058121. Epub 2024 Oct 9.
The analysis of tissues of origin of cell-free DNA (cfDNA) is of research and diagnostic interest. Many studies focused on bisulfite treatment or immunoprecipitation protocols to assess the tissues of origin of cfDNA. DNA loss often occurs during such processes. Fragmentomics of cfDNA molecules has uncovered a wealth of information related to tissues of origin of cfDNA. There is still much room for the development of tools for assessing contributions from various tissues into plasma using fragmentomic features. Hence, we developed an approach to analyze the relative contributions of DNA from different tissues into plasma, by identifying characteristic fragmentation patterns associated with selected histone modifications. We named this technique as FRAGmentomics-based Histone modification Analysis (FRAGHA). Deduced placenta-specific histone H3 lysine 27 acetylation (H3K27ac)-associated signal correlated well with the fetal DNA fraction in maternal plasma (Pearson's = 0.96). The deduced liver-specific H3K27ac-associated signal correlated with the donor-derived DNA fraction in liver transplantation recipients (Pearson's = 0.92) and was significantly increased in patients with hepatocellular carcinoma (HCC) ( < 0.01, Wilcoxon rank-sum test). Significant elevations of erythroblasts-specific and colon-specific H3K27ac-associated signals were observed in patients with β-thalassemia major and colorectal cancer, respectively. Furthermore, using the fragmentation patterns from tissue-specific H3K27ac regions, a machine learning algorithm was developed to enhance HCC detection, with an area under the curve (AUC) of up to 0.97. Finally, genomic regions with H3K27ac or histone H3 lysine 4 trimethylation (H3K4me3) were found to exhibit different fragmentomic patterns of cfDNA. This study has shed light on the relationship between cfDNA fragmentomics and histone modifications, thus expanding the armamentarium of liquid biopsy.
游离 DNA(cfDNA)的组织起源分析具有研究和诊断意义。许多研究都集中在亚硫酸氢盐处理或免疫沉淀方案上,以评估 cfDNA 的组织起源。在这些过程中,经常会发生 DNA 丢失。cfDNA 分子的片段组学揭示了与 cfDNA 组织起源相关的大量信息。仍然有很大的空间可以开发使用片段组学特征来评估各种组织对血浆的贡献的工具。因此,我们开发了一种通过识别与选定组蛋白修饰相关的特征性片段模式来分析不同组织的 DNA 对血浆相对贡献的方法。我们将这种技术命名为基于片段组学的组蛋白修饰分析(FRAGHA)。推断出的胎盘特异性组蛋白 H3 赖氨酸 27 乙酰化(H3K27ac)相关信号与母体血浆中的胎儿 DNA 分数相关性良好(Pearson's = 0.96)。推断出的肝脏特异性 H3K27ac 相关信号与肝移植受者肝脏供体来源的 DNA 分数相关(Pearson's = 0.92),并在肝细胞癌(HCC)患者中显著增加(<0.01,Wilcoxon 秩和检验)。β-地中海贫血和结直肠癌患者的红细胞特异性和结肠特异性 H3K27ac 相关信号显著升高。此外,使用组织特异性 H3K27ac 区域的片段模式,开发了一种机器学习算法来增强 HCC 检测,曲线下面积(AUC)高达 0.97。最后,发现具有 H3K27ac 或组蛋白 H3 赖氨酸 4 三甲基化(H3K4me3)的基因组区域表现出不同的 cfDNA 片段组学模式。本研究阐明了 cfDNA 片段组学与组蛋白修饰之间的关系,从而扩展了液体活检的手段。