Wang Guangya, Lam W K Jacky, Ling Lowell, Ma Mary-Jane L, Ramakrishnan Saravanan, Chan Don C T, Lee Wing-Shan, Cheng Suk Hang, Chan Rebecca W Y, Yu Stephanie C Y, Tse Irene O L, Wong Wai Tat, Jiang Peiyong, Chiu Rossa W K, Allen Chan K C, Lo Y M Dennis
Centre for Novostics, Hong Kong Science Park, Pak Shek Kok, New Territories, Hong Kong SAR, China.
Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong SAR, China.
Clin Chem. 2023 Feb 1;69(2):189-201. doi: 10.1093/clinchem/hvac197.
BACKGROUND: Nuclear-derived cell-free DNA (cfDNA) molecules in blood plasma are nonrandomly fragmented, bearing a wealth of information related to tissues of origin. DNASE1L3 (deoxyribonuclease 1 like 3) is an important player in shaping the fragmentation of nuclear-derived cfDNA molecules, preferentially generating molecules with 5 CC dinucleotide termini (i.e., 5 CC-end motif). However, the fragment end properties of microbial cfDNA and its clinical implication remain to be explored. METHODS: We performed end motif analysis on microbial cfDNA fragments in plasma samples from patients with sepsis. A sequence context-based normalization method was used to minimize the potential biases for end motif analysis. RESULTS: The end motif profiles of microbial cfDNA appeared to resemble that of nuclear cfDNA (Spearman correlation coefficient: 0.82, P value 0.001). The CC-end motif was the most preferred end motif in microbial cfDNA, suggesting that DNASE1L3 might also play a role in the fragmentation of microbe-derived cfDNA in plasma. Of note, differential end motifs were present between microbial cfDNA originating from infection-causing pathogens (enriched at the CC-end) and contaminating microbial DNA potentially derived from reagents or the environment (nearly random). The use of fragment end signatures allowed differentiation between confirmed pathogens and contaminating microbes, with an area under the receiver operating characteristic curve of 0.99. The performance appeared to be superior to conventional analysis based on microbial cfDNA abundance alone. CONCLUSIONS: The use of fragmentomic features could facilitate the differentiation of underlying contaminating microbes from true pathogens in sepsis. This work demonstrates the potential usefulness of microbial cfDNA fragmentomics in metagenomics analysis.
背景:血浆中的核源游离DNA(cfDNA)分子呈非随机片段化,携带大量与起源组织相关的信息。脱氧核糖核酸酶1样3(DNASE1L3)在塑造核源cfDNA分子的片段化过程中起重要作用,优先产生具有5'CC二核苷酸末端(即5'CC末端基序)的分子。然而,微生物cfDNA的片段末端特性及其临床意义仍有待探索。 方法:我们对脓毒症患者血浆样本中的微生物cfDNA片段进行了末端基序分析。使用基于序列上下文的归一化方法来最小化末端基序分析的潜在偏差。 结果:微生物cfDNA的末端基序谱似乎与核cfDNA相似(斯皮尔曼相关系数:0.82,P值0.001)。CC末端基序是微生物cfDNA中最常见的末端基序,表明DNASE1L3可能也在血浆中微生物来源的cfDNA片段化过程中发挥作用。值得注意的是,源自致病病原体的微生物cfDNA(富含CC末端)和可能源自试剂或环境的污染微生物DNA(几乎随机)之间存在不同的末端基序。使用片段末端特征可区分确诊病原体和污染微生物,受试者操作特征曲线下面积为0.99。该性能似乎优于仅基于微生物cfDNA丰度的传统分析。 结论:使用片段组学特征有助于区分脓毒症中潜在的污染微生物和真正的病原体。这项工作证明了微生物cfDNA片段组学在宏基因组学分析中的潜在用途。
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