Microbiome and fragmentation pattern of blood cell-free DNA and fecal metagenome enhance colorectal cancer micro-dysbiosis and diagnosis analysis: a proof-of-concept study

基因组 失调 微生物群 核梭杆菌 人体微生物群 小桶 结直肠癌 人类微生物组计划 粪便 癌症 霰弹枪测序 医学 计算生物学 生物 癌症研究 生物信息学 内科学 微生物学 DNA测序 遗传学 DNA 转录组 细菌 基因 基因表达 牙龈卟啉单胞菌
作者
Zhongkun Zhou,Yunhao Ma,Dekui Zhang,Rui Ji,Yiqing Wang,Jianfang Zhao,Chi Ma,Hongmei Zhu,Haofei Shen,Xinrong Jiang,Yuqing Niu,Juan Lu,Baizhuo Zhang,Lixue Tu,Hua Zhang,Xin Ma,Peng Chen
出处
期刊:MSystems [American Society for Microbiology]
被引量:1
标识
DOI:10.1128/msystems.00276-25
摘要

ABSTRACT Colorectal cancer (CRC) is the third most common cancer, and it can be prevented by performing early screening. As a hallmark of cancer, the human microbiome plays important roles in the occurrence and development of CRC. Recently, the blood microbiome has been proposed as an effective diagnostic tool for various diseases, yet its performance on CRC deserves further exploration. In this study, 133 human feces and 120 blood samples are collected, including healthy individuals, adenoma patients, and CRC patients. The blood cfDNA and fecal genome are subjected to shotgun metagenome sequencing. After removing human sequences, the microbial sequences in blood are analyzed. Based on the differential microbes and functions, random forest (RF) models are constructed for adenoma and CRC diagnosis. The results show that alterations of blood microbial signatures can be captured under low coverage (even at 3×). RF diagnostic models based on blood microbial markers achieve high area under the curve (AUC) values for adenoma patients (0.8849) and CRC patients (0.9824). When the fragmentation pattern is combined with microbial and KEGG markers, higher AUC values are obtained. Furthermore, compared to the blood microbiome, the fecal microbiome shows a different community composition, whereas their changes in KEGG pathways are similar. Pathogenic bacteria Fusobacterium nucleatum ( F. nucleatum ) in feces increased gradually from the healthy group to the adenoma and CRC groups. Additionally, F. nucleatum in feces and blood shows a positive correlation in CRC patients. Cumulatively, the integration of blood microbiome and fragmentation pattern is promising for CRC diagnosis. IMPORTANCE The cell-free DNA of the human microbiome can enter the blood and can be used for cancer diagnosis, whereas its diagnostic potential in colorectal cancer and association with gut microbiome has not been explored. The microbial sequences in blood account for less than 1% of the total sequences. The blood microbial composition, KEGG functions, and fragmentation pattern are different among healthy individuals, adenoma patients, and CRC patients. Machine learning models based on these differential characteristics achieve high diagnostic accuracy, especially when they are integrated with fragmentation patterns. The great difference between fecal and blood microbiomes indicates that microbial sequences in blood may originate from various organs. Therefore, this study provides new insights into the community composition and functions of the blood microbiome of CRC and proposes an effective non-invasive diagnostic tool.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
嘉棯完成签到 ,获得积分10
1秒前
yb716发布了新的文献求助10
2秒前
2秒前
孤独的巨人完成签到,获得积分10
3秒前
简单秋烟完成签到,获得积分10
3秒前
斯文败类应助xian采纳,获得10
4秒前
weing发布了新的文献求助10
5秒前
简单秋烟发布了新的文献求助10
6秒前
陶醉的向南完成签到 ,获得积分10
7秒前
xcltzh2517完成签到,获得积分10
7秒前
萍p发布了新的文献求助10
7秒前
8秒前
8秒前
无限的马里奥完成签到,获得积分10
9秒前
科目三应助jiang采纳,获得10
10秒前
HEROER发布了新的文献求助10
11秒前
weing完成签到,获得积分10
11秒前
有病早治完成签到 ,获得积分10
12秒前
Whisper发布了新的文献求助10
12秒前
科研通AI6.4应助简单秋烟采纳,获得10
14秒前
Lzk举报小乔求助涉嫌违规
17秒前
野性的曼香完成签到 ,获得积分10
18秒前
反复发作完成签到 ,获得积分10
19秒前
酷波er应助yehx采纳,获得10
19秒前
21秒前
早晚炸了学校完成签到 ,获得积分10
21秒前
嘻嘻完成签到,获得积分10
22秒前
小安发布了新的文献求助10
23秒前
23秒前
科研通AI6.2应助Whisper采纳,获得10
25秒前
小樊同学发布了新的文献求助10
26秒前
Samuel应助科研通管家采纳,获得20
26秒前
SciGPT应助科研通管家采纳,获得10
26秒前
26秒前
慕青应助科研通管家采纳,获得10
26秒前
Nole应助科研通管家采纳,获得10
26秒前
GG应助科研通管家采纳,获得10
27秒前
不潮薯饼应助科研通管家采纳,获得20
27秒前
所所应助科研通管家采纳,获得10
27秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
2026年中国辛酸癸酸聚乙二醇甘油酯行业市场现状调查及投资机会研判报告 1000
2026年中国辛酸癸酸聚乙二醇甘油酯行业市场规模及竞争格局分析报告 1000
48V Low-voltage Power Distribution Network (PDN) Architecture Industry Report, 2024 800
Fundamentals of Pharmaceutical and Biologics Regulations: A Global Perspective, Second Edition 700
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
适配Micro-LED色转换的高兼容性量子点负性光刻胶制备与工艺研究 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7316832
求助须知:如何正确求助?哪些是违规求助? 8932707
关于积分的说明 18936404
捐赠科研通 6976712
什么是DOI,文献DOI怎么找? 3214102
关于科研通互助平台的介绍 2382037
邀请新用户注册赠送积分活动 2192857