Integration of multiomics features for blood-based early detection of colorectal cancer

液体活检 结直肠癌 肿瘤科 内科学 胎儿游离DNA 阶段(地层学) 活检 队列 置信区间 前瞻性队列研究 DNA甲基化 生物 医学 癌症 生物信息学 基因 遗传学 胎儿 古生物学 产前诊断 怀孕 基因表达
作者
Yibo Gao,Dandan Cao,Mengfan Li,Fuqiang Zhao,Pei Wang,Shiwen Mei,Qianqian Song,Pei Wang,Yanli Nie,Wei Zhao,Sizhen Wang,Hai Yan,Xishan Wang,Yuchen Jiao,Qian Liu
出处
期刊:Molecular Cancer [BioMed Central]
卷期号:23 (1) 被引量:6
标识
DOI:10.1186/s12943-024-01959-3
摘要

Abstract Background Early detection of colorectal cancer (CRC) significantly enhances patient outcomes. Conventional CRC screening tools, like endoscopy and stool-based tests, have constraints due to their invasiveness or suboptimal patient adherence. Recently, liquid biopsy employing plasma cell-free DNA (cfDNA) has emerged as a potential noninvasive screening technique for various malignancies. Methods In this research, we harnessed the Mutation Capsule Plus (MCP) technology to profile an array of genomic characteristics from cfDNA procured from a single blood draw. This profiling encompassed DNA methylation, the 5’ end motif, copy number variation (CNV), and genetic mutations. An integrated model built upon selected multiomics biomarkers was trained using a cohort of 93 CRC patients and 96 healthy controls. Results This model was subsequently validated in another cohort comprising 89 CRC patients and 95 healthy controls. Remarkably, the model achieved an area under the curve (AUC) of 0.981 (95% confidence interval (CI), 0.965–0.998) in the validation set, boasting a sensitivity of 92.1% (95% CI, 84.5%-96.8%) and a specificity of 94.7% (95% CI, 88.1%-98.3%). These numbers surpassed the performance of any single genomic feature. Importantly, the sensitivities reached 80% for stage I, 89.2% for stage II, and were 100% for stages III and IV. Conclusion Our findings underscore the clinical potential of our multiomics liquid biopsy test, indicating its prospective role as a noninvasive method for early-stage CRC detection. This multiomics approach holds promise for further refinement and broader clinical application.

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
1秒前
打打应助菠萝肉采纳,获得10
1秒前
年过半摆应助cds采纳,获得10
1秒前
2秒前
2秒前
jingmishensi发布了新的文献求助10
2秒前
nn完成签到,获得积分10
2秒前
共享精神应助务实的犀牛采纳,获得10
2秒前
3秒前
高等数学C2完成签到,获得积分10
3秒前
3秒前
武百招发布了新的文献求助10
3秒前
3秒前
4秒前
嗯嗯发布了新的文献求助10
4秒前
4秒前
耍酷高山完成签到,获得积分10
4秒前
4秒前
完美世界应助咚咚糖采纳,获得10
4秒前
charon发布了新的文献求助10
5秒前
5秒前
Owen应助cj采纳,获得10
5秒前
5秒前
我是老大应助重要橘子采纳,获得10
6秒前
勇敢的心发布了新的文献求助10
6秒前
7秒前
袁凌琳完成签到,获得积分20
7秒前
科研通AI6.1应助Zzzj采纳,获得10
7秒前
香蕉觅云应助孔孔孔采纳,获得10
8秒前
scc完成签到,获得积分10
8秒前
8秒前
Euphoria发布了新的文献求助10
8秒前
夏柯发布了新的文献求助10
8秒前
桐桐应助漂亮萝莉采纳,获得10
8秒前
小郑发布了新的文献求助10
8秒前
lameliu发布了新的文献求助10
8秒前
8秒前
欧米伽发布了新的文献求助10
9秒前
lsl应助不知道采纳,获得10
9秒前
高分求助中
Overcoming Stigma and Bias in Obesity Management 800
Malcolm Fraser : a biography 700
Signals, Systems, and Signal Processing 610
Materials selection in mechanical design 500
Bounds for Statistical Estimation in Semiparametric Models 500
Climate change and sports: Statistics report on climate change and sports 500
Forced degradation and stability indicating LC method for Letrozole: A stress testing guide 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 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6478537
求助须知:如何正确求助?哪些是违规求助? 8279987
关于积分的说明 17659491
捐赠科研通 5560908
什么是DOI,文献DOI怎么找? 2911103
邀请新用户注册赠送积分活动 1888090
关于科研通互助平台的介绍 1741942