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

IF 27.7 1区 医学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Molecular Cancer Pub Date : 2024-08-22 DOI:10.1186/s12943-024-01959-3
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
{"title":"Integration of multiomics features for blood-based early detection of colorectal cancer","authors":"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","doi":"10.1186/s12943-024-01959-3","DOIUrl":null,"url":null,"abstract":"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. 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. 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. 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.","PeriodicalId":19000,"journal":{"name":"Molecular Cancer","volume":null,"pages":null},"PeriodicalIF":27.7000,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Molecular Cancer","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12943-024-01959-3","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

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. 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. 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. 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.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
整合多组学特征,实现基于血液的结直肠癌早期检测
早期发现结肠直肠癌(CRC)可大大提高患者的预后。传统的 CRC 筛查工具,如内窥镜检查和粪便检测,因其侵入性或患者依从性不理想而受到限制。最近,利用血浆无细胞 DNA(cfDNA)进行液体活检已成为一种潜在的无创筛查各种恶性肿瘤的技术。在这项研究中,我们利用 Mutation Capsule Plus (MCP) 技术对从单次抽血中获得的 cfDNA 进行了一系列基因组特征分析。这种分析包括DNA甲基化、5'末端模式、拷贝数变异(CNV)和基因突变。利用 93 例 CRC 患者和 96 例健康对照组,对基于选定的多组学生物标志物建立的综合模型进行了训练。该模型随后在由 89 名 CRC 患者和 95 名健康对照者组成的另一个队列中进行了验证。值得注意的是,该模型在验证组中的曲线下面积(AUC)达到了 0.981(95% 置信区间 (CI),0.965-0.998),灵敏度为 92.1%(95% CI,84.5%-96.8%),特异度为 94.7%(95% CI,88.1%-98.3%)。这些数据超过了任何单一基因组特征的性能。重要的是,I期的灵敏度达到80%,II期达到89.2%,III期和IV期达到100%。我们的研究结果凸显了多组学液体活检检验的临床潜力,表明它有望成为早期 CRC 检测的无创方法。这种多组学方法有望得到进一步完善和更广泛的临床应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Molecular Cancer
Molecular Cancer 医学-生化与分子生物学
CiteScore
54.90
自引率
2.70%
发文量
224
审稿时长
2 months
期刊介绍: Molecular Cancer is a platform that encourages the exchange of ideas and discoveries in the field of cancer research, particularly focusing on the molecular aspects. Our goal is to facilitate discussions and provide insights into various areas of cancer and related biomedical science. We welcome articles from basic, translational, and clinical research that contribute to the advancement of understanding, prevention, diagnosis, and treatment of cancer. The scope of topics covered in Molecular Cancer is diverse and inclusive. These include, but are not limited to, cell and tumor biology, angiogenesis, utilizing animal models, understanding metastasis, exploring cancer antigens and the immune response, investigating cellular signaling and molecular biology, examining epidemiology, genetic and molecular profiling of cancer, identifying molecular targets, studying cancer stem cells, exploring DNA damage and repair mechanisms, analyzing cell cycle regulation, investigating apoptosis, exploring molecular virology, and evaluating vaccine and antibody-based cancer therapies. Molecular Cancer serves as an important platform for sharing exciting discoveries in cancer-related research. It offers an unparalleled opportunity to communicate information to both specialists and the general public. The online presence of Molecular Cancer enables immediate publication of accepted articles and facilitates the presentation of large datasets and supplementary information. This ensures that new research is efficiently and rapidly disseminated to the scientific community.
期刊最新文献
SARS-CoV-2 nucleocapsid protein interaction with YBX1 displays oncolytic properties through PKM mRNA destabilization A prospective multi-cohort study identifies and validates a 5-gene peripheral blood signature predictive of immunotherapy response in non-small cell lung cancer Nanoparticles and bone microenvironment: a comprehensive review for malignant bone tumor diagnosis and treatment Overcoming multi-drug resistance in SCLC: a synergistic approach with venetoclax and hydroxychloroquine targeting the lncRNA LYPLAL1-DT/BCL2/BECN1 pathway. Cell-autonomous IL6ST activation suppresses prostate cancer development via STAT3/ARF/p53-driven senescence and confers an immune-active tumor microenvironment
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1