Unintrusive multi-cancer detection by circulating cell-free DNA methylation sequencing (THUNDER): development and independent validation studies

医学 癌症 DNA甲基化 内科学 雷鸣 DNA DNA测序 计算生物学 癌症研究 遗传学 基因 生物 基因表达 物理 气象学
作者
Qiang Gao,Lin Ye,Binrong Li,G.Q. Wang,Liang Dong,Baochai Shen,Wenhui Lou,W.C. Wu,Dongliang Ge,Qian Zhu,Yu Xu,Jiayue Xu,Weihong Chang,Ping Lan,Ping‐Hong Zhou,Ming He,Guibin Qiao,S.K. Chuai,R.Y. Zang,Tianyu Shi
出处
期刊:Annals of Oncology [Elsevier BV]
卷期号:34 (5): 486-495 被引量:114
标识
DOI:10.1016/j.annonc.2023.02.010
摘要

Early detection of cancer offers the opportunity to identify candidates when curative treatments are achievable. The THUNDER study (THe UNintrusive Detection of EaRly-stage cancers, NCT04820868) aimed to evaluate the performance of enhanced linear-splinter amplification sequencing, a previously described cell-free DNA (cfDNA) methylation-based technology, in the early detection and localization of six types of cancers in the colorectum, esophagus, liver, lung, ovary, and pancreas.A customized panel of 161 984 CpG sites was constructed and validated by public and in-house (cancer: n = 249; non-cancer: n = 288) methylome data, respectively. The cfDNA samples from 1693 participants (cancer: n = 735; non-cancer: n = 958) were retrospectively collected to train and validate two multi-cancer detection blood test (MCDBT-1/2) models for different clinical scenarios. The models were validated on a prospective and independent cohort of age-matched 1010 participants (cancer: n = 505; non-cancer: n = 505). Simulation using the cancer incidence in China was applied to infer stage shift and survival benefits to demonstrate the potential utility of the models in the real world.MCDBT-1 yielded a sensitivity of 69.1% (64.8%-73.3%), a specificity of 98.9% (97.6%-99.7%), and tissue origin accuracy of 83.2% (78.7%-87.1%) in the independent validation set. For early-stage (I-III) patients, the sensitivity of MCDBT-1 was 59.8% (54.4%-65.0%). In the real-world simulation, MCDBT-1 achieved a sensitivity of 70.6% in detecting the six cancers, thus decreasing late-stage incidence by 38.7%-46.4%, and increasing 5-year survival rate by 33.1%-40.4%, respectively. In parallel, MCDBT-2 was generated at a slightly low specificity of 95.1% (92.8%-96.9%) but a higher sensitivity of 75.1% (71.9%-79.8%) than MCDBT-1 for populations at relatively high risk of cancers, and also had ideal performance.In this large-scale clinical validation study, MCDBT-1/2 models showed high sensitivity, specificity, and accuracy of predicted origin in detecting six types of cancers.
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
jin关注了科研通微信公众号
1秒前
隐形曼青应助Alizmee采纳,获得10
1秒前
orixero应助wbh采纳,获得10
2秒前
ViVi水泥要干喽完成签到 ,获得积分10
2秒前
2秒前
大熊发布了新的文献求助10
3秒前
木鱼发布了新的文献求助10
4秒前
Owen应助冷傲菲鹰采纳,获得10
5秒前
子叶完成签到,获得积分10
5秒前
dulcetlemon完成签到 ,获得积分10
6秒前
MouLi完成签到,获得积分10
6秒前
Vaibhav完成签到,获得积分10
6秒前
hyperle完成签到,获得积分10
7秒前
zhang发布了新的文献求助10
7秒前
7秒前
7秒前
8秒前
核桃应助救救scori采纳,获得30
8秒前
moon完成签到,获得积分10
10秒前
顾矜应助怡心亭采纳,获得30
11秒前
萝卜完成签到,获得积分10
11秒前
13秒前
远方发布了新的文献求助10
13秒前
研友_5Zl9D8完成签到,获得积分0
13秒前
tangyuan发布了新的文献求助10
14秒前
Ava应助木鱼采纳,获得10
16秒前
CipherSage应助jin采纳,获得10
16秒前
18秒前
妥妥发布了新的文献求助10
19秒前
yyy完成签到 ,获得积分10
21秒前
user_huang完成签到,获得积分10
21秒前
bkagyin应助tangyuan采纳,获得10
25秒前
25秒前
Tine完成签到,获得积分10
25秒前
树懒不晚睡完成签到 ,获得积分10
26秒前
脑洞疼应助医院的孩子采纳,获得10
26秒前
老隋完成签到,获得积分20
26秒前
冷酷的汉堡完成签到,获得积分10
27秒前
UFO发布了新的文献求助10
27秒前
今后应助初景采纳,获得10
28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
Cronologia da história de Macau 5000
咳嗽・喀痰の診療ガイドライン第2版2025 800
Petrology and Plate Tectonics 800
Electrode Potentials 550
《KNN基无铅压电陶瓷电学性能优化与物理机理研究》 500
The globalisation of real estate: the politics and practice of foreign real estate investment 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 7009616
求助须知:如何正确求助?哪些是违规求助? 8683557
关于积分的说明 18407565
捐赠科研通 6494586
什么是DOI,文献DOI怎么找? 3104490
关于科研通互助平台的介绍 2173339
邀请新用户注册赠送积分活动 2080599