Feasibility and Accuracy of Artificial Intelligence–Assisted Sponge Cytology for Community-Based Esophageal Squamous Cell Carcinoma Screening in China

医学 食管胃十二指肠镜检查 食管鳞状细胞癌 细胞学 活检 置信区间 放射科 接收机工作特性 胃肠病学 上皮内瘤变 内科学 病理 内窥镜检查 癌症 前列腺
作者
Ye Gao,Lei Xin,Yadong Feng,Bin Yao,Lin Han,Chang Sun,Wei An,Zhao‐Shen Li,Ruihua Shi,Luo‐Wei Wang
出处
期刊:The American Journal of Gastroenterology [Lippincott Williams & Wilkins]
卷期号:116 (11): 2207-2215 被引量:27
标识
DOI:10.14309/ajg.0000000000001499
摘要

INTRODUCTION: Screening is the pivotal strategy to relieve the burden of esophageal squamous cell carcinoma (ESCC) in high-risk areas. The cost, invasiveness, and accessibility of esophagogastroduodenoscopy (EGD) necessitate the development of preliminary screening methods. METHODS: Residents aged 40–85 years were recruited in a high-risk area of ESCC. Esophageal cells were collected using an approved novel capsule sponge, and cytology slides were scanned by a trained artificial intelligence (AI) system before cytologists provided confirmation. Atypical squamous cell or more severe diagnosis was defined as positive cytology. AI-based abnormal cell counts were also reported. EGD was performed subsequently with biopsy as needed. Diagnostic accuracy, adverse events, and acceptability of cytology testing were assessed. Esophageal high-grade lesions (ESCC and high-grade intraepithelial neoplasia) were the primary target lesions. RESULTS: In total, 1,844 participants were enrolled, and 20 (1.1%) high-grade lesions were confirmed by endoscopic biopsy. The AI-assisted cytologist-confirmed cytology showed good diagnostic accuracy, with a sensitivity of 90.0% (95% confidence interval [CI], 76.9%–100.0%), specificity of 93.7% (95% CI, 92.6%–94.8%), and positive predictive value of 13.5% (95% CI, 7.70%–19.3%) for detecting high-grade lesions. The area under the receiver operation characteristics curve was 0.926 (95% CI, 0.850–1.000) and 0.949 (95% CI, 0.890–1.000) for AI-assisted cytologist-confirmed cytology and AI-based abnormal cell count, respectively. The numbers of EGD could be reduced by 92.5% (from 99.2 to 7.4 to detect 1 high-grade lesion) if only cytology-positive participants were referred to endoscopy. No serious adverse events were documented during the cell collection process, and 96.1% participants reported this process as acceptable. DISCUSSION: The AI-assisted sponge cytology is feasible, safe, and acceptable for ESCC screening in community, with high accuracy for detecting esophageal squamous high-grade lesions.
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
mhy完成签到 ,获得积分10
2秒前
Freya完成签到 ,获得积分10
3秒前
fdpb完成签到,获得积分10
3秒前
CodeCraft应助You采纳,获得10
5秒前
安於完成签到 ,获得积分10
5秒前
刘阳完成签到,获得积分10
7秒前
赘婿应助yuan采纳,获得10
7秒前
EE5577发布了新的文献求助10
9秒前
小周完成签到 ,获得积分10
9秒前
yangy801017完成签到 ,获得积分10
10秒前
上善若水完成签到,获得积分10
11秒前
18318933768完成签到,获得积分10
11秒前
12秒前
leodu完成签到,获得积分10
13秒前
黄梓同完成签到 ,获得积分10
14秒前
yoyoyo完成签到,获得积分10
15秒前
Becky完成签到 ,获得积分10
17秒前
游过万里的鱼完成签到 ,获得积分10
17秒前
gzslwddhjx完成签到,获得积分10
18秒前
yh完成签到,获得积分10
18秒前
科研通AI6.1应助顺利大地采纳,获得30
19秒前
手可摘星辰不去高声语完成签到,获得积分10
19秒前
valimar完成签到,获得积分10
19秒前
淡淡的山芙完成签到 ,获得积分10
19秒前
打打应助EE5577采纳,获得10
20秒前
情怀应助科研通管家采纳,获得10
22秒前
易北应助科研通管家采纳,获得10
22秒前
西门访天应助科研通管家采纳,获得10
22秒前
科研通AI2S应助科研通管家采纳,获得10
22秒前
十一完成签到 ,获得积分10
22秒前
肉片牛帅帅完成签到,获得积分10
24秒前
温婉的老五完成签到,获得积分10
24秒前
科研通AI6.4应助琳琳采纳,获得10
25秒前
Puffkten完成签到 ,获得积分10
25秒前
xiaoxing完成签到,获得积分10
26秒前
YeeLeeLee完成签到,获得积分10
27秒前
transition发布了新的文献求助20
28秒前
RichieXU完成签到,获得积分10
29秒前
30秒前
浩天完成签到,获得积分10
31秒前
高分求助中
Clinical Epidemiology: The Essentials, 6e 10000
(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
The Graphene Handbook (2019 Edition) 800
Adhesion Science: Principles & Practice 800
Signals, Systems, and Signal Processing 610
Fundamentals of Pharmaceutical and Biologics Regulations: A Global Perspective, Second Edition 600
久松真一著作集〈第5巻〉禅と芸術 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 6554899
求助须知:如何正确求助?哪些是违规求助? 8339335
关于积分的说明 17865415
捐赠科研通 5672111
什么是DOI,文献DOI怎么找? 2940121
邀请新用户注册赠送积分活动 1915984
关于科研通互助平台的介绍 1785755