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
WDJ88888888完成签到,获得积分10
刚刚
zjq4302完成签到,获得积分10
刚刚
刚刚
慕青应助浅海111采纳,获得10
刚刚
刚刚
Lucas应助苦逼研究生采纳,获得10
1秒前
梅溪湖的提词器完成签到,获得积分0
1秒前
古月完成签到,获得积分10
1秒前
hellen123完成签到,获得积分10
2秒前
俺嫩爹发布了新的文献求助10
3秒前
无限师发布了新的文献求助10
3秒前
Andy1201完成签到,获得积分10
3秒前
椿人完成签到 ,获得积分10
3秒前
勤恳化蛹完成签到 ,获得积分10
3秒前
uu完成签到 ,获得积分10
4秒前
ToMoTT完成签到,获得积分10
4秒前
111完成签到 ,获得积分10
4秒前
碧蓝雨真完成签到,获得积分10
4秒前
jwh111发布了新的文献求助10
4秒前
huihui完成签到,获得积分10
5秒前
雨田完成签到,获得积分10
5秒前
秀丽的羊青完成签到,获得积分10
5秒前
用金箍棒刺绣完成签到,获得积分10
6秒前
威武的凡桃完成签到,获得积分10
6秒前
Swipda完成签到 ,获得积分10
6秒前
sxd完成签到,获得积分10
7秒前
852应助bonchat采纳,获得30
7秒前
7秒前
安详灵安完成签到,获得积分10
7秒前
田秋完成签到,获得积分10
8秒前
无名氏马完成签到,获得积分10
9秒前
汉堡包应助树树大王采纳,获得10
9秒前
RamonMi完成签到,获得积分10
9秒前
小马甲应助jmy1995采纳,获得10
9秒前
愉快的夏菡完成签到,获得积分10
10秒前
10秒前
jx完成签到,获得积分10
10秒前
自信白凡完成签到,获得积分10
11秒前
荷戟执子手完成签到,获得积分10
11秒前
csz完成签到,获得积分10
11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
Petrology and Plate Tectonics 800
Prompt Engineering for Clinicians: Harnessing AI in Everyday Medical Practice 600
Electrode Potentials 550
Handbook Of Synthetic Methodologies And Protocols Of Nanomaterials 500
Trees of tropical Asia : an illustrated guide to diversity 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 光电子学 物理化学 电极 基因 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 6990201
求助须知:如何正确求助?哪些是违规求助? 8667122
关于积分的说明 18374164
捐赠科研通 6460364
什么是DOI,文献DOI怎么找? 3096681
关于科研通互助平台的介绍 2157580
邀请新用户注册赠送积分活动 2073029