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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 [American College of Gastroenterology]
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.
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