A deep learning model using hyperspectral image for EUS-FNA cytology diagnosis in pancreatic ductal adenocarcinoma.

Xianzheng Qin,Minmin Zhang,Chunhua Zhou,Taojing Ran, Yundi Pan, Yingjiao Deng,Xingran Xie,Yao Zhang,Tingting Gong,Benyan Zhang,Ling Zhang,Yan Wang,Qingli Li,Dong Wang,Lili Gao,Duowu Zou

Cancer medicine（2023）

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摘要

An HSI-based model was developed to diagnose cytological PDAC specimens obtained using EUS-guided sampling. Under the supervision of experienced cytopathologists, we performed multi-staged consecutive in-depth learning of the model. Its superior diagnostic performance could be of value for cytologists when diagnosing PDAC.

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关键词

artificial intelligence, deep learning, endoscopic ultrasound-guided fine-needle aspiration, neural network models, pancreatic ductal carcinoma

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