Miss Rate of Gastric Neoplasms Under Computer-aided Endoscopy

Patients will be randomly assigned to begin with AI-assisted upper gastrointestinal endoscopy follow immediately by high definition (HD) upper gastrointestinal endoscopy (AI-HD group); or start with HD upper gastrointestinal endoscopy follow immediately by AI-assisted upper gastrointestinal endoscopy (HD-AI group). The random allocation sequence is generated by a computer-generated random numerical series, with 1 representing the AI-HD group and 0 representing the HD-AI group. Randomization is conducted in blocks of four at a 1:1 ratio stratified by indications (screening/surveillance vs others), endoscopist's experience (experienced versus less experienced) and mode of sedation (unsedated vs sedated). Experienced endoscopist is defined as qualified endoscopists with more than 7 years experience in upper endoscopy, whereas less experienced endoscopists include fellows and trainees. A research assistant, not directly involved in this study, maintained all randomization codes which are contained within individual opaque envelopes. Upon obtaining patient consent, the envelope will be opened to reveal the assigned examination sequence. Patients remain blinded to their group allocation throughout the study, but the performing endoscopist is aware of the assigned allocation.

Participating endoscopists will receive training on the interpretation of real-time AI detection system as well as detection of dysplasia under HD endoscopy before performing study. All patients will fast for at least 6 hours before the procedure. All examinations will be performed with HD endoscopes (ELUXEO 7000 video system, Fujifilm Co, Tokyo, Japan) under white light. The artificial intelligence assisted gastric dysplasia localization system uses a graphical user interface for real-time display of lesion detection with bounding boxes (Fujifilm Co, Tokyo, Japan).

Each eligible patient will undergo a same-day tandem upper gastrointestinal endoscopy performed by the same endoscopist to evaluate the miss rate of gastric neoplasm. Patients first receive either AI-assisted or HD upper gastrointestinal endoscopy under white light endoscopy, immediately followed by cross-over to other procedure. Endoscopists will be assisted by a research assistant (RS), who activates or deactivates the lesion detection function of AI system between the two examinations. Both first and second examinations are conducted in accordance with the systematic gastric screening protocol, and only the gastric cavity was rescanned during the second observation. The minimal inspection time of the stomach should be 3 minute for the both examination.

Biopsies of all targeted lesions will be taken at the end of each examination. Endoscopists are instructed to biopsy lesions meeting the following criteria in HD examinations: color differences, loss of vascularity, slight elevation or depression, nodularity, thickening, abnormal convergence or flattening of folds, irregular margins, irregular discoloration, or irregular surface. During AI-assisted examinations, targeted lesions are defined as focal lesions marked in localization boxes. Endoscopists are instructed to biopsy areas stably marked with localization boxes that persisted for 5 seconds by the AI system.

• Gastric neoplasia detection rate [Time frame: during the intervention]
• The biopsy rate [Time frame: during the intervention]
• The number of gastric neoplasms per patient [Time frame: during the intervention]
• The miss rate of patients with gastric neoplasms [Time frame: during the intervention]
• The positive predictive value (PPV) for gastric neoplasms [Time frame: during the intervention]
• Inspection time [Time frame: during the intervention]
• The macroscopic and histological types of detected and missed neoplasia in the first examination [Time frame: during the intervention]
• Number of biopsy per patient in the first arm [Time frame: during the intervention]
• Percentage of positive biopsy [Time frame: during the intervention]