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Baseline clinicopathological and lesion characteristics
Prior to formal enrollment, 25 candidates were specifically excluded from the initial eligibility pool of 186 patients due to preexisting conditions precluding safe and meaningful targeted biopsies, namely a previous diagnosis of upper gastrointestinal tract malignancy, active gastrointestinal bleeding, or severe thrombocytopenia. A total of 161 patients were included in the study. Of these, 79 underwent conventional endoscopic evaluation, and 82 were evaluated using the standardized ME-NBI workflow. Baseline demographics and clinical characteristics—including age, sex, body mass index (BMI), smoking and alcohol history, family history of gastric cancer, Helicobacter pylori infection status, and previous history of chronic atrophic gastritis or intestinal metaplasia—were comparable between the two groups, indicating well-matched baseline cohorts (Table 2, all P > 0.05).
Table 2: Clinicopathological data of enrolled patients. Please click here to download this Table.
There were no significant differences in lesion characteristics, such as size, solitary/multiple distribution, anatomical site, or macroscopic appearance between the two groups (all P > 0.05). Overall lesions were primarily distributed in the stomach, most notably in the fundus, antrum, and pylorus areas. Notably, when stratified by histopathological severity, the high-risk precancerous lesions were predominantly located on the lesser curvature of the gastric corpus and at the gastric angle, reflecting the typical topographical progression of severe atrophic gastritis. The most frequently observed macroscopic features included flat morphology or abnormal background mucosal changes. The primary baseline endoscopic findings included suspected intestinal metaplasia and atrophic changes. Final histopathological diagnoses primarily included intestinal metaplasia, atrophy, and low-grade intraepithelial neoplasia, with high-grade intraepithelial neoplasia and intramucosal carcinoma/early adenocarcinoma constituting a relatively lower proportion. The initial histopathological assessment demonstrated substantial interobserver agreement between the two primary pathologists (κ = 0.86). Any discordant evaluations were effectively resolved through joint review with the third independent pathologist to establish a definitive diagnostic consensus.
Endoscopic-histopathological associations of key ME-NBI features
To evaluate the relationship between major ME-NBI characteristics and pathological outcomes in targeted biopsy samples, an initial correlation analysis was performed between endoscopic attributes and histopathological severity.

Figure 4: Correlation heatmap demonstrating the relationships between key conventional and magnifying endoscopic features, clinical variables, and histopathological outcomes. The color gradient indicates the strength and direction of the correlation, with deep red representing a strong positive correlation and deep blue indicating a strong negative correlation. Notably, the presence of a demarcation line, irregular microsurface and microvascular patterns, and marked glandular distortion exhibit the most robust positive correlations with histopathological severity and targeted biopsy positivity. Please click here to view a larger version of this figure.
Figure 4 demonstrates a consistent directional trend, albeit with varying degrees of correlation between ME-NBI variables and histopathological progression. Specifically, the presence of a demarcation line, irregular microsurface pattern, irregular microvascular pattern, marked glandular distortion, higher biopsy priority level, and a high-risk optical impression were all strongly correlated with histopathological severity. As the histological grade of the lesions increased, the concentration and prominence of these abnormal endoscopic features became significantly more severe. Conversely, the light blue crest (LBC) and marginal turbid band (MTB) exhibited features more indicative of an intestinal metaplasia background; they demonstrated a relatively weak correlation with the highest pathological grades. Therefore, they are more suitable for describing background mucosal changes rather than predicting focal high-risk pathology.
Table 3: Association of the key magnifying endoscopy with narrow-band imaging features and histopathological outcomes in target biopsies. Please click here to download this Table.
Univariate analysis (Table 3) revealed significant differences in specific features when comparing high-risk and low-risk pathological groups. For this statistical evaluation, high-risk pathology was strictly defined as high-grade intraepithelial neoplasia or early adenocarcinoma, whereas low-risk pathology encompassed atrophy, intestinal metaplasia, and low-grade intraepithelial neoplasia. Features such as a lesion size > 10 mm, clear margins under C-WLE, presence of a demarcation line, irregular microsurface pattern, irregular microvascular pattern, marked glandular distortion, identification of a focal worst area, and a high-risk optical impression were observed at a significantly higher proportion in the high-risk group. Among these, the odds ratios (ORs) for irregular microsurface patterns, irregular microvascular patterns, glandular distortion, and high-risk optical impressions were substantially elevated, marking them as key risk factors. Although irregular white opaque substance (WOS) and certain morphological features were statistically significant, characteristics, such as LBC and MTB, failed to achieve statistical significance for predicting high-risk pathology, reinforcing their role as indicators of lower-risk intestinal metaplasia backgrounds.
Predictors of positive targeted biopsy for high-risk precancerous lesions
To determine which endoscopic criteria independently predict the presence of high-risk precancerous lesions and necessitate targeted biopsy, a multivariate logistic regression analysis was conducted based on the univariate results.
Table 4: Multivariate analyses of endoscopic predictors for positive targeted biopsies in high-risk upper gastrointestinal precancerous lesions. Please click here to download this Table.
After adjusting for lesion size and other major endoscopic indicators (Table 4), the presence of a demarcation line, irregular microsurface pattern, irregular microvascular pattern, marked glandular distortion, and a high-risk optical impression remained robust, independent predictors of a positive high-risk targeted biopsy. Notably, focal structural disorders detected by ME-NBI (microsurface and microvascular abnormalities) strongly correlated with pathological severity and independently determined the necessity for biopsy. Glandular distortion exhibited comparable reliability as a factor for pattern-recognition-guided biopsies. Although a lesion size > 10 mm showed an association with high-risk pathology in the univariate analysis, it failed to reach statistical significance after multivariate adjustment, suggesting its predictive value is superseded by more specific microscopic parameters.
Diagnostic yield and efficiency of the standardized targeted biopsy workflow
The standardized ME-NBI-guided targeted biopsy protocol demonstrated higher diagnostic yield and efficiency compared with conventional non-standardized procedures (Table 5).
Table 5: Comparative analysis of diagnostic sensitivity and biopsy success rate between conventional biopsies and the standardized magnifying endoscopy-guided targeted biopsy procedure. Please click here to download this Table.
Compared with the conventional biopsy group, the standardized workflow group exhibited a significant reduction in the mean number of biopsy samples required per patient and per lesion (both P < 0.001). Furthermore, the increase in the first-pass targeted biopsy positivity rate was notably pronounced (P = 0.016), accompanied by a higher overall biopsy positivity rate (P = 0.021) and an increased high-risk lesion yield per biopsy sample (P = 0.020). This paradigm effectively minimizes non-diagnostic or low-value sampling (P = 0.022) and reduces the need for repeat biopsies (P = 0.045). Although the standardized protocol required a marginally longer mean procedure time (16.2 ± 3.9 min vs. 14.8 ± 3.6 min, P = 0.019), the variance was minimal, and no severe delayed bleeding or major adverse events were recorded in either cohort.
The diagnostic performance and internal robustness are detailed in Figure 5, Figure 6, and Table 6. The standardized workflow achieved a high Area Under the Curve (AUC) of 0.928 (95% CI: 0.872–0.984) for detecting high-risk histopathology, suggesting a favorable balance between sensitivity (86.9%) and specificity (84.8%). This performance closely mirrors that of an integrated theoretical optical-biopsy decision model (AUC = 0.917), indicating that the diagnostic advantage of our protocol stems primarily from the systematic, unified clinical application of key ME-NBI features.

Figure 5: Diagnostic performance of the standardized magnifying endoscopy with narrow-band imaging-guided targeted biopsy workflow for detecting high-risk precancerous lesions. (A) ROC curve of the standardized ME-NBI-guided targeted biopsy workflow for identifying high-risk histopathology; (B) ROC curve of the integrated optical-biopsy decision model based on key ME-NBI features for detecting high-risk precancerous lesions. Please click here to view a larger version of this figure.

Figure 6: Reproducibility and stability of the standardized magnifying endoscopy with narrow-band imaging assessment workflow across endoscopists. (A) Distribution of interobserver agreement across repeated standardized ME-NBI assessments; (B) Distribution of internal validation AUC values for the standardized ME-NBI-guided workflow; (C) Distribution of workflow stability scores across repeated cross-validation analyses. Please click here to view a larger version of this figure.
Table 6: Diagnostic performance and internal validation of the standardized magnifying endoscopy with narrow-band imaging-guided targeted biopsy workflow. Please click here to download this Table.
Furthermore, the standardized workflow demonstrated strong overall interobserver agreement among endoscopists (mean weighted κ = 0.81). Initial histopathological grading also showed strong agreement between pathologists (κ = 0.86). Specifically, regarding the pivotal features utilized for biopsy targeting, the assessment consistency remained substantial for irregular microvascular patterns (κ = 0.85), marked glandular distortion (κ = 0.82), and the presence of a demarcation line (κ = 0.79). Internal validation (mean accuracy = 91.2%) and cross-validation stability scores confirmed the reproducibility and internal robustness of this approach across multiple testing iterations.
Data Availability
All de-identified raw data and analyzed datasets generated during this study are publicly available in the Zenodo repository and can be accessed at https://doi.org/10.5281/zenodo.19313281.