Background: The upper gastrointestinal (GI) tract is a complex environment characterized by sharp physicochemical gradients. While the oral microbiome is a major source of microbial seeding for downstream organs, it remains unclear how these communities correlate and diverge across different anatomical sites. This study provides a high-resolution re-analysis of a comprehensive multi-site dataset to delineate the microbial architecture and ecological signatures along the oral–upper GI axis. Method: Human oral, esophageal, gastric mucosal, and gastric juice microbiome sequencing data were retrieved from the publicly available National Center for Biotechnology Information (NCBI) BioProject PRJNA1049979 database. Using these publicly available 16S rRNA sequencing data, we performed an integrated ecological analysis. Microbial diversity, taxonomic composition, and niche-specific community structures were evaluated using Quantitative Insights Into Microbial Ecology 2 (QIIME2) and R-based tools, including linear discriminant analysis effect size (LEfSe) and phylogenetic mapping. Results: The esophageal microbiome showed significantly greater richness and evenness than the oral cavity and
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