This invention provides a computer-aided analysis
system based on high-
throughput sequencing data and knowledge graphs, including a
data access agent, a
quality control analysis agent, a species
annotation agent, a
knowledge graph reasoning agent, a
report generation agent, and an agent scheduling center. The
data access agent acquires
sequencing data and clinical phenotypic data; the
quality control analysis agent performs
quality control using the Illumina NovaSeq platform, V3-V4 primers, the SILVA v144
database, Q30 ≥ 90%, and sequences ≥ 50 bp; the species
annotation agent performs
species classification annotation based on a
reference database; the
knowledge graph reasoning agent performs association analysis based on a
microbiome-
disease-intervention
knowledge graph, using ET_MGNN and RTGN models, including 264 search keywords covering dental caries,
periodontitis, oral
cancer, Alzheimer's
disease, diabetes, and
heart disease; the
report generation agent generates personalized analysis reports and intervention suggestions; and the agent scheduling center manages and dynamically schedules all agents, forming a complete
closed loop of "
perception → analysis → diagnosis → intervention → execution → feedback".