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Updated: Jan 23, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
SynGO: An Evidence-Based, Expert-Curated Knowledge Base for the Synapse
Frank Koopmans1, Pim van Nierop2, Maria Andres-Alonso3
1Department of Functional Genomics, CNCR, VU University and UMC Amsterdam, 1081 HV Amsterdam, the Netherlands; Department of Molecular and Cellular Neurobiology, CNCR, VU University and UMC Amsterdam, 1081 HV Amsterdam, the Netherlands.
SynGO is a new knowledge base for synapse biology, detailing 87 locations and 179 processes. Synaptic genes are highly conserved and linked to neurodevelopmental and psychiatric disorders.
Area of Science:
- Neuroscience
- Genetics
- Bioinformatics
Background:
- Synapses are crucial for brain function, and their dysfunction underlies many neurological disorders.
- A lack of systematic gene annotation and process ontology hinders synapse research.
- Existing resources do not comprehensively cover synaptic gene functions and locations.
Purpose of the Study:
- To establish SynGO, a comprehensive, interactive knowledge base for synapse biology.
- To annotate synaptic genes and processes using novel Gene Ontology (GO) terms.
- To provide a resource for understanding the genetic basis of brain disorders.
Main Methods:
- Developed novel Gene Ontology (GO) terms for 87 synaptic locations and 179 synaptic processes.
- Curated 2,922 annotations for 1,112 synaptic genes based on published, expert-reviewed evidence.
- Integrated SynGO into interactive online platforms for public access and data analysis.
Main Results:
- Synaptic genes are exceptionally conserved and less tolerant to mutations compared to other genes.
- SynGO terms are significantly enriched in gene variations associated with intelligence, educational attainment, ADHD, autism, bipolar disorder, and schizophrenia.
- Identified overrepresentation of SynGO terms in de novo variants linked to neurodevelopmental disorders.
Conclusions:
- SynGO provides a universal reference for synapse research, enhancing our understanding of synaptic gene function.
- The knowledge base facilitates the interpretation of large-scale omics data in the context of synaptic biology.
- SynGO highlights the critical role of synaptic genes in neurodevelopmental and psychiatric conditions.
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