How SHEPHERD AI Can Help with Quicker Rare Disease Diagnoses
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The search for a rare disease diagnosis can be a long and lonely journey. But what if advanced technology could help light the way? 🔍
In this episode of March Forward, we're exploring SHEPHERD, an innovative AI approach bringing new hope to rare disease diagnosis. SHEPHERD uses a clever "few-shot learning" method, allowing it to learn effectively even from limited patient information. It also uses a deep rare disease knowledge graph, acting like a vast, interconnected map to find important connections for your unique health picture. 🧠
This isn't just theory. SHEPHERD has been tested on real-world cases from the Undiagnosed Diseases Network, successfully identifying causal genes in 40% of patients across many challenging areas. 🧬 It works with clinicians, providing vital insights to shorten the diagnostic odyssey. ✨
Learn More About SHEPHERD's Research:
- SHEPHERD's Published Research (npj Digital Medicine): https://www.nature.com/articles/s41746-025-01749-1
- Zitnik Lab SHEPHERD Project Page: https://zitniklab.hms.harvard.edu/projects/SHEPHERD/
- SHEPHERD Preprint (medRxiv): https://www.medrxiv.org/content/10.1101/2022.12.07.22283238v2
- PubMed Central Article: https://pmc.ncbi.nlm.nih.gov/articles/PMC12222559/
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