Multimodal Gene-Brain Integration Project

Project Overview Diagram

Research Team

Research Component Member(s) Key Responsibility
Gene-Brain CCA & Prediction 유은서 (allison-eunse) CCA between Gene FM embeddings and brain data; pilot regression for cognitive decline
LLM-based Evaluation 이은지 (leee4321), 곽수지 (sujigwak), 손혜령 (hayleyson) Pipeline for interpreting CCA results via fine-tuned LLM
Genomic-Conditional Diffusion 최승연 (syunchoi), 민정윤 Pilot diffusion model conditioned on genomic embeddings for brain image generation
Genomic FM 김채연 (cykim-saihst) Gene region parsing for cognitive decline; regression with genomic embeddings
Gene-Text 조은수 (ssikssikhan-cho) Training pipeline aligning DNA FM embeddings with LLM embeddings (NCBI/UniProt)
Proteomics Adapter 김수현 (Shunamo) Multi-View Adapter with Gating Network for plasma proteomics