AI Platform for Precision Medicine
Research project developing a comprehensive platform for analyzing clinical data of brain tumor patients through Artificial Intelligence algorithms, enabling personalized diagnosis and classification.
My Role
As a researcher and developer, I focused on:
- 🏗️ Development and deployment of the complete platform
- 🧠 Research and development of specialized AI models
- 🎯 Training Deep Learning models for medical analysis
- 🔬 Scientific validation of algorithms and results
Key Features
- Multimodal analysis: Integration of clinical data, images, and omics data
- Medical Deep Learning: Specialized models for histological and radiological images
- Omics processing: Analysis of transcriptomics, epigenomics, and oncological genomics
- Assisted diagnosis: Automated brain tumor classification
- Clinical interface: Intuitive system for use by medical professionals
Tech Stack
Backend & ML
- PyTorch + Lightning: Main framework for Deep Learning models
- FastAPI: High-performance REST API
- PostgreSQL: Database for clinical data storage
Frontend
- React: Modern and responsive web interface
Infrastructure
- Distributed training pipeline
- Model validation and evaluation system
- Sensitive medical dataset management
Technical Challenges
- Multimodality: Effective integration of heterogeneous data (images, text, omics data)
- Limited data: Data augmentation and transfer learning strategies for small datasets
- Medical privacy: Compliance with healthcare data protection regulations
- Explainability: Implementation of interpretability techniques for clinical decisions
- Clinical validation: Metrics adapted to real medical context
Impact
Platform that enables doctors and researchers to:
- Accelerate brain tumor diagnosis
- Identify new therapeutic biomarkers
- Personalize treatments according to patient profile
- Facilitate precision medicine research
Funding
Project funded by the Valencian Innovation Agency (AVI) under file INNEST/2022/159, in collaboration with ISABIAL, FISABIO, AIJU, and The New Horizons.