Scientific Framework

From Sequence to Molecular Intelligence

The computational biology foundations that power BE-PROTECT analytical capabilities.

Prediction and analysis of three-dimensional protein structures from amino acid sequences.

Characterization of protein regions lacking stable 3D structure - a critical component of pathogen biology.

Prediction and analysis of physical and functional interactions at the pathogen-host interface.

Assignment of biological function to uncharacterized proteins using ML beyond sequence homology.

Computational design of scaffolded protein domains and de novo minibinders for biosensing and therapeutic candidates.

AI & Computational Pipeline

Six-Stage Pipeline Architecture

Stage	Subtitle	Output
1. Genomic Acquisition	Data ingestion & quality control	Clean proteome sequences
2. Structural Prediction	AI-driven protein modeling	3D models with annotations
3. Flexible Protein Analysis	Disorder & conformational dynamics	Flexibility maps and disorder annotations
4. Molecular Intelligence	Interaction networks & threat assessment	Threat and vulnerability profiles
5. Countermeasure Discovery	AI-designed molecular defenses	Ranked countermeasure candidates
6. Operational Output	Decision support and intelligence products	Deployable threat briefings

Novel pathogen characterization, engineered bioagent assessment, pandemic preparedness, biosurveillance intelligence, and forensic biodefense.

GPU/HPC-enabled infrastructure, secure processing environments, modular software stack, and operational deployment patterns.

Operational pilot scenarios validating rapid analysis, biosensor generation, biosurveillance integration, and exercise support.

Publications & Outputs

Report

The BE-PROTECT project is currently in its early phase. Publications and scientific outputs will be listed as they become available.

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