Connect molecular and clinical context
Combine detected mutations, copy-number alterations, cytogenetics, blood counts, patient history and therapeutic variables.
Technology
AI systems for molecular, biological, clinical and therapeutic data.
EvoClin includes machine-learning frameworks trained on large patient cohorts and molecular profiles to transform routine data into interpretable risk, trajectory and outcome signals.
Molecular profiles
Clinical variables
Biological context
Therapeutic history
What the technology does
The scientific engine is designed to extract usable signals from complex oncology data while keeping outputs readable and biologically grounded.
Learn from large patient cohorts
Train and validate models on thousands of patients with curated molecular and clinical data across disease-specific cohorts.
Reconstruct trajectory-informed signals
Move beyond static mutation lists by modeling co-occurrence, temporal order and evolution-derived features where validated.
Return decision-ready summaries
Translate model outputs into interpretable risk categories, outcome estimates, trajectories and molecular decision signals.
Scientific engine
Evolution-informed models behind EvoClin
ProgEvo, ProgMet and PRECISE are designed as disease-aware machine-learning frameworks that transform routine molecular and clinical data into transparent, testable oncology models.
From model to clinical workflow
EvoClin separates the scientific model layer from the hospital product layer, so models can be validated rigorously and then exposed through simple clinical interfaces.
Curate
Clean and harmonize molecular, biological, clinical and therapeutic data.
Model
Train disease-aware AI frameworks on large patient cohorts.
Validate
Evaluate risk, trajectory and outcome signals in independent data.
Deploy
Expose validated outputs in tools, hospital workflows and partner projects.
EvoClin frameworks are currently intended for research and educational purposes. They are not certified medical devices and should not be used as stand-alone tools for clinical decision making.