Precision Medicine Digital Twins for Chronic Disease

Pioneering computational physiology platforms that integrate mechanistic modeling, causal inference, and adaptive AI to accelerate drug development, optimize trial design, and enable precision therapeutics across nephrology and metabolic disease.

Explore Our Pipeline

Digital Twin Pipeline

Platforms spanning nephrology, metabolic health, and reproductive medicine—each delivering novel endpoints, causal simulation, and regulatory-ready trial support

Nephrology Pipeline

PD Suite

Fluid Flow Membrane Function

Comprehensive peritoneal dialysis optimization platform that predicts treatment adequacy, membrane function, and technique longevity for proactive clinical intervention.

Hemodialysis Twin

Filter Monitoring

Real-time hemodialysis monitoring with personalized safety management, hypotension prediction, and optimized fluid removal for improved patient outcomes.

CRRT Twin

Multi-System Integrated Monitoring

Multi-organ ICU monitoring platform for critically ill AKI patients integrating metabolic, inflammatory, and hemodynamic risk assessment with proactive safety management.

PeriOp Kidney Twin

Intraoperative Renal Safety

Intraoperative renal safety platform that interprets multi-stream physiologic signals to identify early kidney vulnerability and support AKI risk reduction through hemodynamic, ventilatory, and nephrotoxin timing guidance across perioperative and ICU care.

Transplant Twin

Donor Recipient Matching & Monitoring

Donor-recipient matching and monitoring system with continuous immunologic risk assessment, personalized medication management, and regulatory-ready clinical endpoints.

Renal Tubule Twin

Stone Prevention Tubule Monitoring

Kidney stone prevention platform combining physiologic simulation with real-time monitoring and validated intervention protocols for effective stone recurrence reduction.

Cardiorenal Twin

Multi-system digital twin for dynamic heart-kidney interaction modeling, enabling early decompensation prediction, therapy simulation, and adaptive renal safety guardrails. Supports patient-specific optimization of cardio-renal agent response, clinical trial enrichment, and real-world monitoring.

Metabolic & Reproductive Health Pipeline

Pancreas Twin

Beta Cell Health Glucose Regulation

Beta-cell preservation platform that forecasts diabetes progression and optimizes pharmacologic, metabolic, and lifestyle interventions across the health-to-diabetes spectrum.

PCOS Twin

Hormonal Balance Metabolic Integration

Comprehensive reproductive and metabolic health platform for PCOS that integrates hormonal, metabolic, and lifestyle factors to guide personalized intervention strategies.

Fertility Twin

M P E Multi-Domain Optimization

Multi-domain fertility optimization platform integrating maternal, paternal, and embryonic factors with adaptive learning to guide personalized treatment strategies and improve outcomes.

Prostate Twin

Urologic Health Symptom Tracking

Benign prostatic hyperplasia modeling platform integrating urologic and metabolic factors to forecast symptoms, predict treatment response, and optimize intervention strategies.

Joint & Spine Twin

Joint Health Biomechanical Load

Degenerative joint disease platform combining biomechanical and metabolic modeling to forecast progression, guide preventive interventions, and optimize treatment timing.

Technology Differentiation

Hybrid mechanistic-AI architecture combining computational physiology with adaptive machine learning for interpretable, regulatory-ready digital twins

Physiologically Grounded AI

Advanced modeling that combines biological understanding with machine learning to ensure predictions are medically meaningful and generalizable across diverse patient populations.

Interpretable Clinical Metrics

Quantitative health indices that provide clinically actionable insights for disease forecasting, treatment optimization, and personalized medicine applications unavailable in existing platforms.

Personalized Scenario Planning

Advanced simulation capabilities enabling exploration of treatment alternatives with built-in safety constraints to support evidence-based clinical decision-making and trial design.

Adaptive Learning Systems

Continuous model refinement as new patient data becomes available, with comprehensive uncertainty quantification and monitoring for reliable real-world performance.

Regulatory & Trial Ready

Healthcare-standard data formats and comprehensive documentation designed for clinical trial integration, regulatory submission, and real-world evidence generation.

Multi-Organ Integration

Holistic modeling of interactions between organ systems—cardio-renal, metabolic-renal, immune-endocrine—capturing systemic effects for comprehensive treatment optimization.

Pharma & Medtech Partnership Value

Accelerating drug development and enabling precision medicine through digital twin-enabled trial design, endpoint discovery, and real-world evidence generation

Trial Enrichment & Design

  • Identify high-responder patient phenotypes
  • Simulate trial protocols with target-trial emulation
  • Optimize enrollment criteria for endpoint acceleration
  • Quantify minimum detectable effect sizes

Digital & Surrogate Endpoints

  • Novel quantitative health metrics for continuous monitoring
  • FHIR/CDISC-compatible for regulatory submission
  • Continuous monitoring vs. sparse clinical events
  • Validated against progression and hard outcomes

Drug-Disease Modeling

  • PK/PD integration with physiologic modeling
  • Counterfactual dose-response simulation
  • Safety constraint enforcement for adverse events
  • Polypharmacy interaction assessment

Real-World Evidence & HEOR

  • Federated learning across health systems
  • Comparative effectiveness with causal adjustment
  • Budget impact via progression rate modeling
  • Patient-reported outcome integration

Precision Medicine Applications

  • Treatment response prediction modeling
  • Pharmacogenomic-informed dosing strategies
  • Therapeutic bottleneck identification
  • Multi-objective therapy optimization

Post-Market Surveillance

  • Continuous safety signal detection
  • Rare event prediction with uncertainty quantification
  • Model performance monitoring for validity
  • Audit-grade provenance for regulatory compliance

Partner With Us

We're seeking pilot collaborations with pharmaceutical companies, medical device manufacturers, and health systems to validate digital endpoints, accelerate trial design, and demonstrate clinical value.