Advanced Bioinformatics Engine

Powered by cutting-edge algorithms and clinical-grade genetic analysis to identify inheritable risks with precision

Core Bioinformatics Features

Comprehensive screening and analysis capabilities

Pre-IVF Parental Screening

Deep-dive medical history and DNA marker analysis to identify inheritable risks before the IVF cycle begins

Post-IVF Embryo Assessment

Screen embryos for specific risks identified during parental pre-screening phase with targeted precision

Bayesian Risk Logic

Advanced algorithms weight genetic variants based on ancestry, phenotype, and environmental data

NPE & Discrepancy Detection

Genetic Truth engine identifies non-paternity events and pedigree conflicts to ensure bioinformatics accuracy

Technical Capabilities

Clinical-grade guardrails and advanced analysis

Phenotype Tagging

Uses Human Phenotype Ontology (HPO) terms to match physical symptoms with genetic risk prioritization for accurate clinical correlation

Environmental Layer

Factors in BMI, smoking, and occupational exposures using the g + e model to provide comprehensive risk assessment

Consanguinity Check

Automatically triggers Runs of Homozygosity (ROH) analysis if parents are biologically related to identify recessive risks

Clinical Validation

Provider dashboard allows doctors to override data conflicts and review clinical risk flags before patient release

Multi-Source Integration

Combines family history, medical records, insurance data, and genetic markers into unified risk profiles

Probabilistic Modeling

Bayesian networks calculate inheritance probabilities across multiple generations with statistical confidence intervals

The Risk Calculation Model

Our proprietary algorithm combines genetic data (g) with environmental factors (e) to produce comprehensive risk scores: y = g + e

1

Data Collection

Aggregate family history, medical records, and genetic markers

2

Phenotype Matching

Map symptoms to HPO terms and genetic variants

3

Bayesian Weighting

Calculate probabilities based on ancestry and inheritance patterns

4

Environmental Integration

Factor in lifestyle and occupational exposures

5

Risk Scoring

Generate comprehensive risk profiles with confidence intervals

Algorithm Visualization

Privacy-First Architecture

Advanced security measures protect your genetic data

AES-256 Encryption

Military-grade encryption for all data

HIPAA Compliant

Full healthcare privacy compliance

Side-Vault Isolation

Relative data never exposed to patients

Complete Audit Trails

All access logged and monitored

Experience Precision Genetic Analysis

Start your bioinformatics screening today with EmbryoShield