AI can now model your health trajectory years before you feel symptoms.In this episode of The Functional Code, Dr. Addy and Dr. Jace break down how Digital Twin technology is transforming healthcare — allowing AI to predict disease risk, metabolic dysfunction, insulin resistance, neurological decline, and even fall risk months to years before diagnosis.Instead of treating health as a snapshot, digital twins treat it as a movie — tracking genomics, proteomics, metabolomics, microbiome data, blood markers, wearables, and lifestyle trends over time.This is where healthcare is heading.🧠 What Is a Digital Twin?-A digital twin is a dynamic AI model of your biology built from:-Blood work trends (A1C, fasting glucose, insulin, inflammatory markers)-Genomics & methylation pathways-Microbiome composition-Wearable data (WHOOP, HRV, recovery trends)-Sleep patterns-Movement & gait tracking-Imaging (MRI, X-ray)-Lifestyle & environmental inputsInstead of asking:“Are you sick right now?”It asks:“Where are you headed?”🚨 What You’ll Learn-Why disease signals often appear years before diagnosis-How Stanford research showed early molecular warning patterns-How Google Health AI outperformed snapshot-based clinical prediction-Why biological trends matter more than “normal lab ranges”-How insulin resistance can begin with disrupted sleep-Why tracking trajectory beats chasing symptoms-How AI detects neurological changes through gait analysis-The privacy concerns surrounding AI health data-How to begin building your own personal digital twin today🎯 Real Example DiscussedDr. Addy shares his experience using advanced molecular tracking and how:AI simulated thousands of supplement and lifestyle scenariosPersonalized recommendations were generatedTrends were identified years before they would have shown up clinicallyThis is precision medicine evolving in real time.📈 The Core IdeaAI does not panic over one bad number.It detects acceleration.If your fasting glucose rises 5% per year…If your testosterone declines steadily…If sleep disruption trends upward…AI flags the trajectory long before crisis.That’s the power.Episode: 108AI Series: Ep 6Dr. Jace Nybo D.C. Dr. Addy Knutson D.C.Guide:00:00 From Snapshots to a Health “Movie”: Why Trajectory Matters01:07 Welcome to the AI Series: What Is a Digital Twin?02:32 How Digital Twins Work: Data + Algorithms + Real-Time Tracking03:32 Running Simulations: Testing Supplements, Treatments, and Outcomes05:47 Predicting Disease Early: Trends Like Testosterone, A1C, and Glucose08:45 The Stanford Deep Molecular Tracking Study (Genomics to Microbiome)11:09 Wearables & Biological Age: Why AI Flags Rapid Changes12:43 Practical Use Cases: Frozen Shoulder, Obesity, Sleep, and Insulin Resistance16:09 AI vs Clinicians: Longitudinal Prediction and “Network Thinking”18:31 Humans + AI: Emotional Intelligence Still Matters in Care19:41 Micah’s Company & the Origins of Digital Twins (Jet Engines → Humans)22:14 Precision medicine: matching treatments to genomic & microbiome subtypes24:43 Building your lifelong health database (labs, scans, life events)28:02 Using AI for trend-spotting: bloodwork, recovery, and a ‘digital twin’29:57 Case study: Theum/Theorum report—personalized supplements, diet & exercise34:47 Beyond bloodwork: movement screens, gait AI, and early neuro risk detection37:21 Privacy & data ownership: protecting your health data in the AI era38:39 Final takeaways, call to action, and medical disclaimerResources: https://therio.me/https://doi.org/10.1038/s41746-018-0029-1https://doi.org/10.1038/s41591-019-0414-6Ep: 45 Personalized Healthcare with Multiomics and AI. Ozone Therapy. Cold Plunging with Micah Lowehttps://youtu.be/6jewWXwsdfg