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4DMedical & Mayo Clinic: AI-Driven Respiratory Breakthrough

Dillip Chowdary

By Dillip Chowdary

Published March 25, 2026 • 9 min read

In a milestone for functional respiratory imaging, 4DMedical and Mayo Clinic have announced the full clinical deployment of CT VQ, an AI-driven diagnostic tool that promises to revolutionize how we detect and treat lung disease. This technology, which provides a three-dimensional map of regional lung function without the need for radioactive contrast, represents a quantum leap over traditional pulmonary function tests (PFTs).

The Technology: Functional Insight from Static Scans

At the core of the breakthrough is 4DMedical's proprietary XV Technology. Unlike a standard CT scan, which provides a static picture of lung anatomy, CT VQ uses AI algorithms to analyze the movement of lung tissue during the breathing cycle. This allows clinicians to quantify Regional Ventilation (air flow) and Regional Perfusion (blood flow) at a granular level.

The AI model, trained on millions of high-resolution respiratory datasets, can identify "Silent Zones"—areas of the lung that appear structurally normal on a standard CT but are functionally impaired. This early detection is critical for diseases like COPD, Cystic Fibrosis, and Pulmonary Hypertension, where symptoms often lag behind functional decline.

Because CT VQ relies on standard CT hardware, it can be deployed in existing radiology departments without expensive new equipment. The software-as-a-service (SaaS) model allows for rapid scaling, with the Mayo Clinic serving as the primary validation site for the technology's clinical efficacy in high-stakes surgical planning and chronic disease management.

Mayo Clinic Integration: Precision Medicine in Action

Mayo Clinic has integrated CT VQ into its Multidisciplinary Pulmonary Clinic. Surgeons are using the AI-generated maps to plan Lung Volume Reduction Surgery (LVRS), ensuring that they only target the most non-functional areas while preserving healthy tissue. This "Functional Precision" has already led to a measurable decrease in post-operative complications and shorter recovery times.

Beyond surgery, the technology is being used to monitor the effectiveness of new Biologic Therapies for asthma and interstitial lung disease. By providing a quantitative measure of functional improvement, CT VQ allows doctors to adjust dosages and switch treatments much faster than was previously possible with subjective symptom reports or effort-dependent PFTs.

The partnership also involves a massive Longitudinal Study. Mayo researchers are using 4DMedical's platform to track the respiratory health of thousands of patients over five years. The goal is to develop Predictive AI Models that can forecast respiratory failure weeks before it occurs, allowing for proactive intervention in the outpatient setting.

The Patient Impact: Faster, Safer Diagnostics

For patients, the benefits of CT VQ are immediate. Traditional VQ Scans often require the inhalation or injection of radioactive isotopes, which can be stressful and carry a radiation burden. CT VQ eliminates this need, providing a safer and more comfortable experience. Furthermore, because the test is automated, the "time to results" has been reduced from days to under an hour.

The objectivity of the AI analysis also removes Clinician Bias. In cases of complex or rare lung diseases, different radiologists often interpret static scans differently. CT VQ provides a standardized, color-coded map that is easy for both doctors and patients to understand. This visual clarity fosters better communication and more engaged patients in their own care plans.

Furthermore, the technology is proving invaluable for Long COVID clinics. Many patients with persistent respiratory symptoms show normal results on standard tests. CT VQ has been able to pinpoint micro-scale ventilation defects in these patients, providing a path toward targeted therapy and, finally, a clear diagnosis for their symptoms.

Scaling AI in Healthcare: Challenges and Successes

The successful deployment at Mayo Clinic serves as a blueprint for AI Scaling in Medicine. The key was 4DMedical's focus on Interoperability. The CT VQ system integrates directly with existing PACS (Picture Archiving and Communication Systems) and EHR (Electronic Health Record) platforms, ensuring that the functional maps are available wherever the doctor is making a decision.

However, the journey was not without challenges. Regulatory Approval for AI-based diagnostics is a rigorous process. 4DMedical had to demonstrate that their algorithms were not only accurate but also robust across different CT manufacturers and patient demographics. The Mayo Clinic partnership provided the high-quality data and clinical expertise necessary to clear these regulatory hurdles.

Looking forward, 4DMedical is exploring Real-Time AI Guidance for bronchoscopy. By overlaying the functional map onto a live camera feed, doctors can navigate the airways with unprecedented precision. This "GPS for the Lungs" represents the next frontier in minimally invasive respiratory medicine.

Conclusion: A New Standard for Lung Health

The partnership between 4DMedical and Mayo Clinic marks the beginning of a new era in respiratory care. By combining Advanced AI with World-Class Clinical Expertise, they have turned a static imaging modality into a dynamic functional tool. For the millions of people living with chronic lung disease, CT VQ is more than just a breakthrough; it is a breath of fresh air.