AI Identifies Noncancerous Thyroid Nodules on Ultrasound Images and Reduces Biopsies
|
By HospiMedica International staff writers Posted on 13 Jun 2022 |

Thyroid nodules are very common. Fine needle aspiration biopsy is used to diagnose thyroid cancer. However most biopsies produce benign (non-cancerous) results and are potentially avoidable. Now, a new study has found that artificial intelligence (AI) can be used to identify thyroid nodules seen on thyroid ultrasound that are very unlikely to be cancerous, reducing a large number of unnecessary biopsies.
In the new study, researchers at the University of Colorado Anschutz Medical Campus (Aurora, CO, USA) used machine learning, a type of AI, to analyze ultrasound images of thyroid nodules. Machine learning is the process of using mathematical models of data to help a computer learn without direct instruction. More than 30,000 images from 621 thyroid nodules were used to train the machine-learning model that classifies thyroid nodules as “cancer” or “no cancer.” The model was tested on a different set of 145 nodules collected at another healthcare system. The AI-based model achieved a sensitivity (ability to not miss cancer) of 97%, and a specificity (ability to correctly identify a cancer) of 61%.
“This study demonstrates that the ultrasound-based AI classifier of thyroid nodules achieves sensitivity comparable to that of thyroid biopsy with fine needle aspiration,” said study lead researcher Nikita Pozdeyev, M.D., Ph.D., of the University of Colorado Anschutz Medical Campus.
“We believe this is a good next step to improving patient care and avoiding unnecessary procedures,” he said. He noted that prospective clinical trials are needed before this tool can be accepted as a standard of care.
“We demonstrated that using AI analysis of ultrasound images to rule out thyroid cancer and avoid biopsy is definitely possible,” he said. “This technology could assist radiologists and endocrinologists in choosing which thyroid nodules should undergo biopsy, especially those in the community who may not review a large number of thyroid ultrasound images.”
Related Links:
University of Colorado Anschutz Medical Campus
Latest Critical Care News
- Novel Pill Could Mimic Health Benefits of Bariatric Surgery
- AI Models Identify Patient Groups at Risk of Being Mistreated in Hospital ED
- CPR Guidelines Updated for Pediatric and Neonatal Emergency Care and Resuscitation
- Ingestible Capsule Monitors Intestinal Inflammation
- Wireless Implantable Sensor Enables Continuous Endoleak Monitoring
- Pulse Oximeter Index Offers Non-Invasive Guides for Fluid Therapy
- Wearable Patch for Early Skin Cancer Detection to Reduce Unnecessary Biopsies
- 'Universal' Kidney to Match Any Blood Type
- Light-Based Technology to Measure Brain Blood Flow Could Diagnose Stroke and TBI
- AI Heart Attack Risk Assessment Tool Outperforms Existing Methods
- Smartphone Imaging System Enables Early Oral Cancer Detection
- Swallowable Pill-Sized Bioprinter Treats GI Tract Injuries

- Personalized Brain “Pacemakers” Could Help Patients with Hard-To-Treat Epilepsy
- Microscopic DNA Flower Robots to Enable Precision Medicine Delivery
- Origami Robots to Deliver Medicine Less Invasively and More Effectively
- Improved Cough-Detection Technology Aids Health Monitoring
Channels
Critical Care
view channel
Novel Pill Could Mimic Health Benefits of Bariatric Surgery
More than 37 million Americans live with type 2 diabetes, the seventh leading cause of death in the United States. While lifestyle changes and insulin therapy can help manage the condition, bariatric surgery... Read more
AI Models Identify Patient Groups at Risk of Being Mistreated in Hospital ED
Triage errors in emergency departments can have life-or-death consequences, but identifying the root causes behind these errors has long been a challenge. Now, a team of researchers has applied machine... Read more
CPR Guidelines Updated for Pediatric and Neonatal Emergency Care and Resuscitation
Cardiac arrest in infants and children remains a leading cause of pediatric emergencies, with more than 7,000 out-of-hospital and 20,000 in-hospital cardiac arrests occurring annually in the United States.... Read moreSurgical Techniques
view channel
New Nanomaterial Improves Laser Lithotripsy for Removing Kidney Stones
Kidney stones affect nearly 11% of Americans, causing severe pain and driving billions in annual healthcare costs. During laser lithotripsy, urologists use a laser to break these stones into small fragments... Read more
Safer Hip Implant Design Prevents Early Femoral Fractures
Femoral fractures remain one of the most serious complications after total hip replacement (THR)—a surgery performed about one million times each year worldwide to relieve pain and restore mobility.... Read more
Ultraflexible Neurovascular Microcatheter Delivers Therapies to Tiniest Blood Vessels
Reaching the brain’s tiniest blood vessels—often thinner than a human hair—has long challenged doctors performing delicate procedures such as removing clots, stopping bleeding, or delivering localized chemotherapy.... Read more
Magnetic Soft Robotic Valve Provides Minimally Invasive Intervention for Acid Reflux
Millions of people worldwide suffer from gastroesophageal reflux disease (GERD), a chronic condition in which stomach acid flows back into the esophagus due to a weak or malfunctioning lower esophageal sphincter.... Read morePatient Care
view channel
Revolutionary Automatic IV-Line Flushing Device to Enhance Infusion Care
More than 80% of in-hospital patients receive intravenous (IV) therapy. Every dose of IV medicine delivered in a small volume (<250 mL) infusion bag should be followed by subsequent flushing to ensure... Read more
VR Training Tool Combats Contamination of Portable Medical Equipment
Healthcare-associated infections (HAIs) impact one in every 31 patients, cause nearly 100,000 deaths each year, and cost USD 28.4 billion in direct medical expenses. Notably, up to 75% of these infections... Read more
Portable Biosensor Platform to Reduce Hospital-Acquired Infections
Approximately 4 million patients in the European Union acquire healthcare-associated infections (HAIs) or nosocomial infections each year, with around 37,000 deaths directly resulting from these infections,... Read moreFirst-Of-Its-Kind Portable Germicidal Light Technology Disinfects High-Touch Clinical Surfaces in Seconds
Reducing healthcare-acquired infections (HAIs) remains a pressing issue within global healthcare systems. In the United States alone, 1.7 million patients contract HAIs annually, leading to approximately... Read moreHealth IT
view channel
Printable Molecule-Selective Nanoparticles Enable Mass Production of Wearable Biosensors
The future of medicine is likely to focus on the personalization of healthcare—understanding exactly what an individual requires and delivering the appropriate combination of nutrients, metabolites, and... Read moreBusiness
view channel
Philips and Masimo Partner to Advance Patient Monitoring Measurement Technologies
Royal Philips (Amsterdam, Netherlands) and Masimo (Irvine, California, USA) have renewed their multi-year strategic collaboration, combining Philips’ expertise in patient monitoring with Masimo’s noninvasive... Read more
B. Braun Acquires Digital Microsurgery Company True Digital Surgery
The high-end microsurgery market in neurosurgery, spine, and ENT is undergoing a significant transformation. Traditional analog microscopes are giving way to digital exoscopes, which provide improved visualization,... Read more
CMEF 2025 to Promote Holistic and High-Quality Development of Medical and Health Industry
The 92nd China International Medical Equipment Fair (CMEF 2025) Autumn Exhibition is scheduled to be held from September 26 to 29 at the China Import and Export Fair Complex (Canton Fair Complex) in Guangzhou.... Read more







