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
- Chest Digital Twin Guides Light Therapy Dosing for Pneumonia
- Intraoperative Drug Combination Reduces Kidney Injury in Septic Shock Surgery
- Wirelessly Powered Implant Targets Excess Glucose in the Blood
- Noninvasive Brain-Computer Interface Enables Responses in Some Unresponsive ICU Patients
- U.S. Launch Expands Kidney Replacement Therapy Options With Integrated Anticoagulation
- Smart Medical Adhesive Patch Uses Heat to Enable Gentle Removal
- Real-Time Data Platform Supports Precision Care in Polycystic Kidney Disease
- Smart Pulse Oximetry Supports Earlier Recognition of Arrhythmias and Respiratory Risk
- Wearable Robotic Gait Training Linked to Improved Walking Distance in ALS
- Consumer Smartwatch May Expand Access to Obstructive Sleep Apnea Screening
- Proposed Risk Score Prioritizes Sickest Patients for Heart Transplant
- Wristwatch Sensor Tracks Sodium and Potassium in Sweat in Real Time
- Smart Tear Sensors May Help Detect Shifts in Eye Health Over Time
- Wearable Smart Ring Receives FDA Clearance for Noninvasive Blood Oxygen Monitoring
- AI Tool Combining ECG and Blood Tests Reduces Unnecessary Heart Transplant Biopsies
- Deep Brain Stimulation Window May Matter for Parkinson’s Patients With GBA1 Variants
Channels
Artificial Intelligence
view channel
AI Tool Prioritizes Peer Referrals to Expand HIV Testing Access
Human immunodeficiency virus (HIV) remains a major public health challenge when people at risk lack timely testing and care. In South Africa, men and adolescents are among those less likely to seek testing... Read more
Explainable AI Dermoscopy Tool Supports Risk Assessment for Skin Cancer
Skin lesions can be difficult to triage when benign and malignant findings share visual features, leaving clinicians uncertain about whether to recommend biopsy or continued monitoring. These decisions... Read moreCritical Care
view channelChest Digital Twin Guides Light Therapy Dosing for Pneumonia
Pneumonia is a lung infection that can impair gas exchange and progress to severe respiratory compromise. Light-based therapies may help treat infection or inflammation, but externally applied light must... Read more
Intraoperative Drug Combination Reduces Kidney Injury in Septic Shock Surgery
Septic shock is a life-threatening response to infection that can cause circulatory failure and organ injury, with global mortality rates reaching 50%. Although emergency surgery can clear the underlying... Read more
Wirelessly Powered Implant Targets Excess Glucose in the Blood
Type 2 diabetes is a chronic metabolic disorder that is becoming increasingly common worldwide. It is often associated with obesity, sedentary behavior, and prolonged excess energy intake.... Read moreU.S. Launch Expands Kidney Replacement Therapy Options With Integrated Anticoagulation
Critically ill patients with acute kidney injury often require continuous kidney replacement therapy in intensive care units. During these extracorporeal treatments, careful anticoagulation management... Read moreSurgical Techniques
view channel
FDA-Cleared Thrombectomy System Removes Pulmonary Embolism Clots
Pulmonary embolism occurs when blood clots travel to the lungs and block blood flow, potentially requiring urgent endovascular intervention to prevent death. Catheter-based clot removal can be challenging,... Read more
Implantable Ultrasound Device Enhances Local Drug Delivery in Glioblastoma
Glioblastoma is an aggressive brain tumor that frequently recurs after surgery. Although surgeons can remove visible tumor tissue, residual cancer cells may remain in surrounding brain tissue and contribute... Read more
Miniature Image Sensor Enables Digital Imaging in Single-Use Endoscopes
Disposable single-use endoscopes are increasingly used to help reduce infection risk and the burden of post-procedure reprocessing and equipment management. As insertion sections become thinner, endoscopic... Read more
Half-Matched Family Donors Could Expand Transplant Access for Severe Aplastic Anemia
Severe aplastic anemia is a rare, life-threatening disorder in which the bone marrow fails to produce enough healthy blood cells, leaving children and young adults vulnerable to anemia, infection, and bleeding.... Read morePatient Care
view channel
Expert Review Outlines Diagnosis and Treatment of Recurrent Catheter Infections
Patients who rely on long-term intravenous catheters for chemotherapy, hemodialysis, intravenous nutrition, and other essential therapies remain at risk of catheter-related bloodstream infections.... Read more
Total-Body PET/CT Scanner Enables One-Minute Diagnostic-Quality Cancer Imaging
Positron emission tomography/computed tomography (PET/CT) combines radiotracer-based functional imaging with anatomical detail to diagnose, stage, and monitor cancer. Conventional scanners image the body... Read moreHealth IT
view channel
Clinical Decision Support Tool Automates CKD Risk Assessment in Primary Care
Chronic kidney disease (CKD) requires timely diagnosis, risk assessment, and coordinated treatment in primary care. Delayed recognition can affect decisions about testing, blood pressure control, cardiovascular... Read more
EHR Alerts Support Dosing, Sedation, and Shock Recognition in Cardiac Care
Electronic health record alerts can add to clinician workload when they are poorly targeted. In critical cardiac care, however, delayed decisions can affect treatment timing, sedation exposure, and escalation... Read morePoint of Care
view channel
Continuous Glucose Monitoring Identifies Cardiometabolic Risk in Adults Without Diabetes
Dysglycemia—abnormal blood glucose regulation—can fluctuate throughout the day and often escape conventional screening. Clinicians typically rely on fasting plasma glucose and hemoglobin A1c, which offer... Read more
Microneedle Patch Enables At-Home Monitoring of Acute Kidney Injury
Kidney disease is often silent in its early stages, making timely detection difficult outside clinical settings. Early biomarkers such as neutrophil gelatinase–associated lipocalin can require blood draws... Read moreBusiness
view channel
Steris to Expand Surgical Safety Portfolio With $2.1 Billion Xodus Medical Deal
Steris has signed a definitive agreement to acquire Xodus Medical, a specialty surgical products business based in Pennsylvania, for $2.1 billion at closing. The acquisition will expand Steris’s healthcare... Read more
Stryker Enters Soft-Tissue Robotics Through Strategic Alliance With CMR Surgical
Stryker (Portage, MI, USA) and CMR Surgical (Cambridge, UK) have announced a strategic alliance centered on the Versius Surgical Robotic portfolio. The agreement includes an approximately USD 400 million... Read more







