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
- Inhaled Therapy Uses Modified Bacteria to Break Down Pseudomonas Biofilms
- Miniature Wearable Sensor Enables Continuous Cuffless Blood Pressure Monitoring
- Studies Support AI-ECG for Detecting Suspected Hypertrophic Cardiomyopathy
- Updated Staging System Standardizes Cardiogenic Shock Assessment
- Moldable Sensor Could Support Neck Muscle Monitoring and Rehabilitation
- Routine Opt-Out Screening Helps Increase Detection of Adolescent STIs
- Personalized fMRI-Guided TMS May Improve Severe OCD Symptoms
- Ultrasound Implant Could Help Monitor Spinal Cord Recovery After Surgery
- Paper-Based Patch Integrates Sweat Sensors and Drug-Delivery Microneedles
- Circuit-Free Smart Patch Uses Smartphone Camera to Monitor Pulse and Vessel Stiffness

- 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
Channels
Artificial Intelligence
view channel
AI Analysis of Smartwatch ECGs May Help Detect Weakened Heart Function
Left ventricular systolic dysfunction (LVSD) occurs when the heart’s main pumping chamber does not contract effectively. The condition can remain asymptomatic for some time but may progress to symptomatic... Read more
AI Tool Speeds Echocardiogram Reporting With Comparable Accuracy
Echocardiography is the most widely used form of cardiac imaging, playing a key role in diagnosing heart disease and guiding treatment decisions. However, reviewing ultrasound images and documenting cardiac... Read moreCritical Care
view channel
Inhaled Therapy Uses Modified Bacteria to Break Down Pseudomonas Biofilms
Biofilms are protective layers of bacteria that can form inside endotracheal tubes during mechanical ventilation, making infections difficult to treat because intravenous antibiotics often struggle to... Read more
Miniature Wearable Sensor Enables Continuous Cuffless Blood Pressure Monitoring
Blood pressure is a key indicator of cardiovascular health, but conventional cuff-based measurement typically provides only a single reading at one point in time. This can limit monitoring during everyday... Read moreSurgical Techniques
view channel
Fluorescence Imaging Reveals Nerves Under Normal Operating-Room Lighting
Preventing unintended nerve injury remains a major concern during surgery, particularly in complex anatomical regions where nerves can be difficult to distinguish from surrounding tissue.... Read more
Programmable Microwave Ablation System Gains CE Mark for Minimally Invasive Tissue Ablation
Hospitals continue to seek minimally invasive approaches that simplify procedural planning and provide controlled energy delivery for tissue ablation. Thermal ablation systems are used across multiple... Read more
Minimally Invasive Balloon Procedure May Redirect Blood Flow During Cardiac Arrest
Out-of-hospital cardiac arrest has a low survival rate, and patients who do not respond to prolonged advanced resuscitation have few remaining treatment options. During cardiopulmonary resuscitation, blood... Read morePatient Care
view channelVirtual Reality Program May Reduce Anxiety Before Pediatric Surgery
Presurgery anxiety affects an estimated 50% to 75% of children undergoing surgery and can complicate anesthesia induction, increase postoperative pain, and prolong recovery. Sedation is often used to manage... Read more
Video-Based Support Helps Older Adults Clarify Kidney Disease Treatment Preferences
Advanced chronic kidney disease (CKD) involves progressive loss of kidney function that can lead to kidney failure and difficult treatment decisions. For older adults, these decisions may include choosing... 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
New Breath Condensate Testing Approach Enhances Reliability for COPD Monitoring
Chronic obstructive pulmonary disease (COPD) is a progressive lung condition that can increasingly impair breathing over time. Diagnosis and monitoring may be burdensome because patients often require... Read more
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 moreBusiness
view channel
Stryker Completes Acquisition to Broaden Shoulder Surgery Offerings
Stryker (Portage, MI, USA) has completed its acquisition of ZuriMED (Zurich, Switzerland), a privately held developer of the FiberLocker System, expanding its Sports Medicine portfolio with a commercialized... Read more







