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
- Implantable Wireless Light Device Advance Bladder Cancer Treatment
- Smart Wristband Technology Detects Cardiac Arrest and Alerts Responders
- FDA-Cleared Home Sleep Test Enables Multi-Night Diagnosis of Sleep Apnea
- AI-Enabled Wearable Patches Reveal Undetected Hormone Disruption in Infertility
- AI Method Turns Toe Scan into Rapid PAD Screening Tool
- Integrated AI Pulmonary Workflow System Streamlines Detection and Follow-Up
- AI Model Predicts 10-Year Stroke Risk from Standard ECG
- Portable Ultrasound Tool Quantifies Liver Fat with MRI-Like Accuracy
- AI Tool Predicts Risk of Out-of-Hospital Cardiac Arrest
- Implantable Cytokine Device Enables Localized Immunotherapy for Ovarian Cancer
- Wearable Defibrillator Supports Quicker Beta-Blocker Optimization in Women
- High-Frequency Ultrasound Disables Viruses While Sparing Human Cells
- New Nasal Spray Enables Prehospital Neuroprotection in Ischemic Stroke
- AI-Enhanced ECG Screens for Heart Failure Risk in Resource-Limited Settings
- Single-Lead AI ECG Tool Detects Moderate-to-Severe Hyperkalemia Outside Clinic
- Reduced-Intensity Transplant Regimen Expands Donor Access in Sickle Cell Disease
Channels
Artificial Intelligence
view channel
Automated Phone Speech Test Identifies Alzheimer’s Pathology for Prescreening
Alzheimer’s disease assessment and trial recruitment often rely on costly, invasive biomarker testing and clinic-based cognitive evaluations, limiting scalability as populations age. Providers and trial... Read more
FDA-Cleared AI System Detects Sepsis Earlier and Reduces Mortality
Sepsis remains one of the deadliest complications for hospitalized patients, in part because its early signs overlap with other conditions. Each hour of delayed recognition measurably decreases survival,... Read moreCritical Care
view channel
Implantable Wireless Light Device Advance Bladder Cancer Treatment
Bladder cancer, a malignancy of the urinary bladder, often requires local therapies that spare surrounding tissue. Photodynamic therapy uses light-activated drugs but is limited by poor light penetration... Read more
AI-Enabled Wearable Patches Reveal Undetected Hormone Disruption in Infertility
Unexplained infertility, diagnosed when routine evaluations identify no clear cause, affects 15–30% of couples and often leaves patients with limited options. Standard testing typically captures hormone... Read moreSurgical Techniques
view channel
BD Launches Elyra Laser Platform for Kidney Stone and Soft Tissue Procedures
BD (Becton, Dickinson and Company) has introduced the Elyra Thulium Fiber Laser (TFL) System, an advanced laser platform developed to complete its kidney stone care portfolio for urology teams.... Read more
Stretchable Bioelectronic Implant Lowers Blood Pressure in Preclinical Study
Hypertension, or high blood pressure, drives major cardiovascular morbidity and affects nearly half of adults in the United States. About one in ten patients develop drug‑resistant hypertension that persists... Read more
FDA-Cleared Nerve Stimulator Advances Intraoperative Peripheral Nerve Assessment
The Evala Nerve Stimulator from Epineuron (Mississauga, ON, Canada) is a handheld, intraoperative electrical stimulation system designed to provide surgeons with a rapid and accurate method for nerve identification... Read morePatient Care
view channel
AI Avatar Doctor Improves Patient Understanding Before Radiotherapy
Radiation oncology consultations require patients to grasp complex concepts quickly, yet anxiety and information overload often undermine understanding and informed consent. Poor comprehension can also... Read more
Wearable Sleep Data Predict Adherence to Pulmonary Rehabilitation
Chronic obstructive pulmonary disease (COPD) is a long-term lung disorder that makes breathing difficult and often disturbs sleep, reducing energy for daily activities. Limited engagement in pulmonary... Read moreHealth IT
view channel
EHR-Integrated Screening Workflow Detects Cognitive Impairment at Admission
Cognitive impairment involves difficulties with thinking, learning, memory, and decision-making, and is more common in older adults. In U.S. hospitals, more than 40% of admitted older adults have dementia,... Read more
AI System Detects and Quantifies Chronic Subdural Hematoma
Viz.ai (San Francisco, CA, USA) announced a strategic commercialization collaboration with Johnson & Johnson (New Brunswick, NJ, USA) to expand access in the United States to the Viz Subdural solution... Read more
Continuous Monitoring Platform Detects Infection Risk Across Care Transitions
Patients leaving skilled nursing facilities often lose continuous physiologic monitoring, increasing the risk of undetected infection and delayed intervention. Nursing home residents are seven times more... Read more
Automated System Classifies and Tracks Cardiogenic Shock Across Hospital Settings
Cardiogenic shock remains a difficult, time-sensitive emergency, with delayed identification driving poor outcomes and persistently high mortality. Many cases go undocumented even at advanced stages, hindering... Read morePoint of Care
view channel
Point-of-Care Viscoelastic Testing System Supports Obstetric Bleeding Management
HemoSonics (Durham, NC, USA) announced on May 5, 2026 that the company's Quantra Hemostasis System for Obstetric Procedures won Silver in the 2026 Edison Awards in the Women’s Health and Reproductive Innovations... Read moreBusiness
view channel
Olympus Partnership Aims to Expand Access to Robot-Assisted Endoscopic Therapy
Olympus has signed an exclusive global distribution agreement with EndoRobotics Co., Ltd., under which robot-assisted technologies developed by EndoRobotics will be distributed worldwide as part of the... Read more







