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  • Communication
  • Open Access
10 Citations
21,165 Views
14 Pages

Explainable Automated TI-RADS Evaluation of Thyroid Nodules

  • Alisa Kunapinun,
  • Dittapong Songsaeng,
  • Sittaya Buathong,
  • Matthew N. Dailey,
  • Chadaporn Keatmanee and
  • Mongkol Ekpanyapong

21 August 2023

A thyroid nodule, a common abnormal growth within the thyroid gland, is often identified through ultrasound imaging of the neck. These growths may be solid- or fluid-filled, and their treatment is influenced by factors such as size and location. The...

(This article belongs to the Special Issue AI for Biomedical Sensing and Imaging)
  • Article
  • Open Access
7 Citations
2,962 Views
9 Pages

Evaluation of the Performance of ACR TI-RADS Also Considering Those Nodules with No Indication of FNAC: A Single-Center Experience

  • Stefano Amendola,
  • Sium Wolde Sellasie,
  • Francesco Pedicini,
  • Massimo Carlini,
  • Giulia Russo,
  • Nicola Ossola,
  • Andrea Leoncini,
  • Flavia Botti,
  • Elena Bonanno and
  • Luigi Uccioli
  • + 1 author

4 January 2023

Background: Several US risk stratification score systems (RSSs) have been developed to standardize a thyroid nodule risk of malignancy. It is still a matter of debate which RSS is the most reliable. The purpose of this study is to evaluate: (1) the c...

(This article belongs to the Special Issue Novel Methods of Diagnostics of Thyroid and Parathyroid Lesions)
  • Article
  • Open Access
1,010 Views
15 Pages

Relationship Between Thyroid Hormonal Function and Ultrasound TI-RADS Stratification in a Saudi Cohort

  • Ali H. Alghamdi,
  • Ashwag A. Albalawi,
  • Shahad S. Aljuhani,
  • Ahmed Alghamdi,
  • Mansuor A. Alanazi,
  • Arwa Baeshen,
  • Adnan Alahmadi and
  • Njoud Aldusary

28 February 2026

Introduction: Thyroid disorders are among the most prevalent endocrine diseases worldwide, with rising incidence linked to aging, lifestyle, and environmental factors. Early identification of both functional and structural abnormalities is essential...

(This article belongs to the Section Endocrinology and Clinical Metabolic Research)
  • Article
  • Open Access
18 Citations
3,813 Views
12 Pages

This study aimed to explore the ability of combination model of ultrasound radiomics score (Rad-score) and the thyroid imaging, reporting and data system by the American College of Radiology (ACR TI-RADS) in predicting benign and malignant thyroid no...

(This article belongs to the Section Medical Imaging and Theranostics)
  • Article
  • Open Access
25 Citations
5,345 Views
16 Pages

TI-RADS Diagnostic Performance: Which Algorithm Is Superior and How Elastography and 4D Vascularity Improve the Malignancy Risk Assessment

  • Andreea Borlea,
  • Florin Borcan,
  • Ioan Sporea,
  • Cristina Adriana Dehelean,
  • Romeo Negrea,
  • Laura Cotoi and
  • Dana Stoian

Given the increased prevalence of thyroid nodules in the general population (~50%), the real challenge resides in correctly recognizing the suspicious ones. This study proposes to compare four important Thyroid Imaging and Reporting Data Systems (TI-...

(This article belongs to the Special Issue Elastography)
  • Article
  • Open Access
3 Citations
1,641 Views
12 Pages

Background/Objectives: Multimodal large language models (LLMs) may directly interpret medical images, including thyroid ultrasounds (USs). Whether these models can reliably assess thyroid nodules—where subtle echogenic and morphological details...

(This article belongs to the Section Machine Learning and Artificial Intelligence in Diagnostics)
  • Article
  • Open Access
9 Citations
10,519 Views
16 Pages

Diagnostic Performance of ACR TI-RADS and ATA Guidelines in the Prediction of Thyroid Malignancy: A Prospective Single Tertiary Center Study and Literature Review

  • Ashkan Torshizian,
  • Fatemeh Hashemi,
  • Nastaran Khoshhal,
  • Alireza Ghodsi,
  • Houra Rastegar,
  • Zohreh Mousavi,
  • Maliheh Dadgar Moghadam and
  • Masoud Mohebbi

18 September 2023

Aim: This study sought to compare two common risk stratification systems in terms of their diagnostic performance for the evaluation of thyroid malignancy. Methods: The American College of Radiology (ACR) Thyroid Imaging, Reporting and Data System (T...

(This article belongs to the Special Issue Advances in Head and Neck Ultrasound)
  • Article
  • Open Access
2 Citations
1,934 Views
14 Pages

Prospective Optimization of Malignancy Risk Prediction in Indeterminate Thyroid Nodules: Diagnostic Synergy of ACR TI-RADS and the 2023 Bethesda System

  • Ozlem Aydin,
  • Bulent Colakoglu,
  • Cavit Kerem Kayhan,
  • Mehmet Güven Günver,
  • Mariana Simplício,
  • Joana Pinto Schmitt and
  • Sule Canberk

Background: Risk stratification of indeterminate thyroid nodules (Bethesda III–IV) remains difficult and often triggers unnecessary procedures. Ultrasound-based ACR TI-RADS and the 2023 Bethesda System are widely used, but the incremental value...

(This article belongs to the Section Thyroid Endocrinology)
  • Article
  • Open Access
13 Citations
3,214 Views
14 Pages

Ultrasound Radiomics Nomogram to Diagnose Sub-Centimeter Thyroid Nodules Based on ACR TI-RADS

  • Wenwu Lu,
  • Di Zhang,
  • Yuzhi Zhang,
  • Xiaoqin Qian,
  • Cheng Qian,
  • Yan Wei,
  • Zicong Xia,
  • Wenbo Ding and
  • Xuejun Ni

3 October 2022

The aim of the present study was to develop a radiomics nomogram to assess whether thyroid nodules (TNs) < 1 cm are benign or malignant. From March 2021 to March 2022, 156 patients were admitted to the Affiliated Hospital of Nantong University, an...

(This article belongs to the Special Issue Artificial Intelligence and Advanced Medical Imaging in Cancer Diagnosis and Precision Care)
  • Article
  • Open Access
15 Citations
25,804 Views
33 Pages

4 August 2023

While thyroid nodules are less common in children than in adults, they are more frequently malignant. However, pediatric data are scarce regarding the performance characteristics of imaging and cytopathology classification systems validated to predic...

  • Article
  • Open Access
15 Citations
4,225 Views
14 Pages

Thyroid Cancer Detection in a Routine Clinical Setting: Performance of ACR TI-RADS, FNAC, and Molecular Testing in Prospective Cohort Study

  • Tereza Grimmichova,
  • Petra Pacesova,
  • Martin Hill,
  • Barbora Pekova,
  • Marketa Vankova,
  • Jitka Moravcova,
  • Jana Vrbikova,
  • Zdenek Novak,
  • Karolina Mastnikova and
  • Vlasta Sykorova
  • + 4 authors

The aim of our study was to address the potential for improvements in thyroid cancer detection in routine clinical settings using a clinical examination, the American College of Radiology Thyroid Imaging Reporting and Database System (ACR TI-RADS), a...

(This article belongs to the Special Issue Recent Advances in Thyroid Cancer: From Diagnosis to Treatment)
  • Article
  • Open Access
36 Citations
6,951 Views
8 Pages

16 January 2020

Due to the widespread use of ultrasound, small thyroid nodules (TNs) ≤ 10 mm are common findings. Standardized approaches for the risk stratification of TNs with Thyroid Imaging Reporting and Data Systems (TIRADS) were evaluated for the clinical r...

(This article belongs to the Special Issue Imaging and Imaging-Based Management of Thyroid Nodules)
  • Article
  • Open Access
3 Citations
5,209 Views
10 Pages

The Size of a Thyroid Nodule with ACR TI-RADS Does Not Provide a Better Prediction of the Nature of the Nodule: A Single-Center Retrospective Real-Life Observational Study

  • Chiara Scorziello,
  • Cosimo Durante,
  • Marco Biffoni,
  • Maria Carola Borcea,
  • Fabrizio Consorti,
  • Angelo Laca,
  • Rossella Melcarne,
  • Luca Ventrone and
  • Laura Giacomelli

We investigated if thyroid nodule size has a predictive value of malignancy on a par with composition, echogenicity, shape, margin, and echogenic foci, and what would be the consequence of observing the rule of the American College of Radiology (ACR)...

  • Article
  • Open Access
2 Citations
7,518 Views
8 Pages

Evaluation of ACR TI-RADS for Predicting Malignancy in Thyroid Nodules: Insights from Fine-Needle Aspiration Cytology and Histopathology Results

  • Ahmed Alsibani,
  • Mohammed Alessa,
  • Fahad Alwadi,
  • Shams Alotaibi,
  • Hana Alfaleh,
  • Ali M. Moshibah,
  • Abdullah M. Alqahtani,
  • Abdulwahed AlQahtani,
  • Mohammad Almayouf and
  • Khalid Hussain Al-Qahtani
  • + 1 author

10 October 2024

The American College of Radiology Thyroid Imaging Reporting and Data System (ACR TI-RADS) stratifies patients with thyroid nodules for further evaluation. We evaluated the accuracy of this risk stratification and compared it with that of fine-needle...

  • Article
  • Open Access
447 Views
10 Pages

4 June 2026

Objective: Preoperative prediction of incidental papillary thyroid microcarcinoma (PTMC) in patients undergoing surgery for multinodular goiter (MNG) is a clinically significant challenge. This study aimed to evaluate the association of preoperative...

(This article belongs to the Section General Surgery)
  • Article
  • Open Access
8 Citations
14,015 Views
14 Pages

10 December 2024

Objective: To determine the cancer risk in thyroid nodules using ACR TI-RADS. Methods: A retrospective analysis of all thyroid biopsies was performed over a 3-year period (2021 to 2023). Variables including gender, age, history of thyroid cancer or n...

(This article belongs to the Special Issue Diagnosis and Management of Thyroid Disorders)
  • Article
  • Open Access
2 Citations
4,504 Views
13 Pages

Integrating Clinical Parameters into Thyroid Nodule Malignancy Risk: A Retrospective Evaluation Based on ACR TI-RADS

  • Nikolaos Angelopoulos,
  • Ioannis Androulakis,
  • Dimitrios P. Askitis,
  • Nicolas Valvis,
  • Rodis D. Paparodis,
  • Valentina Petkova,
  • Anastasios Boniakos,
  • Dimitra Zianni,
  • Andreas Rizoulis and
  • Sarantis Livadas
  • + 2 authors

29 July 2025

Background/Objectives: Thyroid nodules are commonly found through sensitive imaging methods like ultrasonography. While most nodules are benign and asymptomatic, certain characteristics may indicate malignancy, prompting fine needle aspiration biopsy...

(This article belongs to the Special Issue Thyroid Disease: Updates from Diagnosis to Treatment)
  • Article
  • Open Access
25 Citations
4,541 Views
11 Pages

Strain Elastography as a Valuable Diagnosis Tool in Intermediate Cytology (Bethesda III) Thyroid Nodules

  • Dana Stoian,
  • Florin Borcan,
  • Izabella Petre,
  • Ioana Mozos,
  • Flore Varcus,
  • Viviana Ivan,
  • Andreea Cioca,
  • Adrian Apostol and
  • Cristina Adriana Dehelean

13 September 2019

Fine needle aspiration (FNA) is considered the gold standard in the diagnostic of thyroid nodules. Using the recommended BETHESDA reporting system, up to 20% of results are classified as intermediate cytology. As there is no consensus whether ultraso...

(This article belongs to the Special Issue Elastography)
  • Article
  • Open Access
1,450 Views
12 Pages

Ultrasound Pattern of Indeterminate Thyroid Nodules with Prevalence of Oncocytes

  • Sium Wolde Sellasie,
  • Stefano Amendola,
  • Leo Guidobaldi,
  • Francesco Pedicini,
  • Isabella Nardone,
  • Tommaso Piticchio,
  • Simona Zaccaria,
  • Luigi Uccioli and
  • Pierpaolo Trimboli

23 July 2025

Objectives: Oncocyte-rich indeterminate thyroid nodules (O-ITNs) present diagnostic and management challenges due to overlapping features between benign and malignant lesions and differing cytological classifications. This study aimed primarily to as...

(This article belongs to the Section Endocrinology & Metabolism)
  • Systematic Review
  • Open Access
12 Citations
4,788 Views
11 Pages

2 December 2022

(1) Background: To determine the optimal cut-off values of two risk stratification systems to discriminate malignant thyroid nodules and to compare the diagnostic performance; (2) Methods: True and false positive and negative data were collected, and...

(This article belongs to the Section Cancer Therapy)
  • Article
  • Open Access
14 Citations
4,464 Views
15 Pages

Multimodal Ultrasound Radiomic Technology for Diagnosing Benign and Malignant Thyroid Nodules of Ti-Rads 4-5: A Multicenter Study

  • Luyao Wang,
  • Chengjie Wang,
  • Xuefei Deng,
  • Yan Li,
  • Wang Zhou,
  • Yilv Huang,
  • Xuan Chu,
  • Tengfei Wang,
  • Hai Li and
  • Yongchao Chen

25 September 2024

This study included 468 patients and aimed to use multimodal ultrasound radiomic technology to predict the malignancy of TI-RADS 4-5 thyroid nodules. First, radiomic features are extracted from conventional two-dimensional ultrasound (transverse ultr...

(This article belongs to the Section Biomedical Sensors)
  • Article
  • Open Access
1 Citations
2,913 Views
14 Pages

Assessment of Ultrasound-Controlled Diagnostic Methods for Thyroid Lesions and Their Associated Costs in a Tertiary University Hospital in Spain

  • Lelia Ruiz-Hernández,
  • Carmen Rosa Hernández-Socorro,
  • Pedro Saavedra,
  • María de la Vega-Pérez and
  • Sergio Ruiz-Santana

6 August 2025

Background/Objectives: Accurate diagnosis of thyroid cancer is critical but challenging due to overlapping ultrasound (US) features of benign and malignant nodules. This study aimed to evaluate the diagnostic performance of non-invasive and minimally...

(This article belongs to the Section Endocrinology & Metabolism)
  • Review
  • Open Access
53 Citations
19,547 Views
21 Pages

26 August 2021

Since 2009, thyroid imaging reporting and data systems (TI-RADS) have been playing an increasing role in the field of thyroid nodules (TN) imaging. Their common aims are to provide sonologists of varied medical specialties and clinicians with an ultr...

(This article belongs to the Special Issue Risk Stratification of Thyroid Nodule: From Ultrasound Features to TIRADS)
  • Article
  • Open Access
3 Citations
1,237 Views
12 Pages

Intra- and Inter-Observer Reliability of ChatGPT-4o in Thyroid Nodule Ultrasound Feature Analysis Based on ACR TI-RADS: An Image-Based Study

  • Ziman Chen,
  • Nonhlanhla Chambara,
  • Shirley Yuk Wah Liu,
  • Tom Chi Man Chow,
  • Carol Man Sze Lai and
  • Michael Tin Cheung Ying

17 October 2025

Background/Objectives: Advances in large language models like ChatGPT-4o have extended their use to medical image analysis. Accurate assessment of thyroid nodule ultrasound features using ACR TI-RADS is crucial for clinical practice. This study aims...

(This article belongs to the Section Medical Imaging and Theranostics)
  • Article
  • Open Access
644 Views
13 Pages

6 January 2026

Background/Objectives: This study aimed to evaluate the relationship between preoperative clinical, ultrasonographic, and cytologic findings and postoperative histopathology in patients with thyroid nodules, and to determine diagnostic factors associ...

(This article belongs to the Special Issue Thyroid Cancer: Clinical Diagnosis and Treatment)
  • Article
  • Open Access
53 Citations
8,039 Views
18 Pages

Ultrasound Image Classification of Thyroid Nodules Using Machine Learning Techniques

  • Vijay Vyas Vadhiraj,
  • Andrew Simpkin,
  • James O’Connell,
  • Naykky Singh Ospina,
  • Spyridoula Maraka and
  • Derek T. O’Keeffe

Background and Objectives: Thyroid nodules are lumps of solid or liquid-filled tumors that form inside the thyroid gland, which can be malignant or benign. Our aim was to test whether the described features of the Thyroid Imaging Reporting and Data S...

(This article belongs to the Special Issue Thyroid Disorders: Pathogenesis, Diagnosis, Impact on Health and Therapies)
  • Article
  • Open Access
754 Views
17 Pages

Clinical Value of Core Needle Biopsy as a Second-Line Approach After Non-Conclusive Fine-Needle Aspiration in Thyroid Nodules: A Paired Analysis

  • Vladan Markovic,
  • Slobodanka Mitrovic,
  • Tijana Maksic,
  • Irfan Corovic,
  • Marija Sekulic,
  • Mladen Maksic and
  • Vesna Grbovic

Background: Fine-needle aspiration biopsy (FNAB) is the standard initial diagnostic procedure for thyroid nodules; however, a considerable proportion of results are non-diagnostic or indeterminate, often requiring repeat procedures and delaying manag...

(This article belongs to the Section Pathology and Molecular Diagnostics)
  • Article
  • Open Access
41 Citations
6,433 Views
14 Pages

Diagnostic Performance of Kwak, EU, ACR, and Korean TIRADS as Well as ATA Guidelines for the Ultrasound Risk Stratification of Non-Autonomously Functioning Thyroid Nodules in a Region with Long History of Iodine Deficiency: A German Multicenter Trial

  • Philipp Seifert,
  • Simone Schenke,
  • Michael Zimny,
  • Alexander Stahl,
  • Michael Grunert,
  • Burkhard Klemenz,
  • Martin Freesmeyer,
  • Michael C. Kreissl,
  • Ken Herrmann and
  • Rainer Görges

4 September 2021

Germany has a long history of insufficient iodine supply and thyroid nodules occur in over 30% of the adult population, the vast majority of which are benign. Non-invasive diagnostics remain challenging, and ultrasound-based risk stratification syste...

(This article belongs to the Special Issue Risk Stratification of Thyroid Nodule: From Ultrasound Features to TIRADS)
  • Article
  • Open Access
5 Citations
3,565 Views
13 Pages

Thyroid Nodule Characterization: Which Thyroid Imaging Reporting and Data System (TIRADS) Is More Accurate? A Comparison Between Radiologists with Different Experiences and Artificial Intelligence Software

  • Emanuele David,
  • Lorenzo Aliotta,
  • Fabrizio Frezza,
  • Marianna Riccio,
  • Alessandro Cannavale,
  • Patrizia Pacini,
  • Chiara Di Bella,
  • Vincenzo Dolcetti,
  • Elena Seri and
  • Vito Cantisani
  • + 8 authors

21 August 2025

Purpose: This study aimed to compare: the performance of K-TIRADS, EU-TIRADS and ACR TIRADS when used by observers with different levels of experience compared with the gold standard of cytology, and to evaluate the diagnostic performance of CAD (com...

(This article belongs to the Section Medical Imaging and Theranostics)
  • Article
  • Open Access
871 Views
9 Pages

Variability of ChatGPT in Interpreting the Lexicon of ACR-TIRADS, EU-TIRADS, and K-TIRADS

  • Pierpaolo Trimboli,
  • Amos Colombo,
  • Lorenzo Ruinelli and
  • Andrea Leoncini

24 October 2025

Background: There is an ongoing project to create an international Thyroid Imaging Reporting And Data System (I-TIRADS) to harmonize the terminology of guidelines for reporting thyroid ultrasonography. As artificial intelligence (AI) has been gaining...

(This article belongs to the Special Issue The Future of Diagnostics: Exploring the Role of Artificial Intelligence in Medicine)
  • Article
  • Open Access
9 Citations
10,177 Views
12 Pages

Background/Objectives: Thyroid nodules are commonly observed in neck ultrasonography. Most nodules are benign; hence, several nodules require biopsy to accurately identify the malignant ones. Numerous risk classification guidelines have been develope...

(This article belongs to the Section Medical Imaging and Theranostics)
  • Article
  • Open Access
4 Citations
5,195 Views
10 Pages

The European Institute of Oncology Thyroid Imaging Reporting and Data System for Classification of Thyroid Nodules: A Prospective Study

  • Elvio De Fiori,
  • Carolina Lanza,
  • Serena Carriero,
  • Francesca Tettamanzi,
  • Samuele Frassoni,
  • Vincenzo Bagnardi and
  • Giovanni Mauri

6 June 2022

Background: To evaluate the performance, quality and effectiveness of “IEO-TIRADS” in assigning a TI-RADS score to thyroid nodules (TN) when compared with “EU-TIRADS” and the US risk score calculated with the S-Detect software...

(This article belongs to the Topic Diagnostic Imaging and Pathology in Cancer Research)
  • Article
  • Open Access
9 Citations
6,836 Views
15 Pages

Impact of the Hypoechogenicity Criteria on Thyroid Nodule Malignancy Risk Stratification Performance by Different TIRADS Systems

  • Nina Malika Popova,
  • Maija Radzina,
  • Peteris Prieditis,
  • Mara Liepa,
  • Madara Rauda and
  • Kaspars Stepanovs

8 November 2021

Background: Various Thyroid Imaging and Reporting data systems (TIRADS) are used worldwide for risk stratification of thyroid nodules. Their sensitivity is high, while the specificity is suboptimal. The aim of the study was to compare several TIRADS...

(This article belongs to the Special Issue Risk Stratification of Thyroid Nodule: From Ultrasound Features to TIRADS)
  • Article
  • Open Access
14 Citations
3,807 Views
20 Pages

Optimization of the Management of Category III Thyroid Nodules Using Repeat FNA and TIRADS

  • Dorota Słowińska-Klencka,
  • Mariusz Klencki,
  • Joanna Duda-Szymańska and
  • Bożena Popowicz

16 September 2022

The aim of the study was to examine the benefits of the joint use of repeat FNA (rFNA) and EU-TIRADS in category III nodules in relation to the kind of atypia: nuclear vs. architectural (denoted by AUS and FLUS respectively). The study included 127 A...

(This article belongs to the Special Issue Advances in Thyroid Cancer)
  • Article
  • Open Access
30 Citations
4,018 Views
16 Pages

Diagnostic Value of Six Thyroid Imaging Reporting and Data Systems (TIRADS) in Cytologically Equivocal Thyroid Nodules

  • Dorota Słowińska-Klencka,
  • Kamila Wysocka-Konieczna,
  • Mariusz Klencki and
  • Bożena Popowicz

17 July 2020

The aim was to compare the usefulness of selected thyroid sonographic risk-stratification systems in the diagnostics of nodules with indeterminate/suspicious cytology or unequivocal cytology in a population with a history of iodine deficiency. The di...

(This article belongs to the Section Nuclear Medicine & Radiology)
  • Article
  • Open Access
8 Citations
4,006 Views
11 Pages

2 December 2020

The Thyroid Imaging and Reporting System (TIRADS) allows a sonographic assessment of the malignancy risk of thyroid nodules (TNs). To date, there is a lack of systematic data about the change in ultrasound (US) features after therapeutic intervention...

(This article belongs to the Section Medical Imaging and Theranostics)
  • Article
  • Open Access
7 Citations
10,719 Views
13 Pages

Non-Marked Hypoechogenic Nodules: Multicenter Study on the Thyroid Malignancy Risk Stratification and Accuracy Based on TIRADS Systems Comparison

  • Peteris Prieditis,
  • Maija Radzina,
  • Madara Mikijanska,
  • Mara Liepa,
  • Kaspars Stepanovs,
  • Giorgio Grani,
  • Cosimo Durante,
  • Livia Lamartina,
  • Pierpaolo Trimboli and
  • Vito Cantisani

9 February 2022

Background and Objectives: The aim of the study was to evaluate the predictive value of the ultrasound criterion “non-marked hypoechogenicity” for malignancy and to determine whether classification of these nodules as TIRADS 3 could impro...

  • Article
  • Open Access
25 Citations
4,793 Views
16 Pages

Histopathological Verification of the Diagnostic Performance of the EU-TIRADS Classification of Thyroid Nodules—Results of a Multicenter Study Performed in a Previously Iodine-Deficient Region

  • Katarzyna Dobruch-Sobczak,
  • Zbigniew Adamczewski,
  • Ewelina Szczepanek-Parulska,
  • Bartosz Migda,
  • Kosma Woliński,
  • Agnieszka Krauze,
  • Piotr Prostko,
  • Marek Ruchała,
  • Andrzej Lewiński and
  • Marek Dedecjus
  • + 1 author

25 October 2019

Background: To validate the European Thyroid Imaging and Reporting Data System EU-TIRADS classification in a multi-institutional database of thyroid nodules by analyzing the obtained scores and histopathology results. Methods: A total of 842 thyroid...

(This article belongs to the Special Issue Imaging and Imaging-Based Management of Thyroid Nodules)
  • Article
  • Open Access
3 Citations
1,830 Views
18 Pages

Microcalcification and Irregular Margins as Key Predictors of Thyroid Cancer: Integrated Analysis of EU-TIRADS, Bethesda, and Histopathology

  • Şebnem Çimen,
  • Nazif Zeybek,
  • Adile Begüm Bahçecioğlu,
  • Kerim Bora Yılmaz,
  • Neşe Ersöz Gülçelik and
  • Mehmet Ali Gülçelik

16 December 2025

Background and Objectives: Thyroid nodules are common, and distinguishing benign from malignant lesions is essential for clinical decision-making. While EU-TIRADS provides ultrasound-based risk stratification, fine-needle aspiration biopsy (FNAB) and...

(This article belongs to the Special Issue Emerging Trends in Head and Neck Surgery)
  • Article
  • Open Access
3 Citations
1,788 Views
13 Pages

6 September 2023

The studies on the effectiveness of various TIRADS in the diagnostics of thyroid nodules differ in the method of ultrasound image assessment: real time (rtUS) vs. static ultrasonography (stUS). The aim of the study was to evaluate the impact of those...

(This article belongs to the Section Endocrinology & Metabolism)
  • Article
  • Open Access
33 Citations
5,266 Views
11 Pages

Purpose: To compare the diagnostic performance of thyroid imaging reporting and data system (TIRADS) in combination with shear wave elastography (SWE) for the assessment of thyroid nodules. Methods: A prospective study was conducted with the followin...

(This article belongs to the Special Issue Image-Based Diagnostics and Radiometabolic Therapy of Differentiated Thyroid Cancer)
  • Article
  • Open Access
10 Citations
2,789 Views
18 Pages

Background/Objectives: This study evaluates ChatGPT 4.0’s ability to interpret thyroid ultrasound (US) reports using ACR-TI-RADS 2017 criteria, comparing its performance with different levels of US users. Methods: A team of medical experts, an...

(This article belongs to the Special Issue The Role of AI in Ultrasound)
  • Article
  • Open Access
9 Citations
2,679 Views
14 Pages

Usability of EU-TIRADS in the Diagnostics of Hürthle Cell Thyroid Nodules with Equivocal Cytology

  • Dorota Słowińska-Klencka,
  • Kamila Wysocka-Konieczna,
  • Mariusz Klencki and
  • Bożena Popowicz

24 October 2020

The aim of this study was to compare the diagnostic effectiveness of EU-TIRADS in two groups of nodules with equivocal cytology (categories III-V of Bethesda system), with and without Hürthle cells (HC and non-HC). The study included 162 HC and...

(This article belongs to the Section Otolaryngology)
  • Article
  • Open Access
24 Citations
10,866 Views
14 Pages

S-Detect Software vs. EU-TIRADS Classification: A Dual-Center Validation of Diagnostic Performance in Differentiation of Thyroid Nodules

  • Ewelina Szczepanek-Parulska,
  • Kosma Wolinski,
  • Katarzyna Dobruch-Sobczak,
  • Patrycja Antosik,
  • Anna Ostalowska,
  • Agnieszka Krauze,
  • Bartosz Migda,
  • Agnieszka Zylka,
  • Malgorzata Lange-Ratajczak and
  • Marek Ruchala
  • + 6 authors

3 August 2020

Computer-aided diagnosis (CAD) and other risk stratification systems may improve ultrasound image interpretation. This prospective study aimed to compare the diagnostic performance of CAD and the European Thyroid Imaging Reporting and Data System (EU...

(This article belongs to the Special Issue Novel Methods of Diagnostics of Thyroid and Parathyroid Lesions)
  • Article
  • Open Access
28 Citations
3,847 Views
15 Pages

Combined Shear Wave Elastography and EU TIRADS in Differentiating Malignant and Benign Thyroid Nodules

  • Nonhlanhla Chambara,
  • Xina Lo,
  • Tom Chi Man Chow,
  • Carol Man Sze Lai,
  • Shirley Yuk Wah Liu and
  • Michael Ying

10 November 2022

Although multimodal ultrasound approaches have been suggested to potentially improve the diagnosis of thyroid cancer; the diagnostic utility of the combination of SWE and malignancy-risk stratification systems remains vague due to the lack of standar...

(This article belongs to the Special Issue Advances in Thyroid Cancer)
  • Article
  • Open Access
5 Views
14 Pages

Accelerating the Radiology Learning Curve: How the Parameter-Based I-TIRADS Lexicon Enhances Interpretive Reliability and Learning Curves Across Resident Experience Levels—A Dynamic Video-Based Study

  • Burak Yangoz,
  • Mustafa Sagan,
  • Ismet Duman,
  • Ahmet Sukru Alparslan,
  • Tunc Burak Benkaya,
  • Sergen Palaz,
  • Mustafa Berk Silbir and
  • Ender Uysal

24 September 2026

Background/Objectives: Standardizing thyroid nodule assessment remains a major challenge in clinical practice and radiology education. Traditional categorical risk stratification systems (RSSs) often yield high interobserver variability, particularly...

(This article belongs to the Special Issue Innovations in Diagnostic Radiology: AI, Advanced Imaging and Precision Medicine)
  • Article
  • Open Access
9 Citations
3,571 Views
16 Pages

19 April 2025

Background/Objectives: The 2023 revision of the Bethesda System for Reporting Thyroid Cytopathology (BSRTC) simplified the subcategorization of category III into two groups: “AUS-nuclear” and “AUS-other”. The aim of this study...

(This article belongs to the Section Cancer Causes, Screening and Diagnosis)
  • Article
  • Open Access
6 Citations
3,413 Views
12 Pages

Higher EU-TIRADS-Score Correlated with BRAF V600E Positivity in the Early Stage of Papillary Thyroid Carcinoma

  • Karolina Skubisz,
  • Joanna Januszkiewicz-Caulier,
  • Patrycja Cybula,
  • Elwira Bakuła-Zalewska,
  • Krzysztof Goryca,
  • Agnieszka Paziewska,
  • Filip Ambrożkiewicz,
  • Kosma Woliński,
  • Michał Mikula and
  • Marek Dedecjus
  • + 1 author

25 May 2021

The data demonstrating a correlation between sonographic markers of malignancy of thyroid cancer (TC) and its genetic status are scarce. This study aimed to assess whether the addition of genetic analysis at the preoperative step of TC patients’ stra...

(This article belongs to the Special Issue New Insights and Clinical Management of Thyroid Diseases)
  • Article
  • Open Access
6 Citations
2,983 Views
14 Pages

16 December 2024

Background: Thyroid nodules are common yet remain a diagnostic challenge. While ultrasound and Thyroid Imaging Reporting and Data Systems (TIRADS) are accepted as standard, the use of thyroid scintigraphy in euthyroid patients is debated. The Europea...

(This article belongs to the Special Issue Imaging and Liquid Biopsy Biomarkers for Cancer Diagnosis and Treatment)
  • Article
  • Open Access
9 Citations
3,011 Views
15 Pages

Comparison of Four Ultrasonography-Based Risk Stratification Systems in Thyroid Nodules with Nondiagnostic/Unsatisfactory Cytology: A Real-World Study

  • You-Bin Lee,
  • Young-Lyun Oh,
  • Jung-Hee Shin,
  • Sun-Wook Kim,
  • Jae-Hoon Chung,
  • Yong-Ki Min,
  • Soo-Yeon Hahn and
  • Tae-Hyuk Kim

18 April 2021

We compared American Thyroid Association (ATA) guidelines, Korean (K)-Thyroid Imaging, Reporting and Data Systems (TIRADS), EU-TIRADS, and American College of Radiology (ACR) TIRADS in diagnosing malignancy for thyroid nodules with nondiagnostic/unsa...

(This article belongs to the Special Issue Biomarkers of Thyroid Cancer)

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