1.Review on ultrasonographic diagnosis of thyroid diseases based on deep learning.
Fengyuan QI ; Min QIU ; Guohui WEI
Journal of Biomedical Engineering 2023;40(5):1027-1032
In recent years, the incidence of thyroid diseases has increased significantly and ultrasound examination is the first choice for the diagnosis of thyroid diseases. At the same time, the level of medical image analysis based on deep learning has been rapidly improved. Ultrasonic image analysis has made a series of milestone breakthroughs, and deep learning algorithms have shown strong performance in the field of medical image segmentation and classification. This article first elaborates on the application of deep learning algorithms in thyroid ultrasound image segmentation, feature extraction, and classification differentiation. Secondly, it summarizes the algorithms for deep learning processing multimodal ultrasound images. Finally, it points out the problems in thyroid ultrasound image diagnosis at the current stage and looks forward to future development directions. This study can promote the application of deep learning in clinical ultrasound image diagnosis of thyroid, and provide reference for doctors to diagnose thyroid disease.
Humans
;
Algorithms
;
Deep Learning
;
Image Processing, Computer-Assisted/methods*
;
Thyroid Diseases/diagnostic imaging*
;
Ultrasonography
2.Thyroid Hormone Resistance in a Preterm Infant with a Novel THRB Mutation
Joon Yeol BAE ; Dong Yeop KIM ; Young Dai KWON ; Young Hwa SONG ; Han Hyuk LIM ; Hyung Doo PARK ; Jae Woo LIM
Neonatal Medicine 2019;26(2):111-116
Resistance to thyroid hormone (RTH) is a condition caused by a mutation in the thyroid hormone receptor gene. It is rarely reported in individuals with no family history of RTH or in premature infants, and its clinical presentation varies. In our case, a premature infant with no family history of thyroid diseases had a thyroid stimulating hormone level of 85.0 µIU/mL and free thyroxine level of 1.64 ng/dL on a thyroid function test. The patient also presented with clinical signs of hypothyroidism, including difficulties in feeding and weight gain. The patient was treated with levothyroxine; however, only free thyroxine and triiodothyronine levels increased without a decrease in thyroid-stimulating hormone levels. Taken together with thyroid gland hypertrophy observed on a previous ultrasound examination, RTH was suspected and the diagnosis was eventually made based on a genetic test. A de novo mutation in the thyroid hormone receptor β gene in the infant was found that has not been previously reported. Other symptoms included tachycardia and pulmonary hypertension, but gradual improvement in the symptoms was observed after liothyronine administration. This report describes a case involving a premature infant with RTH and a de novo mutation, with no family history of thyroid disease.
Diagnosis
;
Goiter
;
Humans
;
Hypertension, Pulmonary
;
Hypertrophy
;
Hypothyroidism
;
Infant
;
Infant, Newborn
;
Infant, Premature
;
Receptors, Thyroid Hormone
;
Tachycardia
;
Thyroid Diseases
;
Thyroid Function Tests
;
Thyroid Gland
;
Thyroid Hormone Receptors beta
;
Thyroid Hormone Resistance Syndrome
;
Thyrotropin
;
Thyroxine
;
Triiodothyronine
;
Ultrasonography
;
Weight Gain
3.High-intensity focused ultrasound ablation as a treatment for benign thyroid diseases: the present and future
Nicholas KOTEWALL ; Brian HH LANG
Ultrasonography 2019;38(2):135-142
High-intensity focused ultrasound (HIFU) is a promising ablation technique for benign thyroid nodules. Current evidence has found good short- to medium-term outcomes, similar to those of better-established ablation techniques such as radiofrequency and laser ablation. The fact that it does not require insertion of a needle into the target makes HIFU a truly non-invasive treatment. Although it is not without risks, its low risk profile makes it an attractive alternative to surgery. There is much room for future development, starting from expanding the current indications to enhancing energy delivery. Relapsed Graves disease and papillary microcarcinoma are diseases that can benefit from HIFU treatment. Its role in the mediation of immune responses and synergistic effects with immunotherapy are promising in the fight against metastatic cancers.
Ablation Techniques
;
Goiter, Nodular
;
Graves Disease
;
High-Intensity Focused Ultrasound Ablation
;
Hyperthermia, Induced
;
Immunotherapy
;
Laser Therapy
;
Needles
;
Negotiating
;
Thyroid Diseases
;
Thyroid Gland
;
Thyroid Nodule
;
Ultrasonography
;
Ultrasonography, Interventional
4.Ultrasound elastography of the thyroid: principles and current status
Ultrasonography 2019;38(2):106-124
Ultrasound (US) elastography has been introduced as a non-invasive technique for evaluating thyroid diseases. This paper presents a detailed description of the technical principles, peculiarities, and limitations of US elastography techniques, including strain elastography and shear-wave elastography. This review was conducted from a clinical perspective, and aimed to assess the usefulness of US elastography for thyroid diseases in specific clinical scenarios. Although its main focus is on thyroid nodules, the applications of US elastography for other thyroid diseases, such as diffuse thyroid diseases and thyroiditis, are also presented. Furthermore, unresolved questions and directions for future research are also discussed.
Elasticity Imaging Techniques
;
Thyroid Diseases
;
Thyroid Gland
;
Thyroid Nodule
;
Thyroiditis
;
Ultrasonography
5.Diagnostic Usefulness of Digital Infrared Thermal Image in Carpal Tunnel Syndrome
Jihyun PARK ; Jang Woo LEE ; Sang Eok LEE ; Byung Hee KIM ; Dougho PARK
Clinical Pain 2019;18(2):70-75
OBJECTIVE: The purpose of this study is to evaluate the usefulness of infrared thermography in patients with carpal tunnel syndrome by comparing with electrodiagnostic and ultrasonographic findings.METHOD: From January 2014 to October 2017, electrodiagnosis, ultrasound, and digital infrared thermal image (DITI) of unilateral carpal tunnel syndrome diagnosed in a single hospital were retrospectively analyzed. The subjects with bilateral symptoms of carpal tunnel syndrome, peripheral vascular disease, diabetes, thyroid disease, fibromyalgia, rheumatic disease, systemic infection, inflammation, malignant tumor, and other musculoskeletal disorders such as finger osteoarthritis, peripheral neuropathy, cervical radiculopathy, and the previous history of surgery were excluded.RESULTS: Of 53 patients diagnosed with carpal tunnel syndrome, 11 were male and 42 were female. The visual analogue scale was 4.9 ± 1.9, and the duration of symptom was 11.8 ± 12.5 months. There was no statistically significant difference in the body surface temperature between the unaffected and affected sides. The severity of symptoms, electrodiagnostic findings, and cross-sectional area of the median nerve significantly correlates to each other. The temperature difference between the second fingers of the affected and unaffected sides showed a weak correlation with the amplitude of sensory nerve action potential and onset latency of compound muscle action potential, when there was no significant correlation with the other parameters.CONCLUSION: The difference in temperature on the surface of the body, which can be confirmed by DITI, is little diagnostic value when DITI is performed in unilateral carpal tunnel syndrome patients, especially when compared with ultrasonography.
Action Potentials
;
Carpal Tunnel Syndrome
;
Electrodiagnosis
;
Female
;
Fibromyalgia
;
Fingers
;
Humans
;
Inflammation
;
Male
;
Median Nerve
;
Methods
;
Osteoarthritis
;
Peripheral Nervous System Diseases
;
Peripheral Vascular Diseases
;
Radiculopathy
;
Retrospective Studies
;
Rheumatic Diseases
;
Thermography
;
Thyroid Diseases
;
Ultrasonography
6.Percutaneous laser ablation for benign and malignant thyroid diseases.
Giovanni MAURI ; Luca NICOSIA ; Paolo DELLA VIGNA ; Gianluca Maria VARANO ; Daniele MAIETTINI ; Guido BONOMO ; Gioacchino GIULIANO ; Franco ORSI ; Luigi SOLBIATI ; Elvio DE FIORI ; Enrico PAPINI ; Claudio Maurizio PACELLA ; Luca Maria SCONFIENZA
Ultrasonography 2019;38(1):25-36
Minimally invasive image-guided thermal ablation is becoming increasingly common as an alternative to surgery for the treatment of benign thyroid nodules. Among the various techniques for thermal ablation, laser ablation (LA) is the least invasive, using the smallest applicators available on the market and enabling extremely precise energy deposition. However, in some cases, multiple laser fibers must be used simultaneously for the treatment of large nodules. In this review, the LA technique is described, and its main clinical applications and results are discussed and illustrated.
Laser Therapy*
;
Thyroid Diseases*
;
Thyroid Gland*
;
Thyroid Nodule
;
Ultrasonography
7.History of Korean Society of Thyroid Radiology
International Journal of Thyroidology 2018;11(1):11-14
The Korean Society of Thyroid Radiology (KSThR) was founded as an affiliated subspecialty society of Korean Society of Radiology in 2010. The KSThR was originated from the thyroid radiology research committee which had started within the Korean Society of Neuroradiology in 2005. In the beginning, the research committee was organized to make a clinical guideline for ultrasonography (US) diagnosis and US-guided biopsy of thyroid nodules to cope with the rapidly increasing role of US imaging and the increasing burden of US-guided biopsy for thyroid nodules in the early 2000s. The KSThR proposed a subspecialty of thyroid radiology which is a medical subspecialty dealing with the imaging-based diagnosis and interventional treatment of thyroid disease. The KSThR has made an effort to make an advance in the research of thyroid imaging and intervention, which could provide scientific evidences for imaging-based management of nodular thyroid disease and thyroid cancers. The KSThR has published clinical guidelines of diagnostic imaging and interventional management of thyroid nodules, which included the US diagnosis and imaging-based management, fine-needle aspiration, core needle biopsy, and radiofrequency ablation therapy in thyroid nodules. The KSThR has a mission to play a leading role in the research and clinical practice of imaging-based management of thyroid disease, and the KSThR will make an advance in collaboration with Korean Thyroid Association.
Biopsy
;
Biopsy, Fine-Needle
;
Biopsy, Large-Core Needle
;
Catheter Ablation
;
Cooperative Behavior
;
Diagnosis
;
Diagnostic Imaging
;
Thyroid Diseases
;
Thyroid Gland
;
Thyroid Neoplasms
;
Thyroid Nodule
;
Ultrasonography
8.Establishment of Korean Thyroid Association-10 Years of Development in Internal Medicine
International Journal of Thyroidology 2018;11(1):7-10
The Korean Thyroid Association originated from the Korean Thyroid Research Society which was established in 1977. It maintained through the Thyroid Committee of the Korean Endocrine Society, which was established in 1986, and it was finally launched in 2008. In the 1980s and 1990s, the main research topic was autoimmune thyroid disease, and in the 2000s, thyroid cancer became the main focus in the research field. The detection of thyroid cancer has soared with the introduction of high-resolution ultrasonography into the diagnosis of thyroid disease. The social problems caused by the rapid increase of thyroid cancer have been emerged and various recommendations have been made accordingly. Education programs for Korean and foreign doctors have been made. The Korea Centers for Disease Control & Prevention (KCDC) and other governmental agencies have created data on the thyroid disease in Korea.
Centers for Disease Control and Prevention (U.S.)
;
Diagnosis
;
Education
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Internal Medicine
;
Korea
;
Social Problems
;
Thyroid Diseases
;
Thyroid Gland
;
Thyroid Neoplasms
;
Ultrasonography
9.Effects of Maternal Iodine Status during Pregnancy and Lactation on Maternal Thyroid Function and Offspring Growth and Development: A Prospective Study Protocol for the Ideal Breast Milk Cohort.
Young Ah LEE ; Sun Wook CHO ; Ho Kyung SUNG ; Kyungsik KIM ; Young Shin SONG ; Sin Je MOON ; Jung Won OH ; Dal Lae JU ; Sooyeon CHOI ; Sang Hoon SONG ; Gi Jeong CHEON ; Young Joo PARK ; Choong Ho SHIN ; Sue K PARK ; Jong Kwan JUN ; June Key CHUNG
Endocrinology and Metabolism 2018;33(3):395-402
BACKGROUND: Iodine is an intrinsic element of thyroid hormone, which is essential for childhood growth and development. The Ideal Breast Milk (IBM) cohort study aims to evaluate the effects of maternal iodine status during pregnancy and lactation on maternal thyroid function, offspring growth and development, and offspring thyroid function. METHODS: The IBM cohort study recruited pregnant women from Seoul National University Hospital between June 2016 and August 2017, followed by enrollment of their offspring after delivery. For the maternal participants, iodine status is evaluated by urinary iodine concentration (UIC) and dietary records in the third trimester and at 3 to 4 weeks and 12 to 15 months postpartum. For the child participants, cord blood sampling and UIC measurements are performed at birth. At 3 to 4 weeks of age, UIC and breastmilk iodine concentrations are measured. At 12 to 15 months of age, growth and development are assessed and measurements of UIC, a thyroid function test, and ultrasonography are performed. RESULTS: A total of 198 pregnant women in their third trimester were recruited. Their mean age was 35.1±3.5 years, and 78 (39.4%) of them were pregnant with twins. Thirty-three (16.7%) of them had a previous history of thyroid disease. CONCLUSION: Korea is an iodine-replete area. In particular, lactating women in Korea are commonly exposed to excess iodine due to the traditional practice of consuming brown seaweed soup postpartum. The study of the IBM cohort is expected to contribute to developing guidelines for optimal iodine nutrition in pregnant or lactating women.
Breast*
;
Child
;
Cohort Studies*
;
Cordocentesis
;
Diet Records
;
Female
;
Growth and Development*
;
Humans
;
Infant
;
Iodine*
;
Korea
;
Lactation*
;
Milk, Human*
;
Parturition
;
Postpartum Period
;
Pregnancy Trimester, Third
;
Pregnancy*
;
Pregnant Women
;
Prospective Studies*
;
Seaweed
;
Seoul
;
Thyroid Diseases
;
Thyroid Function Tests
;
Thyroid Gland*
;
Twins
;
Ultrasonography
10.Ultrasonographic Evaluation of Diffuse Thyroid Disease: a Study Comparing Grayscale US and Texture Analysis of Real-Time Elastography (RTE) and Grayscale US.
Jung Hyun YOON ; Eunjung LEE ; Hye Sun LEE ; Eun Kyung KIM ; Hee Jung MOON ; Jin Young KWAK
International Journal of Thyroidology 2017;10(1):14-23
BACKGROUND AND OBJECTIVES: To evaluate and compare the diagnostic performances of grayscale ultrasound (US) and quantitative parameters obtained from texture analysis of grayscale US and elastography images in evaluating patients with diffuse thyroid disease (DTD). MATERIALS AND METHODS: From September to December 2012, 113 patients (mean age, 43.4±10.7 years) who had undergone preoperative staging US and elastography were included in this study. Assessment of the thyroid parenchyma for the diagnosis of DTD was made if US features suggestive of DTD were present. Nine histogram parameters were obtained from the grayscale US and elastography images, from which ‘grayscale index’ and ‘elastography index’ were calculated. Diagnostic performances of grayscale US, texture analysis using grayscale US and elastography were calculated and compared. RESULTS: Of the 113 patients, 85 (75.2%) patients were negative for DTD and 28 (24.8%) were positive for DTD on pathology. The presence of US features suggestive of DTD showed significantly higher rates of DTD on pathology, 60.7% to 8.2% (p<0.001). Specificity, accuracy, and positive predictive value was highest in US features, 91.8%, 84.1%, and 87.6%, respectively (all ps<0.05). Grayscale index showed higher sensitivity and negative predictive value (NPV) than US features. All diagnostic performances were higher for grayscale index than the elastography index. Area under the curve of US features was the highest, 0.762, but without significant differences to grayscale index or mean of elastography (all ps>0.05). CONCLUSION: Diagnostic performances were the highest for grayscale US features in diagnosis of DTD. Grayscale index may be used as a complementary tool to US features for improving sensitivity and NPV.
Diagnosis
;
Elasticity Imaging Techniques*
;
Humans
;
Pathology
;
Sensitivity and Specificity
;
Thyroid Diseases*
;
Thyroid Gland*
;
Ultrasonography

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