1.Clinical Application of Artificial Intelligence in Breast Ultrasound
John BAEK ; Jaeil KIM ; Hye Jung KIM ; Jung Hyun YOON ; Ho Yong PARK ; Jeeyeon LEE ; Byeongju KANG ; Iliya ZAKIRYAROV ; Askhat KULTAEV ; Bolat SAKTASHEV ; Won Hwa KIM
Journal of the Korean Society of Radiology 2025;86(2):216-226
Breast cancer is the most common cancer in women worldwide, and its early detection is critical for improving survival outcomes. As a diagnostic and screening tool, mammography can be less effective owing to the masking effect of fibroglandular tissue, but breast US has good sensitivity even in dense breasts. However, breast US is highly operator dependent, highlighting the need for artificial intelligence (AI)-driven solutions. Unlike other modalities, US is performed using a handheld device that produces a continuous real-time video stream, yielding 12000–48000 frames per examination. This can be significantly challenging for AI development and requires real-time AI inference capabilities. In this review, we classified AI solutions as computer-aided diagnosis and computer-aided detection to facilitate a functional understanding and review commercial software supported by clinical evidence.In addition, to bridge healthcare gaps and enhance patient outcomes in geographically under resourced areas, we propose a novel framework by reviewing the existing AI-based triage workflows including mobile ultrasound.
2.Clinical Application of Artificial Intelligence in Breast Ultrasound
John BAEK ; Jaeil KIM ; Hye Jung KIM ; Jung Hyun YOON ; Ho Yong PARK ; Jeeyeon LEE ; Byeongju KANG ; Iliya ZAKIRYAROV ; Askhat KULTAEV ; Bolat SAKTASHEV ; Won Hwa KIM
Journal of the Korean Society of Radiology 2025;86(2):216-226
Breast cancer is the most common cancer in women worldwide, and its early detection is critical for improving survival outcomes. As a diagnostic and screening tool, mammography can be less effective owing to the masking effect of fibroglandular tissue, but breast US has good sensitivity even in dense breasts. However, breast US is highly operator dependent, highlighting the need for artificial intelligence (AI)-driven solutions. Unlike other modalities, US is performed using a handheld device that produces a continuous real-time video stream, yielding 12000–48000 frames per examination. This can be significantly challenging for AI development and requires real-time AI inference capabilities. In this review, we classified AI solutions as computer-aided diagnosis and computer-aided detection to facilitate a functional understanding and review commercial software supported by clinical evidence.In addition, to bridge healthcare gaps and enhance patient outcomes in geographically under resourced areas, we propose a novel framework by reviewing the existing AI-based triage workflows including mobile ultrasound.
3.Clinical Application of Artificial Intelligence in Breast Ultrasound
John BAEK ; Jaeil KIM ; Hye Jung KIM ; Jung Hyun YOON ; Ho Yong PARK ; Jeeyeon LEE ; Byeongju KANG ; Iliya ZAKIRYAROV ; Askhat KULTAEV ; Bolat SAKTASHEV ; Won Hwa KIM
Journal of the Korean Society of Radiology 2025;86(2):216-226
Breast cancer is the most common cancer in women worldwide, and its early detection is critical for improving survival outcomes. As a diagnostic and screening tool, mammography can be less effective owing to the masking effect of fibroglandular tissue, but breast US has good sensitivity even in dense breasts. However, breast US is highly operator dependent, highlighting the need for artificial intelligence (AI)-driven solutions. Unlike other modalities, US is performed using a handheld device that produces a continuous real-time video stream, yielding 12000–48000 frames per examination. This can be significantly challenging for AI development and requires real-time AI inference capabilities. In this review, we classified AI solutions as computer-aided diagnosis and computer-aided detection to facilitate a functional understanding and review commercial software supported by clinical evidence.In addition, to bridge healthcare gaps and enhance patient outcomes in geographically under resourced areas, we propose a novel framework by reviewing the existing AI-based triage workflows including mobile ultrasound.
4.Clinical Analysis of Sinonasal Malignant Lymphoma: Treatment Modalities and Prognostic Factors
Seo Young KIM ; Jeong Kyou KIM ; Young Chul KIM ; Joonsik YOON ; Soo Min KIM ; Jeeyeon PARK ; Doo Hyun SONG ; Hyun Jik KIM
Korean Journal of Otolaryngology - Head and Neck Surgery 2024;67(9):482-487
Background and Objectives:
Sinonasal malignant lymphoma is rare and aggressive. Its low incidence has made detailed studies on epidemiology, survival, and consensus treatment modalities a challenge, and also has limited developing standardized protocols for diagnosis and management. This study analyzes the clinical factors of patients diagnosed with sinonasal malignant lymphoma and their treatment modalities to understand therapeutic outcome and prognostic factors.Subjects and Method The medical records of patients diagnosed between 2011 and 2020 as sinonasal (SN) malignant lymphoma (extranodal NK/T cell lymphoma [ENKTL]/diffuse large B cell lymphoma [DLBCL]) in Seoul national university hospital were retrospectively reviewed.
Results:
A total 42 patients were included in the study. Of those, 30 patients were SN-ENKTL, 12 patients were SN-DLBCL. The mean age of SN-DLBCL and SN-DLBCL groups was 52.8±14.4, 60.8±12.4, respectively. The main chief complaint was nasal obstruction (54%). Approximately 75% were diagnosed as stage II (Ann-Arbor staging system) and most of the patients received multi-agent chemotherapy or chemoradiotherapy. The 3-year overall survival rate for SN-DLBCL and SN-DLBCL groups was roughly 90%, 88.9%, respectively and the average of disease-free survival period was approximately 41.1 and 22.1 months, respectively, after initiation of treatment.
Conclusion
We found that sinonasal malignant lymphoma is highly responsive to chemo or chemoradiotherapy. Early accurate diagnosis is important as early-stage patients receiving therapy may benefit from chemo or chemoradiotherapy. Our clinical data showed that in ambiguous situations, wide excision should be considered for diagnosis.
5.Clinical Analysis of Sinonasal Malignant Lymphoma: Treatment Modalities and Prognostic Factors
Seo Young KIM ; Jeong Kyou KIM ; Young Chul KIM ; Joonsik YOON ; Soo Min KIM ; Jeeyeon PARK ; Doo Hyun SONG ; Hyun Jik KIM
Korean Journal of Otolaryngology - Head and Neck Surgery 2024;67(9):482-487
Background and Objectives:
Sinonasal malignant lymphoma is rare and aggressive. Its low incidence has made detailed studies on epidemiology, survival, and consensus treatment modalities a challenge, and also has limited developing standardized protocols for diagnosis and management. This study analyzes the clinical factors of patients diagnosed with sinonasal malignant lymphoma and their treatment modalities to understand therapeutic outcome and prognostic factors.Subjects and Method The medical records of patients diagnosed between 2011 and 2020 as sinonasal (SN) malignant lymphoma (extranodal NK/T cell lymphoma [ENKTL]/diffuse large B cell lymphoma [DLBCL]) in Seoul national university hospital were retrospectively reviewed.
Results:
A total 42 patients were included in the study. Of those, 30 patients were SN-ENKTL, 12 patients were SN-DLBCL. The mean age of SN-DLBCL and SN-DLBCL groups was 52.8±14.4, 60.8±12.4, respectively. The main chief complaint was nasal obstruction (54%). Approximately 75% were diagnosed as stage II (Ann-Arbor staging system) and most of the patients received multi-agent chemotherapy or chemoradiotherapy. The 3-year overall survival rate for SN-DLBCL and SN-DLBCL groups was roughly 90%, 88.9%, respectively and the average of disease-free survival period was approximately 41.1 and 22.1 months, respectively, after initiation of treatment.
Conclusion
We found that sinonasal malignant lymphoma is highly responsive to chemo or chemoradiotherapy. Early accurate diagnosis is important as early-stage patients receiving therapy may benefit from chemo or chemoradiotherapy. Our clinical data showed that in ambiguous situations, wide excision should be considered for diagnosis.
6.Survival Outcomes Based on Axillary Surgery in Ductal Carcinoma In Situ:A Nationwide Study From the Korean Breast Cancer Society
Bong Kyun KIM ; Joohyun WOO ; Jeeyeon LEE ; Eunhye KANG ; Soo Yeon BAEK ; Seokwon LEE ; Hyouk Jin LEE ; Jina LEE ; Woo Young SUN ;
Journal of Breast Cancer 2024;27(1):1-13
Purpose:
In total mastectomy (TM), sentinel lymph node biopsy (SLNB) is recommended but can be omitted for breast-conserving surgery (BCS) in patients with ductal carcinoma in situ (DCIS). However, concerns regarding SLNB-related complications and their impact on quality of life exist. Consequently, further research is required to evaluate the role of axillary surgeries, including SLNB, in the treatment of TM. We aimed to explore the clinicopathological factors and outcomes associated with axillary surgery in patients with a final diagnosis of pure DCIS who underwent BCS or TM.
Methods:
We retrospectively analyzed large-scale data from the Korean Breast Cancer Society registration database, highlighting on patients diagnosed with pure DCIS who underwent surgery and were categorized into two groups: BCS and TM. Patients were further categorized into surgery and non-surgery groups according to their axillary surgery status. The analysis compared clinicopathological factors and outcomes according to axillary surgery status between the BCS and TM groups.
Results:
Among 18,196 patients who underwent surgery for DCIS between 1981 and 2022, 11,872 underwent BCS and 6,324 underwent TM. Both groups leaned towards axillary surgery more frequently for large tumors. In the BCS group, clinical lymph node status was associated with axillary surgery (odds ratio, 11.101; p = 0.003). However, in the TM group, no significant differences in these factors were observed. Survival rates did not vary between groups according to axillary surgery performance.
Conclusion
The decision to perform axillary surgery in patients with a final diagnosis of pure DCIS does not affect the prognosis, regardless of the breast surgical method.Furthermore, regardless of the breast surgical method, axillary surgery, including SLNB, should be considered for high-risk patients, such as those with large tumors. This may reduce unnecessary axillary surgery and enhance the patients’ quality of life.
7.Omission of Breast Surgery in Predicted Pathologic Complete Response after Neoadjuvant Systemic Therapy: A Multicenter, Single-Arm, Non-inferiority Trial
Ji-Jung JUNG ; Jong-Ho CHEUN ; Soo-Yeon KIM ; Jiwon KOH ; Jai Min RYU ; Tae-Kyung YOO ; Hee-Chul SHIN ; Sung Gwe AHN ; Seho PARK ; Woosung LIM ; Sang-Eun NAM ; Min Ho PARK ; Ku Sang KIM ; Taewoo KANG ; Jeeyeon LEE ; Hyun Jo YOUN ; Yoo Seok KIM ; Chang Ik YOON ; Hong-Kyu KIM ; Hyeong-Gon MOON ; Wonshik HAN ; Nariya CHO ; Min Kyoon KIM ; Han-Byoel LEE
Journal of Breast Cancer 2024;27(1):61-71
Purpose:
Advances in chemotherapeutic and targeted agents have increased pathologic complete response (pCR) rates after neoadjuvant systemic therapy (NST). Vacuum-assisted biopsy (VAB) has been suggested to accurately evaluate pCR. This study aims to confirm the non-inferiority of the 5-year disease-free survival of patients who omitted breast surgery when predicted to have a pCR based on breast magnetic resonance imaging (MRI) and VAB after NST, compared with patients with a pCR who had undergone breast surgery in previous studies.
Methods
The Omission of breast surgery for PredicTed pCR patients wIth MRI and vacuumassisted bIopsy in breaST cancer after neoadjuvant systemic therapy (OPTIMIST) trial is a prospective, multicenter, single-arm, non-inferiority study enrolling in 17 tertiary care hospitals in the Republic of Korea. Eligible patients must have a clip marker placed in the tumor and meet the MRI criteria suggesting complete clinical response (post-NST MRI size ≤ 1 cm and lesion-to-background signal enhancement ratio ≤ 1.6) after NST. Patients will undergo VAB, and breast surgery will be omitted for those with no residual tumor. Axillary surgery can also be omitted if the patient was clinically node-negative before and after NST and met the stringent criteria of MRI size ≤ 0.5 cm. Survival and efficacy outcomes are evaluated over five years.Discussion: This study seeks to establish evidence for the safe omission of breast surgery in exceptional responders to NST while minimizing patient burden. The trial will address concerns about potential undertreatment due to false-negative results and recurrence as well as improved patient-reported quality of life issues from the omission of surgery. Successful completion of this trial may reshape clinical practice for certain breast cancer subtypes and lead to a safe and less invasive approach for selected patients.
8.First Nationwide Mpox Vaccination Program in the Republic of Korea:Implications for an Enhanced Public Health Response
Seunghyun Lewis KWON ; Minju SONG ; Wonkyung LEE ; Jeeyeon SHIN ; Su-Yeon LEE ; Sang-Gu YEO ; Minjeong KIM ; Sanggyun JEONG ; Joonku PARK ; Dongwoo LEE ; Sookyoung LIM
Journal of Korean Medical Science 2024;39(32):e235-
On May 1, 2024, the Republic of Korea lifted the infectious disease crisis alert for mpox, almost two years after the first case was reported. The Korea Disease Control and Prevention Agency (KDCA) has led the response, which included diagnosis, epidemiological investigations, treatment, and vaccination. This article particularly reviews the vaccination strategy implemented and proposes suggestions for enhancing future response efforts. Initially, the KDCA recommended pre-exposure prophylaxis for high-risk groups, later expanding to include broader demographics as domestic cases rose. By April 2024, a total of 6,863 individuals had received their first vaccine dose, with 3,875 completing the second dose of third-generation vaccines. Strategies to improve future responses include addressing stigma, securing nationally representative safety data, and conducting vaccine cost-benefit analyses.These measures will help ensure a robust and effective response to future outbreaks.
9.Primary Invasive Ductal Carcinoma Arising in Axillary Accessory Breast:A Case Report
Seo Young PARK ; Jeeyeon LEE ; Ji Young PARK ; Gab Chul KIM ; Jongmin PARK ; Jung Geun CHA ; Hye Jung KIM
Journal of the Korean Society of Radiology 2024;85(2):421-427
Ectopic breast tissue can develop along the mammary ridge from the axilla to the groin, and the most common site is the axillae. Primary carcinoma of ectopic breast tissue is extremely rare. We report a rare case of a 61-year-old woman with a palpable mass in her left axilla who had a history of surgical excision of accessory breast tissue in the same area. Mammography (MMG), including axillary tail view, ultrasound (US), and breast MRI were performed. We evaluated the extent and characteristics of the microcalcifications in the axillary tail view. A US-guided biopsy was done, and histopathology revealed an invasive ductal carcinoma. Enhanced abdominal CT revealed multiple hepatic masses consistent with metastases, and the patient received palliative chemotherapy. Herein, we present a rare case of breast cancer arising from accessory breast tissue in the axilla, best appreciated on the axillary tail view of the patient’s MMG.
10.A predictive model for lymph node metastasis using tumor location in presumed early-stage endometrioid endometrial cancer patients
Tae-Wook KONG ; Jayoun KIM ; Junghoe KIM ; Jimin LEE ; Jeeyeon KIM ; Joo-Hyuk SON ; Suk-Joon CHANG
Journal of Gynecologic Oncology 2024;35(4):e53-
Objective:
The aim of this study was to identify high- and low-risk subgroups of patients with lymph node (LN) metastasis in presumed early-stage endometrioid endometrial cancer (EC) patients.
Methods:
Clinicopathologic data of presumed early-stage endometrioid EC patients (n=361) treated with lymphadenectomy between March 2000 and July 2022 were analyzed. None of the patient had definite evidence of LN metastasis in a preoperative magnetic resonance imaging (MRI). A received operating characteristic curve analysis was conducted to define the sensitivity and specificity for the combined preoperative risk factors for LN metastasis, which was determined by multivariate analysis.
Results:
Nineteen patients (5.3%) had LN metastasis. Multivariate analysis identified cervical stromal invasion on MRI (odds ratio [OR]=4.386; 95% confidence interval [CI]=1.020–18.852;p=0.047), cornual location of tumor on MRI (OR=36.208; 95% CI=7.902–165.913; p<0.001), and lower uterine segment/isthmic location of tumor on MRI (OR=8.454; 95% CI=1.567–45.610;p=0.013) as independent prognostic factors associated with LN metastasis. Patients were categorized into low- and high-risk groups according to risk criteria. Significant differences in the rates of LN metastasis were observed between the two groups (0.4% vs. 22.2%, p<0.001).
Conclusion
Approximately 95% of presumed early-stage endometrioid EC patients did not have LN metastasis. A model using tumor location was significantly correlated with the risk of LN metastasis. Even in presumed early-stage endometrioid EC patients, therefore, tumor location should be investigated to determine whether to perform LN assessment.

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