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Mi-Ri Kwon

Sungkyunkwan University · 医学

研究室紹介

Professor Mi-Ri Kwon's research lab specializes in medical imaging and artificial intelligence applications in oncology and cardiovascular disease. The lab focuses on advancing radiomics and artificial intelligence to improve early detection and risk prediction in thyroid and breast cancers, particularly in Asian populations with dense breast tissue. They also investigate psychosocial factors, such as Type D personality, in cardiovascular disease outcomes, integrating imaging biomarkers with patient-reported health behaviors and illness perception. Their work emphasizes personalized medicine through non-invasive imaging techniques and AI-driven diagnostic tools.

radiomicsartificial intelligencebreast cancer screeningthyroid cancerhealth behaviors

Research Overview

Papers
43
Total Citations
559
Papers (5y)
26
Primary Field
医学

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
26total
2021
2022
2023
2024
2025
Citations per year (5y)
169total
20212022202320242025

Selected Papers

15
1
Article|52 citations·2020
Radiomics Study of Thyroid Ultrasound for Predicting BRAF Mutation in Papillary Thyroid Carcinoma: Preliminary Results
Mi-ri Kwon, Jung Hee Shin, Hyunjin Park, Hwan-ho Cho, Soo Yeon Hahn, Ko Woon Park
SJR Q1American Journal of NeuroradiologyOA

Radiomics study using thyroid sonography is limited in predicting the <i>BRAF</i> mutation status of papillary thyroid carcinoma. Further studies will be needed to validate our results using various diagnostic methods.

Endocrinology, Diabetes and MetabolismMedicine
2
Article|50 citations·2021
Breast Cancer Screening with Abbreviated Breast MRI: 3-year Outcome Analysis
Mi-ri Kwon, Ji Soo Choi, Hojeong Won, Eun Young Ko, Eun Sook Ko, Ko Woon Park, Boo‐Kyung Han
SJR Q1Radiology

Background Data are limited regarding the performance of abbreviated screening breast MRI during consecutive years and the characteristics of breast cancers missed and detected with it. Purpose To assess the longitudinal diagnostic performance of abbreviated screening MRI and to determine whether the screening outcomes of abbreviated MRI differed between yearly time periods for 3 consecutive years. Materials and Methods This retrospective study included 1975 consecutive women who underwent abbre

Radiology, Nuclear Medicine and ImagingMedicine
3
Article|37 citations·2020
Radiomics Based on Thyroid Ultrasound Can Predict Distant Metastasis of Follicular Thyroid Carcinoma
Mi-ri Kwon, Jung Hee Shin, Hyunjin Park, Hwan-ho Cho, Eunjin Kim, Soo Yeon Hahn
SJR Q1Journal of Clinical MedicineOA

We aimed to evaluate whether radiomics analysis based on gray-scale ultrasound (US) can predict distant metastasis of follicular thyroid cancer (FTC). We retrospectively included 35 consecutive FTCs with distant metastases and 134 FTCs without distant metastasis. We extracted a total of 60 radiomics features derived from the first order, shape, gray-level cooccurrence matrix, and gray-level size zone matrix features using US imaging. A radiomics signature was generated using the least absolute s

Endocrinology, Diabetes and MetabolismMedicine
4
Article|25 citations·2018
Histogram analysis of greyscale sonograms to differentiate between the subtypes of follicular variant of papillary thyroid cancer
Mi-ri Kwon, Jung Hee Shin, Soo Yeon Hahn, Young Lyun Oh, Jin Young Kwak, Eunjung Lee, Yaeji Lim
SJR Q2Clinical RadiologyOA
Endocrinology, Diabetes and MetabolismMedicine
5
Article|24 citations·2024
Screening mammography performance according to breast density: a comparison between radiologists versus standalone intelligence detection
Mi-ri Kwon, Yoosoo Chang, Soo‐Youn Ham, Yoosun Cho, Eun Young Kim, Jeonggyu Kang, Eun Kyung Park, Ki Hwan Kim, Minjeong Kim, Tae Soo Kim, Hyeonsoo Lee, Ria Kwon
SJR Q1Breast Cancer ResearchOA

BACKGROUND: Artificial intelligence (AI) algorithms for the independent assessment of screening mammograms have not been well established in a large screening cohort of Asian women. We compared the performance of screening digital mammography considering breast density, between radiologists and AI standalone detection among Korean women. METHODS: We retrospectively included 89,855 Korean women who underwent their initial screening digital mammography from 2009 to 2020. Breast cancer within 12 mo

Artificial IntelligenceComputer Science
6
Article|18 citations·2023
Screening Outcomes of Supplemental Automated Breast US in Asian Women with Dense and Nondense Breasts
Mi-ri Kwon, Ji Soo Choi, Mi Yeon Lee, Sinae Kim, Eun Sook Ko, Eun Young Ko, Boo‐Kyung Han
SJR Q1Radiology

Background Automated breast (AB) US effectively depicts mammographically occult breast cancers in Western women. However, few studies have focused on the outcome of supplemental AB US in Asian women who have denser breasts than Western women. Purpose To evaluate the performance of supplemental AB US on mammography-based breast cancer screening in Asian women with dense breasts and those with nondense breasts. Materials and Methods A retrospective database search identified asymptomatic Korean wo

Artificial IntelligenceComputer Science
7
Article|17 citations·2018
Mediating effect of illness perception on the relationship between Type D personality and health behaviors among coronary artery disease patients
Mi-ri Kwon, Jiyeon Kang
SJR Q2Health Psychology OpenOA

The aim of this study was to investigate the relationship between Type D personality and health behaviors of coronary artery disease patients and to determine the mediating effect of illness perception on this relationship. The participants were 142 coronary artery disease patients who underwent percutaneous coronary intervention in a university hospital in Korea. Type D personality, illness perception, and health behaviors were surveyed using structured questionnaires. The collected data were a

Cardiology and Cardiovascular MedicineMedicine
8
Article|14 citations·2015
Lung Infarction due to Pulmonary Vein Stenosis after Ablation Therapy for Atrial Fibrillation Misdiagnosed as Organizing Pneumonia: Sequential Changes on CT in Two Cases
Mi-ri Kwon, Ho Yun Lee, Jong Ho Cho, Sang‐Won Um
SJR Q1Korean Journal of RadiologyOA

Pulmonary vein (PV) stenosis is a complication of ablation therapy for arrhythmias. We report two cases with chronic lung parenchymal abnormalities showing no improvement and waxing and waning features, which were initially diagnosed as nonspecific pneumonias, and finally confirmed as PV stenosis. When a patient presents for nonspecific respiratory symptoms without evidence of infection after ablation therapy and image findings show chronic and repetitive parenchymal abnormalities confined in lo

Cardiology and Cardiovascular MedicineMedicine
9
Article|13 citations·2023
Diagnostic Performance of Artificial Intelligence–Based Computer-Aided Detection Software for Automated Breast Ultrasound
Mi-ri Kwon, Inyoung Youn, Mi Yeon Lee, Hyunah Lee
SJR Q1Academic Radiology
Artificial IntelligenceComputer Science
10
Article|12 citations·2020
Diagnostic performance of abbreviated breast MRI for screening of women with previously treated breast cancer
Mi-ri Kwon, Eun Young Ko, Boo‐Kyung Han, Eun Sook Ko, Ji Soo Choi, Ko Woon Park
SJR Q3MedicineOA

RATIONALE AND OBJECTIVES: To evaluate the diagnostic performance of abbreviated screening breast magnetic resonance imaging (AB-MRI) for screening in women with previously treated breast cancer. MATERIALS AND METHODS: This retrospective study included consecutive AB-MRI from September 2015 to December 2016 in patients with previously treated breast cancer. Longitudinal medical record of patients' demographics, outcomes of imaging surveillance and results of biopsy was reviewed. Protocol consiste

Radiology, Nuclear Medicine and ImagingMedicine
11
Article|12 citations·2022
Impact of Skeletal Muscle Loss and Visceral Obesity Measured Using Serial CT on the Prognosis of Operable Breast Cancers in Asian Patients
Mi-ri Kwon, Eun Sook Ko, Min Su Park, Woo Kyoung Jeong, Na Young Hwang, Jae‐Hun Kim, Jeong Eon Lee, Seok Won Kim, Jong Han Yu, Boo‐Kyung Han, Eun Young Ko, Ji Soo Choi
SJR Q1Korean Journal of RadiologyOA

Our study revealed that baseline and early temporal changes in SMI and VAT were not independent prognostic factors regarding disease-free survival in Asian patients undergoing surgery for breast cancer.

PhysiologyMedicine
12
Article|11 citations·2022
Performance analysis of screening mammography in Asian women under 40 years
Mi-ri Kwon, Yoosoo Chang, Boyoung Park, Seungho Ryu, Shin Ho Kook
SJR Q1Breast Cancer
OncologyMedicine
13
Article|10 citations·2024
Correlation of shear-wave elastography stiffness and apparent diffusion coefficient values with tumor characteristics in breast cancer
Mi-ri Kwon, Inyoung Youn, Eun Sook Ko, Seon-Hyeong Choi
SJR Q1Scientific ReportsOA

Abstract We aimed to investigate the correlation between shear-wave elastography (SWE) and apparent diffusion coefficient (ADC) values in breast cancer and to identify the associated characteristics. We included 91 breast cancer patients who underwent SWE and breast MRI prior to surgery between January 2016 and November 2017. We measured the lesion’s mean (E mean ) and maximum (E max ) elasticities of SWE and ADC values. We evaluated the correlation between SWE, ADC values and tumor size. The me

Radiology, Nuclear Medicine and ImagingMedicine
14
Article|10 citations·2019
Acral malignant melanoma; emphasis on the primary metastasis and the usefulness of preoperative ultrasound for sentinel lymph node metastasis
Mi-ri Kwon, Sang‐Hee Choi, Kee‐Taek Jang, Jung‐Han Kim, Goo‐Hyun Mun, Jeeyun Lee, Dong‐Youn Lee
SJR Q1Scientific ReportsOA

This study aimed to evaluate the most common primary metastatic location of acral malignant melanoma and to evaluate the usefulness of preoperative ultrasound for sentinel lymph node metastasis. Ninety-eight Korean acral malignant melanoma patients were enrolled. Acral malignant melanoma was present in 76 lower limbs and in 22 upper limbs. The most common origin location was the sole (33.7%). The most common location of primary metastasis was loco-regional recurrence (22/34, 64.7%). The sensitiv

OncologyMedicine
15
Article|8 citations·2022
Factors associated with radiologic-pathologic discordance in magnetic resonance imaging after neoadjuvant chemotherapy for breast cancer
Mi-ri Kwon, Jinah Chu, Shin Ho Kook, Eun Young Kim
SJR Q2Clinical Imaging
Cancer ResearchBiochemistry, Genetics and Molecular Biology

Research Areas

Radiology, Nuclear Medicine and ImagingArtificial IntelligenceEndocrinology, Diabetes and MetabolismOncologyCancer ResearchPulmonary and Respiratory Medicine

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