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Suyun Kim

Yonsei University · 医学

研究室紹介

Professor Suyun Kim's research lab specializes in translational biomedical research, focusing on leveraging machine learning and advanced imaging techniques to improve clinical outcomes in critical care and oncology. The lab investigates molecular mechanisms underlying disease progression, particularly in cancer and infectious diseases, with an emphasis on autophagy, metabolic regulation, and oxidative stress. Key research directions include developing predictive models for patient outcomes using big data and AI, and exploring biomarkers for early detection and personalized treatment in breast cancer and cervical neoplasia.

machine learningcritical carecancer biomarkersautophagypredictive modeling

Research Overview

Papers
440
Total Citations
6,006
Papers (5y)
144
Primary Field
医学

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
144total
2022
2023
2024
2025
2026
Citations per year (5y)
584total
20222023202420252026

Selected Papers

15
1
Article|303 citations·2017
Precision and trueness of dental models manufactured with different 3-dimensional printing techniques
Soo‐Yeon Kim, Yooseok Shin, Hwi-Dong Jung, Chung–Ju Hwang, Hyoung‐Seon Baik, Jung‐Yul Cha
SJR Q1American Journal of Orthodontics and Dentofacial OrthopedicsOA
OrthodonticsDentistry
2
Article|120 citations·2019
A deep learning model for real-time mortality prediction in critically ill children
Soo Yeon Kim, Saehoon Kim, Joongbum Cho, Young Suh Kim, In Suk Sol, Youngchul Sung, Inhyeok Cho, Minseop Park, Haerin Jang, Yoon Hee Kim, Kyung Won Kim, Myung Hyun Sohn
SJR Q1Critical CareOA

BACKGROUND: The rapid development in big data analytics and the data-rich environment of intensive care units together provide unprecedented opportunities for medical breakthroughs in the field of critical care. We developed and validated a machine learning-based model, the Pediatric Risk of Mortality Prediction Tool (PROMPT), for real-time prediction of all-cause mortality in pediatric intensive care units. METHODS: Utilizing two separate retrospective observational cohorts, we conducted model

EpidemiologyMedicine
3
Article|89 citations·2017
ESRRA (estrogen-related receptor α) is a key coordinator of transcriptional and post-translational activation of autophagy to promote innate host defense
Soo Yeon Kim, Chul‐Su Yang, Hye‐Mi Lee, Jin Kyung Kim, Yi Sak Kim, Ye-Ram Kim, Kim Js, Tae Sung Kim, Jae–Min Yuk, Catherine R. Dufour, Sang‐Hee Lee, Jin‐Man Kim
SJR Q1AutophagyOA

The orphan nuclear receptor ESRRA (estrogen-related receptor α) is a key regulator of energy homeostasis and mitochondrial function. Macroautophagy/autophagy, an intracellular degradation process, is a critical innate effector against intracellular microbes. Here, we demonstrate that ESRRA is required for the activation of autophagy to promote innate antimicrobial defense against mycobacterial infection. AMP-activated protein kinase pathway and SIRT1 (sirtuin 1) activation led to induction of ES

EpidemiologyMedicine
4
Article|85 citations·2018
Assessment of changes in the nasal airway after nonsurgical miniscrew-assisted rapid maxillary expansion in young adults
Soo‐Yeon Kim, Young-Chel Park, Kee‐Joon Lee, Andreas Lintermann, Sang‐Sun Han, Hyung‐Seog Yu, Yoon Jeong Choi
SJR Q1The Angle OrthodontistOA

OBJECTIVES: To evaluate changes in the volume and cross-sectional area of the nasal airway before and 1 year after nonsurgical miniscrew-assisted rapid maxillary expansion (MARME) in young adults. MATERIALS AND METHODS: Fourteen patients (mean age, 22.7 years; 10 women, four men) with a transverse discrepancy who underwent cone beam computed tomography before (T0), immediately after (T1), and 1 year after (T2) expansion were retrospectively included in this study. The volume of the nasal cavity

SurgeryMedicine
5
Article|84 citations·2021
Factors Affecting Pathologic Complete Response Following Neoadjuvant Chemotherapy in Breast Cancer: Development and Validation of a Predictive Nomogram
Soo‐Yeon Kim, Nariya Cho, Yunhee Choi, Su Hyun Lee, Su Min Ha, Eun Sil Kim, Jung Min Chang, Woo Kyung Moon
SJR Q1Radiology

Background There is an increasing need to develop a more accurate prediction model for pathologic complete response (pCR) after neoadjuvant chemotherapy (NAC) in breast cancer. Purpose To develop a nomogram based on MRI and clinical-pathologic variables to predict pCR. Materials and Methods In this single-center retrospective study, consecutive women with stage II-III breast cancer who underwent NAC followed by surgery between January 2011 and December 2017 were considered for inclusion. The wom

Cancer ResearchBiochemistry, Genetics and Molecular Biology
6
Article|70 citations·2015
Evaluation of Malignancy Risk Stratification of Microcalcifications Detected on Mammography: A Study Based on the 5th Edition of BI-RADS
Soo‐Yeon Kim, Ha Yan Kim, Eun‐Kyung Kim, Min Jung Kim, Hee Jung Moon, Jung Hyun Yoon
SJR Q1Annals of Surgical OncologyOA
Pathology and Forensic MedicineMedicine
7
Article|68 citations·2015
Correlation between conductivity and prognostic factors in invasive breast cancer using magnetic resonance electric properties tomography (MREPT)
Soo‐Yeon Kim, Jaewook Shin, Dong‐Hyun Kim, Min Jung Kim, Eun‐Kyung Kim, Hee Jung Moon, Jung Hyun Yoon
SJR Q1European RadiologyOA
Electrical and Electronic EngineeringEngineering
8
Article|59 citations·2003
Changes in Lipid Peroxidation and Antioxidant Trace Elements in Serum of Women With Cervical Intraepithelial Neoplasia and Invasive Cancer
Soo‐Yeon Kim, Jae Wook Kim, Young Sook Ko, Jee Eun Koo, Hae Yeon Chung, Yang Cha Lee‐Kim
SJR Q2Nutrition and Cancer

This study investigated serum lipid peroxidation, antioxidant capacity, and trace element levels in Korean women as related to uterine cervical neoplasia. Twenty-eight subjects had cervical intraepithelial neoplasia (CIN), 36 had invasive cervical cancer, as determined by a colposcopically directed biopsy, and controls included 44 subjects with normal colposcopic findings. Significantly lower selenium (Se) and zinc (Zn) levels and higher copper/Zn ratios were found in both CIN and cancer patient

Reproductive MedicineMedicine
9
Article|57 citations·2008
Kale Juice Improves Coronary Artery Disease Risk Factors in Hypercholesterolemic Men
Soo Yeon Kim, Sun Ae Yoon, Soo Mi KWON, Kye Sook Park, Yang Cha Lee‐Kim
SJR Q3Biomedical and Environmental Sciences
BiochemistryMedicine
10
Article|52 citations·2021
Deep learning-based computer-aided diagnosis in screening breast ultrasound to reduce false-positive diagnoses
Soo‐Yeon Kim, Yunhee Choi, Eun‐Kyung Kim, Boo‐Kyung Han, Jung Hyun Yoon, Ji Soo Choi, Jung Min Chang
SJR Q1Scientific ReportsOA

A major limitation of screening breast ultrasound (US) is a substantial number of false-positive biopsy. This study aimed to develop a deep learning-based computer-aided diagnosis (DL-CAD)-based diagnostic model to improve the differential diagnosis of screening US-detected breast masses and reduce false-positive diagnoses. In this multicenter retrospective study, a diagnostic model was developed based on US images combined with information obtained from the DL-CAD software for patients with bre

Artificial IntelligenceComputer Science
11
Article|41 citations·2018
Contrast-enhanced MRI after neoadjuvant chemotherapy of breast cancer: lesion-to-background parenchymal signal enhancement ratio for discriminating pathological complete response from minimal residual tumour
Soo‐Yeon Kim, Nariya Cho, Sung Ui Shin, Han‐Byoel Lee, Wonshik Han, In Ae Park, Bo Ra Kwon, Soo‐Yeon Kim, Su Hyun Lee, Jung Min Chang, Woo Kyung Moon
SJR Q1European Radiology
Radiology, Nuclear Medicine and ImagingMedicine
12
Article|40 citations·2018
High-Frequency Repetitive Magnetic Stimulation Enhances the Expression of Brain-Derived Neurotrophic Factor Through Activation of Ca2+–Calmodulin-Dependent Protein Kinase II–cAMP-Response Element-Binding Protein Pathway
Ahreum Baek, Eun Jee Park, Soo Yeon Kim, Soo Yeon Kim, Bae-Geun Nam, Ji Hyun Kim, Sang Woo Jun, Sung Hoon Kim, Sung Hoon Kim, Sung‐Rae Cho
SJR Q2Frontiers in NeurologyOA

Repetitive transcranial magnetic stimulation (rTMS) can be used in various neurological disorders. However, neurobiological mechanism of rTMS is not well known. Therefore, in this study we examined the global gene expression patterns depending on different frequencies of repetitive magnetic stimulation (rMS) in both undifferentiated and differentiated Neuro-2a cells to generate a comprehensive view of the biological mechanisms. The Neuro-2a cells were randomly divided into three groups – the sha

NeurologyNeuroscience
13
Article|38 citations·2017
Breast Cancer Detected at Screening US: Survival Rates and Clinical-Pathologic and Imaging Factors Associated with Recurrence
Soo‐Yeon Kim, Boo‐Kyung Han, Eun‐Kyung Kim, Woo Jung Choi, Yunhee Choi, Hak Hee Kim, Woo Kyung Moon
SJR Q1RadiologyOA

Purpose To determine the survival rates and clinical-pathologic and imaging factors associated with recurrence in women with breast cancer detected at screening ultrasonography (US). Materials and Methods This study was approved by the institutional review board, and the requirement to obtain informed consent was waived. A retrospective review of the databases of four institutions identified 501 women (median age, 47 years; range, 27–74 years) with breast cancer (425 invasive cancers and 76 duct

Cancer ResearchBiochemistry, Genetics and Molecular Biology
14
Article|38 citations·2022
Abbreviated Screening MRI for Women with a History of Breast Cancer: Comparison with Full-Protocol Breast MRI
Soo‐Yeon Kim, Nariya Cho, Hyunsook Hong, Youkyoung Lee, Heera Yoen, Yeon Soo Kim, Ah Reum Park, Su Min Ha, Su Hyun Lee, Jung Min Chang, Woo Kyung Moon
SJR Q1Radiology

Background Few studies have compared abbreviated breast MRI with full-protocol MRI in women with a personal history of breast cancer (PHBC), and they have not adjusted for confounding variables. Purpose To compare abbreviated breast MRI with full-protocol MRI in women with PHBC by using propensity score matching to adjust for confounding variables. Materials and Methods In this single-center retrospective study, women with PHBC who underwent full-protocol MRI (January 2008-August 2017) or abbrev

Radiology, Nuclear Medicine and ImagingMedicine
15
Article|38 citations·2020
Ultrafast Dynamic Contrast-Enhanced Breast MRI: Lesion Conspicuity and Size Assessment according to Background Parenchymal Enhancement
Soo‐Yeon Kim, Nariya Cho, Yunhee Choi, Sung Ui Shin, Eun Sil Kim, Su Hyun Lee, Jung Min Chang, Woo Kyung Moon
SJR Q1Korean Journal of RadiologyOA

Ultrafast DCE-MRI could improve lesion conspicuity compared to conventional DCE-MRI, especially in women with premenopausal status, non-mass enhancement, moderate to marked BPE or short time to enhancement.

Radiology, Nuclear Medicine and ImagingMedicine

Research Areas

Cancer ResearchRadiology, Nuclear Medicine and ImagingPulmonary and Respiratory MedicinePhysiologyMolecular BiologyEpidemiology

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