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김수연 교수

Suyun Kim

연세대학교 치의학교육학과 · 의학

연구실 소개

김수연 교수의 연구실은 임상 데이터 기반의 인공지능 모델 개발과 생물의학적 기전 규명을 융합한 연구를 수행하고 있습니다. 특히 소아 중환자실에서의 생존 예측 모델(PROMPT) 개발과 함께, 대사 및 면역 조절을 담당하는 핵수용체 ESRRA가 자가포식을 통해 미세박테리아에 대한 면역 방어 기전에 기여하는 메커니즘을 규명하는 데 초점을 맞추고 있습니다. 또한, 뇌영상 및 영상기반 분석을 활용한 유방암 치료 반응 예측 모델 개발과 같은 정밀의료 응용 연구도 진행 중입니다.

인공지능생존 예측자가포식유방암영상의학

연구 현황

논문 수
440
총 인용 수
6,006
최근 5년 논문
144
주요 분야
의학

연구 성과 추이

표시된 성과는 수집된 데이터 기준으로 산출되며, 일부 차이가 있을 수 있습니다.

5개년 연도별 논문 게재 수
144총합
2022
2023
2024
2025
2026
5개년 연도별 피인용 수
584총합
20222023202420252026

주요 논문

15
1
논문|인용수 303·2017
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
논문|인용수 120·2019
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
논문|인용수 89·2017
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
논문|인용수 85·2018
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
논문|인용수 84·2021
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
논문|인용수 70·2015
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
논문|인용수 68·2015
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
논문|인용수 59·2003
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
논문|인용수 57·2008
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
논문|인용수 52·2021
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
논문|인용수 41·2018
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
논문|인용수 40·2018
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
논문|인용수 38·2020
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
14
논문|인용수 38·2017
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
15
논문|인용수 38·2022
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

대표 연구 분야

Cancer ResearchRadiology, Nuclear Medicine and ImagingPulmonary and Respiratory MedicinePhysiologyMolecular BiologyEpidemiology

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