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Hyeon Jong Lee

Sungkyunkwan University · 医学

研究室紹介

Professor Hyeon Jong Lee's research lab specializes in molecular imaging and radiomics, with a focus on leveraging advanced medical imaging techniques—particularly PET/CT and MRI—for early disease detection, prognosis prediction, and personalized treatment planning. The lab investigates biomarkers such as CA15-3, tumor mutational burden (TMB), and tau protein aggregates to improve outcomes in oncology, neurodegenerative diseases, and cardiovascular disorders. By integrating machine learning and radiomics, the lab aims to translate imaging data into clinically actionable insights for complex diseases like breast cancer, colorectal cancer, lung adenocarcinoma, and tauopathies.

molecular imagingradiomicsmachine learningprognostic biomarkersneurodegenerative diseases

Research Overview

Papers
29
Total Citations
83
Papers (5y)
17
Primary Field
医学

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
17total
2022
2023
2024
2025
2026
Citations per year (5y)
66total
20222023202420252026

Selected Papers

15
1
Article|35 citations·2023
Prognostic Impact of Elevation of Cancer Antigen 15-3 (CA15-3) in Patients With Early Breast Cancer With Normal Serum CA15-3 Level
Jai Min Ryu, Danbee Kang, Juhee Cho, Jeong Eon Lee, Seok Won Kim, Seok Jin Nam, Se Kyung Lee, Yeon Jin Kim, Young‐Hyuck Im, Jin Seok Ahn, Yeon Hee Park, Ji‐Yeon Kim
SJR Q2Journal of Breast CancerOA

The results of the present study demonstrated that elevation of CA15-3 in patients with early BC and initial normal serum CA15-3 levels has a prognostic impact.

EpidemiologyMedicine
2
Article|8 citations·2023
A Machine Learning Approach Using FDG PET-Based Radiomics for Prediction of Tumor Mutational Burden and Prognosis in Stage IV Colorectal Cancer
Hyunjong Lee, Seung Hwan Moon, Jung Yong Hong, Jeeyun Lee, Seung Hyup Hyun
SJR Q1CancersOA

Introduction: We assessed the performance of F-18 fluorodeoxyglucose positron emission tomography (FDG PET)-based radiomics for the prediction of tumor mutational burden (TMB) and prognosis using a machine learning (ML) approach in patients with stage IV colorectal cancer (CRC). Methods: Ninety-one CRC patients who underwent pretreatment FDG PET/computed tomography (CT) and palliative chemotherapy were retrospectively included. PET-based radiomics were extracted from the primary tumor on PET ima

Radiology, Nuclear Medicine and ImagingMedicine
3
Article|7 citations·2023
Prognostic Significance of Volumetric Parameters Based on FDG PET/CT in Patients with Lung Adenocarcinoma Undergoing Curative Surgery
Hyunjong Lee, Yoon‐La Choi, Hong Kwan Kim, Yong Soo Choi, Hojoong Kim, Myung‐Ju Ahn, Hong Ryul Pyo, Joon Young Choi
SJR Q1CancersOA

Introduction: FDG PET/CT is a robust imaging modality to diagnose and stratify prognoses for non-small cell lung carcinoma. However, the role of FDG PET/CT in operable lung adenocarcinoma patients has not been previously investigated in a large cohort with varying pathological stages. The prognostic value of volumetric parameters based on FDG PET/CT was investigated in patients with stage I–III lung adenocarcinoma receiving curative surgery. Methods: This retrospective study included 432 patient

Radiology, Nuclear Medicine and ImagingMedicine
4
Article|4 citations·2010
Progression Rate of Aortic Valve Stenosis in Korean Patients
류동열, 박성지, 한혜진, 이현종, 장성아, 최진오, 이상철, 박승우, 오재건

Background: Although there were studies about ethnic differences in aortic valve thickness and calcification that they may play a role in aortic valvular stenosis (AVS) progression, few studies about the progression rate of AVS in Asian population have been reported. The purpose of this study was to evaluate the progression rate of AVS in Korean patients. Methods: We retrospectively analyzed 325 patients (181 men, age: 67 ± 13 years) with AVS who had 2 or more echocardiograms at least 6 months a

5
Review|4 citations·2023
Tau positron emission tomography in tauopathies: A narrative review
Hyunjong Lee, Yuna Gu, Sang Won Seo, Seung Hwan Moon
Precision and Future MedicineOA

Aggregation of misfolded tau in the brain is a major pathological feature common in various neurodegenerative disorders known as tauopathies, including Alzheimer’s disease, progressive supranuclear palsy, corticobasal syndrome, and dementia with Lewy bodies. Tauopathies are collection of diseases with varied overlapping symptoms and complicated manifestations. Consequently, it is crucial to be able to assess tau deposits <i>in vivo</i>. Over the past decade, tau-specific radioligands

PhysiologyMedicine
6
Article|4 citations·2006
한국인에서 미세단백뇨의 유병률 및 임상적 특성
김은란, 성기철, 전창욱, 권창희, 고영율, 이현종, 박성근, 이도영, 윤지호, 김병진, 김범수, 강진호

목적 : 미세단백뇨는 당뇨병이나 고혈압과 무관하게 심혈관 질환 발생 및 사망의 독립적 예후인자로 인식되고 있으나, 국내에서는 이와 관련된 보고가 부족한 실정이다. 본 연구는 국내 성인 건강검진 수진자들을 대상으로 미세단백뇨의 유병률 및 미세단백뇨와 인슐린 저항성, 심혈관 질환의 위험인자들과의 연관성에 대해 알아보고자 하였다.

7
Article|4 citations·2024
Prognostic value of pseudotime from texture parameters of FDG PET/CT in locally advanced rectal cancer with neoadjuvant concurrent chemoradiotherapy
Hyunjong Lee, Seung Hyup Hyun, Yong Beom Cho, Hee Cheol Kim, Hee Chul Park, Young Suk Park, Joon Young Choi
SJR Q1Scientific ReportsOA

Texture analysis generates image parameters from F-18 fluorodeoxyglucose positron emission tomography/computed tomography (FDG PET/CT). Although some parameters correlate with tumor biology and clinical attributes, their types and implications can be complex. To overcome this limitation, pseudotime analysis was applied to texture parameters to estimate changes in individual sample characteristics, and the prognostic significance of the estimated pseudotime of primary tumors was evaluated. Our su

Radiology, Nuclear Medicine and ImagingMedicine
8
Article|2 citations·2005
악하선문 타석의 치료:악하선관 조대술을 이용한 구강내 접근법
정한신, 백정환, 손영익, 정규환, 이동경, 김준호, 이현종

Background and Objectives:The excision of submandibular gland (SMG) has been commonly used for the treatment of calculi in the hilum of SMG, since intraoral removal of the hilar stone has the potential risk of lingual nerve injury and the poor surgical field. However, it would leave loss of remained gland function and external scars after the excision. Therefore, the authors modified the intraoral retrieval techniques as the marsupialization of the Whartons duct up to the calculi in the hilum. T

9
Article|2 citations·2005
일측성 성대마비 환자에서 Cross-Linked Hyaluronic Acid Gel을이용한 성대주입술의 효과 및 안전성
이승원, 오재원, 이현종, 김관민, 손영익

Background and Objectives:Hyaluronic acid (HA) is a natural polysaccharide, which resides in the extracellular space of all mammalian connective tissue and creates viscoelasticity, hydrating, lubricating and stabilizing matrix. The authors aimed to determine the clinical efficacy and safety of using HA derivative as an injection material to correct the glottal insufficiency of patients with unilateral vocal cold palsy (VCP). Subjects and Method:Twenty-eight consecutive patients with recent unila

10
Article|2 citations·2024
18F-FDOPA PET/CT in Oncology: Procedural Guideline by the Korean Society of Nuclear Medicine
Yongjin Park, Joon Ho Choi, Hyunjong Lee, Seung Hwan Moon, Inki Lee, Joo-Hee Lee, Jang Yoo, Joon Young Choi
SJR Q2Nuclear Medicine and Molecular ImagingOA
Radiology, Nuclear Medicine and ImagingMedicine
11
Article|2 citations·2024
18F-FDG PET/CT in Inflammation and Infection: Procedural Guideline by the Korean Society of Nuclear Medicine
Joon Ho Choi, Yongjin Park, Hyunjong Lee, Hye Ryeong Kwon, Jin‐Kyoung Oh, Chae Hong Lim, Eun Ji Han, Joon Young Choi
SJR Q2Nuclear Medicine and Molecular ImagingOA
Radiology, Nuclear Medicine and ImagingMedicine
12
Article|2 citations·2024
Imaging Very Late Antigen-4 on MOLT4 Leukemia Tumors with Cysteine Site-Specific 89Zr-Labeled Natalizumab Immuno-Positron Emission Tomography
Mi‐Na Kim, Kyung‐Ho Jung, Jung Lim Kim, Hyun‐Jung Koo, Hye Jin Jung, Hyunjong Lee, Kyung-Han Lee
SJR Q1Molecular Pharmaceutics

Very late antigen-4 (VLA4; CD49d) is a promising immune therapy target in treatment-resistant leukemia and multiple myeloma, and there is growing interest in repurposing the humanized monoclonal antibody (Ab), natalizumab, for this purpose. Positron emission tomography with radiolabeled Abs (immuno-PET) could facilitate this effort by providing information on natalizumab’s in vivo pharmacokinetic and target delivery properties. In this study, we labeled natalizumab with 89 Zr specifically on sul

OncologyMedicine
13
Article|2 citations·2005
두경부 영역 동정맥 기형의 진단과 치료
정한신, 최종윤, 이현종, 김태욱, 김민범, 소윤경, 손영익, 백정환, 이병붕, 변홍식

Background and Objectives:Arteriovenous malformation is a vascular malformation with fast-flow shunt from the artery to the vein. Extracranial arteriovenous malformation in the head and neck (HNAVM) is so rare that there have been no systematical reports related to it in Korea. Authors aimed to suggest the treatment protocols for HNAVM through retrospective analysis. Subjects and Method:We reviewed retrospectively the medical records of 19 patients with extracranial HNAVM, who had been diagnosed

14
Article|1 citations·2009
Intravascular Ultrasound-Guided Troubleshooting in a Large Hematoma Treated With Fenestration Using a Cutting Balloon
노혜진, 최진호, 송영빈, 주현철, 양지현, 김상민, 이현종, 최준혁, 최수희, 한주용, 최승혁, 권현철

Intramural hematoma formation is not a well-studied complication of percutaneous coronary intervention. We describe a patient with stable angina who developed an intramural hematoma during elective percutaneous coronary intervention (PCI) in the right coronary artery (RCA). Total occlusion with dense dye staining developed a long way from the distal RCA, near the posterior descending artery bifurcation site. The true lumen was compressed by the enlarged, tense, false lumen. The patient was succe

15
Article|1 citations·2006
외견상 건강한 한국인의 혈중 Lipoprotein(a)분포와 심혈관질환의 다른 위험인자와의 연관성
이현종, 배지철, 성기철, 박성근, 전창욱, 류승호, 윤지호, 김병진, 강진호, 이만호, 박정로

배경 및 목적: 최근의 전향적 연구에 의하면 Lp(a)의 증가는 심혈관 질 환의 독립적인 위험인자로 간주되고 있으며 외국의 경우에 서는 Lp(a)의 연령, 성, 인종 등에 따른 분포 및 다른 심혈관 질환의 위험인자와의 연관성에 대한 보고가 많이 있으나 한 국인을 대상으로 한 대규모 연구는 없어 한국인에서 Lp(a) 의 분포 및 다른 심혈관질환의 위험인자와의 연관성을 알아 보고자 하였다. 방 법: 주로 서울 및 경기 지역에 거주하며 2004년 1월부터 2004 년 12월까지 본원에서 건강 검진을 받았던 외견상 건강한 20세 이상의 남자 8,007명, 여자 6,509명 등 총 14,516명 을 대상으로 immunonephelometeric assay를 이용하여 Lp(a) 를 측정하였고 심혈관 질환에 영향을 줄 수 있는 요인들을 측정하여 Lp(a)의 분포 및 위험인자와의 연관성을 조사하 였다. 결 과: 전체 대상군의 평균 Lp(a)는 20.1±16.00 mg/dL이었고 median, 75

Research Areas

Radiology, Nuclear Medicine and ImagingOncologyEpidemiologyPhysiologyEndocrinology, Diabetes and MetabolismSurgery

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