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Sae-Kwang Lee

Korea University · Medicine

About the Lab

Professor Sae-Kwang Lee's research lab specializes in neuroimaging and artificial intelligence applications in neurological disorders, with a focus on stroke, aphasia, depression, and cerebellar ataxia. The lab integrates advanced neuroimaging techniques—such as diffusion tensor imaging (DTI), structural MRI, and fMRI—with machine learning and explainable AI to predict clinical outcomes and uncover neural mechanisms. Key research directions include identifying biomarkers for language and motor recovery post-stroke, analyzing structural brain changes in mood disorders, and developing interpretable models for clinical decision support. The lab emphasizes translational neuroscience, bridging neuroimaging findings with real-world clinical data to improve patient outcomes.

neuroimagingstroke recoveryexplainable AIdiffusion tensor imagingclinical prediction

Research Overview

Papers
23
Total Citations
103
Papers (5y)
11
Primary Field
Medicine

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
11total
2022
2023
2024
2025
2026
Citations per year (5y)
27total
20222023202420252026

Selected Papers

15
1
Article|24 citations·2020
Clinical and neuroimaging factors associated with aphasia severity in stroke patients: diffusion tensor imaging study
Sekwang Lee, Yoonhye Na, Woo‐Suk Tae, Sung‐Bom Pyun
SJR Q1Scientific ReportsOA

This study investigated factors associated with aphasia severity at both 2 weeks and 3 months after stroke using demographic and clinical variables, brain diffusion tensor imaging (DTI) parameters, and lesion volume measurements. Patients with left hemisphere stroke were assessed at 2 weeks (n = 68) and at 3 months (n = 20) after stroke. Demographic, clinical, and neuroimaging data were collected; language functions were assessed using the Western Aphasia Battery. For neuroimaging, DTI parameter

Radiology, Nuclear Medicine and ImagingMedicine
2
Article|16 citations·2020
Shape and Volumetric Differences in the Corpus Callosum between Patients with Major Depressive Disorder and Healthy Controls
Sekwang Lee, Sung‐Bom Pyun, Kwan Woo Choi, Woo‐Suk Tae
SJR Q2Psychiatry InvestigationOA

OBJECTIVE: This study aimed to investigate the morphometric differences in the corpus callosum between patients with major depressive disorder (MDD) and healthy controls and analyze their relationship to gray matter changes. METHODS: Twenty female MDD patients and 21 healthy controls (HCs) were included in the study. To identify the difference in the regional gray matter concentration (GMC), VBM was performed with T1 magnetic resonance imaging. The shape analysis of the corpus callosum was proce

Radiology, Nuclear Medicine and ImagingMedicine
3
Article|12 citations·2021
Effects of aging on brain networks during swallowing: general linear model and independent component analyses
Woo‐Suk Tae, Sekwang Lee, Sun-Young Choi, Sung‐Bom Pyun
SJR Q1Scientific ReportsOA

Swallowing disorders occur more frequently in older adults. However, the effects of the aging process on neural activation when swallowing are unclear. We aimed to identify neural regions activated during swallowing and evaluate changes in neural activation and neural networks with aging. Using a general linear model (GLM) and independent component (IC) analyses, blood oxygen level-dependent (BOLD) signals were observed in the lateral precentral gyrus, postcentral gyrus, anterior insular cortice

Speech and HearingHealth Professions
4
Article|8 citations·2020
Integrity of arcuate fasciculus is a good predictor of language impairment after subcortical stroke
Jun Soo Noh, Sekwang Lee, Yoonhye Na, Minjae Cho, Yu Mi Hwang, Woo‐Suk Tae, Sung‐Bom Pyun
SJR Q1Journal of Neurolinguistics
Radiology, Nuclear Medicine and ImagingMedicine
5
Article|6 citations·2017
Neuroanatomical Mechanism of Cerebellar Mutism After Stroke
Sekwang Lee, Yoonhye Na, Hyun Im Moon, Woo‐Suk Tae, Sung‐Bom Pyun
SJR Q1Annals of Rehabilitation MedicineOA

Cerebellar mutism (CM) is a rare neurological condition characterized by lack of speech due to cerebellar lesions. CM is often reported in children. We describe a rare case of CM after spontaneous cerebellar hemorrhage. The patient showed mutism, irritability, decreased spontaneous movements and oropharyngeal apraxia. Diffusion tensor imaging revealed significant volume reduction of medial frontal projection fibers from the corpus callosum. In Tracts Constrained by UnderLying Anatomy (TRACULA) a

Radiology, Nuclear Medicine and ImagingMedicine
6
Article|6 citations·2024
Explainable artificial intelligence on safe balance and its major determinants in stroke patients
Sekwang Lee, Eun-Young Lee, Kwang‐Sig Lee, Sung‐Bom Pyun
SJR Q1Scientific ReportsOA

This study develops explainable artificial intelligence for predicting safe balance using hospital data, including clinical, neurophysiological, and diffusion tensor imaging properties. Retrospective data from 92 first-time stroke patients from January 2016 to June 2023 was analysed. The dependent variables were independent mobility scores, i.e., Berg Balance Scales with 0 (45 or below) vs. 1 (above 45) measured after three and six months, respectively. Twenty-nine predictors were included. Rand

RehabilitationMedicine
7
Review|6 citations·2024
Predictive and Explainable Artificial Intelligence for Neuroimaging Applications
Sekwang Lee, Kwang‐Sig Lee
SJR Q2DiagnosticsOA

BACKGROUND: The aim of this review is to highlight the new advance of predictive and explainable artificial intelligence for neuroimaging applications. METHODS: Data came from 30 original studies in PubMed with the following search terms: "neuroimaging" (title) together with "machine learning" (title) or "deep learning" (title). The 30 original studies were eligible according to the following criteria: the participants with the dependent variable of brain image or associated disease; the interve

NeurologyNeuroscience
8
Article|5 citations·2022
The Quinazoline Otaplimastat (SP-8203) Reduces the Hemorrhagic Transformation and Mortality Aggravated after Delayed rtPA-Induced Thrombolysis in Cerebral Ischemia
Hwa Young Song, Jee-In Chung, Angela M. A. Anthony Jalin, Chung Ju, Kisoo Pahk, Chanmin Joung, Sekwang Lee, Sejong Jin, Byoung Soo Kim, Ki Sung Lee, Jei‐Man Ryu, Won‐Ki Kim
SJR Q1International Journal of Molecular SciencesOA

Acute ischemic stroke is the leading cause of morbidity and mortality worldwide. Recombinant tissue plasminogen activator (rtPA) is the only agent clinically approved by FDA for patients with acute ischemic stroke. However, delayed treatment of rtPA (e.g., more than 3 h after stroke onset) exacerbates ischemic brain damage by causing intracerebral hemorrhage and increasing neurotoxicity. In the present study, we investigated whether the neuroprotant otaplimastat reduced delayed rtPA treatment-ev

Cancer ResearchBiochemistry, Genetics and Molecular Biology
9
Book Chapter|5 citations·2016
Comparative Study of Tangible Tabletop and Computer-Based Training Interfaces for Cognitive Rehabilitation
Kyuye Song, Sekwang Lee, Sung‐Bom Pyun, Laehyun Kim
SJR Q2Lecture notes in computer scienceOA
Computer Vision and Pattern RecognitionComputer Science
10
Article|4 citations·2019
Reduced axial diffusivity and increased mode and T2 signals in cerebral white matter of chronic obstructive pulmonary disease using tract-based spatial statistics
Sekwang Lee, Sung‐Bom Pyun, Woo‐Suk Tae
SJR Q1Neuroradiology
Radiology, Nuclear Medicine and ImagingMedicine
11
Article|4 citations·2024
The Therapeutic Effects of SP-8356, a Verbenone Derivative, with Multimodal Cytoprotective Mechanisms in an Ischemic Stroke Rat Model
Hwa Young Song, Sejong Jin, Sekwang Lee, Angela M. A. Anthony Jalin, Kyung-Hye Roh, Won‐Ki Kim
SJR Q1International Journal of Molecular SciencesOA

An ischemic cerebral stroke results from the interruption of blood flow to the brain, triggering rapid and complex cascades of excitotoxicity, oxidative stress, and inflammation. Current reperfusion therapies, including intravenous thrombolysis and mechanical thrombectomy, cause further brain injury due to reperfusion-induced cytotoxicity. To date, novel cytoprotective therapies that could address these challenges have yet to be developed, likely due to the limitations of targeting a single path

NeurologyNeuroscience
12
Article|3 citations·2023
Predictors of manual dexterity at 3 and 6 months after stroke: integration of clinical, neurophysiological, and neuroimaging factors
Eui Jin Jeong, Mun Jeong Kang, Sekwang Lee, Yeji Hwang, Ju Seob Park, Ki Min Kim, Sung‐Bom Pyun
SJR Q2International Journal of Rehabilitation Research

This retrospective study aimed to predict dexterity at 3 and 6 months post-stroke by integrating clinical, neurophysiological, and neuroimaging factors. We included 126 patients with first-ever, unilateral, and supratentorial stroke. Demographic, stroke characteristics, and initial clinical assessment variables [Mini-mental state examination and Fugl-Meyer Assessment Upper Extremity (FMA-UE)] were evaluated 2 weeks after stroke. Dexterity, measured using the Manual Function Test (MFT) hand subsc

RehabilitationMedicine
13
Article|2 citations·2025
Voxel‐Based Morphometry and Subfield Volumetry Analysis Reveal Limbic System Involvement in Tinnitus
Sekwang Lee, Sung‐Bom Pyun, Youngbo Sim, Soon Ho Um, Woo‐Suk Tae, Eui‐Cheol Nam
SJR Q1Journal of Neuroimaging

BACKGROUND AND PURPOSE: Tinnitus is a condition in which individuals perceive sounds, such as ringing or buzzing, without any external source. Although the exact cause is not fully understood, recent studies have indicated the involvement of nonauditory brain structures, including the limbic system. We aimed to compare the volumes of specific brain structures between patients with tinnitus and controls. METHODS: Voxel-based morphometry and subfield volumetry were applied to analyze the brain str

Sensory SystemsNeuroscience
14
Article|1 citations·2003
자바 카드상에서의 3GPP(),3GPP2 인증 메커니즘 구현
조승환, 전성익, 이정우, 이옥연, 한진희, 이세광

현재 전세계적으로 이동통신 단말기의 발전은 빠른 속도 진행중이다. 기본적인 전화 통화이외에 다양한 멀티미디어 서비스 및 국제적 로밍이 가능한 3세대 이동통신으로 가고 있으며 이에 따라 더욱 생활 필수품이 될 것이다. 이처럼 많은 편리성을 제공해주는 이동통신 서비스에 있어 개인의 사생활 보호 및 안전한 데이터 전송은 필수적 요소이다. 3세대 이동통신 서비스를 제공하려는 비동기식, 동기식 진영 양쪽 모두 사용자의 인증 기능을 정의하고 있다. 이 인증기능은 자바카드 기반의 USIM, UIM application에 포함되어 제공될 것이다. 본 논문에서는 두방식의 인증 메커니즘과 키생성 메커니즘을 살펴보고 자바카드와 동일한 환경에서 구현한 내용과 테스트한 결과에 대하여 설명한다. 또 표준에서 불분명하게 정의되어 실제 Java card에서 구현시 발생할 수 있는 문제에 대하여 분석하였다.

15
Article|1 citations·2025
White matter tract involvement in anarchic hand syndrome following stroke: Diffusion tensor imaging study
Jihee Park, Woo‐Suk Tae, Sekwang Lee, Sung‐Bom Pyun
SJR Q2Behavioural Brain Research
NeurologyMedicine

Research Areas

Radiology, Nuclear Medicine and ImagingNeurologyRehabilitationPsychiatry and Mental healthSpeech and HearingComputer Vision and Pattern Recognition

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