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Minhyuk Choi

Yonsei University · 医学

研究室紹介

Professor Minhyuk Choi's research lab specializes in antimicrobial resistance (AMR), healthcare-associated infections, and predictive modeling in critical care. The lab investigates the epidemiology, virulence factors, and treatment outcomes of multidrug-resistant pathogens such as *Klebsiella pneumoniae*, *Elizabethkingia*, and *Escherichia coli* in bloodstream infections. It also focuses on improving clinical prediction models using machine learning to enhance patient outcomes in intensive care settings.

antimicrobial resistancehealthcare-associated infectionsbloodstream infectionsmachine learning in medicinepredictive modeling

Research Overview

Papers
51
Total Citations
776
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
2020
2022
2023
2024
2025
Citations per year (5y)
321total
20202022202320242025

Selected Papers

15
1
Article|82 citations·2018
Antimicrobial resistance and virulence factors of Klebsiella pneumoniae affecting 30 day mortality in patients with bloodstream infection
Dokyun Kim, Byeol Yi Park, Min Hyuk Choi, Eun-Jeong Yoon, Hyukmin Lee, Kwang Jun Lee, Yoon Soo Park, Jong Hee Shin, Young Uh, Kyeong Seob Shin, Jeong Hwan Shin, Young Ah Kim
SJR Q1Journal of Antimicrobial ChemotherapyOA

Despite the reported virulence of hypermucoviscous KP strains, they were associated with good prognoses in KP BSI patients. Importantly, carriage of the pks gene cluster, which is responsible for the synthesis of colibactin, was a relevant marker of early mortality.

Molecular MedicineBiochemistry, Genetics and Molecular Biology
2
Article|76 citations·2018
Risk Factors for Elizabethkingia Acquisition and Clinical Characteristics of Patients, South Korea
Min Hyuk Choi, Myung‐Sook Kim, Su Jin Jeong, Jun Yong Choi, In Yong Lee, Tai‐Soon Yong, Dongeun Yong, Seok Hoon Jeong, Kyungwon Lee
SJR Q1Emerging infectious diseasesOA

Elizabethkingia infections are difficult to treat because of intrinsic antimicrobial resistance, and their incidence has recently increased. We conducted a propensity score-matched case-control study during January 2016-June 2017 in South Korea and retrospectively studied data from patients who were culture positive for Elizabethkingia species during January 2009-June 2017. Furthermore, we conducted epidemiologic studies of the hospital environment and mosquitoes. The incidence of Elizabethkingi

EndocrinologyBiochemistry, Genetics and Molecular Biology
3
Article|70 citations·2022
Major Bloodstream Infection-Causing Bacterial Pathogens and Their Antimicrobial Resistance in South Korea, 2017–2019: Phase I Report From Kor-GLASS
Dokyun Kim, Eun-Jeong Yoon, Jun Sung Hong, Min Hyuk Choi, Hyun Soo Kim, Young Ree Kim, Young Ah Kim, Young Uh, Kyeong Seob Shin, Jeong Hwan Shin, Jeong Su Park, Kyoung Un Park
SJR Q1Frontiers in MicrobiologyOA

To monitor national antimicrobial resistance (AMR), the Korea Global AMR Surveillance System (Kor-GLASS) was established. This study analyzed bloodstream infection (BSI) cases from Kor-GLASS phase I from January 2017 to December 2019. Nine non-duplicated Kor-GLASS target pathogens, including Staphylococcus aureus , Enterococcus faecalis , Enterococcus faecium , Streptococcus pneumoniae , Escherichia coli , Klebsiella pneumoniae , Pseudomonas aeruginosa , Acinetobacter spp., and Salmonella spp.,

Clinical BiochemistryBiochemistry, Genetics and Molecular Biology
4
Article|64 citations·2017
Increasing Incidence of Listeriosis and Infection-associated Clinical Outcomes
Min Hyuk Choi, Yu Jin Park, Myung‐Sook Kim, Young Hee Seo, Young Ah Kim, Jun Yong Choi, Dongeun Yong, Seok Hoon Jeong, Kyungwon Lee
SJR Q2Annals of Laboratory MedicineOA

Healthcare-associated infections caused by L. monocytogenes are associated with high CFR. Adequate initial empirical treatments could reduce CFR, suggesting that careful consideration of an empirical antimicrobial regimen is warranted for elderly or immunocompromised patients admitted to the hospital.

BiotechnologyBiochemistry, Genetics and Molecular Biology
5
Article|62 citations·2022
Mortality prediction of patients in intensive care units using machine learning algorithms based on electronic health records
Min Hyuk Choi, Dokyun Kim, Eui Jun Choi, Yeo Jin Jung, Yong Jun Choi, Jae Hwa Cho, Seok Hoon Jeong
SJR Q1Scientific ReportsOA

Improving predictive models for intensive care unit (ICU) inpatients requires a new strategy that periodically includes the latest clinical data and can be updated to reflect local characteristics. We extracted data from all adult patients admitted to the ICUs of two university hospitals with different characteristics from 2006 to 2020, and a total of 85,146 patients were included in this study. Machine learning algorithms were trained to predict in-hospital mortality. The predictive performance

Artificial IntelligenceComputer Science
6
Article|62 citations·2018
Impact of host-pathogen-treatment tripartite components on early mortality of patients with Escherichia coli bloodstream infection: Prospective observational study
Eun-Jeong Yoon, Min Hyuk Choi, Yoon Soo Park, Hye Sun Lee, Dokyun Kim, Hyukmin Lee, Kyeong Seob Shin, Jong Hee Shin, Young Uh, Young Ah Kim, Jeong Hwan Shin, Seok Hoon Jeong
SJR Q1EBioMedicineOA

Despite decades' effort searching for the risk factors for E. coli BSI, systemic understanding covering the entire tripartite component is still lacking. This study detailed the organic impact of host-pathogen-treatment tripartite components for early mortality in patients with E. coli BSI.

Molecular MedicineBiochemistry, Genetics and Molecular Biology
7
Article|56 citations·2017
The effect of therapeutic leukapheresis on early complications and outcomes in patients with acute leukemia and hyperleukocytosis: a propensity score‐matched study
Min Hyuk Choi, Yeon Hwa Choe, Yongjung Park, Hyunjin Nah, Sinyoung Kim, Seok Hoon Jeong, Hyun Ok Kim
SJR Q2TransfusionOA

BACKGROUND: Hyperleukocytosis in acute leukemia is associated with higher early mortality due to the major complications of leukostasis, tumor lysis syndrome (TLS), and disseminated intravascular coagulopathy (DIC). Leukapheresis remains an important modality for the management of patients with acute leukemia and hyperleukocytosis. However, the role of leukapheresis in early mortality is controversial. This study sought to evaluate the prognostic impact of leukapheresis and its beneficial effect

Pulmonary and Respiratory MedicineMedicine
8
Article|49 citations·2020
Clinical Characteristics and Disease Progression in Early-Stage COVID-19 Patients in South Korea
Min Hyuk Choi, Hyunmin Ahn, Han Seok Ryu, Byung-Jun Kim, Joonyong Jang, Moonki Jung, Jinuoung Kim, Seok Hoon Jeong
SJR Q1Journal of Clinical MedicineOA

A rapid increase in the number of patients with coronavirus disease 19 (COVID-19) may overwhelm the available medical resources. We aimed to evaluate risk factors for disease severity in the early stages of COVID-19. The cohort comprised 293 patients with COVID-19 from 5 March 2020, to 18 March 2020. The Korea Centers for Disease Control and Prevention (KCDC) classification system was used to triage patients. The clinical course was summarized, including the impact of drugs (angiotensin II recep

Infectious DiseasesMedicine
9
Article|23 citations·2017
Risk Factors and Molecular Features of Sequence Type (ST) 131 Extended-spectrum β-Lactamase-producing Escherichia coli in Community-onset Bacteremia
Hyunsoo Kim, Young Ah Kim, Yoon Soo Park, Min Hyuk Choi, Gyeong In Lee, Kyungwon Lee
SJR Q1Scientific ReportsOA

Due to the spread of a single CTX-M-type extended-spectrum β-lactamase (ESBL) clone of sequence type (ST) 131, community-onset bacteremia caused by ESBL-producing Escherichia coli has increased dramatically. We evaluated the risk factors and molecular features of ESBL-producing E. coli ST131 clones isolated from Korean patients with community-onset bacteremia. We collected a total of 124 ESBL-producing E. coli isolates from blood in patients with community-onset bacteremia over a 2 year-period.

Molecular MedicineBiochemistry, Genetics and Molecular Biology
10
Article|22 citations·2023
Development and validation of artificial intelligence models to predict urinary tract infections and secondary bloodstream infections in adult patients
Min Hyuk Choi, Dokyun Kim, Yongjung Park, Seok Hoon Jeong
SJR Q1Journal of Infection and Public HealthOA

BACKGROUND: Traditional culture methods are time-consuming, making it difficult to utilize the results in the early stage of urinary tract infection (UTI) management, and automated urinalyses alone show insufficient performance for diagnosing UTIs. Several models have been proposed to predict urine culture positivity based on urinalysis. However, most of them have not been externally validated or consisted solely of urinalysis data obtained using one specific commercial analyzer. METHODS: A tota

EpidemiologyMedicine
11
Article|20 citations·2018
Machine learning-based diagnosis for disseminated intravascular coagulation (DIC): Development, external validation, and comparison to scoring systems
Jihoon G. Yoon, JoonNyung Heo, Minkyu Kim, Yu Jin Park, Min Hyuk Choi, Jaewoo Song, Kangsan Wyi, Hakbeen Kim, Olivier Duchenne, Soowon Eom, Yury Tsoy
SJR Q1PLoS ONEOA

The major challenge in the diagnosis of disseminated intravascular coagulation (DIC) comes from the lack of specific biomarkers, leading to developing composite scoring systems. DIC scores are simple and rapidly applicable. However, optimal fibrin-related markers and their cut-off values remain to be defined, requiring optimization for use. The aim of this study is to optimize the use of DIC-related parameters through machine learning (ML)-approach. Further, we evaluated whether this approach co

Health InformaticsMedicine
12
Article|19 citations·2017
Retrospective analysis on the diagnostic performances and signal‐to‐cut‐off ratios of the Elecsys Anti‐HCV II assay
Banseok Kim, Hyo Jun Ahn, Min Hyuk Choi, Yongjung Park
SJR Q1Journal of Clinical Laboratory AnalysisOA

BACKGROUND: Anti-HCV assays are widely used as a screening tool for HCV infection. However, diagnostic performances and effective signal-to-cut-off ratios (S/COs) for predicting true HCV infections would vary according to the assays used. Thus, we evaluated the diagnostic performances of the new Elecsys Anti-HCV assay. METHODS: A total of 41 694 cases tested by the Elecsys Anti-HCV II assay (Roche Diagnostics, Germany) during January 2013 to December 2015 were retrospectively analyzed by compari

HepatologyMedicine
13
Article|19 citations·2023
Changes in the prevalence of pathogens causing hospital-acquired bacterial pneumonia and the impact of their antimicrobial resistance patterns on clinical outcomes: A propensity-score-matched study
Min Hyuk Choi, Dokyun Kim, Kyoung Hwa Lee, Jae Hwa Cho, Seok Hoon Jeong
SJR Q1International Journal of Antimicrobial Agents
Critical Care and Intensive Care MedicineMedicine
14
Article|15 citations·2016
Neutropenia is independently associated with sub-therapeutic serum concentration of vancomycin
Min Hyuk Choi, Yeon Hwa Choe, Sang‐Guk Lee, Seok Hoon Jeong, Jeong‐Ho Kim
SJR Q1Clinica Chimica ActaOA
OncologyMedicine
15
Article|10 citations·2022
Impact of urinary tract infection-causative microorganisms on the progression to bloodstream infection: A propensity score-matched analysis
Min Hyuk Choi, Dokyun Kim, Yongjung Park, Seok Hoon Jeong
SJR Q1Journal of InfectionOA
EpidemiologyMedicine

Research Areas

Infectious DiseasesMolecular MedicineEpidemiologyClinical BiochemistryHepatologyOncology

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