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Myunggyu Kim

Ewha Womans University · 医学

研究室紹介

Professor Myunggyu Kim's research lab specializes in digital health and pharmacovigilance, focusing on leveraging social media and artificial intelligence to detect and analyze adverse drug reactions and health-related misinformation. The lab conducts systematic reviews, meta-analyses, and machine learning applications—particularly using BERT-based models—to study the real-world impact of medications, supplements, and dietary patterns on metabolic and lipid profiles. Key research directions include early detection of drug safety signals, nonmedical use of prescription drugs like methylphenidate, and the evaluation of functional foods such as krill oil, fish oil, and garlic in relation to metabolic health. The lab integrates data science with clinical pharmacology to improve public health surveillance and evidence-based decision-making.

social media surveillancedrug safety signalsmachine learning in healthlipid metabolismmisinformation detection

Research Overview

Papers
92
Total Citations
1,033
Papers (5y)
40
Primary Field
医学

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
40total
2022
2023
2024
2025
2026
Citations per year (5y)
280total
20222023202420252026

Selected Papers

15
1
Article|46 citations·2021
The Use of Social Media in Detecting Drug Safety–Related New Black Box Warnings, Labeling Changes, or Withdrawals: Scoping Review
Jae‐Young Lee, Yae-Seul Lee, Dong Hyun Kim, Han Sol Lee, Bo Ram Yang, Myeong Gyu Kim
SJR Q1JMIR Public Health and SurveillanceOA

BACKGROUND: Social media has become a new source for obtaining real-world data on adverse drug reactions. Many studies have investigated the use of social media to detect early signals of adverse drug reactions. However, the trustworthiness of signals derived from social media is questionable. To confirm this, a confirmatory study with a positive control (eg, new black box warnings, labeling changes, or withdrawals) is required. OBJECTIVE: This study aimed to evaluate the use of social media in

ToxicologyPharmacology, Toxicology and Pharmaceutics
2
Article|41 citations·2020
Twitter Analysis of the Nonmedical Use and Side Effects of Methylphenidate: Machine Learning Study
Myeong Gyu Kim, Jungu Kim, Su Cheol Kim, Jaegwon Jeong
SJR Q1Journal of Medical Internet ResearchOA

Background Methylphenidate, a stimulant used to treat attention deficit hyperactivity disorder, has the potential to be used nonmedically, such as for studying and recreation. In an era when many people actively use social networking services, experience with the nonmedical use or side effects of methylphenidate might be shared on Twitter. Objective The purpose of this study was to analyze tweets about the nonmedical use and side effects of methylphenidate using a machine learning approach. Meth

Social PsychologyPsychology
3
Review|41 citations·2023
Effects of very low-carbohydrate ketogenic diets on lipid profiles in normal-weight (body mass index < 25 kg/m2) adults: a meta-analysis
Minjin Joo, Sumin Moon, Young Seo Lee, Myeong Gyu Kim
SJR Q1Nutrition Reviews

CONTEXT: Very low-carbohydrate diets or ketogenic diets (KDs) have garnered attention for weight loss in patients with overweight or obesity as well as for normal-weight adults, yet the adverse effects of KDs, such as dyslipidemia in normal-weight adults, have not been studied extensively. OBJECTIVE: This meta-analysis aimed to identify the effects of KDs on the lipid profile in normal-weight (body mass index [BMI] < 25 kg/m2) adults from randomized controlled trials. DATA SOURCES: PubMed and Em

PhysiologyMedicine
4
Review|32 citations·2019
Lipid-modifying effects of krill oil vs fish oil: a network meta-analysis
Myeong Gyu Kim, Inkyou Yang, Han Sol Lee, Jae‐Young Lee, Kyungim Kim
SJR Q1Nutrition Reviews

CONTEXT: Krill oil is a good source of n-3 phospholipids and has greater bioavailability than fish oil, which contains n-3 triglycerides. However, it is unclear whether krill oil affects circulating lipid concentrations more beneficially than fish oil. OBJECTIVE: A network meta-analysis was conducted to compare the lipid-modifying effects of krill oil and fish oil. DATA SOURCES: PubMed and Embase databases were searched. STUDY SELECTION: A total of 64 randomized controlled trials that determined

Nutrition and DieteticsNursing
5
Article|31 citations·2020
Gap between patient expectation and perception during pharmacist–patient communication at community pharmacy
Myeong Gyu Kim, Na Eun Lee, Hyun Soon Sohn
SJR Q1International Journal of Clinical Pharmacy
General Health ProfessionsHealth Professions
6
Article|29 citations·2022
Fine-Tuning BERT Models to Classify Misinformation on Garlic and COVID-19 on Twitter
Myeong Gyu Kim, Myeong Gyu Kim, Minjung Kim, Minjung Kim, Jae Hyun Kim, Kyungim Kim
SJR Q2International Journal of Environmental Research and Public HealthOA

Garlic-related misinformation is prevalent whenever a virus outbreak occurs. With the outbreak of COVID-19, garlic-related misinformation is spreading through social media, including Twitter. Bidirectional Encoder Representations from Transformers (BERT) can be used to classify misinformation from a vast number of tweets. This study aimed to apply the BERT model for classifying misinformation on garlic and COVID-19 on Twitter, using 5929 original tweets mentioning garlic and COVID-19 (4151 for f

Sociology and Political ScienceSocial Sciences
7
Review|27 citations·2021
Effects of Coffee Consumption on Insulin Resistance and Sensitivity: A Meta-Analysis
Sumin Moon, Minjin Joo, Young-Seo Lee, Myeong Gyu Kim
SJR Q1NutrientsOA

Coffee is widely consumed worldwide and impacts glucose metabolism. After a previous meta-analysis that evaluated the effects of coffee consumption on insulin resistance and sensitivity, additional randomized controlled trials (RCTs) were conducted. This meta-analysis aimed to evaluate the effects of coffee consumption on insulin resistance or sensitivity. We selected RCTs that evaluated the effects of coffee consumption for seven days or more on insulin sensitivity or resistance using surrogate

PharmacologyMedicine
8
Review|25 citations·2018
Effect of glutathione S‐transferase genetic polymorphisms on busulfan pharmacokinetics and veno‐occlusive disease in hematopoietic stem cell transplantation: A meta‐analysis
Myeong Gyu Kim, Arim Kwak, Boyoon Choi, Eunhee Ji, Jung Mi Oh, Kyungim Kim
SJR Q2Basic & Clinical Pharmacology & ToxicologyOA

Abstract This meta‐analysis was conducted to derive an integrated conclusion about the influence of glutathione S‐transferase (GST) genetic polymorphisms on busulfan pharmacokinetic (PK) parameters and veno‐occlusive disease (VOD). Studies which analysed the effect of GST genetic polymorphisms on area under the curve (AUC), clearance (CL) or VOD were searched for and selected. A pooled analysis was conducted using Comprehensive Meta‐Analysis programme. Nineteen studies were included in this meta

Molecular BiologyBiochemistry, Genetics and Molecular Biology
9
Review|20 citations·2023
Effects of Omega-3 Fatty Acids on Flow-mediated Dilatation and Carotid Intima Media Thickness: A Meta-analysis
Young Seo Lee, Ji Won Park, Minjin Joo, Sumin Moon, Kyungim Kim, Myeong Gyu Kim
SJR Q1Current Atherosclerosis Reports
Cardiology and Cardiovascular MedicineMedicine
10
Review|17 citations·2020
Single enzyme nanoparticle, an effective tool for enzyme replacement therapy
Dong Hyun Kim, Han Sol Lee, Tae-Wan Kwon, Young-Min Han, Nae-Won Kang, Mee Yeon Lee, Dae‐Duk Kim, Myeong Gyu Kim, Jae‐Young Lee
SJR Q1Archives of Pharmacal Research
Molecular BiologyBiochemistry, Genetics and Molecular Biology
11
Article|16 citations·2015
Population Pharmacokinetics of Cyclosporine in Hematopoietic Stem Cell Transplant Patients
Myeong Gyu Kim, In‐Wha Kim, Boyoon Choi, Nayoung Han, Hwi‐yeol Yun, Seonyang Park, Jung Mi Oh
SJR Q2Annals of Pharmacotherapy

BACKGROUND: Cyclosporine (CsA), which is used for graft-versus-host disease prophylaxis in allogeneic hematopoietic stem cell transplant (allo-HSCT), has a narrow therapeutic range and large interindividual and intraindividual pharmacokinetic variability. Nevertheless, population pharmacokinetic (PopPK) studies of CsA in allo-HSCT are scarce. OBJECTIVE: The goal of our study was to build a PopPK model of CsA in allo-HSCT in consideration of demographic, clinical, and genetic polymorphisms data.

TransplantationMedicine
12
Article|16 citations·2024
Comparative effects of glucose-lowering agents on endothelial function and arterial stiffness in patients with type 2 diabetes: A network meta-analysis
Hayeon Kim, Cheol Ung Choi, Kiyon Rhew, Jiwon Park, Yejee Lim, Myeong Gyu Kim, Kyungim Kim
SJR Q1Atherosclerosis
Cardiology and Cardiovascular MedicineMedicine
13
Review|16 citations·2018
Meta‐analysis of the Influence of UGT Genetic Polymorphisms on Lamotrigine Concentration
Su Cheol Kim, Myeong Gyu Kim
SJR Q2Basic & Clinical Pharmacology & ToxicologyOA

Uridine 5'-diphospho-glucuronosyltransferases (UGTs) are involved in the metabolism of lamotrigine, but whether the UGT1A4 and UGT2B7 genetic polymorphisms affect lamotrigine concentration remains controversial. Thus, the objective of this meta-analysis was to analyse the influence of UGT1A4 and UGT2B7 genetic polymorphisms on lamotrigine concentration. Through searching, screening, selection, data extraction and quantitative analyses, the influence of UGT1A4 and UGT2B7 genetic polymorphisms on

Pediatrics, Perinatology and Child HealthMedicine
14
Article|15 citations·2021
Signal Detection of Adverse Drug Reactions of Cephalosporins Using Data from a National Pharmacovigilance Database
Jung-Yoon Choi, Jae-Hee Choi, Myeong Gyu Kim, Sandy Jeong Rhie
SJR Q1PharmaceuticalsOA

This case-non-case study aims to detect signals not currently listed on cephalosporin drug labels. From 2009 to 2018, adverse event (AE) reports concerning antibacterial drugs (anatomical therapeutic chemical (ATC) code J01) in the Korea Adverse Events Reporting System (KAERS) database were examined. For signal detection, three indices of disproportionality, proportional reporting ratio (PRR), reporting odds ratio (ROR), and information component (IC), were calculated. The list of signals was co

ToxicologyPharmacology, Toxicology and Pharmaceutics
15
Article|14 citations·2022
Participation in and withdrawal from cancer clinical trials: A survey of clinical research coordinators
Jihye Kim, Myeong Gyu Kim, Kyung‐Min Lim
SJR Q2Asia-Pacific Journal of Oncology NursingOA

A survey of CRCs revealed the reasons governing patient participation and withdrawal in cancer clinical trials, thereby providing a novel insight into strategies for promoting subject enrollment and reducing withdrawal from cancer clinical trials.

Public Health, Environmental and Occupational HealthMedicine

Research Areas

TransplantationToxicologyCardiology and Cardiovascular MedicinePharmacologyMolecular BiologyPublic Health, Environmental and Occupational Health

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