Skip to main content

Yoon, Hyun-Kyu

Seoul National University · 医学

研究室紹介

Professor Yoon, Hyun-Kyu's research lab specializes in advancing perioperative patient safety and critical care through the integration of artificial intelligence and innovative airway management techniques. The lab focuses on developing and validating AI-driven models for real-time prediction of perioperative complications, optimizing ventilation strategies during anesthesia emergence, and improving airway management in patients with cervical spine injuries. Key research directions include the application of AI in electronic health records, personalized PEEP strategies in robotic surgery, and comparative effectiveness of videolaryngoscopes and video stylets under cervical immobilization. The lab emphasizes clinical translation, with a strong commitment to improving outcomes through technology-enabled, data-driven anesthesiology.

anesthesiaartificial intelligenceairway managementperioperative careventilation control

Research Overview

Papers
88
Total Citations
1,147
Papers (5y)
33
Primary Field
医学

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
33total
2022
2023
2024
2025
2026
Citations per year (5y)
283total
20222023202420252026

Selected Papers

15
1
Review|52 citations·2022
Artificial intelligence in perioperative medicine: a narrative review
Hyun‐Kyu Yoon, Hyun-Lim Yang, Chul-Woo Jung, Hyung‐Chul Lee
SJR Q1Korean journal of anesthesiologyOA

Recent advancements in artificial intelligence (AI) techniques have enabled the development of accurate prediction models using clinical big data. AI models for perioperative risk stratification, intraoperative event prediction, biosignal analyses, and intensive care medicine have been developed in the field of perioperative medicine. Some of these models have been validated using external datasets and randomized controlled trials. Once these models are implemented in electronic health record sy

Cardiology and Cardiovascular MedicineMedicine
2
Article|52 citations·2018
Predictive Factors for Delayed Hyponatremia After Endoscopic Transsphenoidal Surgery in Patients with Nonfunctioning Pituitary Tumors: A Retrospective Observational Study
Hyun‐Kyu Yoon, Hyung‐Chul Lee, Yong Hwy Kim, Young‐Jin Lim, Hee‐Pyoung Park
SJR Q2World Neurosurgery
Endocrinology, Diabetes and MetabolismMedicine
3
Article|30 citations·2023
Effect of driving pressure-guided positive end-expiratory pressure on postoperative pulmonary complications in patients undergoing laparoscopic or robotic surgery: a randomised controlled trial
Yoon Jung Kim, Bo Rim Kim, Hee Won Kim, Ji‐Yoon Jung, Hye-Yeon Cho, Jeoung-Hwa Seo, Won Ho Kim, Hee‐Soo Kim, Suhyun Hwangbo, Hyun‐Kyu Yoon
SJR Q1British Journal of AnaesthesiaOA
Pulmonary and Respiratory MedicineMedicine
4
Article|29 citations·2019
McGrath MAC Videolaryngoscope Versus Optiscope Video Stylet for Tracheal Intubation in Patients With Manual Inline Cervical Stabilization: A Randomized Trial
Hyun‐Kyu Yoon, Hyung‐Chul Lee, Jung‐Bin Park, Hyongmin Oh, Hee‐Pyoung Park
SJR Q1Anesthesia & Analgesia

BACKGROUND: Manual inline stabilization of the head and neck is a recommended maneuver for tracheal intubation in patients with a suspected cervical injury. However, because applying this maneuver inevitably restricts neck flexion and head extension, indirect intubating devices such as a videolaryngoscope or a video stylet could be required for successful tracheal intubation. In this study, we compared the clinical performance of the McGrath MAC videolaryngoscope versus the Optiscope video style

Anesthesiology and Pain MedicineMedicine
5
Article|23 citations·2019
Postoperative sore throat and subglottic injury after McGrath® MAC videolaryngoscopic intubation with versus without a stylet in patients with a high Mallampati score: a randomized controlled trial
Hyun‐Kyu Yoon, Hyung‐Chul Lee, Hyongmin Oh, Kwanghoon Jun, Hee‐Pyoung Park
SJR Q1BMC AnesthesiologyOA

BACKGROUND: A tracheal tube stylet can be used to assist successful tracheal intubation, especially during videolaryngoscopic intubation because videolaryngoscopes with a Macintosh-type blade such as McGrath® MAC videolaryngoscope have more acute angle than conventional Macintosh laryngoscope. However, the use of a stylet during tracheal intubation can raise concerns about stylet-induced postoperative airway complications, such as sore throat, subglottic injury, and hoarseness. In this study, we

Anesthesiology and Pain MedicineMedicine
6
Article|22 citations·2013
Clinical Significance of the Cross-Sectional Area of the Internal Jugular Vein
Hyun‐Kyu Yoon, Hyekyoung Lee, Young-Tae Jeon, Jung‐Won Hwang, Seon-Meen Lim, Hee‐Pyoung Park
SJR Q2Journal of Cardiothoracic and Vascular Anesthesia
Emergency Medical ServicesHealth Professions
7
Article|20 citations·2021
The Effect of Ventilation with Individualized Positive End-Expiratory Pressure on Postoperative Atelectasis in Patients Undergoing Robot-Assisted Radical Prostatectomy: A Randomized Controlled Trial
Hyun‐Kyu Yoon, Bo Rim Kim, Susie Yoon, Young Hyun Jeong, Ja Hyeon Ku, Won Ho Kim
SJR Q1Journal of Clinical MedicineOA

For patients undergoing robot-assisted radical prostatectomy, the pneumoperitoneum with a steep Trendelenburg position could worsen intraoperative respiratory mechanics and result in postoperative atelectasis. We investigated the effects of individualized positive end-expiratory pressure (PEEP) on postoperative atelectasis, evaluated using lung ultrasonography. Sixty patients undergoing robot-assisted radical prostatectomy were randomly allocated into two groups. Individualized groups (n = 30) r

Critical Care and Intensive Care MedicineMedicine
8
Article|20 citations·2018
Cervical Spine Motion During Tracheal Intubation Using an Optiscope Versus the McGrath Videolaryngoscope in Patients With Simulated Cervical Immobilization: A Prospective Randomized Crossover Study
Karam Nam, Younsuk Lee, Hee‐Pyoung Park, Jaeyeon Chung, Hyun‐Kyu Yoon, Tae Kyong Kim
SJR Q1Anesthesia & Analgesia

BACKGROUND: In patients with an unstable cervical spine, maintenance of cervical immobilization during tracheal intubation is important. In McGrath videolaryngoscopic intubation, lifting of the blade to raise the epiglottis is needed to visualize the glottis, but in patients with an unstable cervical spine, this can cause cervical spine movement. By contrast, the Optiscope, a rigid video-stylet, does not require raising of the epiglottis during tracheal intubation. We therefore hypothesized that

Anesthesiology and Pain MedicineMedicine
9
Article|17 citations·2019
Effect of Sevoflurane Postconditioning on the Incidence of Symptomatic Cerebral Hyperperfusion After Revascularization Surgery in Adult Patients with Moyamoya Disease
Hyun‐Kyu Yoon, Hyongmin Oh, Hyung‐Chul Lee, Won‐Sang Cho, Jeong Eun Kim, Jae Won Park, Hongyoon Choi, Hee‐Pyoung Park
SJR Q2World Neurosurgery
RheumatologyMedicine
10
Article|16 citations·2023
Development and validation of a reinforcement learning model for ventilation control during emergence from general anesthesia
Hyeonhoon Lee, Hyun‐Kyu Yoon, Jae-Won Kim, Ji Soo Park, Chang‐Hoon Koo, Dongwook Won, Hyung‐Chul Lee, Hyung‐Chul Lee, Hyung‐Chul Lee
SJR Q1npj Digital MedicineOA

Ventilation should be assisted without asynchrony or cardiorespiratory instability during anesthesia emergence until sufficient spontaneous ventilation is recovered. In this multicenter cohort study, we develop and validate a reinforcement learning-based Artificial Intelligence model for Ventilation control during Emergence (AIVE) from general anesthesia. Ventilatory and hemodynamic parameters from 14,306 surgical cases at an academic hospital between 2016 and 2019 are used for training and inte

Pulmonary and Respiratory MedicineMedicine
11
Article|12 citations·2019
A Retrospective Observational Study of the Neuroendocrine Stress Response in Patients Undergoing Endoscopic Transsphenoidal Surgery for Removal of Pituitary Adenomas: Total Intravenous Versus Balanced Anesthesia
Hyung‐Been Yhim, Hyung-Min Oh, Hyun‐Kyu Yoon, Yong Hwy Kim, Hee‐Pyoung Park
SJR Q2Journal of Neurosurgical Anesthesiology

BACKGROUND: Anesthetic technique affects the neuroendocrine stress response to surgery. In this retrospective study, we compared the neuroendocrine stress response in patients undergoing endoscopic transsphenoidal pituitary adenoma surgery (ETSPAS) with total intravenous anesthesia (TIVA) with propofol-remifentanil or balanced anesthesia (BAL) with sevoflurane-remifentanil. MATERIALS AND METHODS: Eighty-nine patients undergoing ETSPAS were anesthetized with either propofol-remifentanil (TIVA gro

Endocrinology, Diabetes and MetabolismMedicine
12
Article|11 citations·2021
Effects of practitioner’s experience on the clinical performance of ultrasound-guided central venous catheterization: a randomized trial
Hyun‐Kyu Yoon, Min Hur, Hye-Yeon Cho, Young Hyun Jeong, Ho‐Jin Lee, Seong Mi Yang, Won Ho Kim
SJR Q1Scientific ReportsOA

We investigated whether two needle insertion techniques for ultrasound-guided internal jugular vein (IJV) catheterization differ in the number of needling attempts and complication rate between inexperienced and experienced practitioners. A total of 308 patients requiring IJV catheterization were randomly assigned into one of four groups: IJV catheterization performed by inexperienced practitioners using either Seldinger (IE-S; n = 78) or modified Seldinger technique (IE-MS; n = 76) or IJV cathe

Emergency Medical ServicesHealth Professions
13
Article|11 citations·2018
Predictive Factors for Hypotension Associated With Supine-to-Prone Positional Change in Patients Undergoing Spine Surgery
Hyun‐Kyu Yoon, Hyung‐Chul Lee, Jaeyeon Chung, Hee‐Pyoung Park
SJR Q2Journal of Neurosurgical Anesthesiology

BACKGROUND: Positional change during general anesthesia can cause hypotension. The objective of this retrospective study was to determine predictive factors for hypotension associated with supine-to-prone positional change in spinal surgery patients. MATERIALS AND METHODS: Data on demographics, current medications, comorbidity, intraoperative mean arterial pressure (MAP), heart rate, pulse pressure variation, tidal volume, peak inspiratory pressure, and propofol and remifentanil effect-site conc

SurgeryMedicine
14
Article|9 citations·2024
Multicentre validation of a machine learning model for predicting respiratory failure after noncardiac surgery
Hyun‐Kyu Yoon, Hyun Joo Kim, Yi‐Jun Kim, Hyeonhoon Lee, Bo Rim Kim, Hyongmin Oh, Hee‐Pyoung Park, Hyung‐Chul Lee
SJR Q1British Journal of AnaesthesiaOA
Cardiology and Cardiovascular MedicineMedicine
15
Article|9 citations·2019
Acute Kidney Injury Adjusted for Parenchymal Mass Reduction and Long-Term Renal Function after Partial Nephrectomy
Hyun‐Kyu Yoon, Ho‐Jin Lee, Seokha Yoo, Sun-Kyung Park, Yongsuk Kwon, Kwanghoon Jun, Chang Wook Jeong, Won Ho Kim
SJR Q1Journal of Clinical MedicineOA

We sought to evaluate the association of postoperative acute kidney injury (AKI) adjusted for parenchymal mass reduction with long-term renal function in patients undergoing partial nephrectomy. A total of 629 patients undergoing partial nephrectomy were reviewed. Postoperative AKI was defined by the Kidney Disease: Improving Global Outcomes (KDIGO) serum creatinine criteria, by using either the unadjusted or adjusted baseline serum creatinine level, accounting for renal parenchymal mass reducti

NephrologyMedicine

Research Areas

SurgeryAnesthesiology and Pain MedicineCardiology and Cardiovascular MedicineEndocrinology, Diabetes and MetabolismNephrologyPulmonary and Respiratory Medicine

Yoon, Hyun-Kyuの研究をNubintでさらに深く

この研究室の論文をアプリで開き、AIと共に読み、要約し、引用しましょう。