Current Organizations / Institutes

The organizations/institutes from the scholar's latest article


Sang Hun Kim has a total of 132 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Open Access

    Prediction of peak oxygen uptake using interpretable machine learning on routinely available preoperative assessments before lung resection

    by Se-Hun Kim, Sa-Eun Park, Cho-Hui Hong, Tae-Sung Park, Myung-Jun Shin, Ki-Hun Kim, Sang-Hun Kim

    Background: Cardiopulmonary exercise testing is the reference standard for preoperative functional assessment before lung resection, but its use is limited by resource and practical constraints. This study developed and internally evaluated an interpretable machine learning model to estimate preoperative peak oxygen uptake from routine clinical assessments, quantify the contribution of individual predictors to model estimation, and evaluate classification performance at the clinically relevant threshold of 20 mL·kg−1·min−1. Methods: This single-centre retrospective study included 320 consecutive patients in South Korea who underwent preoperative treadmill cardiopulmonary exercise testing between April 2018 and March 2024. Thirty-three routinely available predictors, including demographic characteristics, anthropometric measures, pulmonary function results, and bioimpedance-derived indices, were used to train regression models. Model development employed 10 repeats of 5-fold nested cross-validation. The best-performing model was interpreted using Shapley additive explanations. Potential prioritisation performance was assessed by classifying patients with peak oxygen uptake below the prespecified threshold. Results: Random forest showed the best performance, with a root mean square error of 3.750±0.731, a mean absolute error of 2.901±0.599, and a coefficient of determination of 0.323±0.153, indicating moderate explanatory performance for continuous VO2peak estimation. The most influential predictors were forced expiratory volume in 1 second, forced vital capacity, age, and bioimpedance-derived phase angle. At the threshold of 20 mL·kg−1·min−1, the model achieved an area under the receiver operating characteristic curve of 0.842±0.072. Conclusions: This model showed moderate performance for estimating peak oxygen uptake, identified clinically relevant contributors, and may support prioritisation for CPET and consideration of prehabilitation assessment when resources are limited.

  • Patient-reported outcomes, rehabilitation utilization, and unmet needs after traumatic spinal cord injury: A regional pilot survey in Korea

    by Sang-Hun Kim, Sungchul Huh, Eun Heui Lim, Hee Jung Kim, Cho Hui Hong, Seunghan Yu, Mahnjeong Ha, Yong Beom Shin

    Patient-reported data on long-term rehabilitation outcomes and support policies for individuals with spinal cord injury (SCI) in Korea are lacking. To assess real-world rehabilitation experiences among individuals with traumatic SCI in Korea, focusing on service utilization, satisfaction, barriers to access, unmet needs, and quality of life. Retrospective chart review and cross-sectional survey. Regional trauma center between 2016 and 2021. Survey data were collected between October 2023 and March 2024, ensuring a minimum of two years of follow-up after injury for all participants. Adults with traumatic SCI discharged from the regional trauma center. Variables measured with standardized instruments, including EuroQol 5-Dimension 5-Level questionnaire (EQ-5D-5L) and World Health Organization Quality of Life Brief Version (WHOQOL-BREF). Of the 317 screened individuals, 72 completed the survey. After discharge, 72.2% received outpatient rehabilitation, 29.2% were employed, and 8.3% had returned to their pre-injury job. Employment was significantly associated with higher EQ-5D-5L index and WHOQOL-BREF scores. Greater neurological injury severity (motor complete vs. motor incomplete) and older age were associated with lower EQ-5D-5L and WHOQOL-BREF scores across multiple domains. Household income showed a consistent dose-response relationship with the WHOQOL-BREF Environment domain, indicating better perceived environmental and service-related quality of life with higher income. Major barriers included mobility limitations and transportation challenges. Unmet needs were frequent, with financial assistance (77.8%) and daily living support (37.5%) most requested. In this single-center survey, individuals with traumatic SCI reported persistent barriers to community reintegration and unmet rehabilitation needs. Quality of life was most consistently associated with injury severity, while household income showed the strongest association with the WHOQOL-BREF Environment domain. Community-based services should be strengthened. A national SCI registry should be established for long-term care planning.

  • Open Access

    Sex-Specific Cut-off Values for Respiratory Muscle Strength in Older Women: Screening Implications for Respiratory Sarcopenia

    by Tae-Sung Park, Yunkyung Jeon, Sa-Eun Park, Ki-Hun Kim, Jae Hyun Lee, Myunghun Jang, Sang-Hun Kim, Byeong-Ju Lee, Jin A Yoon, Yong Beom Shin, et al.

    Park TS, et al. J Korean Med Sci. 2026 Sep;41:e244. https://doi.org/10.3346/jkms.2026.41.e244

  • Open Access

    Self-management, Patient Education and Multidisciplinary Care in Chronic Pulmonary Disease: An Integrated Approach to Pulmonary Rehabilitation

    by Sang Hun Kim

    The management of chronic pulmonary disease (CPD) requires a holistic approach that extends beyond pharmacotherapy. This review examines the clinical evidence and strategic importance of self-management, patient education, and multidisciplinary care within the framework of pulmonary rehabilitation (PR). By reviewing recent international guidelines (Global Initiative for Chronic Obstructive Lung Disease [GOLD] 2023, American Thoracic Society [ATS] 2023) and relevant literature, this article analyzes key non-pharmacological interventions for optimizing CPD management. Current evidence suggests that effective self-management, increasingly supported by digital monitoring tools and written action plans, facilitates early recognition of exacerbations. Moreover, patient education strategies are shifting from simple information delivery to behavioral change, utilizing methods like "teach-back" to enhance self-efficacy, particularly in older adults with low health literacy. Additionally, a multidisciplinary team approach is identified as a key component to address complex conditions such as frailty, sarcopenia, and cardiovascular comorbidities through comprehensive assessment and individualized interventions. Ultimately, integrating selfmanagement, structured education, and multidisciplinary care is essential for improving quality of life and reducing healthcare utilization in CPD patients. Future management strategies should incorporate telerehabilitation and personalized PR to ensure sustainable, long-term health outcomes in this multimorbid population.


  • Open Access

    Comparison of Postoperative Telerehabilitation and Unsupervised Home-Based Training in Older Adults With Lung Cancer: A Randomized Controlled Trial

    by Yong Beom Shin, Sungchul Huh, Jeong Su Cho, Cho Hui Hong, Yuna Kim, Myung-Jun Shin, Ra Yu Yun, Jonggeun Lee, Bong Soo Son, Sang Hun Kim

    Purpose: To examine the effects of postoperative pulmonary telerehabilitation (PTR) in older adults with lung cancer using a popular mobile instant messenger. Methods: We conducted a randomized controlled trial in ambulatory patients (n = 64; aged ≥ 65 years) with lung cancer scheduled for video-assisted thoracoscopic surgery. Participants were randomly assigned to intervention (IG) or control (CG) groups. Four weeks after surgery, both groups received a one-time education session on standard home-based pulmonary rehabilitation at the rehabilitation center. The IG underwent a PTR program thrice weekly for 4 weeks using a mobile instant messenger or telephone. Both groups were instructed to maintain their exercise routine (at least 3 times a week) during the 4-week follow-up. Results: Compared with the CG, the IG showed significant improvements in peak oxygen uptake (VO 2peak ) and percent predicted VO 2peak of 3.3 mL/kg/min (95% CI, 1.9-4.8; P < .001) and 14% (95% CI, 7-21; P < .001), respectively, after PTR. These improvements persisted at the 4-week follow-up (VO 2peak = 3.8 mL/kg/min: 95% CI, 2.1-5.5; P < .001 and percent predicted VO 2peak = 13%: 95% CI, 6-20; P < .001). Compared with preoperative values, postoperative VO 2peak and percent predicted VO 2peak decreased significantly by 3.5 mL/kg/min (95% CI, 2.6-4.3; P < .001) and 15% (95% CI, 11-19; P < .001), respectively. Conclusions: A 4-week postoperative PTR program improved VO 2peak in older adults with lung cancer. Our findings suggest that PTR may be a feasible therapeutic strategy for lung cancer, even in older adults.


  • Open Access

    Clinical Predictors of Dysphagia in Acute and Subacute Traumatic Cervical Spinal Cord Injury: A Retrospective Observational Study

    by Yong Beom Shin, Jin A Yoon, Byeong Ju Lee, Myung Hun Jang, Hyuk Jin Choi, Sang Hun Kim

    Using the first videofluoroscopic swallowing study (VFSS), we aimed to identify clinical predictors of dysphagia in patients with acute and subacute traumatic cervical spinal cord injury (TCSCI). This retrospective chart review included 143 adults, who were diagnosed with TCSCI and underwent their first VFSS between 2018 and 2021. Patients with alert mental status and no history of traumatic brain injury or preexisting conditions causing dysphagia were included. The neurological status was assessed using the International Standards for Neurological Classification of Spinal Cord Injury (ISNCSCI). Dysphagia was evaluated using the penetration-aspiration scale and the pharyngeal residue severity rating scale. Cervical alignment was assessed by measuring the O-C2 and C2-C6 angles and the narrowest oropharyngeal diameter. Univariate and multivariate logistic regression analyses were performed to identify independent predictors of dysphagia. Tracheostomy and age ≥ 65 years were identified as significant predictors of dysphagia. Tracheostomy was strongly associated with a higher risk of penetration-aspiration (odds ratio [OR] = 8.33, P = 0.001), whereas age ≥ 65 years was a significant predictor of pharyngeal residue (OR = 4.45, P < 0.001). Despite showing a trend toward significance in univariate analysis, increased cervical lordosis (C2-C6 angle) was not confirmed as an independent predictor in multivariate analysis. Tracheostomy and advanced age are significant early predictors of dysphagia in acute and subacute TCSCI. Early bedside screening, followed by timely instrumental assessment such as VFSS, is essential to detect dysphagia before initiating oral intake and to implement preventive strategies that may reduce aspiration-related complications.


  • Open Access

    Augmented Reality-Based Exercise for Older Adults: A Randomized Controlled Trial on Physical Function and Mobility

    by Tae Sung Park, Jae Hyun Lee, Myung Hun Jang, Sang Hun Kim, Byeong-Ju Lee, Jin A Yoon, Yong Beom Shin, Myung-Jun Shin

    Background/Objective : Maintaining physical and functional health is crucial for the independence of older adults. This study examined whether augmented reality (AR)-based exercise improves physical and cognitive function in community-dwelling older adults. Methods : A randomized controlled trial was conducted with 40 older adults (≥65 years), randomly assigned to an AR-based exercise group ( n = 20) or a control group ( n = 20). The intervention involved a 6-week AR-based movement and cognitive training program, performed three times per week for 30 min per session. Participants in the control group did not participate in the AR-based training program and were instructed to continue their usual daily activities. No specific restrictions were placed on their engagement in other physical activities during the study period. Primary outcomes included assessments of lower limb function, pulmonary capacity, body composition, and cognitive function. Results : The AR-exercise group showed significant improvements in Timed Up and Go ( p < .01), One-Minute Sit-to-Stand Test ( p < .05), maximal inspiratory pressure ( p < .01), and maximal expiratory pressure ( p < .01). No significant changes were observed in the Five Times Sit-to-Stand Test, pulmonary capacity, or cognitive function. The control group improved in maximal expiratory pressure ( p < .01) and the Five Times Sit-to-Stand Test ( p < .01), but leg muscle mass significantly decreased ( p < .05). Conclusion : AR-based exercise improves physical fitness, especially lower limb and respiratory muscle function, in older adults. These findings support its potential to promote functional health and mobility in aging populations. Significance/Implications : With growing demand for engaging rehabilitation strategies, AR-based exercise programs could support healthy aging and independent living in clinical and community settings.


  • Open Access

    Use of Pulmonary Rehabilitation for Lung Cancer Patients in Korea: Analysis of the National Health Insurance Service Database

    by Sang Hun Kim, Cho Hui Hong, Jong-Hwa Jeong, Jinmi Kim, Jeong Su Cho, Jin A Yoon, Jung Seop Eom, Byeong Ju Lee, Myung Hun Jang, Myung-Jun Shin, et al.

    Kim SH, et al. J Korean Med Sci. 2025 Apr;40:e150. https://doi.org/10.3346/jkms.2025.40.e150


  • Heart rate variability and its association with symptoms of orthostatic hypotension in spinal cord injury

    by Hae-Ri Park, Hyun-Yoon Ko, Steven Kirshblum, Mi Sun Kang, Sung-Hwa Ko, Ji Hong Min, Soo-Yeon Kim, Sang Hun Kim, Nae Yoon Kang, Won Sik Dho, et al.

    To assess differences in autonomic function using heart rate variability (HRV) parameters between people with and without orthostatic hypotension (OH), and to determine symptoms of OH in people with spinal cord injury (SCI). R-R interval and blood pressure (BP) data were recorded using Finometer PRO® in both the supine position and at a 60-degree tilt using a tilt table, each lasting for 6 minutes. R-R interval data were processed using the Kubios HRV analysis software to convert R-R interval into time and frequency domains for further analysis. Compared to the non-OH group, the SCI group with OH exhibited lower values for root mean square of the successive differences (RMSSD) and standard deviation of normal-to-normal interval (SDNN), along with an elevated heart rate during tilt-up. Participants with OH symptoms had a lower average heart rate in the supine and 60-degree positions compared to asymptomatic participants. Logistic regression analysis indicated that SDNN in the supine position correlated with the presence of OH, and that the mean heart rate in the 60-degree position was related to the presence of symptoms. Differences in HRV parameters were observed in people with SCI and OH, suggesting a reduced parasympathetic activity in the supine position, likely as a response to maintain homeostasis in BP regulation. Despite the presence or absence of OH symptoms, there was no difference in HRV parameters. This finding suggests that autonomic function may not be the primary determinant of these symptoms, with other factors likely being more influential.


  • Open Access

    Evaluating Respiratory Muscle Strength in Sarcopenia Screening among Older Men in South Korea: A Retrospective Analysis

    by Tae Sung Park, Sa-Eun Park, Ki-Hun Kim, Sang Hun Kim, Myung Hun Jang, Myung-Jun Shin, Yun Kyung Jeon

    Park TS, et al. World J Mens Health. 2024 Aug;42:e77. https://doi.org/10.5534/wjmh.240102