1.Automatic Segmentation and Radiologic Measurement of Distal Radius Fractures Using Deep Learning
Sanglim LEE ; Kwang Gi KIM ; Young Jae KIM ; Ji Soo JEON ; Gi Pyo LEE ; Kyung-Chan KIM ; Suk Ha JEON
Clinics in Orthopedic Surgery 2024;16(1):113-124
Background:
Recently, deep learning techniques have been used in medical imaging studies. We present an algorithm that measures radiologic parameters of distal radius fractures using a deep learning technique and compares the predicted parameters with those measured by an orthopedic hand surgeon.
Methods:
We collected anteroposterior (AP) and lateral X-ray images of 634 wrists in 624 patients with distal radius fractures treated conservatively with a follow-up of at least 2 months. We allocated 507 AP and 507 lateral images to the training set (80% of the images were used to train the model, and 20% were utilized for validation) and 127 AP and 127 lateral images to the test set. The margins of the radius and ulna were annotated for ground truth, and the scaphoid in the lateral views was annotated in the box configuration to determine the volar side of the images. Radius segmentation was performed using attention U-Net, and the volar/dorsal side was identified using a detection and classification model based on RetinaNet. The proposed algorithm measures the radial inclination, dorsal or volar tilt, and radial height by index axes and points from the segmented radius and ulna.
Results:
The segmentation model for the radius exhibited an accuracy of 99.98% and a Dice similarity coefficient (DSC) of 98.07% for AP images, and an accuracy of 99.75% and a DSC of 94.84% for lateral images. The segmentation model for the ulna showed an accuracy of 99.84% and a DSC of 96.48%. Based on the comparison of the radial inclinations measured by the algorithm and the manual method, the Pearson correlation coefficient was 0.952, and the intraclass correlation coefficient was 0.975. For dorsal/ volar tilt, the correlation coefficient was 0.940, and the intraclass correlation coefficient was 0.968. For radial height, it was 0.768 and 0.868, respectively.
Conclusions
The deep learning-based algorithm demonstrated excellent segmentation of the distal radius and ulna in AP and lateral radiographs of the wrist with distal radius fractures and afforded automatic measurements of radiologic parameters.
2.Nitrosylation of b2-Tubulin Promotes Microtubule Disassembly and Differentiated Cardiomyocyte Beating in Ischemic Mice
Da Hyeon CHOI ; Seong Ki KANG ; Kyeong Eun LEE ; Jongsun JUNG ; Eun Ju KIM ; Won-Ho KIM ; Young-Guen KWON ; Kwang Pyo KIM ; Inho JO ; Yoon Shin PARK ; Sang Ick PARK
Tissue Engineering and Regenerative Medicine 2023;20(6):921-937
BACKGROUND:
Beating cardiomyocyte regeneration therapies have revealed as alternative therapeutics for heart transplantation. Nonetheless, the importance of nitric oxide (NO) in cardiomyocyte regeneration has been widely suggested, little has been reported concerning endogenous NO during cardiomyocyte differentiation.
METHODS:
Here, we used P19CL6 cells and a Myocardiac infarction (MI) model to confirm NO-induced protein modification and its role in cardiac beating. Two tyrosine (Tyr) residues of b2-tubulin (Y106 and Y340) underwent nitrosylation (Tyr-NO) by endogenously generated NO during cardiomyocyte differentiation from pre-cardiomyocyte-like P19CL6 cells.
RESULTS:
Tyr-NO-b2-tubulin mediated the interaction with Stathmin, which promotes microtubule disassembly, and was prominently observed in spontaneously beating cell clusters and mouse embryonic heart (E11.5d). In myocardial infarction mice, Tyr-NO-b2-tubulin in transplanted cells was closely related with cardiac troponin-T expression with their functional recovery, reduced infarct size and thickened left ventricular wall.
CONCLUSION
This is the first discovery of a new target molecule of NO, b2-tubulin, that can promote normal cardiac beating and cardiomyocyte regeneration. Taken together, we suggest therapeutic potential of Tyr-NO-b2-tubulin, for ischemic cardiomyocyte, which can reduce unexpected side effect of stem cell transplantation, arrhythmogenesis.
3.Long-term cardiovascular events in hypertensive patients: full report of the Korean Hypertension Cohort
Jin Young LEE ; Jean Kyung BAK ; Mina KIM ; Ho-Gyun SHIN ; Kyun-Ik PARK ; Seung-Pyo LEE ; Hee-Sun LEE ; Ju-Yeun LEE ; Kwang-il KIM ; Si-Hyuck KANG ; Jang Hoon LEE ; Se Yong JANG ; Ju-Hee LEE ; Kye Hun KIM ; Jae Yeong CHO ; Jae-Hyeong PARK ; Sue K. PARK ; Hae-Young LEE
The Korean Journal of Internal Medicine 2023;38(1):56-67
Background/Aims:
This study evaluated the long-term cardiovascular complications among Korean patients with hypertension and compared them with that of controls without hypertension.
Methods:
The Korean Hypertension Cohort (KHC) enrolled 11,043 patients with hypertension and followed them for more than 10 years. Age- and sex-matched controls without hypertension were enrolled at a 1:10 ratio. We compared the incidence of cardiovascular events and death among patients and controls without hypertension.
Results:
The mean age was 59 years, and 34.8% and 16.5% of the patients belonged to the high and moderate cardiovascular risk groups, respectively. During the 10-year follow-up, 1,591 cardiovascular events (14.4%) with 588 deaths (5.3%) occurred among patients with hypertension and 7,635 cardiovascular events (6.9%) with 4,826 deaths (4.4%) occurred among controls. Even the low-risk population with hypertension showed a higher cardiovascular event rate than the population without hypertension. Although blood pressure measurements in the clinic showed remarkable inaccuracy compared with those measured in the national health examinations, systolic blood pressure (SBP) ≥ 150 mmHg was significantly associated with a higher risk of cardiovascular events.
Conclusions
This long-term follow-up study confirmed the cardiovascular event rates among Korean hypertensive patients were substantial, reaching 15% in 10 years. SBP levels ≥ 150 mmHg were highly associated with occurrence of cardiovascular event rates.
4.SYNCRIP controls miR-137 and striatal learning in animal models of methamphetamine abstinence.
Baeksun KIM ; Sung Hyun TAG ; Eunjoo NAM ; Suji HAM ; Sujin AHN ; Juhwan KIM ; Doo-Wan CHO ; Sangjoon LEE ; Young-Su YANG ; Seung Eun LEE ; Yong Sik KIM ; Il-Joo CHO ; Kwang Pyo KIM ; Su-Cheol HAN ; Heh-In IM
Acta Pharmaceutica Sinica B 2022;12(8):3281-3297
Abstinence from prolonged psychostimulant use prompts stimulant withdrawal syndrome. Molecular adaptations within the dorsal striatum have been considered the main hallmark of stimulant abstinence. Here we explored striatal miRNA-target interaction and its impact on circulating miRNA marker as well as behavioral dysfunctions in methamphetamine (MA) abstinence. We conducted miRNA sequencing and profiling in the nonhuman primate model of MA abstinence, followed by miRNA qPCR, LC-MS/MS proteomics, immunoassays, and behavior tests in mice. In nonhuman primates, MA abstinence triggered a lasting upregulation of miR-137 in the dorsal striatum but a simultaneous downregulation of circulating miR-137. In mice, aberrant increase in striatal miR-137-dependent inhibition of SYNCRIP essentially mediated the MA abstinence-induced reduction of circulating miR-137. Pathway modeling through experimental deduction illustrated that the MA abstinence-mediated downregulation of circulating miR-137 was caused by reduction of SYNCRIP-dependent miRNA sorting into the exosomes in the dorsal striatum. Furthermore, diminished SYNCRIP in the dorsal striatum was necessary for MA abstinence-induced behavioral bias towards egocentric spatial learning. Taken together, our data revealed circulating miR-137 as a potential blood-based marker that could reflect MA abstinence-dependent changes in striatal miR-137/SYNCRIP axis, and striatal SYNCRIP as a potential therapeutic target for striatum-associated cognitive dysfunction by MA withdrawal syndrome.
5.Ultrasound Guided Nerve Block for the Postoperative Pain Management
Jae Hwang SONG ; Kwang Pyo KO ; Dae Yeung KIM
The Journal of the Korean Orthopaedic Association 2022;57(3):191-203
Postoperative pain is one of the most common reasons for delayed discharge and can impede the recovery of joint motion and rehabilitation. Recently, an ultrasound-guided nerve block was shown to be the most effective method to control postoperative pain. Under ultrasound guidance, orthopedic surgeons can safely perform the nerve block procedure. This review discusses th
6.Gua Sha, An Asian Traditional Therapy That Could Mimic Physical Injury
Young Sam KIM ; Seo Jeong LEE ; Sang A KIM ; Kwang Yeon LEE ; Seung Pyo OH ; Bong Soo KWEON ; Young Nam KWON ; Seong Hwan PARK ; Jinhyuk CHOI
Korean Journal of Legal Medicine 2022;46(1):15-18
Gua Sha is a traditional Asian medicine with different names in many Asian countries. It is a treatment to scrape the petechiae of the skin with ointment. It has generally been administered to patients with upper respiratory infections, heat syndrome, and pain. Herein, we report the case of a 31-year-old Cambodian man who was found dead at a farm accommodation. During the autopsy, multiple linear intradermal hemorrhages without subcutaneous damage were observed in the upper chest and both shoulders. The cause of death was sudden unexpected nocturnal death syndrome because he was a young Asian man who died while sleeping without specific findings. Since it is an unfamiliar traditional medicine in Korea compared to other Asian countries, forensic officers without background knowledge about Gua Sha initially suspected that he was severely assaulted or pressed against a particular object enough to cause crush asphyxia. Because of the difficulty of going to the hospital during the coronavirus disease 2019 pandemic, Gua Sha was used to treat headaches and mild fever. Therefore, this case shows that understanding the culture of other countries could be helpful for investigations especially with the increase of multicultural families in Korea.
7.The Korean Hypertension Cohort study: design and baseline characteristics
Hae-Young LEE ; Ju-Yeon LEE ; Ho-Gyun SHIN ; Song-Hee CHO ; Kyun-Ik PARK ; Gyu-Chul OH ; Seung-Pyo LEE ; Hogon KIM ; Hee-Sun LEE ; Kwang-Il KIM ; Si-Hyuck KANG ; Jang Hoon LEE ; Se Yong JANG ; Ju-Hee LEE ; Kye Hun KIM ; Jae Yeong CHO ; Jae-Hyeong PARK ; Jieun JANG ; Sue K. PARK ; Jean Kyung BAK
The Korean Journal of Internal Medicine 2021;36(5):1115-1125
Background/Aims:
Hypertension (HT) has a significant impact on public health and medical expenses. However, HT is a chronic disease that requires the long-term follow-up of a large number of patients.
Methods:
The Korean Hypertension Cohort (KHC) study aimed to develop a model for calculating cardiovascular risk in HT patients by linking and utilizing the detailed clinical and longitudinal data from hospitals and the national health insurance claim database, respectively. This cohort had a planned sample size of over 11,000 HT patients and 100,000 non-HT controls. Eligible patients were hypertensive patients, who were presenting for the first time and were diagnosed with HT as a main disease from 2006 to 2011. Long-term survival data over a period of approximately 9 years were obtained from the national health insurance claim and national health examination data.
Results:
This cohort enrolled 11,083 patients with HT. The mean age was 58.87 ± 11.5 years, 50.5% were male, and 31.4% were never-treated HT. Of the enrolled patients, 32.9% and 37.7% belonged to the high and moderate cardiovascular risk groups, respectively. Initial blood pressures were 149.4 ± 18.5/88.5 ± 12.5 mmHg. During the 2 years hospital data follow-up period, blood pressures lowered to 130.8 ± 14.1/78.0 ± 9.7 mmHg with 1.9 ± 1.0 tablet doses of antihypertensive medication. Cardiovascular events occurred in 7.5% of the overall patients; 8.5%, 8.8%, and 4.7% in the high, moderate, and low risk patients, respectively.
Conclusions
The KHC study has provided important information on the long-term outcomes of HT patients according to the blood pressure, comorbid diseases, medication, and adherence, as well as health behaviors and health resource use.
8.The Korean Hypertension Cohort study: design and baseline characteristics
Hae-Young LEE ; Ju-Yeon LEE ; Ho-Gyun SHIN ; Song-Hee CHO ; Kyun-Ik PARK ; Gyu-Chul OH ; Seung-Pyo LEE ; Hogon KIM ; Hee-Sun LEE ; Kwang-Il KIM ; Si-Hyuck KANG ; Jang Hoon LEE ; Se Yong JANG ; Ju-Hee LEE ; Kye Hun KIM ; Jae Yeong CHO ; Jae-Hyeong PARK ; Jieun JANG ; Sue K. PARK ; Jean Kyung BAK
The Korean Journal of Internal Medicine 2021;36(5):1115-1125
Background/Aims:
Hypertension (HT) has a significant impact on public health and medical expenses. However, HT is a chronic disease that requires the long-term follow-up of a large number of patients.
Methods:
The Korean Hypertension Cohort (KHC) study aimed to develop a model for calculating cardiovascular risk in HT patients by linking and utilizing the detailed clinical and longitudinal data from hospitals and the national health insurance claim database, respectively. This cohort had a planned sample size of over 11,000 HT patients and 100,000 non-HT controls. Eligible patients were hypertensive patients, who were presenting for the first time and were diagnosed with HT as a main disease from 2006 to 2011. Long-term survival data over a period of approximately 9 years were obtained from the national health insurance claim and national health examination data.
Results:
This cohort enrolled 11,083 patients with HT. The mean age was 58.87 ± 11.5 years, 50.5% were male, and 31.4% were never-treated HT. Of the enrolled patients, 32.9% and 37.7% belonged to the high and moderate cardiovascular risk groups, respectively. Initial blood pressures were 149.4 ± 18.5/88.5 ± 12.5 mmHg. During the 2 years hospital data follow-up period, blood pressures lowered to 130.8 ± 14.1/78.0 ± 9.7 mmHg with 1.9 ± 1.0 tablet doses of antihypertensive medication. Cardiovascular events occurred in 7.5% of the overall patients; 8.5%, 8.8%, and 4.7% in the high, moderate, and low risk patients, respectively.
Conclusions
The KHC study has provided important information on the long-term outcomes of HT patients according to the blood pressure, comorbid diseases, medication, and adherence, as well as health behaviors and health resource use.
9.Ultrasound-Guided Injections in the Lumbar and Sacral Spine
Kwang Pyo KO ; Jae Hwang SONG ; Whoan Jeang KIM ; Sang Bum KIM ; Young Ki MIN
Journal of Korean Society of Spine Surgery 2018;25(4):185-195
STUDY DESIGN: Literature review. OBJECTIVE: Ultrasound-guided injections are a common clinical treatment for lower lumbosacral pain that are usually performed before surgical treatment if conservative treatment fails. The aim of this article was to review ultrasound-guided injections in the lumbar and sacral spine. SUMMARY OF LITERATURE REVIEW: Ultrasound-guided injections, unlike conventional interventions using computed tomography or C-arm fluoroscopy, can be performed under simultaneous observation of muscles, ligaments, vessels, and nerves. Additionally, they have no radiation exposure and do not require a large space for the installation of equipment, so they are increasingly selected as an alternative method. MATERIALS AND METHODS: We searched for and reviewed studies related to the use of ultrasound-guided injections in the lumbar and sacral spine. RESULTS: In order to perform accurate ultrasound-guided injections, it is necessary to understand the patient's posture during the intervention, the relevant anatomy, and normal and abnormal ultrasonographic findings. Facet joint intra-articular injections, medial branch block, epidural block, selective nerve root block, and sacroiliac joint injections can be effectively performed under ultrasound guidance. CONCLUSIONS: Ultrasound-guided injections in the lumbar and sacral spine are an efficient method for treating lumbosacral pain.
Fluoroscopy
;
Injections, Intra-Articular
;
Ligaments
;
Methods
;
Muscles
;
Posture
;
Radiation Exposure
;
Sacroiliac Joint
;
Spine
;
Ultrasonography
;
Zygapophyseal Joint
10.Prevalence, Risk Factors, and Expression of Human Leukocyte Antigen-DRB1 in Juvenile Idiopathic Arthritis-associated Uveitis
Jin Kyu PYO ; Sol LEE ; Kwang Nam KIM
Journal of Rheumatic Diseases 2018;25(1):58-64
OBJECTIVE: This study investigated the prevalence and risk factors of juvenile idiopathic arthritis (JIA)-associated uveitis (JIA-U) in a pediatric tertiary center in Korea. In addition, this study examined whether a specific HLA-DRB1 allele could be a predictive risk factor of uveitis in JIA. METHODS: The pediatric rheumatology and ophthalmology medical records for JIA between March 2006 and March 2016 were analyzed retrospectively. A total of 233 were enrolled in this study. RESULTS: Of 233 patients, 31 developed uveitis (13.3%): 14 oligoarticular, three polyarticular, six systemic, seven enthesitis-related, and one undifferentiated-type JIA. In oligoarticular JIA, 26.4% developed uveitis. The percentage of females with JIA-U was 54.8%, and the median age of the onset of JIA was 7.02 years in JIA-U. Antinuclear antibody (ANA) positivity in oligoarticular JIA-U was 57.1%. Of the 31 JIA-U cases, 26 (83.9%) were clinically asymptomatic when diagnosed. The allele frequency of HLA-DRB1*09 of the total JIA-U was higher than that of JIA without uveitis. HLA-DRB1*09 and HLA-DRB1*12 were higher in oligoarticular JIA-U than in JIA without uveitis. CONCLUSION: Korean JIA-U has different features from JIA-U in Western countries. The sex ratio and age of JIA onset showed no significant differences in Korean JIA-U. The ANA positivity was more common in JIA-U than in JIA without uveitis only in oligoarticular type JIA. These differences might be due to genetic factors, particularly HLA-DRB1. These results suggest HLA-DRB1*09 and HLA-DRB1*12 in oligoarticular JIA to be risk factors for JIA-U in Korea. This is the first study to analyze the association between HLA-DRB1 and JIA-U in Korea.
Alleles
;
Antibodies, Antinuclear
;
Arthritis, Juvenile
;
Female
;
Gene Frequency
;
HLA-DRB1 Chains
;
Humans
;
Korea
;
Leukocytes
;
Medical Records
;
Ophthalmology
;
Prevalence
;
Retrospective Studies
;
Rheumatology
;
Risk Factors
;
Sex Ratio
;
Uveitis

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