1.The Latest Trends in Attention Mechanisms and Their Application in Medical Imaging
Hyungseob SHIN ; Jeongryong LEE ; Taejoon EO ; Yohan JUN ; Sewon KIM ; Dosik HWANG
Journal of the Korean Radiological Society 2020;81(6):1305-1333
Deep learning has recently achieved remarkable results in the field of medical imaging. However, as a deep learning network becomes deeper to improve its performance, it becomes more difficult to interpret the processes within. This can especially be a critical problem in medical fields where diagnostic decisions are directly related to a patient's survival. In order to solve this, explainable artificial intelligence techniques are being widely studied, and an attention mechanism was developed as part of this approach. In this paper, attention techniques are divided into two types: post hoc attention, which aims to analyze a network that has already been trained, and trainable attention, which further improves network performance. Detailed comparisons of each method, examples of applications in medical imaging, and future perspectives will be covered.
2.The Latest Trends in Attention Mechanisms and Their Application in Medical Imaging
Hyungseob SHIN ; Jeongryong LEE ; Taejoon EO ; Yohan JUN ; Sewon KIM ; Dosik HWANG
Journal of the Korean Radiological Society 2020;81(6):1305-1333
Deep learning has recently achieved remarkable results in the field of medical imaging. However, as a deep learning network becomes deeper to improve its performance, it becomes more difficult to interpret the processes within. This can especially be a critical problem in medical fields where diagnostic decisions are directly related to a patient's survival. In order to solve this, explainable artificial intelligence techniques are being widely studied, and an attention mechanism was developed as part of this approach. In this paper, attention techniques are divided into two types: post hoc attention, which aims to analyze a network that has already been trained, and trainable attention, which further improves network performance. Detailed comparisons of each method, examples of applications in medical imaging, and future perspectives will be covered.
3.The current status and implications of the medical insurance fee schedule in Japan
Yohan SHIN ; Kye Hyun KIM ; Sung Je MOON ; Joohyun KANG
Journal of the Korean Medical Association 2023;66(12):741-746
Korea has the most rapidly aging population in the world. Medical costs for the elderly are quickly increasing, which raises concerns about the sustainability of health insurance finances. Accordingly, the need to allocate limited medical resources efficiently has increased, with improving the fee schedule seen as an effective way to achieve this. Japan has experienced a super-aging society for at least 20 years prior to Korea and has been successful in improving its fee schedule. Korea’s fee schedule, however, needs to overcome the challenge of being relatively limited in type and simplicity.Current Concepts: The new patient consultation fee in Japan is the same regardless of the type of medical institution and is approximately 40% higher than found in Korea. In the case of established patient consultations, the fee for medical institutions with fewer than 200 beds are substantially higher than for large medical institutions, thereby suppressing re-examination at large hospitals. Japan’s additional points consist of 71 types of items, which is more diverse than Korea’s 28 types, and the additional points for children under six years of age, holidays, and late nights are set significantly higher than that found in Korea.Discussion and Conclusion: Japan designed its fee schedule to structurally reduce the consumption of medical resources and to effectively compensate for the behavior of medical providers. This policy is a standard which Korea’s fee schedule should aim for. In the future, it will be necessary to prepare measures to respond to the super-aging environment through detailed research concerning Japan’s fee schedule.
4.Atherectomy in Peripheral Artery Disease: Current and Future
Yohan KWON ; Jinoo KIM ; Je-Hwan WON ; Seong Ho KIM ; Jeong-Eun KIM ; Sung-Joon PARK
Journal of the Korean Radiological Society 2021;82(3):551-561
Atherectomy has become a promising treatment option for peripheral artery disease caused by diabetes mellitus or end-stage renal disease. Atherectomy refers to the removal of atheromatous tissue by mechanical method, resulting in an enlarged lumen of the treated blood vessel. Based on this method, the term is limited to the percutaneous minimally invasive approach, and there are currently two types of atherectomy devices available in Korea. The increased prevalence of atherectomy has led to the concept of “vascular preparation” and a new treatment concept of “leave nothing behind.” Various studies have proven the safety and effectiveness of atherectomy; however, there are some limitations. We need to remain focused on patient selection and subsequent large-scale research.
5.Atherectomy in Peripheral Artery Disease: Current and Future
Yohan KWON ; Jinoo KIM ; Je-Hwan WON ; Seong Ho KIM ; Jeong-Eun KIM ; Sung-Joon PARK
Journal of the Korean Radiological Society 2021;82(3):551-561
Atherectomy has become a promising treatment option for peripheral artery disease caused by diabetes mellitus or end-stage renal disease. Atherectomy refers to the removal of atheromatous tissue by mechanical method, resulting in an enlarged lumen of the treated blood vessel. Based on this method, the term is limited to the percutaneous minimally invasive approach, and there are currently two types of atherectomy devices available in Korea. The increased prevalence of atherectomy has led to the concept of “vascular preparation” and a new treatment concept of “leave nothing behind.” Various studies have proven the safety and effectiveness of atherectomy; however, there are some limitations. We need to remain focused on patient selection and subsequent large-scale research.
6.Seeing Is Believing: The Effect of Graphical Abstracts on Citations and Social Media Exposure in Gastroenterology & Hepatology Journals
Yohan KIM ; Jieun LEE ; Jeong-Ju YOO ; Eun-Ae JUNG ; Sang Gyune KIM ; Young Seok KIM
Journal of Korean Medical Science 2022;37(45):e321-
Background:
Graphical abstracts (GAs) have recently been included as an essential element in various journals, including those in the field of Gastroenterology & Hepatology. However, there has been no study on the effect of GAs on the impact factor (IF) of journals, and the citation index or social media exposure of individual articles.
Methods:
We investigated the presence of GAs, total citations and social media exposure of full-length original articles in the top ten journals of gastroenterology and hepatology for three years (2019–2021). Citations and social media exposure were evaluated with the Web of Science citation index, Altmetric Attention score, Dimension recorded citation count, and PlumX index.
Results:
A total of 4,205 articles from ten journals were evaluated for three years. First, journals that have adopted GAs demonstrated significantly higher IF increases for the past three years than those of journals without GAs. The longer GAs have been utilized in a journal, the higher IFs the journal had. Secondly, individual articles with GAs had significantly higher Web of Science citation counts (median 14 vs. 12), more social media exposure (median 23 vs. 5) and more Altmetric.com tweet counts (median 15 vs. 7) than those of articles without GAs. In multiple regression analysis, the inclusion of GAs was particularly effective in increasing the number of Web of Science citations (β = 14.1, SE = 1.9, P < 0.001) and social media exposure (β = 13.3, SE = 6.1, P = 0.030) after adjusting for journal IFs and topics.
Conclusion
GAs are effective in increasing IFs of journals in the field of gastroenterology and hepatology, as well as increasing citations and social media exposure of individual articles.
7.A Case of Deep Vein Thrombosis Following Cellulitis of the Lower Leg.
Woojin JUNG ; Youngji KIM ; Yohan PARK ; Junhyeon CHO ; Gi Chang KIM
Korean Journal of Medicine 2014;86(3):334-338
Cellulitis and deep vein thrombosis (DVT) have similar symptoms (lower extremity pain, erythema, and swelling) and there is the potential for misdiagnosis. In cases of cellulitis, DVT should be ruled out, as the symptoms of cellulitis might mask those of DVT, leading to serious complications such as pulmonary thromboembolism. The reported incidence of DVT in patients with cellulitis is low, especially patients with progression to pulmonary thromboembolism. We present a case of pulmonary thromboembolism following cellulitis of the lower leg in a 54-year-old male.
Cellulitis*
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Diagnostic Errors
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Erythema
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Extremities
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Humans
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Incidence
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Leg*
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Male
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Masks
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Middle Aged
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Pulmonary Embolism
;
Venous Thrombosis*
8.Laparoscopic Nissen Fundoplication in Children with Neurological Impairment versus Neurologically Normal Children.
Yohan JOO ; Ju Yeon LEE ; Jung Hyun CHOI ; Jung Man NAMGUNG ; Seong Chul KIM ; Dae Yeon KIM
Journal of the Korean Association of Pediatric Surgeons 2016;22(2):49-53
PURPOSE: This study aimed to assess the long-term clinical outcome of laparoscopic Nissen fundoplication (LNF) in children according to their neurologic status. METHODS: The study retrospectively analyzed the data of 82 children (62 neurologically impaired and 20 neurologically normal children with primary gastroesophageal reflux disease) who had undergone LNF between 2003 and 2012. The main outcome measures were the occurrence of recurrence that required reoperation and post-procedure complications such as infections, pneumonia, and gastrointestinal complications including ileus, dysphagia, and delayed gastric emptying. RESULTS: The median age at the time of the LNF was 25 months (range, 1-192 months), and the median of body weight was 10.0 kg (range, 2.8-37.0 kg). The average weight gain was 1.55±1.68 kg at 6 months, 3.32±2.30 kg at 1 year, and 5.63±4.22 kg at 2 years after surgery. Six (9.7%) of the 62 neurologically impaired patients and two (10.0%) of neurologically normal lost their body weight or had no weight changes. Eight (12.9%) of the 62 neurologically impaired children had required redo surgery because of gastroesophageal reflux disease recurrences, while 2 (10.0%) of the 20 neurologically normal children had experienced recurrences. In the neurologically impaired children, the postoperative complications included pneumonia (n=1), wound infection (n=1), urinary tract infection (n=1), dysphagia (n=1), delayed gastric emptying (n=1), and ileus (n=2). All of these complications were not found in the neurologically normal group, except for only one case of infectious colitis. However, there was no statistically significant difference between the two groups in postoperative complications. CONCLUSION: The outcomes of laparoscopic fundoplication were similar in the neurologically impaired children and in the neurologically normal children.
Body Weight
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Child*
;
Colitis
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Deglutition Disorders
;
Fundoplication*
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Gastric Emptying
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Gastroesophageal Reflux
;
Humans
;
Ileus
;
Laparoscopy
;
Neurologic Manifestations
;
Outcome Assessment (Health Care)
;
Pneumonia
;
Postoperative Complications
;
Recurrence
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Reoperation
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Retrospective Studies
;
Urinary Tract Infections
;
Weight Gain
;
Wound Infection
9.Uterine Artery Embolization in Patients with Postpartum Hemorrhage: Clinical Efficacy and Safety of Treatment with N-Butyl-2-Cyanoacrylate
Yohan KWON ; Young Ho SO ; Byoung Jae KIM ; Sun Min KIM ; Young Ho CHOI ; Min Hoan MOON
Journal of the Korean Radiological Society 2019;80(1):88-97
PURPOSE:
To evaluate the clinical efficacy and safety of uterine artery embolization (UAE) using N-butyl-2-cyanoacrylate (NBCA) in patients with postpartum hemorrhage (PPH).
MATERIALS AND METHODS:
From February 2010 to May 2018, 14 patients (age: 28–39 years; mean: 33 years) underwent UAE using NBCA among 82 patients with PPH. Medical records were retrospectively reviewed to evaluate the patients characteristics, cause of PPH, embolization procedure, and outcomes.
RESULTS:
Angiograms revealed extravasation (n = 10) or pseudoaneurysm (n = 4) in all patients. The causes of PPH were hysterotomy or hysterectomy related arterial injury (n = 11), cervical laceration (n = 2), and abnormal placentation (n = 1). UAE was performed with NBCA in all patients. Additional UAE with gelatin sponge particles was performed in two patients. Additional non-uterine artery embolization was performed in three patients. Coagulopathy was found in five (35.7%) patients. The technical and clinical success rates were 92.9% and 85.7%, respectively. One patient died from multi-organ failure eight days after UAE. One patient with abnormal placentation had pelvic organ ischemia due to multiple pelvic artery embolization.
CONCLUSION
UAE using NBCA is safe and effective for the patients with PPH showing extravasation or pseudoaneurysm.
10.Luteolin reduces fluid hypersecretion by inhibiting TMEM16A in interleukin-4 treated Calu-3 airway epithelial cells
Hyun Jong KIM ; JooHan WOO ; Yu-Ran NAM ; Yohan SEO ; Wan NAMKUNG ; Joo Hyun NAM ; Woo Kyung KIM
The Korean Journal of Physiology and Pharmacology 2020;24(4):329-338
Rhinorrhea in allergic rhinitis (AR) is characterized by the secretion of electrolytes in the nasal discharge. The secretion of Cl– and HCO3 – is mainly regulated by cystic fibrosis transmembrane conductance regulator (CFTR) or via the calciumactivated Cl– channel anoctamin-1 (ANO1) in nasal gland serous cells. Interleukin-4 (IL-4), which is crucial in the development of allergic inflammation, increases the expression and activity of ANO1 by stimulating histamine receptors. In this study, we investigated ANO1 as a potential therapeutic target for rhinorrhea in AR using an ANO1 inhibitor derived from a natural herb. Ethanolic extracts (30%) of Spirodela polyrhiza (SPEtOH) and its five major flavonoids constituents were prepared. To elucidate whether the activity of human ANO1 (hANO1) was modulated by SPEtOH and its chemical constituents, a patch clamp experiment was performed in hANO1-HEK293T cells. Luteolin, one of the major chemical constituents in SPEtOH, significantly inhibited hANO1 activity in hANO1-HEK293T cells. Further, SPEtOH and luteolin specifically inhibited the calcium-activated chloride current, but not CFTR current in human airway epithelial Calu-3 cells. Calu-3 cells were cultured to confluency on transwell inserts in the presence of IL-4 to measure the electrolyte transport by Ussing chamber. Luteolin also significantly inhibited the ATP-induced increase in electrolyte transport, which was increased in IL-4 sensitized Calu-3 cells. Our findings indicate that SPEtOH and luteolin may be suitable candidates for the prevention and treatment of allergic rhinitis. SPEtOH- and luteolin-mediated ANO1 regulation provides a basis for the development of novel approaches for the treatment of allergic rhinitis-induced rhinorrhea.