1.Feasibility of Deep Learning-Based Analysis of Auscultation for Screening Significant Stenosis of Native Arteriovenous Fistula for Hemodialysis Requiring Angioplasty
Jae Hyon PARK ; Insun PARK ; Kichang HAN ; Jongjin YOON ; Yongsik SIM ; Soo Jin KIM ; Jong Yun WON ; Shina LEE ; Joon Ho KWON ; Sungmo MOON ; Gyoung Min KIM ; Man-deuk KIM
Korean Journal of Radiology 2022;23(10):949-958
Objective:
To investigate the feasibility of using a deep learning-based analysis of auscultation data to predict significant stenosis of arteriovenous fistulas (AVF) in patients undergoing hemodialysis requiring percutaneous transluminal angioplasty (PTA).
Materials and Methods:
Forty patients (24 male and 16 female; median age, 62.5 years) with dysfunctional native AVF were prospectively recruited. Digital sounds from the AVF shunt were recorded using a wireless electronic stethoscope before (pre-PTA) and after PTA (post-PTA), and the audio files were subsequently converted to mel spectrograms, which were used to construct various deep convolutional neural network (DCNN) models (DenseNet201, EfficientNetB5, and ResNet50). The performance of these models for diagnosing ≥ 50% AVF stenosis was assessed and compared. The ground truth for the presence of ≥ 50% AVF stenosis was obtained using digital subtraction angiography. Gradient-weighted class activation mapping (Grad-CAM) was used to produce visual explanations for DCNN model decisions.
Results:
Eighty audio files were obtained from the 40 recruited patients and pooled for the study. Mel spectrograms of “pre-PTA” shunt sounds showed patterns corresponding to abnormal high-pitched bruits with systolic accentuation observed in patients with stenotic AVF. The ResNet50 and EfficientNetB5 models yielded an area under the receiver operating characteristic curve of 0.99 and 0.98, respectively, at optimized epochs for predicting ≥ 50% AVF stenosis. However, GradCAM heatmaps revealed that only ResNet50 highlighted areas relevant to AVF stenosis in the mel spectrogram.
Conclusion
Mel spectrogram-based DCNN models, particularly ResNet50, successfully predicted the presence of significant AVF stenosis requiring PTA in this feasibility study and may potentially be used in AVF surveillance.
2.Forced suction thrombectomy in patients with acute ischemic stroke using the SOFIA Plus device
Hyun Ki ROH ; Min-Wook JU ; Hyoung Soo BYOUN ; Bumsoo PARK ; Kwang Hyon PARK ; Jeongwook LIM
Journal of Cerebrovascular and Endovascular Neurosurgery 2022;24(3):241-248
Objective:
Stent retrieval thrombectomy has recently been the standard treatment for acute ischemic stroke with large artery occlusion. However, the development of catheters for suction thrombectomy has recently led to results comparable to that of stent retrieval thrombectomy (SRT). This study aimed to analyze the safety and efficacy of forced suction thrombectomy (FST) using the SOFIA Plus (MicroVention Terumo, Tustin, CA, USA) device.
Methods:
We included patients with acute ischemic stroke who underwent FST using the SOFIA Plus device at our institution. Medical records and angiographic data were reviewed, and the results of this study were compared with those of other FST studies.
Results:
A total of 35 patients were included in this study. The occlusion sites were the internal carotid artery terminal (4), M1 segment (20), and posterior circulation (11). Of the 35 patients, FST was performed in only 21 (60%) patients, and the remaining 14 (40%) patients underwent SRT and FST. In all cases, the recanalization rate was 100%, and the average time from groin puncture to recanalization was 21±4.94 min. In particular, the average time required to reach the SOFIA Plus lesions from the groin puncture was 10.44±5.06 min and about 67% of the FST patients were recanalized at the first attempt. Three-months modified Rankin Scale (mRS) score of ≤2 was observed in 52% of the patients.
Conclusions
Forced suction thrombectomy using the SOFIA Plus yielded a high recanalization rate within a shorter time. In particular, the recanalization rate was higher than that reported in previous studies using other types of suction devices.
3.Optimal Duration of Dual Antiplatelet Therapy after Stent- Assisted Coil Embolization of Unruptured Intracranial Aneurysms : A Prospective Randomized Multicenter Trial
Seung Pil BAN ; O-Ki KWON ; Young Deok KIM ; Bum-Tae KIM ; Jae Sang OH ; Kang Min KIM ; Chang Hyeun KIM ; Chang-Hyun KIM ; Jai Ho CHOI ; Young Woo KIM ; Yong Cheol LIM ; Hyoung Soo BYOUN ; Sukh Que PARK ; Joonho CHUNG ; Keun Young PARK ; Jung Cheol PARK ; Hyon-Jo KWON ;
Journal of Korean Neurosurgical Society 2022;65(6):765-771
Objective:
: Stent-assisted coil embolization (SAC) has been increasingly used to treat various types of intracranial aneurysms. Delayed thromboembolic complications are major concerns regarding this procedure, so dual antiplatelet therapy with aspirin and clopidogrel is needed. However, clinicians vary the duration of dual antiplatelet therapy after SAC, and no randomized study has been performed. This study aims to compare the safety and efficacy of long-term (12 months) dual antiplatelet therapy and shortterm dual antiplatelet therapy (6 months) after SAC for patients with unruptured intracranial aneurysms (UIAs).
Methods:
: This is a prospective, randomized and multicenter trial to investigate the optimal duration of dual antiplatelet therapy after SAC in patients with UIAs. Subjects will receive dual antiplatelet therapy for 6 months (short-term group) or 12 months (longterm group) after SAC. The primary endpoint is the assessment of thromboembolic complications between 1 and 18 months after SAC. We will enroll 528 subjects (264 subjects in each group) and perform 1 : 1 randomization. This study will involve 14 topperforming, high-volume Korean institutions specializing in coil embolization.
Results:
: The trial will begin enrollment in 2022, and clinical data will be available after enrollment and follow-up.
Conclusion
: This article describes that the aim of this prospective randomized multicenter trial is to compare the effect of short-term (6 months) and long-term (12 months) dual antiplatelet therapy on UIAs in patients undergoing SAC, and to find the optimal duration.
4.Association of sleep quality in Behcet disease with disease activity, depression, and quality of life in Korean population.
Jimin LEE ; Sung Soo KIM ; Hye Jin JEONG ; Chang Nam SON ; Ji Min KIM ; Yong Won CHO ; Sang Hyon KIM
The Korean Journal of Internal Medicine 2017;32(2):352-359
BACKGROUND/AIMS: Sleep disturbance is prime concern in patients with Behcet disease. The purpose of this study was to find out the effects of sleep quality, in Korean patients suffering from Behcet disease. We further investigated the relationship between depression, quality of life and the clinical findings of Behcet disease. METHODS: The study was performed by the cross-sectional design. Sleep quality was assessed by the Korean version of Pittsburgh sleep quality index (PSQI). Disease activity of Behcet disease was evaluated by Behcet disease current activity form (BDCAF). Depression was assessed by the Korean version of Beck depression inventory second edition (BDI-2). Quality of life was assessed by the Korean version of the Leeds Behcet disease quality of life measure (BDQoL). RESULTS: Among the 100 patients studied, 42% reported poor sleep quality (PSQI ≥ 9). These patients have a higher BDI-2, total BDCAF and pain visual analogue scale (VAS) score (p < 0.001, p = 0.022, and p = 0.005). Considering BDCAF, the frequency of genital ulcer was significantly higher (p = 0.01). Behcet was higher in females. The BDQoL was lower in poor sleeper group (p = 0.004 and p < 0.001). Among 7 PSQI components, daytime dysfunction was higher in patients with high disease activity (p = 0.03). Total PSQI score were strongly correlated with BDCAF, BDI-2, BDQoL, and pain VAS score (p = 0.02, p < 0.001, p < 0.001, and p < 0.001, respectively). CONCLUSIONS: Low sleep quality is directly associated with disease activity, depression, and quality of life in Korean patients with Behcet disease.
Behcet Syndrome*
;
Depression*
;
Female
;
Humans
;
Quality of Life*
;
Ulcer
5.Interrelated Atrioventricular Reentrant Tachycardia and Idiopathic Left Ventricular Tachycardia in a Patient with Manifested Bystander Accessory Pathway.
Da Hyon LEE ; Seung Jung PARK ; Young Keun ON ; June Soo KIM ; Kyoung Min PARK
International Journal of Arrhythmia 2017;18(2):116-120
Double tachycardia is defined as the coexistence of supraventricular tachycardia (SVT) and ventricular tachycardia (VT). In clinical practice, incidentally encountered double tachycardia is difficult to diagnose during electrophysiology study without prior documentation of both tachycardias. SVT can be confused with VT because SVT sometimes show an aberrant conduction depending on heart rate. In the present case, a patient with Wolff-Parkinson-White syndrome exhibited atrioventricular reentrant tachycardia (AVRT) via a concealed bypass tract and idiopathic left ventricular tachycardia (ILVT), which were difficult to discriminate because of their similar cycle length and interrelationship.
Electrophysiology
;
Heart Rate
;
Humans
;
Tachycardia*
;
Tachycardia, Supraventricular
;
Tachycardia, Ventricular*
;
Wolff-Parkinson-White Syndrome
6.NAMPT enzyme activity regulates catabolic gene expression in gingival fibroblasts during periodontitis.
Ka Hyon PARK ; Duck Kyu KIM ; Yun Hyun HUH ; Gyuseok LEE ; Su Hyeon LEE ; Yunkyung HONG ; Sun Hun KIM ; Min Suk KOOK ; Jeong Tae KOH ; Jang Soo CHUN ; Shee Eun LEE ; Je Hwang RYU
Experimental & Molecular Medicine 2017;49(8):e368-
Periodontal disease is one of the most prevalent chronic disorders worldwide. It is accompanied by inflammation of the gingiva and destruction of periodontal tissues, leading to alveolar bone loss. Here, we focused on the role of adipokines, which are locally expressed by periodontal tissues, in the regulation of catabolic gene expression leading to periodontal inflammation. The expression of the nicotinamide phosphoribosyltransferase (NAMPT) adipokine was dramatically increased in inflamed human and mouse gingival tissues. NAMPT expression was also increased in lipopolysaccharide- and proinflammatory cytokine-stimulated primary cultured human gingival fibroblasts (GF). Adenovirus-mediated NAMPT (Ad-Nampt) overexpression upregulated the expression and activity of COX-2, MMP1 and MMP3 in human GF. The upregulation of IL-1β- or Ad-Nampt-induced catabolic factors was significantly abrogated by the intracellular NAMPT (iNAMPT) inhibitor, FK866 or by the sirtuin (SIRT) inhibitor, nicotinamide (NIC). Recombinant NAMPT protein or extracellular NAMPT (eNAMPT) inhibition using a blocking antibody did not alter NAMPT target gene expression levels. Moreover, intragingival Ad-Nampt injection mediated periodontitis-like phenotypes including alveolar bone loss in mice. SIRT2, a part of the SIRT family, was positively associated with NAMPT actions in human GF. Furthermore, in vivo inhibition of the NAMPT-NAD⁺-SIRT axis by NIC injection in mice ameliorated the periodontal inflammation and alveolar bone erosion caused by intragingival injection of Ad-Nampt. Our findings indicate that NAMPT is highly upregulated in human GF, while its enzymatic activity acts as a crucial mediator of periodontal inflammation and alveolar bone destruction via regulation of COX-2, MMP1, and MMP3 levels.
Adipokines
;
Alveolar Bone Loss
;
Animals
;
Fibroblasts*
;
Gene Expression*
;
Gingiva
;
Humans
;
Inflammation
;
Mice
;
Niacinamide
;
Nicotinamide Phosphoribosyltransferase
;
Periodontal Diseases
;
Periodontitis*
;
Phenotype
;
Up-Regulation
7.Common Causes of Postmenopausal Bleeding in Korean Women: 10-Year Outcomes from a Single Medical Center.
Min Kyoung KIM ; Yeon Soo JUNG ; Seung Joo CHON ; Bo Hyon YUN ; SiHyun CHO ; Young Sik CHOI ; Byung Seok LEE ; Seok Kyo SEO
Journal of Korean Medical Science 2017;32(5):830-834
The common causes of postmenopausal bleeding (PMB), according to the data from the western world, are atrophy, hormone replacement therapy (HRT), endometrial cancer, etc. We conducted a retrospective study to assess whether the causes of PMB in Korean postmenopausal women are similar to those already known. This retrospective study used 10-year medical records (March 2005 to December 2014) of 792 PMB women in the Yonsei University Health System. The data were divided into 2 categories by 5-year intervals to compare the differences between the 2 periods. The most common cause of PMB in Korean women was atrophy (51.1%). Polyps and HRT were the second, followed by anticoagulant medications, cervical cancer, and endometrial cancer. The proportion of patients with cervical cancer significantly decreased during the second half of the decade (8.7% vs. 5.2%; P = 0.048). Although no significant change was noted for HRT, its rank was higher during the latter 5-year period. Only the most common cause of PMB was the same as the conventional data. Interestingly, the proportion of patients with cervical cancer decreased during the latter half of the decade, reflecting the changes in the nation's cancer prevalence rate, while the use of HRT increased.
Atrophy
;
Endometrial Neoplasms
;
Female
;
Hemorrhage*
;
Hormone Replacement Therapy
;
Humans
;
Medical Records
;
Polyps
;
Prevalence
;
Retrospective Studies
;
Uterine Cervical Neoplasms
;
Western World
8.Oligomeric Procyanidins (OPCs) Inhibit Procollagen Type I Secretion of Fibroblasts.
Byung Jun KIM ; Jung Keun PARK ; Byeong Kyu KIM ; Soo Jin PARK ; Min Kyung KIM ; Chang won LEE ; La Mee CHOI ; Ji An HUR ; Sang Hyon KIM ; Jaewon BEOM ; Jung Yoon KIM ; Byung Mo OH ; Tae Hyun CHOI ; Sukwha KIM
Tissue Engineering and Regenerative Medicine 2017;14(3):297-306
Wound healing is composed of a complex process that requires harmonies of various cell populations where fibroblasts play the main role. Oligomeric procyanidins (OPC) are main components of grape (Vitis vinifera) seed extracts, and recent studies showed OPC's effects on inflammation, cell migration, and proliferation. We investigated the effect of OPC on fibroblasts to regulate wound healing process. Human dermal fibroblast known as Hs27 cells were treated with various concentrations of OPC (0, 2.5, 5, 10, and 20 µg/µl). Cell cytotoxicity was evaluated by the Cell Counting Kit assay, and the expression levels of secreted procollagen were analyzed. Procollagen levels in OPC treated cells exposed to transforming growth factor beta 1 (TGF-β1) or ascorbic acid were evaluated using Western blot and immunocytochemistry. Relative mRNA expressions of procollagen, molecular chaperone such as HSP47, P4H were determined by real-time PCR in OPC treated cells. OPC showed no cytotoxicity on Hs27 cells at every concentration but inhibited procollagen secretion in a dose-dependent manner. The inhibitory effect also appeared under TGF-β1 induced collagen overproduction. Immunocytochemistry showed that higher levels of intracytoplasmic procollagen were accumulated in TGF-β1 treatment group, whereas ascorbic acid induced a release of accumulated procollagen under OPC treatment. The mRNA expressions of procollagen, molecular chaperone were not affected by OPC, but procollagen level was increased when exposed to TGF-β1. OPC inhibits procollagen secretion from fibroblasts with no effects on cell proliferations even under the environment of TGF-b1-induced collagen overproduction. OPC could regulate the diseases and symptoms of abnormal overabundant collagen production.
Ascorbic Acid
;
Blotting, Western
;
Cell Count
;
Cell Movement
;
Collagen
;
Collagen Type I*
;
Fibroblasts*
;
Humans
;
Immunohistochemistry
;
Inflammation
;
Molecular Chaperones
;
Proanthocyanidins*
;
Procollagen*
;
Real-Time Polymerase Chain Reaction
;
RNA, Messenger
;
Transforming Growth Factor beta
;
Vitis
;
Wound Healing
9.Prevalence and possible causes of hypouricemia at a tertiary care hospital.
Chang Nam SON ; Ji Min KIM ; Sang Hyon KIM ; Soo Kyung CHO ; Chan Bum CHOI ; Yoon Kyoung SUNG ; Tae Hwan KIM ; Sang Cheol BAE ; Dae Hyun YOO ; Jae Bum JUN
The Korean Journal of Internal Medicine 2016;31(5):971-976
BACKGROUND/AIMS: We aimed to investigate the prevalence and possible causes of hypouricemia in the Korean population and to compare our findings with published results of other populations. METHODS: We examined the serum uric acid levels of 30,757 subjects who had their uric acid values measured at least once during a 1-year period. All individuals with hypouricemia (serum uric acid < 2.0 mg/dL, n = 424) were reviewed with respect to medical drug history and concomitant diseases previously identified as being associated with hypouricemia. RESULTS: The prevalence of hypouricemia was 4.14% (299/7,223) among inpatients and 0.53% (125/23,534) among outpatients, for an overall prevalence of 1.39% (424/30,757). Possible causes associated with hypouricemia were found to be solid or hematologic malignancies (n = 86), diabetes mellitus (n = 56), and therapeutic drugs (n = 29). The medications were allopurinol (n = 11), angiotensin II receptor blockers (n = 10), salicylates (n = 6), febuxostat (n = 1), and warfarin (n = 1). In the remaining 226 individuals, the cause of hypouricemia was not identified. CONCLUSIONS: Hypouricemia is relatively common in the Korean population compared to those of other countries. The possible causes associated with hypouricemia are related to underlying diseases and medications.
Allopurinol
;
Angiotensin Receptor Antagonists
;
Diabetes Mellitus
;
Febuxostat
;
Hematologic Neoplasms
;
Humans
;
Inpatients
;
Outpatients
;
Prevalence*
;
Salicylates
;
Tertiary Healthcare*
;
Uric Acid
;
Warfarin
10.Histological Analysis of In Vitro Co-Culture and In Vivo Mice Co-Transplantation of Stem Cell-Derived Adipocyte and Osteoblast.
Sang Soo HAN ; Jong Jin CHOI ; Dong Eun LEE ; Hyon Seok JANG ; Hyung Min CHUNG ; Sung Hwan MOON ; Sun Woong KANG
Tissue Engineering and Regenerative Medicine 2016;13(3):227-234
Many researchers have focused on the role of adipocytes in increasing efficient bone tissue engineering and osteogenic differentiation of stem cells. Previous reports have not reached a definite consensus on whether adipocytes positively influence in vitro osteogenic differentiation and in vivo bone formation. We investigated the adipocyte influence on osteogenic differentiation from adipose-derived stromal cells (ADSCs) and bone formation through histological analysis in vitro and in vivo. Using the direct co-culture system, we analyzed the influence of adipocytes to promote the differentiation fate of ADSCs. Using co-transplantation of ADSC-derived adipocytes and osteoblasts into the dorsal region of mice, the osteogenesis and bone quality were determined by histological morphology, radiography, and the measurement of the Ca²⁺ concentration. The adipocyte negatively affected the osteoblast differentiation of ADSCs in the in vitro system and induced osteogenesis of osteoblasts in the in vivo system through co-transplantation. Interestingly, in the co-transplanted adipocytes and osteoblasts, the bone formation areas decreased in the osteoblast only group compared with the mixed adipocytes and osteoblast group 6 weeks after transplantation. Conversely, co-transplantation and osteoblast transplantation had similar degrees of calcification as observed from radiography analysis and the measurement of the Ca²⁺ concentrations. Our results revealed that adipocytes inhibited osteoblast differentiation in vitro but enhanced the efficacy of osteogenesis in vivo. In addition, the adipocytes controlled the activity of osteoclasts in the newly formed bone tissue. Our approach can be used to reconstruct bone using stem cell-based tissue engineering and to enhance the understanding of the role adipocytes play.
Adipocytes*
;
Animals
;
Bone and Bones
;
Coculture Techniques*
;
Consensus
;
In Vitro Techniques*
;
Mice*
;
Osteoblasts*
;
Osteoclasts
;
Osteogenesis
;
Radiography
;
Stem Cells
;
Stromal Cells
;
Tissue Engineering

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