1.Comparative analysis of imaging diagnostic models for tubular basophilia and mineralization of kidney
Jong Su BYUN ; Ji Hyun LEE ; Jin Seok KANG ; Beom Seok HAN
Laboratory Animal Research 2022;38(3):226-232
Background:
Now that it is possible to efficiently classify and save tissue images of laboratory animals using wholeslide imaging, many diagnostic models are being developed through transfer learning with Convolutional Neural Network (CNN). In this study, transfer learning was performed to gain toxicopathological knowledge using CNN models such as InceptionV3 and Xception. For the classification of tubular basophilia and mineralization, two representative background lesions that commonly occur in toxicological studies, accuracies of diagnosis were compared using MobileNetV2, Xception and InceptionV3. For the simultaneous detection of the two lesions, the accuracy was analysed using You Only Look Once version 4 (YOLOv4).
Results:
The accuracy of the classification models was as follows: MobileNetV2 (epoch 50, accuracy: 98.57%) > Xception (epoch 70, accuracy: 97.47%) > InceptionV3 (epoch 70, accuracy: 89.62%). In the case of object detection, the accuracy of YOLOv4 was 98.62% at epoch 3000.
Conclusions
Among the classification models, MobileNetV2 had the best accuracy despite applying a lower epoch than InceptionV3 and Xception. The object detection model, YOLOv4, accurately and simultaneously diagnosed tubular basophilia and mineralization, with an accuracy of 98.62% at epoch 3000.
2.Pelizaeus-Merzbacher Disease with PLP1 Exon 1 Duplication, Previously Misdiagnosed as Cerebral Palsy: a Case Report
Su Ji LEE ; Tae Yong KIM ; Seungbeen HONG ; Justin BYUN ; Sung-Rae CHO
Brain & Neurorehabilitation 2021;14(2):e20-
Pelizaeus-Merzbacher disease (PMD) is a X-linked recessive disorder with dysmyelination in central nervous system caused by proteolipid protein 1 (PLP1) gene mutation. We report a case of PMD with PLP1 exon 1 duplication, previously misdiagnosed as cerebral palsy (CP).A 25-year-old male previously diagnosed as CP visited our clinic with progressive weakness and spasticity of bilateral lower limbs. Next generation sequencing revealed hemizygous duplication of exon 1 in PLP1. Additionally, multiplex ligation-dependent probe amplification assay of the patient's mother showed the same mutation, which could finally confirm the diagnosis as PMD. This patient received comprehensive rehabilitation program, and helped the patient to achieve functional improvement. Proper diagnosis and therapeutic plan will be needed for the patients with PMD, before diagnosing CP rashly.
3.Correlation of the grade of hepatic steatosis between controlled attenuation parameter and ultrasound in patients with fatty liver: a multi-center retrospective cohort study
Jeong-Ju YOO ; Yang Jae YOO ; Woo Ram MOON ; Seung Up KIM ; Soung Won JEONG ; Ha Na PARK ; Min Gyu PARK ; Jae Young JANG ; Su Yeon PARK ; Beom Kyung KIM ; Jun Yong PARK ; Do Young KIM ; Sang Hoon AHN ; Kwang-Hyub HAN ; Sang Gyune KIM ; Young Seok KIM ; Ji Hoon KIM ; Jong Eun YEON ; Kwan Soo BYUN
The Korean Journal of Internal Medicine 2020;35(6):1346-1353
Background/Aims:
The controlled attenuation parameter (CAP), based on transient elastography, is widely used for noninvasive assessment of the degree of hepatic steatosis (HS). We investigated the correlation of the degree HS between CAP and ultrasound (US) in patients with HS.
Methods:
In total, 986 patients with US-based HS who underwent transient elastography within 1 month were evaluated. The US-based grade of HS was categorized as mild (grade 1), moderate (grade 2), or severe (grade 3).
Results:
The CAP was significantly correlated with the US-based grade of HS (r = 0.458, p < 0.001). The median CAP value of each US-based HS grade showed a positive correlation with grade (271.1, 303.7, and 326.7 dB/m for grades 1, 2, and 3). In a multivariate analysis, the US-based HS grade, body mass index, serum albumin, alanine aminotransferase, and total cholesterol, and liver stiffness were all significantly correlated with the CAP value (all p < 0.05). The areas under the receiver operating characteristic curves for grade 2 to 3 and grade 3 HS were 0.749 (95% confidence interval [CI], 0.714 to 0.784) and 0.738 (95% CI, 0.704 to 0.772). The optimal cut-off CAP values to maximize the sum of the sensitivity and specificity for grade 2 to 3 and grade 3 HS were 284.5 dB/m (sensitivity 78.6%, specificity 61.7%) and 298.5 dB/m (sensitivity 84.6%, specificity 55.6%).
Conclusions
The correlation of the degree of HS between CAP and US was significantly high in patients with HS, and the optimal cut-off CAP values for grade 2 to 3 and grade 3 HS were 284.5 and 298.5 dB/m.
4.Paclitaxel-Coated Balloon versus Plain Balloon Angioplasty for Dysfunctional Autogenous Radiocephalic Arteriovenous Fistulas: A Prospective Randomized Controlled Trial
Jong Woo KIM ; Jeong Ho KIM ; Sung Su BYUN ; Jin Mo KANG ; Ji Hoon SHIN
Korean Journal of Radiology 2020;21(11):1239-1247
Objective:
To report the mid-term results of a single-center randomized controlled trial comparing drug-coated balloon angioplasty (DBA) and plain balloon angioplasty (PBA) for the treatment of dysfunctional radiocephalic arteriovenous fistulas (RCAVFs).
Materials and Methods:
In this prospective study, 39 patients (mean age, 62.2 years; 21 males, 18 females) with RCAVFs failing due to juxta-anastomotic stenosis were randomly assigned to undergo either both DBA and PBA (n = 20, DBA group) or PBA alone (n = 19, PBA group) between June 2016 and June 2018. Primary endpoints were technical and clinical success and target lesion primary patency (TLPP); secondary outcomes were target lesion secondary patency (TLSP) and complication rates.Statistical analysis was performed using the Kaplan-Meier product limit estimator.
Results:
Demographic data and baseline clinical characteristics were comparable between the groups. Technical and clinical success rates were 100% in both groups. There was no significant difference between the groups in the mean duration of TLPP (DBA group: 26.7 ± 3.6 months; PBA group: 27.0 ± 3.8 months; p = 0.902) and TLSP (DBA group: 37.3 ± 2.6 months; PBA group: 40.4 ± 1.5 months; p = 0.585). No procedural or post-procedural complications were identified.
Conclusion
Paclitaxel-coated balloon use did not significantly improve TLPP or TLSP in the treatment of juxta-anastomotic stenosis of dysfunctional RCAVFs.
5.Relationship between Echocardiographic Diastolic Indices and Invasively Measured Left Ventricular End-Diastolic Pressure in Chronic Atrial Fibrillation Patients with Preserved Left Ventricular Ejection Fraction.
Jin Su BYUN ; Ji Hun AHN ; Ung JEON ; Hye Yon YU
Soonchunhyang Medical Science 2018;24(2):152-159
OBJECTIVE: Left ventricular (LV) filling pressure can be estimated using echocardiographic measurements, including the ratio of transmitral early peak flow velocity to tissue Doppler mitral annular motion velocity (E/e′) during sinus rhythm. However, non-invasive echocardiographic estimation is complicated in patients with atrial fibrillation (AF). AF is associated with reduced survival in patients with heart failure with preserved LV ejection fraction (LVEF). The aim of this study was to investigate echocardiographic parameters for predicting LV filling pressure and diastolic function in chronic AF patients with preserved LVEF. METHODS: Clinical data, echocardiographic findings, and laboratory data were assessed retrospectively in 90 chronic AF patients with preserved LVEF who underwent diagnostic left-heart catheterization between January 2011 and September 2015. LV end-diastolic pressure (LVEDP) assessment and standard echocardiographic measurements were performed. RESULTS: The E/e′ ratio was significantly correlated with LVEDP (r=0.449, P < 0.001). Receiver operating characteristic analysis defined the optimal cut-off for E/e′ as 13 (sensitivity, 88%; specificity, 67%) to predict elevated LVEDP (>15 mm Hg). E (r=0.463, P < 0.001) and E/propagation velocity (Vp; r=0.471, P < 0.001) were also correlated with LVEDP. E >90 cm/sec predicted elevated LVEDP with a sensitivity of 84% and a specificity of 70%. Also, an E/Vp >1.6 predicted elevated LVEDP with a sensitivity of 80% and a specificity of 72%. CONCLUSION: E >90 cm/sec, E/e′>13 and E/Vp >1.6 were suggestive of elevated LVEDP in these patients. Therefore, E, E/e′, and E/Vp provide significant predictive value for LVEDP in chronic AF with preserved LVEF.
Atrial Fibrillation*
;
Catheterization
;
Catheters
;
Echocardiography*
;
Heart Failure
;
Humans
;
Retrospective Studies
;
ROC Curve
;
Sensitivity and Specificity
;
Stroke Volume*
6.Clinical Features of Male Breast Cancer: Experiences from Seven Institutions Over 20 Years.
Ji Hyung HONG ; Kyung Sun HA ; Yun Hwa JUNG ; Hye Sung WON ; Ho Jung AN ; Guk Jin LEE ; Donghoon KANG ; Ji Chan PARK ; Sarah PARK ; Jae Ho BYUN ; Young Jin SUH ; Jeong Soo KIM ; Woo Chan PARK ; Sang Seol JUNG ; Il Young PARK ; Su Mi CHUNG ; In Sook WOO
Cancer Research and Treatment 2016;48(4):1389-1398
PURPOSE: Breast cancer treatment has progressed significantly over the past 20 years. However, knowledge regarding male breast cancer (MBC) is sparse because of its rarity. This study is an investigation of the clinicopathologic features, treatments, and clinical outcomes of MBC. MATERIALS AND METHODS: Clinical records of 59 MBC patients diagnosed during 1995-2014 from seven institutions in Korea were reviewed retrospectively. RESULTS: Over a 20-year period, MBC patients accounted for 0.98% among total breast cancer patients, and increased every 5 years. The median age of MBC patientswas 66 years (range, 24 to 87 years). Forty-three patients (73%) complained of a palpable breast mass initially. The median symptom duration was 5 months (range, 1 to 36 months). Mastectomy was performed in 96% of the patients. The most frequent histology was infiltrating ductal carcinoma (75%). Ninety-one percent of tumors (38/43) were estrogen receptor–positive, and 28% (11/40) showed epidermal growth factor receptor 2 (HER-2) overexpression. After curative surgery, 42% of patients (19/45) received adjuvant chemotherapy; 77% (27/35) received hormone therapy. Five out of ten patients with HER-2 overexpressing tumors did not receive adjuvant anti–HER-2 therapy, while two out of four patients with HER-2 overexpressing tumors received palliative trastuzumab for recurrent and metastatic disease. Letrozole was used for one patient in the palliative setting. The median overall survival durations were 7.2 years (range, 0.6 to 17.0 years) in patients with localized disease and 2.9 years (range, 0.6 to 4.3 years) in those with recurrent or metastatic disease. CONCLUSION: Anti–HER-2 and hormonal therapy, except tamoxifen, have been underutilized in Korean MBC patients compared to female breast cancer patients. With the development of precision medicine, active treatment with targeted agents should be applied. Further investigation of the unique pathobiology of MBC is clinically warranted.
Breast
;
Breast Neoplasms
;
Breast Neoplasms, Male*
;
Carcinoma, Ductal
;
Chemotherapy, Adjuvant
;
Estrogens
;
Female
;
Humans
;
Korea
;
Male
;
Male*
;
Mastectomy
;
Precision Medicine
;
Prognosis
;
Receptor, Epidermal Growth Factor
;
Retrospective Studies
;
Tamoxifen
;
Trastuzumab
7.Risk Factors for Postoperative Ileus Following Orthopedic Surgery: The Role of Chronic Constipation.
Tae Hee LEE ; Joon Seong LEE ; Su Jin HONG ; Jae Young JANG ; Seong Ran JEON ; Dong Won BYUN ; Won Young PARK ; Soon Im KIM ; Hyung Suk CHOI ; Jae Chul LEE ; Ji Sung LEE
Journal of Neurogastroenterology and Motility 2015;21(1):121-125
BACKGROUND/AIMS: Distinction is vague between severe constipation and postoperative ileus (POI) in terms of pathogenesis, clinical features, and treatment options. However, no data are available regarding their associations. METHODS: After retrospective review of data from patients who underwent orthopedic surgery during the first 6 months of 2011, a total of 612 patients were included. Severe constipation was defined as symptoms of constipation requiring treatment using at least 2 laxatives from different classes for at least 6 months. POI was defined as paralytic ileus lasting more than 3 days post-surgery and associated with 2 or more of the following: (1) nausea/vomiting, (2) inability to tolerate an oral diet over a 24-hour period, and (3) absence of flatus over a 24-hour period. The subjects were divided into non-POI and POI groups, and we compared patient-, surgery-, and pharmaceutical-related factors. RESULTS: Thirteen (2.1%) out of 612 experienced POI. In comparisons between the non-POI and POI groups, univariate analysis showed significant differences in the mean age (51.4 vs 71.6 years), mean body mass index (24.1 vs 21.8 kg/m2), severe constipation (5.8% vs 76.9%), co-morbidities (33.2% vs 84.6%), type of orthopedic surgery (spine/hip/limb: 19.4/11.0/65.6% vs 23.1/61.5/15.4%), and estimated blood loss (50 vs 300 mL). Multivariate logistic regression analysis, after adjustment for age, body mass index, co-morbidities, type of orthopedic surgery, and estimated blood loss, showed that severe constipation was an independent risk factor for POI (OR, 35.23; 95% CI, 7.72-160.82; P < 0.001). CONCLUSIONS: Severe constipation is associated with POI after orthopedic surgery.
Body Mass Index
;
Constipation*
;
Diet
;
Flatulence
;
Humans
;
Ileus*
;
Intestinal Pseudo-Obstruction
;
Laxatives
;
Logistic Models
;
Orthopedics*
;
Retrospective Studies
;
Risk Factors*
8.Association between Insomnia and Depression in Tinnitus Patients.
Su Il KIM ; Tae Hyun KIM ; Young Seok BYUN ; Ji Hyun CHUNG ; Su Jin KIM ; Moon Suh PARK ; Jae Yong BYUN
Korean Journal of Otolaryngology - Head and Neck Surgery 2015;58(5):313-317
BACKGROUND AND OBJECTIVES: About one third of all people experience tinnitus in their life. And insomnia is the second most common symptom in tinnitus patients, following hearing disturbance. The aim of this study was to define the influence of insomnia on the clinical features of tinnitus patients and to assess the relation of tinnitus to insomnia and depression. SUBJECTS AND METHOD: The consecutive 197 patients with tinnitus were enrolled from May 2012 to May 2013 for this study. All patients with tinnitus filled out the following questionnaire, Visual Analogue Scale, Tinnitus Handicap Inventory (THI), Beck Depression Inventory (BDI), and Pittsburgh Sleep Quality Index (PSQI) for evaluating clinical features of tinnitus patients. Also we examined pure tone audiometry and tinnitogram for evaluating audiologic characteristics. RESULTS: When the insomnia was defined as more than five scores in PSQI, 46 of 197 patients had insomnia. Loudness of tinnitus was significantly higher in the tinnitus patients with insomnia group when compared to those of the tinnitus without insomnia group (p=0.018). The score of THI and BDI were significantly higher in the tinnitus with insomnia group, too (p=0.003, <0.001, respectively). A strong correlation (r=0.616, p<0.001) was shown between THI score and BDI score in both groups. CONCLUSION: It appears, due to the high possibility that depression and insomnia are related in tinnitus patients with insomnia, that proper evaluations about sleep disturbance and depression of tinnitus patients are necessary to produce better therapeutic results.
Audiometry
;
Depression*
;
Hearing
;
Humans
;
Surveys and Questionnaires
;
Sleep Initiation and Maintenance Disorders*
;
Tinnitus*
9.Bilaterally Simultaneous Medial and Lateral Discoid Menisci.
Seung Oh NAM ; Ji Hwan KIM ; Young Su BYUN ; In Ho HAN
The Journal of the Korean Orthopaedic Association 2015;50(2):143-147
Most discoid menisci are lateral and medial discoid meniscus is very rare. Several articles have reported on bilateral lateral discoid menisci as well as bilateral medial discoid menisci, and a few articles have reported simultaneous medial and lateral discoid menisci in the same knee. Only one case of simultaneous medial and lateral discoid menisci, bilaterally, has been reported. We present another case of a male patient with bilaterally simultaneous medial and lateral discoid menisci, diagnosed with magnetic resonance imaging and arthroscopy. The patient was treated by arthroscopic partial meniscetomy.
Arthroscopy
;
Humans
;
Knee
;
Magnetic Resonance Imaging
;
Male
10.A Case of Spontaneous Bacterial Peritonitis with Bacteremia Caused by Shewanella algae.
Bo Kyoung KIM ; Sung Yeon CHO ; Borami KANG ; Il Kyu KIM ; Ji Hyun BYUN ; Chulmin PARK ; Su Mi CHOI
Infection and Chemotherapy 2014;46(4):264-268
Human infection caused by Shewanella algae is rare, which usually occurred after direct contact with seawater or ingestion of raw seafood in the immunocompromised host. There have been anecdotal reports about Shewanella infections in human, but their pathogenic role and microbiologic data are limited. Here, we report a fatal case of spontaneous bacterial peritonitis with bacteremia due to S. algae in a 57-year-old male with liver cirrhosis who had no history of exposure to seawater or raw seafood. Polymicrobial infection with Streptococcus mitis and Escherichia coli was combined and the patient died in spite of early appropriate antimicrobial therapy and early goal-directed therapy for sepsis.
Bacteremia*
;
Coinfection
;
Eating
;
Escherichia coli
;
Humans
;
Immunocompromised Host
;
Liver Cirrhosis
;
Male
;
Middle Aged
;
Peritonitis*
;
Seafood
;
Seawater
;
Sepsis
;
Shewanella*
;
Streptococcus mitis

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