1.Bone Suppression on Chest Radiographs for Pulmonary Nodule Detection: Comparison between a Generative Adversarial Network and Dual-Energy Subtraction
Kyungsoo BAE ; Dong Yul OH ; Il Dong YUN ; Kyung Nyeo JEON
Korean Journal of Radiology 2022;23(1):139-149
Objective:
To compare the effects of bone suppression imaging using deep learning (BSp-DL) based on a generative adversarial network (GAN) and bone subtraction imaging using a dual energy technique (BSt-DE) on radiologists’ performance for pulmonary nodule detection on chest radiographs (CXRs).
Materials and Methods:
A total of 111 adults, including 49 patients with 83 pulmonary nodules, who underwent both CXR using the dual energy technique and chest CT, were enrolled. Using CT as a reference, two independent radiologists evaluated CXR images for the presence or absence of pulmonary nodules in three reading sessions (standard CXR, BSt-DE CXR, and BSp-DL CXR). Person-wise and nodule-wise performances were assessed using receiver-operating characteristic (ROC) and alternative free-response ROC (AFROC) curve analyses, respectively. Subgroup analyses based on nodule size, location, and the presence of overlapping bones were performed.
Results:
BSt-DE with an area under the AFROC curve (AUAFROC) of 0.996 and 0.976 for readers 1 and 2, respectively, and BSp-DL with AUAFROC of 0.981 and 0.958, respectively, showed better nodule-wise performance than standard CXR (AUAFROC of 0.907 and 0.808, respectively; p ≤ 0.005). In the person-wise analysis, BSp-DL with an area under the ROC curve (AUROC) of 0.984 and 0.931 for readers 1 and 2, respectively, showed better performance than standard CXR (AUROC of 0.915 and 0.798, respectively; p ≤ 0.011) and comparable performance to BSt-DE (AUROC of 0.988 and 0.974; p ≥ 0.064). BSt-DE and BSp-DL were superior to standard CXR for detecting nodules overlapping with bones (p < 0.017) or in the upper/middle lung zone (p < 0.017). BSt-DE was superior (p < 0.017) to BSp-DL in detecting peripheral and sub-centimeter nodules.
Conclusion
BSp-DL (GAN-based bone suppression) showed comparable performance to BSt-DE and can improve radiologists’ performance in detecting pulmonary nodules on CXRs. Nevertheless, for better delineation of small and peripheral nodules, further technical improvements are required.
2.Prediction of Early Recanalization after Intravenous Thrombolysis in Patients with Large-Vessel Occlusion
Young Dae KIM ; Hyo Suk NAM ; Joonsang YOO ; Hyungjong PARK ; Sung-Il SOHN ; Jeong-Ho HONG ; Byung Moon KIM ; Dong Joon KIM ; Oh Young BANG ; Woo-Keun SEO ; Jong-Won CHUNG ; Kyung-Yul LEE ; Yo Han JUNG ; Hye Sun LEE ; Seong Hwan AHN ; Dong Hoon SHIN ; Hye-Yeon CHOI ; Han-Jin CHO ; Jang-Hyun BAEK ; Gyu Sik KIM ; Kwon-Duk SEO ; Seo Hyun KIM ; Tae-Jin SONG ; Jinkwon KIM ; Sang Won HAN ; Joong Hyun PARK ; Sung Ik LEE ; JoonNyung HEO ; Jin Kyo CHOI ; Ji Hoe HEO ;
Journal of Stroke 2021;23(2):244-252
Background:
and Purpose We aimed to develop a model predicting early recanalization after intravenous tissue plasminogen activator (t-PA) treatment in large-vessel occlusion.
Methods:
Using data from two different multicenter prospective cohorts, we determined the factors associated with early recanalization immediately after t-PA in stroke patients with large-vessel occlusion, and developed and validated a prediction model for early recanalization. Clot volume was semiautomatically measured on thin-section computed tomography using software, and the degree of collaterals was determined using the Tan score. Follow-up angiographic studies were performed immediately after t-PA treatment to assess early recanalization.
Results:
Early recanalization, assessed 61.0±44.7 minutes after t-PA bolus, was achieved in 15.5% (15/97) in the derivation cohort and in 10.5% (8/76) in the validation cohort. Clot volume (odds ratio [OR], 0.979; 95% confidence interval [CI], 0.961 to 0.997; P=0.020) and good collaterals (OR, 6.129; 95% CI, 1.592 to 23.594; P=0.008) were significant factors associated with early recanalization. The area under the curve (AUC) of the model including clot volume was 0.819 (95% CI, 0.720 to 0.917) and 0.842 (95% CI, 0.746 to 0.938) in the derivation and validation cohorts, respectively. The AUC improved when good collaterals were added (derivation cohort: AUC, 0.876; 95% CI, 0.802 to 0.950; P=0.164; validation cohort: AUC, 0.949; 95% CI, 0.886 to 1.000; P=0.036). The integrated discrimination improvement also showed significantly improved prediction (0.097; 95% CI, 0.009 to 0.185; P=0.032).
Conclusions
The model using clot volume and collaterals predicted early recanalization after intravenous t-PA and had a high performance. This model may aid in determining the recanalization treatment strategy in stroke patients with large-vessel occlusion.
3.Prediction of Early Recanalization after Intravenous Thrombolysis in Patients with Large-Vessel Occlusion
Young Dae KIM ; Hyo Suk NAM ; Joonsang YOO ; Hyungjong PARK ; Sung-Il SOHN ; Jeong-Ho HONG ; Byung Moon KIM ; Dong Joon KIM ; Oh Young BANG ; Woo-Keun SEO ; Jong-Won CHUNG ; Kyung-Yul LEE ; Yo Han JUNG ; Hye Sun LEE ; Seong Hwan AHN ; Dong Hoon SHIN ; Hye-Yeon CHOI ; Han-Jin CHO ; Jang-Hyun BAEK ; Gyu Sik KIM ; Kwon-Duk SEO ; Seo Hyun KIM ; Tae-Jin SONG ; Jinkwon KIM ; Sang Won HAN ; Joong Hyun PARK ; Sung Ik LEE ; JoonNyung HEO ; Jin Kyo CHOI ; Ji Hoe HEO ;
Journal of Stroke 2021;23(2):244-252
Background:
and Purpose We aimed to develop a model predicting early recanalization after intravenous tissue plasminogen activator (t-PA) treatment in large-vessel occlusion.
Methods:
Using data from two different multicenter prospective cohorts, we determined the factors associated with early recanalization immediately after t-PA in stroke patients with large-vessel occlusion, and developed and validated a prediction model for early recanalization. Clot volume was semiautomatically measured on thin-section computed tomography using software, and the degree of collaterals was determined using the Tan score. Follow-up angiographic studies were performed immediately after t-PA treatment to assess early recanalization.
Results:
Early recanalization, assessed 61.0±44.7 minutes after t-PA bolus, was achieved in 15.5% (15/97) in the derivation cohort and in 10.5% (8/76) in the validation cohort. Clot volume (odds ratio [OR], 0.979; 95% confidence interval [CI], 0.961 to 0.997; P=0.020) and good collaterals (OR, 6.129; 95% CI, 1.592 to 23.594; P=0.008) were significant factors associated with early recanalization. The area under the curve (AUC) of the model including clot volume was 0.819 (95% CI, 0.720 to 0.917) and 0.842 (95% CI, 0.746 to 0.938) in the derivation and validation cohorts, respectively. The AUC improved when good collaterals were added (derivation cohort: AUC, 0.876; 95% CI, 0.802 to 0.950; P=0.164; validation cohort: AUC, 0.949; 95% CI, 0.886 to 1.000; P=0.036). The integrated discrimination improvement also showed significantly improved prediction (0.097; 95% CI, 0.009 to 0.185; P=0.032).
Conclusions
The model using clot volume and collaterals predicted early recanalization after intravenous t-PA and had a high performance. This model may aid in determining the recanalization treatment strategy in stroke patients with large-vessel occlusion.
4.Low-Dose Abdominal CT Using a Deep Learning-Based Denoising Algorithm: A Comparison with CT Reconstructed with Filtered Back Projection or Iterative Reconstruction Algorithm
Yoon Joo SHIN ; Won CHANG ; Jong Chul YE ; Eunhee KANG ; Dong Yul OH ; Yoon Jin LEE ; Ji Hoon PARK ; Young Hoon KIM
Korean Journal of Radiology 2020;21(3):356-364
OBJECTIVE: To compare the image quality of low-dose (LD) computed tomography (CT) obtained using a deep learning-based denoising algorithm (DLA) with LD CT images reconstructed with a filtered back projection (FBP) and advanced modeled iterative reconstruction (ADMIRE).MATERIALS AND METHODS: One hundred routine-dose (RD) abdominal CT studies reconstructed using FBP were used to train the DLA. Simulated CT images were made at dose levels of 13%, 25%, and 50% of the RD (DLA-1, -2, and -3) and reconstructed using FBP. We trained DLAs using the simulated CT images as input data and the RD CT images as ground truth. To test the DLA, the American College of Radiology CT phantom was used together with 18 patients who underwent abdominal LD CT. LD CT images of the phantom and patients were processed using FBP, ADMIRE, and DLAs (LD-FBP, LD-ADMIRE, and LD-DLA images, respectively). To compare the image quality, we measured the noise power spectrum and modulation transfer function (MTF) of phantom images. For patient data, we measured the mean image noise and performed qualitative image analysis. We evaluated the presence of additional artifacts in the LD-DLA images.RESULTS: LD-DLAs achieved lower noise levels than LD-FBP and LD-ADMIRE for both phantom and patient data (all p < 0.001). LD-DLAs trained with a lower radiation dose showed less image noise. However, the MTFs of the LD-DLAs were lower than those of LD-ADMIRE and LD-FBP (all p < 0.001) and decreased with decreasing training image dose. In the qualitative image analysis, the overall image quality of LD-DLAs was best for DLA-3 (50% simulated radiation dose) and not significantly different from LD-ADMIRE. There were no additional artifacts in LD-DLA images.CONCLUSION: DLAs achieved less noise than FBP and ADMIRE in LD CT images, but did not maintain spatial resolution. The DLA trained with 50% simulated radiation dose showed the best overall image quality.
Artifacts
;
Humans
;
Noise
;
Tomography, X-Ray Computed
5.Diagnosis and Treatment of Growth Hormone Deficiency: A Position Statement from Korean Endocrine Society and Korean Society of Pediatric Endocrinology
Jung Hee KIM ; Hyun Wook CHAE ; Sang Ouk CHIN ; Cheol Ryong KU ; Kyeong Hye PARK ; Dong Jun LIM ; Kwang Joon KIM ; Jung Soo LIM ; Gyuri KIM ; Yun Mi CHOI ; Seong Hee AHN ; Min Ji JEON ; Yul HWANGBO ; Ju Hee LEE ; Bu Kyung KIM ; Yong Jun CHOI ; Kyung Ae LEE ; Seong-Su MOON ; Hwa Young AHN ; Hoon Sung CHOI ; Sang Mo HONG ; Dong Yeob SHIN ; Ji A SEO ; Se Hwa KIM ; Seungjoon OH ; Sung Hoon YU ; Byung Joon KIM ; Choong Ho SHIN ; Sung-Woon KIM ; Chong Hwa KIM ; Eun Jig LEE
Endocrinology and Metabolism 2020;35(2):272-287
Growth hormone (GH) deficiency is caused by congenital or acquired causes and occurs in childhood or adulthood. GH replacement therapy brings benefits to body composition, exercise capacity, skeletal health, cardiovascular outcomes, and quality of life. Before initiating GH replacement, GH deficiency should be confirmed through proper stimulation tests, and in cases with proven genetic causes or structural lesions, repeated GH stimulation testing is not necessary. The dosing regimen of GH replacement therapy should be individualized, with the goal of minimizing side effects and maximizing clinical improvements. The Korean Endocrine Society and the Korean Society of Pediatric Endocrinology have developed a position statement on the diagnosis and treatment of GH deficiency. This position statement is based on a systematic review of evidence and expert opinions.
6.Association between endotoxin levels in dust from indoor swine housing environments and the immune responses of pigs
Katharine ROQUE ; Kyung Min SHIN ; Ji Hoon JO ; Gyeong Dong LIM ; Eun Seob SONG ; So Jung SHIN ; Ravi GAUTAM ; Jae Hee LEE ; Yeon Gyeong KIM ; Ah Rang CHO ; Chang Yul KIM ; Hyun Ji KIM ; Myung Sook LEE ; Hyeong Geu OH ; Byung Chul LEE ; Jung Hee KIM ; Kwang Ho KIM ; Hyun Kyu JEONG ; Hyoung Ah KIM ; Yong HEO
Journal of Veterinary Science 2018;19(3):331-338
Indoor animal husbandry environments are inevitably contaminated with endotoxins. Endotoxin exposure is associated with various inflammatory illnesses in animals. This cross-sectional study evaluated the relationship between the degree of endotoxin exposure and the cellular and humoral immune profiles of fattening pigs. Blood samples were taken from the jugular vein of 47 pigs from ten pig farms in Korea. Whole blood cell counts and plasma immunoglobulin (Ig) classes were determined. Peripheral-blood mononuclear cells were stimulated in vitro with concanavalin A for 48 h, and cytokines released into culture supernatants were measured. The barns in which the pigs lived were assessed for endotoxin levels in the total and respirable dust by using the limulus amebocyte lysate kinetic QCL method. Low and high endotoxin exposures were defined as ≤ 30 and > 30 EU/m³, respectively. Compared to pigs with low endotoxin exposure (n = 19), highly exposed pigs (n = 28) had higher circulating neutrophil and lymphocyte (particularly B cells) counts, IgG and IgE levels, interferon-gamma (IFNγ) and interleukin (IL)-4 productions, and lower IgA levels and tumor necrosis factor-alpha (TNFα) production. The IL-4, IFNγ, and TNFα levels significantly correlated with endotoxin level and/or pig age. Constant exposure of pigs to high levels of airborne endotoxins can lead to aberrant immune profiles.
Agriculture
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Animal Husbandry
;
Animals
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Blood Cell Count
;
Concanavalin A
;
Cross-Sectional Studies
;
Cytokines
;
Dust
;
Endotoxins
;
Horseshoe Crabs
;
Housing
;
Immunity, Cellular
;
Immunoglobulin A
;
Immunoglobulin E
;
Immunoglobulin G
;
Immunoglobulins
;
In Vitro Techniques
;
Interferon-gamma
;
Interleukin-4
;
Interleukins
;
Jugular Veins
;
Korea
;
Lymphocytes
;
Methods
;
Neutrophils
;
Plasma
;
Swine
;
Tumor Necrosis Factor-alpha
7.Use of post-operative negative-pressure wound therapy for gouty ulcer.
Chang Yul OH ; Jung Ran CHOI ; Min Su SON ; Sun Young JO ; Jun Ho HUR ; Jung Gyu PARK ; Dong Ho OH ; Young Hyun YI
Yeungnam University Journal of Medicine 2015;32(1):42-46
Gouty ulcer can be caused by the accumulation of clumps of uric acid in body tissues that lead to acute or chronic inflammation at sites of accumulation. Furthermore, tophi-inhibiting granulation tissue may form a canal that channels microbial infection from the underlying involved joint space, and thus, presents the risk of osteomyelitis development. Accordingly, gouty ulcer must be treated appropriately. In this case, refractory wounds on gouty ulcers at the left shin and left radial ankle were treated by surgical debridement. Negative-pressure wound therapy was used successfully to prevent post-operative delayed wound healing.
Ankle
;
Debridement
;
Gout
;
Granulation Tissue
;
Inflammation
;
Joints
;
Negative-Pressure Wound Therapy*
;
Osteomyelitis
;
Ulcer*
;
Uric Acid
;
Wound Healing
;
Wounds and Injuries
8.The Status of the Korea Blood Inventory Monitoring System, 2009~2012.
Jin A OH ; Jee Yeon SHIN ; Kyoung Yul LEE ; Kyeong Eun JEONG ; Cho Rong SEO ; Young Sill CHOI ; Dong Han LEE
Korean Journal of Blood Transfusion 2013;24(1):33-40
BACKGROUND: In the Republic of Korea, due to the low birth rate, blood donation is expected to decrease. However, the demand for blood is increasing as the proportion of elderly has increased. Korea Centers for Disease Control and Prevention operate the Korea Blood Inventory Monitoring System (KBIMs) for detection and response to the shortage of blood. The aim of this study was to show the trend of blood supply monitored by KBIMs. METHODS: This study analyzed the red blood cell inventory ratio, average daily usage, time-lag from blood donation to transfusion and from receipt to transfusion in blood banks monitored by KBIMs from 2009 to 2012. RESULTS: A total of 25 hospitals have participated in KBIMs since 2009. The average inventory ratio of blood banks was 5.3 days. By month, the inventory ratio was highest between November and February; and by week, highest on Fridays. Daily amount of RBC utilized in hospitals peaked on Thursday by week. Time-lag from blood donation to transfusion and from receipt to transfusion in blood banks was 12.2 and 6.4 days, respectively. The inventory ratio of type-A RBC was the lowest, because of the highest level of demand. In addition, time-lags from blood donation to transfusion and from receipt to transfusion were shortest in type-A RBC. CONCLUSION: The inventory ratio in blood banks monitored by KBIMs was stable throughout the years. However, due to higher level of demand, there is a risk of shortage of type-A RBC.
Aged
;
Birth Rate
;
Blood Banks
;
Blood Donors
;
Centers for Disease Control and Prevention (U.S.)
;
Erythrocytes
;
Humans
;
Korea
;
Republic of Korea
9.Parental Alcohol Problems and Children's Behavior & Psychosocial Characteristics.
Seok Hyeong KIM ; Min Seong KOO ; Dong Yul OH ; Il Ho PARK ; Kang Soo LEE ; Ji Yeon KIM ; Jungeun SONG
Journal of the Korean Academy of Child and Adolescent Psychiatry 2011;22(3):162-168
OBJECTIVES: Alcohol problems of parents have an influence on not only their psychological problems but also on their children's psychosocial adaptation. The purpose of this study was to compare the emotional and behavioral problems, including school bullying and social skills, between children of alcoholics (COAs) and children of non-alcoholics (non-COAs). METHODS: We recruited 4th grade children (n=741) from 7 primary schools in Seoul and their parents as subjects. The self-rated psychiatric symptoms were assessed with the Korean version of the Children of Alcoholics Screening Test (CAST-K), the Children's Depression Inventory (CDI), the Rosenberg's Self-esteem Scale (RSES), the School Bullying Scale, the Social Skill Rating Scale and the Korean version of Alcohol Expectancy Questionnaire-Adolescent (AEQ-A). The Attention-deficit Hyperactivity Disorder Rating Scale-IV (ARS) was completed by the parents. RESULTS: 518 children were non-COAs and 223 were COAs. The COAs showed higher CDI and ARS-IV scores and lower RSES scores than the non-COAs. Especially, the COAs also showed higher school bullying scale scores and lower cooperative scale scores on the social skill rating scales. But there was no difference of alcohol expectancy between the COAs and non-COAs. CONCLUSION: It was plausible that the COAs had more behavioral & psychosocial problems than the non-COAs among the school aged children. It is important to identify and intervene to solve the problems of peer relationships of school age COAs in order to prevent victimization by bullying and to improve psychosocial adaptation.
Aged
;
Alcoholics
;
Bullying
;
Child
;
Crime Victims
;
Depression
;
Humans
;
Mass Screening
;
Parents
;
Weights and Measures
10.The Results of Nation-Wide Registry of Age-related Macular Degeneration in Korea.
Kyu Hyung PARK ; Su Jeong SONG ; Won Ki LEE ; Hee Sung YOON ; Hyoung Jun KOH ; Chul Gu KIM ; Yun Young KIM ; Se Woong KANG ; Ha Kyoung KIM ; Byung Ro LEE ; Dong Heun NAM ; Pill Young LEE ; Hyoung Su KIM ; Hyeoung Chan KIM ; Si Yeol KIM ; In Young KIM ; Gwang Su KIM ; Kuhl HUH ; Jae Ryung OH ; Shin Dong KIM ; Sang Jun LEE ; Young Duk KIM ; Soon Hyun KIM ; Tae Gon LEE ; Sung Won JOE ; Dong Cho LEE ; Mu Hwan CHANG ; Si Dong KIM ; Young Wok JOE ; Sun Ryang BAE ; Ju Eun LEE ; Boo Sup OUM ; Ill Han YOON ; Soon Ill KWON ; Jae Hoon KANG ; Jong In KIM ; Sang Woong MOON ; Hyeong Gon YU ; Young Hee YOON ; Gwang Yul CHANG ; Sung Chul LEE ; Sung Jin LEE ; Tae Kwan PARK ; Young Hun OHN ; Oh Woong KWON ; Woo Hyok CHANG ; Yeon Sik YANG ; Suk Jun LEE ; Su Young LEE ; Chang Ryong KIM ; Jung Hee LEE ; Yeon Sung MOON ; Jae Kyoun AHN ; Nam Chun JOE ; Gwang Ju CHOI ; Young Joon JOE ; Sang Kook KIM ; Sung Pyo PARK ; Woo Hoo NAM ; Hee Yoon JOE ; Jun Hyun KIM ; Hum CHUNG
Journal of the Korean Ophthalmological Society 2010;51(4):516-523
PURPOSE: To evaluate the incidence and clinical features of age-related macular degeneration (AMD) in Korea. METHODS: Web-based (www.armd-nova.or.kr) registration was conducted for AMD patients aged 50 or more who were newly diagnosed by retinal specialists in Korea from August 20, 2005 to August 20, 2006. Patient data including ophthalmologic examination, fundus photography, fluorescein angiogram and/or indocyanin green angiogram (ICG), past medical history, behavioral habit, combined systemic diseases were up-loaded. RESULTS: Among finally enrolled 1,141 newly diagnosed AMD patients, 690 patients (60.5%) were male and 451 patients (39.5%) were female. The average age of AMD patients was 69.7+/-8.0. Early AMD was observed in 190 patients and 951 patients had late AMD. Classic choroidal neovascular membrane (CNVM) was observed in 18.6% of exudative AMD patients and 63.4 % had occult CNVM. Subfoveal CNVM was observed in 80.4% of the patients with CNVM. Among the 580 exudative AMD eyes that performed indocyanin green angiography (ICG), 184 eyes (31.7%) had polypoidal choroidal vasculopathy (PCV) and 36 eyes (6.2%) showed retinal angiomatous proliferation (RAP). Age, male gender, smoking, diabetes and hypertension significantly increased the risk of the AMD among Koreans. CONCLUSIONS: Because of the low rate of participation by retinal specialists, definite incidence of AMD was not obtainable. However, the estimated 1-year AMD incidence in the Pusan area of Korea is at least 0.4%. In contrast to Western people, 31.7% of exudative AMD cases were revealed to be PCV and 6.2% were revealed to be RAP. This discrepancy between ethnic groups should be considered in the diagnosis and treatment modality selection of Korean AMD patients.
Aged
;
Angiography
;
Choroid
;
Ethnic Groups
;
Eye
;
Female
;
Fluorescein
;
Humans
;
Hypertension
;
Incidence
;
Korea
;
Macular Degeneration
;
Male
;
Membranes
;
Photography
;
Retinaldehyde
;
Smoke
;
Smoking
;
Specialization

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