1.Evaluation of the clinical efficacy of a TW3-based fully automated bone age assessment system using deep neural networks
Nan-Young SHIN ; Byoung-Dai LEE ; Ju-Hee KANG ; Hye-Rin KIM ; Dong Hyo OH ; Byung Il LEE ; Sung Hyun KIM ; Mu Sook LEE ; Min-Suk HEO
Imaging Science in Dentistry 2020;50(3):237-243
Purpose:
The aim of this study was to evaluate the clinical efficacy of a Tanner-Whitehouse 3 (TW3)-based fully automated bone age assessment system on hand-wrist radiographs of Korean children and adolescents.
Materials and Methods:
Hand-wrist radiographs of 80 subjects (40 boys and 40 girls, 7-15 years of age) were collected. The clinical efficacy was evaluated by comparing the bone ages that were determined using the system with those from the reference standard produced by 2 oral and maxillofacial radiologists. Comparisons were conducted using the paired t-test and simple regression analysis.
Results:
The bone ages estimated with this bone age assessment system were not significantly different from those obtained with the reference standard (p>0.05) and satisfied the equivalence criterion of 0.6 years within the 95% confidence interval ( - 0.07 to 0.22), demonstrating excellent performance of the system. Similarly, in the comparisons of gender subgroups, no significant difference in bone age between the values produced by the system and the reference standard was observed (p>0.05 for both boys and girls). The determination coefficients obtained via regression analysis were 0.962, 0.945, and 0.952 for boys, girls, and overall, respectively (p=0.000); hence, the radiologist-determined bone ages and the system-determined bone ages were strongly correlated.
Conclusion
This TW3-based system can be effectively used for bone age assessment based on hand-wrist radiographs of Korean children and adolescents.
2.Development of Predictive Models in Patients with Epiphora Using Lacrimal Scintigraphy and Machine Learning
Yong Jin PARK ; Ji Hoon BAE ; Mu Heon SHIN ; Seung Hyup HYUN ; Young Seok CHO ; Yearn Seong CHOE ; Joon Young CHOI ; Kyung Han LEE ; Byung Tae KIM ; Seung Hwan MOON
Nuclear Medicine and Molecular Imaging 2019;53(2):125-135
PURPOSE: We developed predictive models using different programming languages and different computing platforms for machine learning (ML) and deep learning (DL) that classify clinical diagnoses in patients with epiphora. We evaluated the diagnostic performance of these models.METHODS: Between January 2016 and September 2017, 250 patients with epiphora who underwent dacryocystography (DCG) and lacrimal scintigraphy (LS) were included in the study. We developed five different predictive models using ML tools, Python-based TensorFlow, R, and Microsoft Azure Machine Learning Studio (MAMLS). A total of 27 clinical characteristics and parameters including variables related to epiphora (VE) and variables related to dacryocystography (VDCG) were used as input data. Apart from this, we developed two predictive convolutional neural network (CNN) models for diagnosing LS images. We conducted this study using supervised learning.RESULTS: Among 500 eyes of 250 patients, 59 eyes had anatomical obstruction, 338 eyes had functional obstruction, and the remaining 103 eyes were normal. For the data set that excluded VE and VDCG, the test accuracies in Python-based TensorFlow, R, multiclass logistic regression in MAMLS, multiclass neural network in MAMLS, and nuclear medicine physician were 81.70%, 80.60%, 81.70%, 73.10%, and 80.60%, respectively. The test accuracies of CNN models in three-class classification diagnosis and binary classification diagnosis were 72.00% and 77.42%, respectively.CONCLUSIONS: ML-based predictive models using different programming languages and different computing platforms were useful for classifying clinical diagnoses in patients with epiphora and were similar to a clinician's diagnostic ability.
Classification
;
Dataset
;
Diagnosis
;
Humans
;
Lacrimal Apparatus Diseases
;
Learning
;
Logistic Models
;
Machine Learning
;
Nuclear Medicine
;
Programming Languages
;
Radionuclide Imaging
3.Development of Predictive Models in Patients with Epiphora Using Lacrimal Scintigraphy and Machine Learning
Yong Jin PARK ; Ji Hoon BAE ; Mu Heon SHIN ; Seung Hyup HYUN ; Young Seok CHO ; Yearn Seong CHOE ; Joon Young CHOI ; Kyung Han LEE ; Byung Tae KIM ; Seung Hwan MOON
Nuclear Medicine and Molecular Imaging 2019;53(2):125-135
PURPOSE:
We developed predictive models using different programming languages and different computing platforms for machine learning (ML) and deep learning (DL) that classify clinical diagnoses in patients with epiphora. We evaluated the diagnostic performance of these models.
METHODS:
Between January 2016 and September 2017, 250 patients with epiphora who underwent dacryocystography (DCG) and lacrimal scintigraphy (LS) were included in the study. We developed five different predictive models using ML tools, Python-based TensorFlow, R, and Microsoft Azure Machine Learning Studio (MAMLS). A total of 27 clinical characteristics and parameters including variables related to epiphora (VE) and variables related to dacryocystography (VDCG) were used as input data. Apart from this, we developed two predictive convolutional neural network (CNN) models for diagnosing LS images. We conducted this study using supervised learning.
RESULTS:
Among 500 eyes of 250 patients, 59 eyes had anatomical obstruction, 338 eyes had functional obstruction, and the remaining 103 eyes were normal. For the data set that excluded VE and VDCG, the test accuracies in Python-based TensorFlow, R, multiclass logistic regression in MAMLS, multiclass neural network in MAMLS, and nuclear medicine physician were 81.70%, 80.60%, 81.70%, 73.10%, and 80.60%, respectively. The test accuracies of CNN models in three-class classification diagnosis and binary classification diagnosis were 72.00% and 77.42%, respectively.
CONCLUSIONS
ML-based predictive models using different programming languages and different computing platforms were useful for classifying clinical diagnoses in patients with epiphora and were similar to a clinician's diagnostic ability.
4.Phloxine O, a Cosmetic Colorant, Suppresses the Expression of Thymic Stromal Lymphopoietin and Acute Dermatitis Symptoms in Mice.
Hye Eun LEE ; Gabsik YANG ; Kyu Bong KIM ; Byung Mu LEE ; Joo Young LEE
Biomolecules & Therapeutics 2018;26(5):481-486
Cosmetics are primarily applied to the skin; therefore, the association of cosmetic dyes with skin diseases or inflammation is a topic of great interest. Thymic stromal lymphopoietin (TSLP) is an interleukin 7-like cytokine that activates dendritic cells to promote Th2 inflammatory immune responses. TSLP is highly expressed in keratinocytes under inflammatory conditions, which suggests that it may play a critical role in the development of skin diseases, such as atopic dermatitis. Therefore, we investigated whether cosmetic dyes influenced the production of TSLP by keratinocytes. Phloxine O, also known as D&C Red No.27, is one of the most common red synthetic pigments and is widely used in colored cosmetics. Our results showed that Phloxine O downregulated phorbol 12-myristate 13-acetate-induced production of TSLP in a murine keratinocyte cell line (PAM212). Phloxine O also suppressed TSLP expression in KCMH-1 cells, which are mouse keratinocytes that constitutively produce high levels of TSLP. To investigate the in vivo effects of Phloxine O, we induced TSLP expression in mouse ear skin by topically applying MC903, a vitamin D3 analogue that is a well-known inducer of atopic dermatitis-like symptoms. Topical application of Phloxine O prevented MC903-induced TSLP production in mouse ear skin, attenuated the acute dermatitis-like symptoms and decreased serum IgE and histamine levels in mice. Suppression of TSLP expression by Phloxine O correlated with reduced expression of OX40 ligand and Th2 cytokines in mouse ear skin. Our results showed that Phloxine O may be beneficial to prevent dermatitis by suppressing the expression of TSLP and Th2 cytokines in skin.
Animals
;
Cell Line
;
Cholecalciferol
;
Coloring Agents
;
Cytokines
;
Dendritic Cells
;
Dermatitis*
;
Dermatitis, Atopic
;
Dilatation and Curettage
;
Ear
;
Female
;
Histamine
;
Immunoglobulin E
;
Inflammation
;
Interleukins
;
Keratinocytes
;
Mice*
;
OX40 Ligand
;
Skin
;
Skin Diseases
5.Comparison of Three, Motion-Resistant MR Sequences on Hepatobiliary Phase for Gadoxetic Acid (Gd-EOB-DTPA)-Enhanced MR Imaging of the Liver.
Doo Ri KIM ; Bong Soo KIM ; Jeong Sub LEE ; Guk Myung CHOI ; Seung Hyoung KIM ; Myeng Ju GOH ; Byung Cheol SONG ; Mu Sook LEE ; Kyung Ryeol LEE ; Su Yeon KO
Investigative Magnetic Resonance Imaging 2017;21(2):71-81
PURPOSE: To compare three, motion-resistant, T1-weighted MR sequences on the hepatobiliary phase for gadoxetic acid-enhanced MR imaging of the liver. MATERIALS AND METHODS: In this retrospective study, 79 patients underwent gadoxetic acid-enhanced, 3T liver MR imaging. Fifty-nine were examined using a standard protocol, and 20 were examined using a motion-resistant protocol. During the hepatocyte-specific phase, three MR sequences were acquired: 1) gradient recalled echo (GRE) with controlled aliasing in parallel imaging results in higher acceleration (CAIPIRINHA); 2) radial GRE with the interleaved angle-bisection scheme (ILAB); and 3) radial GRE with golden-angle scheme (GA). Two readers independently assessed images with motion artifacts, streaking artifacts, liver-edge sharpness, hepatic vessel clarity, lesion conspicuity, and overall image quality, using a 5-point scale. The images were assessed by measurement of liver signal-to-noise ratio (SNR), and tumor-to-liver contrast-to-noise ratio (CNR). The results were compared, using repeated post-hoc, paired t-tests with Bonferroni correction and the Wilcoxon signed rank test with Bonferroni correction. RESULTS: In the qualitative analysis of cooperative patients, the results for CAIPIRINHA had significantly higher ratings for streak artifacts, liver-edge sharpness, hepatic vessel clarity, and overall image quality as compared to, radial GRE, (P < 0.016). In the imaging of uncooperative patients, higher scores were recorded for ILAB and GA with respect to all of the qualitative assessments, except for streak artifact, compared with CAIPIRINHA (P < 0.016). However, no significant differences were found between ILAB and GA. For quantitative analysis in uncooperative patients, the mean liver SNR and lesion-to-liver CNR with radial GRE were significantly higher than those of CAIPIRINHA (P < 0.016). CONCLUSION: In uncooperative patients, the use of the radial GRE sequence can improve the image quality compared to GRE imaging with CAIPIRINHA, despite the data acquisition methods used. The GRE imaging with CAIPIRINHA is applicable for patients without breath-holding difficulties.
Acceleration
;
Artifacts
;
Humans
;
Liver*
;
Magnetic Resonance Imaging*
;
Retrospective Studies
;
Signal-To-Noise Ratio
6.Comparison of Three, Motion-Resistant MR Sequences on Hepatobiliary Phase for Gadoxetic Acid (Gd-EOB-DTPA)-Enhanced MR Imaging of the Liver.
Doo Ri KIM ; Bong Soo KIM ; Jeong Sub LEE ; Guk Myung CHOI ; Seung Hyoung KIM ; Myeng Ju GOH ; Byung Cheol SONG ; Mu Sook LEE ; Kyung Ryeol LEE ; Su Yeon KO
Investigative Magnetic Resonance Imaging 2017;21(2):71-81
PURPOSE: To compare three, motion-resistant, T1-weighted MR sequences on the hepatobiliary phase for gadoxetic acid-enhanced MR imaging of the liver. MATERIALS AND METHODS: In this retrospective study, 79 patients underwent gadoxetic acid-enhanced, 3T liver MR imaging. Fifty-nine were examined using a standard protocol, and 20 were examined using a motion-resistant protocol. During the hepatocyte-specific phase, three MR sequences were acquired: 1) gradient recalled echo (GRE) with controlled aliasing in parallel imaging results in higher acceleration (CAIPIRINHA); 2) radial GRE with the interleaved angle-bisection scheme (ILAB); and 3) radial GRE with golden-angle scheme (GA). Two readers independently assessed images with motion artifacts, streaking artifacts, liver-edge sharpness, hepatic vessel clarity, lesion conspicuity, and overall image quality, using a 5-point scale. The images were assessed by measurement of liver signal-to-noise ratio (SNR), and tumor-to-liver contrast-to-noise ratio (CNR). The results were compared, using repeated post-hoc, paired t-tests with Bonferroni correction and the Wilcoxon signed rank test with Bonferroni correction. RESULTS: In the qualitative analysis of cooperative patients, the results for CAIPIRINHA had significantly higher ratings for streak artifacts, liver-edge sharpness, hepatic vessel clarity, and overall image quality as compared to, radial GRE, (P < 0.016). In the imaging of uncooperative patients, higher scores were recorded for ILAB and GA with respect to all of the qualitative assessments, except for streak artifact, compared with CAIPIRINHA (P < 0.016). However, no significant differences were found between ILAB and GA. For quantitative analysis in uncooperative patients, the mean liver SNR and lesion-to-liver CNR with radial GRE were significantly higher than those of CAIPIRINHA (P < 0.016). CONCLUSION: In uncooperative patients, the use of the radial GRE sequence can improve the image quality compared to GRE imaging with CAIPIRINHA, despite the data acquisition methods used. The GRE imaging with CAIPIRINHA is applicable for patients without breath-holding difficulties.
Acceleration
;
Artifacts
;
Humans
;
Liver*
;
Magnetic Resonance Imaging*
;
Retrospective Studies
;
Signal-To-Noise Ratio
7.Acute toxicity and cytotoxicity evaluation of Dendrobium moniliforme aqueous extract in vivo and in vitro.
Mu Jin LEE ; Ho Kyung JUNG ; Min Suk KIM ; Ji Hun JANG ; Mi Ok SIM ; Tea Mook KIM ; Ho PARK ; Byung Kwan AHN ; Hyun Woo CHO ; Jung Hee CHO ; Won Seok JUNG ; Jong Choon KIM
Laboratory Animal Research 2016;32(3):144-150
Dendrobium moniliforme (L.) Sw., an herb of the Orchidaceae family, has long been used in traditional medicine to strengthen bones, nourish the stomach, and promote the production of bodily fluid. Recently, polysaccharides isolated from Dendrobium have been used in functional foods and nutraceutical products. A traditional method to process Dendrobium is to soak fresh stems in an ethanol solution, which is the most important factor to ensure high yields of aqueous-extractable polysaccharides. The present study was carried out to investigate the potential acute toxicity of D. moniliforme aqueous extract (DMAE), by a single oral dose in Sprague-Dawley rats. The test article was orally administered once by gavage to male and female rats at doses of 0, 2,500, and 5,000 mg/kg body weight (n=5 male and female rats for each dose). Throughout the study period, no treatment-related deaths were observed and no adverse effects were noted in clinical signs, body weight, food consumption, serum biochemistry, organ weight, or gross findings at any dose tested. The results show that a single oral administration of DMAE did not induce any toxic effects at a dose below 5,000 mg/kg in rats, and the minimal lethal dose was considered to be over 5,000 mg/kg body weight for both sexes. With respect to cytotoxicity, the cell viability of human embryonic kidney (HEK293) cells was less than 50% when the cells were treated with 10 mg/mL aqueous extract for 24 h.
Administration, Oral
;
Animals
;
Biochemistry
;
Body Weight
;
Cell Survival
;
Dendrobium*
;
Dietary Supplements
;
Ethanol
;
Female
;
Functional Food
;
Humans
;
In Vitro Techniques*
;
Kidney
;
Male
;
Medicine, Traditional
;
Methods
;
Orchidaceae
;
Organ Size
;
Polysaccharides
;
Rats
;
Rats, Sprague-Dawley
;
Stomach
8.A New Histone Deacetylase Inhibitor, MHY219, Inhibits the Migration of Human Prostate Cancer Cells via HDAC1.
Umasankar DE ; Soma KUNDU ; Nabanita PATRA ; Mee Young AHN ; Ji Hae AHN ; Ji Yeon SON ; Jung Hyun YOON ; Hyung Ryoung MOON ; Byung Mu LEE ; Hyung Sik KIM
Biomolecules & Therapeutics 2015;23(5):434-441
Histone deacetylase (HDAC) inhibitors are considered novel agents for cancer chemotherapy. We previously investigated MHY219, a new HDAC inhibitor, and its potent anticancer activity in human prostate cancer cells. In the present study, we evaluated MHY219 molecular mechanisms involved in the regulation of prostate cancer cell migration. Similar to suberanilohydroxamic acid (SAHA), MHY219 inhibited HDAC1 enzyme activity in a dose-dependent manner. MHY219 cytotoxicity was higher in LNCaP (IC50=0.67 muM) than in DU145 cells (IC50=1.10 muM) and PC3 cells (IC50=5.60 muM) after 48 h of treatment. MHY219 significantly inhibited the HDAC1 protein levels in LNCaP and DU145 cells at high concentrations. However, inhibitory effects of MHY219 on HDAC proteins levels varied based on the cell type. MHY219 significantly inhibited LNCaP and DU145 cells migration by down-regulation of matrix metalloprotease-1 (MMP-1) and MMP-2 and induction of tissue inhibitor of metalloproteinases-1 (TIMP-1). These results suggest that MHY219 may potentially be used as an anticancer agent to block cancer cell migration through the repression of MMP-1 and MMP-2, which is related to the reduction of HDAC1.
Cell Movement
;
Down-Regulation
;
Drug Therapy
;
Histone Deacetylase Inhibitors*
;
Histone Deacetylases*
;
Histones*
;
Humans*
;
Matrix Metalloproteinases
;
Prostate*
;
Prostatic Neoplasms*
;
Repression, Psychology
9.Tinea Incognito in Korea and Its Risk Factors: Nine-Year Multicenter Survey.
Won Jeong KIM ; Tae Wook KIM ; Je Ho MUN ; Margaret SONG ; Hoon Soo KIM ; Hyun Chang KO ; Byung Soo KIM ; Chun Wook PARK ; Seok Jong LEE ; Mu Hyoung LEE ; Kyu Suk LEE ; Young Chul KYE ; Kee Suck SUH ; Hyun CHUNG ; Ai Young LEE ; Ki Ho KIM ; Sook Kyung LEE ; Kyoung Chan PARK ; Jun Young LEE ; Jee Ho CHOI ; Eun So LEE ; Kwang Hoon LEE ; Eung Ho CHOI ; Jong Keun SEO ; Gwang Seong CHOI ; Hai Jin PARK ; Seok Kweon YUN ; Seong Jun SEO ; Tae Young YOON ; Kwang Ho KIM ; Hee Joon YU ; Young Suck RO ; Moon Bum KIM
Journal of Korean Medical Science 2013;28(1):145-151
Tinea incognito (TI) is a dermatophytic infection which has lost its typical clinical appearance because of improper use of steroids or calcineurin inhibitors. The incidence of TI is increasing nowadays. We conducted retrospective review on 283 patients with TI from 25 dermatology training hospitals in Korea from 2002-2010 to investigate the demographical, clinical, and mycological characteristics of TI, and to determine the associated risk factors. More than half (59.3%) patients were previously treated by non-dermatologists or self-treated. The mean duration of TI was 15.0 +/- 25.3 months. The most common clinical manifestations were eczema-like lesion, psoriasis-like, and lupus erythematosus-like lesion. The trunk and face were frequently involved, and 91 patients (32.2%) also had coexisting fungal infections. Among 67 isolated strains, Trichophyton rubrum was the most frequently detected (73.1%). This is the largest study of TI reported to date and the first investigational report concerning TI in Korea. We suggest that doctors should consider TI when a patient has intractable eczema-like lesions accompanied by tinea pedis/unguium. Furthermore, there should be a policy change, which would make over-the-counter high-potency topical steroids less accessible in some countries, including Korea.
Adolescent
;
Adult
;
Aged
;
Aged, 80 and over
;
Child
;
Child, Preschool
;
Demography
;
Eczema/pathology
;
Face/pathology
;
Female
;
Humans
;
Lupus Erythematosus, Cutaneous/pathology
;
Male
;
Middle Aged
;
Psoriasis/pathology
;
Republic of Korea
;
Retrospective Studies
;
Risk Factors
;
Tinea/*diagnosis/microbiology
;
Trichophyton/isolation & purification
;
Young Adult
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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