1.Effect of a Deep Learning Framework-Based Computer-Aided Diagnosis System on the Diagnostic Performance of Radiologists in Differentiating between Malignant and Benign Masses on Breast Ultrasonography
Ji Soo CHOI ; Boo Kyung HAN ; Eun Sook KO ; Jung Min BAE ; Eun Young KO ; So Hee SONG ; Mi ri KWON ; Jung Hee SHIN ; Soo Yeon HAHN
Korean Journal of Radiology 2019;20(5):749-758
OBJECTIVE: To investigate whether a computer-aided diagnosis (CAD) system based on a deep learning framework (deep learning-based CAD) improves the diagnostic performance of radiologists in differentiating between malignant and benign masses on breast ultrasound (US). MATERIALS AND METHODS: B-mode US images were prospectively obtained for 253 breast masses (173 benign, 80 malignant) in 226 consecutive patients. Breast mass US findings were retrospectively analyzed by deep learning-based CAD and four radiologists. In predicting malignancy, the CAD results were dichotomized (possibly benign vs. possibly malignant). The radiologists independently assessed Breast Imaging Reporting and Data System final assessments for two datasets (US images alone or with CAD). For each dataset, the radiologists' final assessments were classified as positive (category 4a or higher) and negative (category 3 or lower). The diagnostic performances of the radiologists for the two datasets (US alone vs. US with CAD) were compared. RESULTS: When the CAD results were added to the US images, the radiologists showed significant improvement in specificity (range of all radiologists for US alone vs. US with CAD: 72.8–92.5% vs. 82.1–93.1%; p < 0.001), accuracy (77.9–88.9% vs. 86.2–90.9%; p = 0.038), and positive predictive value (PPV) (60.2–83.3% vs. 70.4–85.2%; p = 0.001). However, there were no significant changes in sensitivity (81.3–88.8% vs. 86.3–95.0%; p = 0.120) and negative predictive value (91.4–93.5% vs. 92.9–97.3%; p = 0.259). CONCLUSION: Deep learning-based CAD could improve radiologists' diagnostic performance by increasing their specificity, accuracy, and PPV in differentiating between malignant and benign masses on breast US.
Breast
;
Dataset
;
Diagnosis
;
Humans
;
Information Systems
;
Learning
;
Prospective Studies
;
Retrospective Studies
;
Sensitivity and Specificity
;
Ultrasonography
;
Ultrasonography, Mammary
2.Effects of Early Phosphorus Intake on Respiratory Distress in Extremely Low-Birth-Weight Infants
Hye Jung BAE ; Hyung Woo YOON ; Moon Jin KIM ; Ae Hee JUNG ; Sun Hoi JUNG ; Hyeon Joo HAHN ; Yun Hee JO ; Yoon Sook CHO ; Ee Kyung KIM ; Seung Han SHIN ; In Gyu SONG ; Seung Hyun SHIN
Neonatal Medicine 2019;26(3):155-161
PURPOSE: This study was aimed to investigate the effect of early phosphorus intake on respiratory distress in extremely low-birth-weight infants (ELBWIs) with a high incidence of hypophosphatemia. METHODS: We performed a retrospective study to target 164 ELBWIs admitted to the neonatal intensive care unit in Seoul National University Children's Hospital. Birth characteristics, nutritional intake, and electrolyte levels during the first week were investigated as predictors that would affect the clinical outcomes. The correlations among invasive ventilation at postnatal age of 2 weeks, moderate-to-severe bronchopulmonary dysplasia (BPD), and phosphorous intake were analyzed. RESULTS: Hypophosphatemia (phosphorus level <4 mg/dL) was observed in 72.0% of the subjects. The rates of invasive ventilation (P=0.001) and moderate-to-severe BPD (P=0.005) were significantly lower in the high phosphorus intake group (≥0.7 mM/kg/day) than in the low phosphorus intake group (<0.7 mM/kg/day). Phosphorus intake during the first week was a significant factor affecting invasive ventilation at 2 weeks of age (adjusted odds ratio [OR], 8.212; 95% confidence interval [CI], 2.256 to 28.896; P=0.001) and moderate-to-severe BPD (adjusted OR, 3.402; 95% CI, 1.274 to 9.084; P=0.015). CONCLUSION: Early insufficient phosphorus intake confers a significantly higher risk with invasive ventilation at 2 weeks of age and moderate-to-severe BPD. Therefore, early sufficient phosphorus supply may improve respiratory outcomes in ELBWIs.
Bronchopulmonary Dysplasia
;
Humans
;
Hypophosphatemia
;
Incidence
;
Infant, Extremely Low Birth Weight
;
Infant, Low Birth Weight
;
Infant, Newborn
;
Intensive Care, Neonatal
;
Odds Ratio
;
Parturition
;
Phosphorus
;
Retrospective Studies
;
Seoul
;
Ventilation
3.Symptom Interval and Patient Delay Affect Survival Outcomes in Adolescent Cancer Patients.
Song Lee JIN ; Seung Min HAHN ; Hyo Sun KIM ; Yoon Jung SHIN ; Sun Hee KIM ; Yoon Sun LEE ; Chuhl Joo LYU ; Jung Woo HAN
Yonsei Medical Journal 2016;57(3):572-579
PURPOSE: Unique features of adolescent cancer patients include cancer types, developmental stages, and psychosocial issues. In this study, we evaluated the relationship between diagnostic delay and survival to improve adolescent cancer care. MATERIALS AND METHODS: A total of 592 patients aged 0-18 years with eight common cancers were grouped according to age (adolescents, ≥10 years; children, <10 years). We retrospectively reviewed their symptom intervals (SIs, between first symptom/sign of disease and diagnosis), patient delay (PD, between first symptom/sign of disease and first contact with a physician), patient delay proportion (PDP), and overall survival (OS). RESULTS: Mean SI was significantly longer in adolescents than in children (66.4 days vs. 28.4 days; p<0.001), and OS rates were higher in patients with longer SIs (p=0.001). In children with long SIs, OS did not differ according to PDP (p=0.753). In adolescents with long SIs, OS was worse when PDP was ≥0.6 (67.2%) than <0.6 (95.5%, p=0.007). In a multivariate analysis, adolescents in the long SI/PDP ≥0.6 group tended to have a higher hazard ratio (HR, 6.483; p=0.069) than those in the long SI/PDP <0.6 group (HR=1, reference). CONCLUSION: Adolescents with a long SI/PDP ≥0.6 had lower survival rates than those with a short SI/all PDP or a long SI/PDP <0.6. They should be encouraged to seek prompt medical assistance by a physician or oncologist to lessen PDs.
Adolescent
;
Child
;
*Delayed Diagnosis
;
Female
;
Humans
;
Male
;
Multivariate Analysis
;
Neoplasms/classification/*diagnosis/*mortality/psychology
;
Patient Acceptance of Health Care/*statistics & numerical data
;
Retrospective Studies
;
Survival Analysis
;
Survival Rate
;
Time Factors
4.Subclinical Hypothyroidism in Childhood Cancer Survivors.
Hyun Joo LEE ; Seung Min HAHN ; Song Lee JIN ; Yoon Jung SHIN ; Sun Hee KIM ; Yoon Sun LEE ; Hyo Sun KIM ; Chuhl Joo LYU ; Jung Woo HAN
Yonsei Medical Journal 2016;57(4):915-922
PURPOSE: In childhood cancer survivors, the most common late effect is thyroid dysfunction, most notably subclinical hypothyroidism (SCH). Our study evaluated the risk factors for persistent SCH in survivors. MATERIALS AND METHODS: Survivors (n=423) were defined as patients who survived at least 2 years after cancer treatment completion. Thyroid function was assessed at this time and several years thereafter. Two groups of survivors with SCH were compared: those who regained normal thyroid function during the follow-up period (normalized group) and those who did not (persistent group). RESULTS: Overall, 104 of the 423 survivors had SCH. SCH was observed in 26% of brain or nasopharyngeal cancer survivors (11 of 43) and 21.6% of leukemia survivors (35 of 162). Sixty-two survivors regained normal thyroid function, 30 remained as persistent SCH, and 12 were lost to follow-up. The follow-up duration was 4.03 (2.15-5.78) years. Brain or nasopharyngeal cancer and Hodgkin disease were more common in the persistent group than in the normalized group (p=0.002). More patients in the persistent group received radiation (p=0.008). Radiation to the head region was higher in this group (2394±2469 cGy) than in the normalized group (894±1591 cGy; p=0.003). On multivariable analysis, lymphoma (p=0.011), brain or nasopharyngeal cancer (p=0.039), and head radiation dose ≥1800 cGy (p=0.039) were significant risk factors for persistent SCH. CONCLUSION: SCH was common in childhood cancer survivors. Brain or nasopharyngeal cancer, lymphoma, and head radiation ≥1800 cGy were significant risk factors for persistent SCH.
Age Factors
;
Child
;
Child, Preschool
;
Female
;
Humans
;
Hypothyroidism/*diagnosis/*etiology/mortality
;
Infant
;
Male
;
Neoplasms/*complications/mortality/therapy
;
Retrospective Studies
;
Risk Factors
;
*Survivors
5.A Case of Smooth Muscle Autoantibody V Pattern in a Patient with Papillary Thyroid Carcinoma.
Laboratory Medicine Online 2015;5(4):215-218
Smooth muscle antibodies (SMAs) are diagnostic markers for the serological diagnosis of type 1 autoimmune hepatitis. SMA that is restricted to staining of the stomach muscle and blood vessel walls was referred to as "SMA-V". In addition, SMAs are classified into the peritubular (SMA-T) and glomerular (SMA-G) patterns. SMAs are occasionally present in patients with malignancies, but have not yet been reported in thyroid cancer. We came across the first case of SMA positivity in a patient with papillary thyroid carcinoma (PTC). A 31-yr-old male was admitted to our hospital for evaluation of incidentally detected thyroid cancer. He had been diagnosed with PTC based on pathological results following fine-needle aspiration biopsy. The patient underwent total thyroidectomy followed by radio-iodine treatment. The serum levels of AST and ALT were increased before radiotherapy. Tests were conducted for the evaluation of liver disease. SMA was positive at a titer of 1:320, showing positive results for the vessel walls but negative results for the glomerulus and tubules in the kidney (SMA-V pattern). The association of SMA with malignancies and the classification of SMA immunofluorescent subtypes have been previously reported. However, these studies have not clearly established the ability of SMA subtype to predict a specific disease. Therefore, evaluation of an association of SMA pattern with specific diseases in SMA-positive patients may provide additional and useful information for the rapid diagnosis and accurate treatment of patients with autoimmune diseases or malignancies. This case report could serve as a great resource for further studies on SMA.
Antibodies
;
Autoimmune Diseases
;
Biopsy, Fine-Needle
;
Blood Vessels
;
Classification
;
Diagnosis
;
Hepatitis, Autoimmune
;
Humans
;
Kidney
;
Liver Diseases
;
Male
;
Muscle, Smooth*
;
Radiotherapy
;
Stomach
;
Thyroid Gland*
;
Thyroid Neoplasms*
;
Thyroidectomy
6.Evaluation of a Test Index Obtained by Coupling Protein with Specific Gravity of Screening Urine Test.
Laboratory Medicine Online 2015;5(4):204-210
BACKGROUND: The 24-hr urine protein excretion test is regarded as a standard for quantitative urinary protein analysis; however, collection of urine over 24 hr is troublesome and errors may occur during the process. We obtained a test index reflecting diluted or concentrated urine by coupling the results of a simple and rapid routine urine analysis and evaluated its usefulness as a marker that quantitatively reflects the 24-hr urine protein excretion. METHODS: The estimated urine protein-osmolality ratio (Pro/Osm) was obtained by two linear regression equations between urine dipstick protein and natural logarithm of the protein concentration, and between urine specific gravity (SG) and urine osmolality (Osm). Sensitivity and specificity of 'estimated urine Pro/Osm' and the widely used urine protein-creatinine ratio were evaluated for their efficiency in diagnosing pathological proteinuria and nephrotic proteinuria based on 24-hr urine protein excretion. RESULTS: Moderate correlations were noted between protein concentration determined by the urine dipstick protein assay and natural logarithm of protein concentration (r=0.86) and between urine SG and urine Osm (r=0.74). The receiver operating characteristics analysis showed that an estimated urine Pro/Osm value of 0.045 had a sensitivity of 91.1% and a specificity of 88.6% for diagnosing pathological proteinuria, and a value of 0.204 had a sensitivity of 100% and a specificity of 80.4% for diagnosing nephrotic proteinuria. CONCLUSIONS: Coupling the results of urine dipstick protein and urine SG determined by the routine analysis will provide additional useful information that will make the screening of renal diseases more cost-effective.
Linear Models
;
Mass Screening*
;
Osmolar Concentration
;
Proteinuria
;
ROC Curve
;
Sensitivity and Specificity
;
Specific Gravity*
7.Clinical Characteristics of Chronic Headache Patients With Fibromyalgia: A Hospital-based Study.
Hee Jin IM ; Hee Jin KIM ; So Hee PARK ; Seung Hoon SONG ; Hahn Young KIM ; Dong Wook KIM ; Jeeyoung OH
Journal of the Korean Neurological Association 2013;31(4):246-249
BACKGROUND: Fibromyalgia (FM) is a chronic diffuse pain syndrome of unknown etiology. FM is commonly associated with various neurological symptoms and signs including headache, non-restorative sleep, fatigue, and cognitive dysfunction. The purpose of this study is to investigate the clinical features of chronic daily headache patients with FM comorbidity. METHODS: Outpatients with chronic daily headache were recruited. FM was diagnosed on the basis of 2010 American College of Rheumatology criteria. We analyzed clinical features of the patients with FM and which general somatic symptoms were common in them. RESULTS: Of the 70 patients with chronic headache, 22 (about 31%) met the new ACR criteria of FM. Most of them were female, and their headache was likely to be tension type. Paresthesia, itching, and heartburn were significantly common in the headache patients with FM. CONCLUSIONS: Our study showed that a significant proportion of female patients with chronic tension type headache had chance to have FM. While taking history from patients with headache, neurologists should concern other somatic symptoms of FM as well as headache itself. Identification of FM in chronic headache patients may help more efficient treatment for the headache.
Comorbidity
;
Fatigue
;
Female
;
Fibromyalgia*
;
Headache
;
Headache Disorders*
;
Heartburn
;
Humans
;
Migraine Disorders
;
Outpatients
;
Paresthesia
;
Pruritus
;
Rheumatology
;
Tension-Type Headache
8.Adjunctive Cilostazol versus High Maintenance Dose of Clopidogrel in Patients with Hyporesponsiveness to Chronic Clopidogrel Therapy.
Ga Yeon LEE ; Joo Yong HAHN ; Soo Youn LEE ; Hee Jin KIM ; Jun Hyung KIM ; Sang Yup LEE ; Young Bin SONG ; Seung Hyuk CHOI ; Jin Ho CHOI ; Hyeon Cheol GWON
Yonsei Medical Journal 2013;54(1):34-40
PURPOSE: Whether addition of cilostazol is superior to increasing dose of clopidogrel in patients with hyporesponsiveness to chronic clopidogrel therapy is unknown. MATERIALS AND METHODS: We studied 73 patients with hyporesponsiveness to clopidogrel on standard dual antiplatelet therapy for more than 2 weeks. Clopidogrel hyporesponsiveness was defined as percent inhibition of P2Y12 reaction units (PRU) <30% on VerifyNow P2Y12 assay. Patients were randomly assigned to increased dose of clopidogrel (aspirin 100 mg+clopidogrel 150 mg daily: group A, n=38) or to receiving additional cilostazol (aspirin 100 mg+clopidogrel 75 mg+cilostazol 100 mg bid daily: group B, n=35). RESULTS: Baseline percent inhibition of PRU and PRU was similar between 2 groups (13.0+/-10.2% versus 11.8+/-9.7%, p=0.61, and 286.3+/-54.7 versus 295.7+/-53.7, p=0.44, respectively). At follow-up, percent inhibition of PRU was higher and PRU was lower significantly in group B than in group A (38.5+/-17.9% versus 28.3+/-16.6%, p=0.02, and 207.3+/-68.2 versus 241.3+/-76.7, p=0.050, respectively). Among those still showing hyporesponsiveness to clopidogrel at follow-up (21 patients in group A, 10 patients in group B), 12 patients completed further crossover study. Compared to the baseline, magnitude of change in percent inhibition of PRU and PRU showed an improved tendency after the crossover (from 2.7+/-8.7% to 15.8+/-18.4%, p=0.08, and from -18.6+/-58.0 to -61.9+/-84.3, p=0.08). CONCLUSION: Adjunctive cilostazol improved clopidogrel responsiveness better than the higher maintenance dose of clopidogrel in hyporesponsive patients with chronic clopidogrel therapy.
Adult
;
Aged
;
Blood Platelets/drug effects
;
Cross-Over Studies
;
Drug Administration Schedule
;
Female
;
Humans
;
Male
;
Middle Aged
;
Platelet Aggregation Inhibitors/*administration & dosage
;
Prospective Studies
;
Receptors, Purinergic P2Y12/metabolism
;
Tetrazoles/*administration & dosage
;
Thrombosis/drug therapy
;
Ticlopidine/administration & dosage/*analogs & derivatives
;
Time Factors
;
Treatment Outcome
9.Successful Selective CD34+ Cell Infusion after Late Graft Failure of Hematopoietic Stem Cell Transplantation in Two Cases of Severe Aplastic Anemia
Seung Min HAHN ; In Suk SOL ; Song Lee JIN ; Hyo Sun KIM ; Jung Woo HAN ; Sun Hee KIM ; Chuhl Joo LYU
Clinical Pediatric Hematology-Oncology 2013;20(2):108-111
Matched sibling bone marrow transplantation (BMT) in severe aplastic anemia (SAA) has been known as the treatment of choice in children and young adults. To overcome graft failure, second stem cell transplantation showed good results in previous studies. Here we report two cases of aplastic anemia patients with late graft failure and resulted in successful complete recovery after selective CD34+ cell boost infusion. The patients previously underwent allogeneic BMT from HLA-matched sibling donors and the engraftment was achieved although their CBC started to decrease respectively 3 months and 11 months after transplantation. Both patients received selective CD34+ cell infusion without additional conditioning therapy. Their CBC showed significant improvement and they are doing well without transfusion or complications. From this study we suggest that selected CD34+ cell boost treatment can be a promising curative treatment for late graft failure after matched sibling BMT in SAA patients.
Anemia, Aplastic
;
Behavior Therapy
;
Bone Marrow Transplantation
;
Child
;
Hematopoietic Stem Cell Transplantation
;
Hematopoietic Stem Cells
;
Humans
;
Siblings
;
Stem Cell Transplantation
;
Tissue Donors
;
Transplants
;
Young Adult
10.A National Survey of Current Practice Patterns and Preparedness of Pediatric Emergency Care in Korea.
Do Kyun KIM ; Young Ho KWAK ; Se Jong LEE ; Jae Yun JUNG ; Bong Kyu SONG ; Jin Hee LEE ; Hye Young JANG ; Ki Jeong HONG ; Hahn Bom KIM ; Jung Ho PARK
Journal of the Korean Society of Emergency Medicine 2012;23(1):126-131
PURPOSE: The goals of this study were to examine the preparedness of Korean emergency department's (ED) in serving pediatric patients and to evaluate the current status of pediatric emergency care in Korea. METHODS: We conducted a cross-sectional, web-based survey. The questionnaire was sent to the directors of 134 Korean emergency medical centers. All correspondence was conducted by e-mail. The questionnaire topics included facility, personnel and equipment for pediatric patients, the pediatric patient consultation system, and policies related to pediatric patient sedation, management of suspicious child abuse cases, and discharge instructions for pediatric patients. RESULTS: A total of 81 medical center directors (60.4%) responded to the survey. In only 3(3.7%) medical centers was there a separate pediatric ED, and 27 of the medical center EDs (33.3%) had no designated pediatric area. Twenty three EDs (28.4%) were equipped with pediatric emergency carts and 48 EDs (59.3%) had pediatric endotracheal tubes suitable for all ages of children. Pediatric department consultations performed at night or on weekends were mainly administered by low-grade (first and second second year) residents, and in 13 EDs, emergency physicians had no way to consult the pediatric department during nights or weekends. Seventy EDs (86.4%) provided no discharge instruction for caregivers. Monitoring for sedated children undergoing radiologic study was unavailable in 53.1% of EDs. CONCLUSION: Significant under-preparedness exists in the current pediatric emergency services that were evaluated in this study. Further research and effort for the establishment of appropriate standards for facility, equipment, personnel and policies supporting pediatric emergency service are strongly needed.
Caregivers
;
Child
;
Child Abuse
;
Electronic Mail
;
Emergencies
;
Emergency Medical Services
;
Equipment and Supplies
;
Humans
;
Korea
;
Surveys and Questionnaires
;
Referral and Consultation

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