2.Transfer Learning for Effective Urolithiasis Detection
Hyoung-Sun CHOI ; Jae-Seoung KIM ; Taeg-Keun WHANGBO ; Khae Hawn KIM
International Neurourology Journal 2023;27(Suppl 1):S21-26
Purpose:
Urolithiasis is a common disease that can cause acute pain and complications. The objective of this study was to develop a deep learning model utilizing transfer learning for the rapid and accurate detection of urinary tract stones. By employing this method, we aim to improve the efficiency of medical staff and contribute to the progress of deep learning-based medical image diagnostic technology.
Methods:
The ResNet50 model was employed to develop feature extractors for detecting urinary tract stones. Transfer learning was applied by utilizing the weights of pretrained models as initial values, and the models were fine-tuned with the provided data. The model’s performance was evaluated using accuracy, precision-recall, and receiver operating characteristic curve metrics.
Results:
The ResNet-50-based deep learning model demonstrated high accuracy and sensitivity, outperforming traditional methods. Specifically, it enabled a rapid diagnosis of the presence or absence of urinary tract stones, thereby assisting doctors in their decision-making process.
Conclusions
This research makes a meaningful contribution by accelerating the clinical implementation of urinary tract stone detection technology utilizing ResNet-50. The deep learning model can swiftly identify the presence or absence of urinary tract stones, thereby enhancing the efficiency of medical staff. We expect that this study will contribute to the advancement of medical imaging diagnostic technology based on deep learning.
3.Treatment for relapsed acute promyelocytic leukemia: what is the best post-remission treatment?
Gi-June MIN ; Byung-Sik CHO ; Sung-Soo PARK ; Silvia PARK ; Young-Woo JEON ; Seung-Ah YAHNG ; Seung-Hawn SHIN ; Jae-Ho YOON ; Sung-Eun LEE ; Ki-Seong EOM ; Yoo-Jin KIM ; Seok LEE ; Chang-Ki MIN ; Seok-Goo CHO ; Jong Wook LEE ; Hee-Je KIM
Blood Research 2022;57(3):197-206
Background:
Arsenic trioxide (ATO) is the standard treatment for relapsed acute promyelocytic leukemia (APL). However, consensus on post-remission therapies is still lacking.
Methods:
We evaluated 52 patients who experienced relapse following initial treatment of APL between 2000 and 2019 at Catholic Hematology Hospital. Among them, 41 patients received reinduction treatment, 30 with ATO-based regimen, whereas 11 with conventional intensive chemotherapy (IC).
Results:
The ATO reinduction group showed a significantly higher second molecular complete remission (mCR2) rate, superior neutrophil and platelet recovery, and a lower infection rate than the IC reinduction group. No significant differences were observed in survival outcomes after post-remission treatment among the ATO-based (N=19), autologous (N=12), and allogeneic (N=6) hematopoietic stem cell transplantation (HSCT) groups. In the ATO-based and autologous HSCT groups, among patients with mCR2 after ATO reinduction, nine and five patients experienced a second relapse, respectively (50.7% vs. 41.7%, P =0.878). Among these patients, seven received salvage allogeneic HSCT; six remained alive. The other seven patients received ATO without HSCT. Five died from disease progression, and two survived and have been in mCR2 since.
Conclusion
Post-remission treatment outcomes of patients with relapsed APL were not significantly different, regardless of the treatment option, suggesting the feasibility of ATO-based treatment without HSCT in mCR2. Allogeneic HSCT may be an effective salvage treatment modality for patients with a second relapse. Owing to a few cases of relapsed APL, multicenter prospective studies may help elucidate the efficacy of each post-remission treatment.
4.The clinical, laboratory, and radiologic improvement due to siltuximab treatment in idiopathic multicentric Castleman’s disease
Gi-June MIN ; Young-Woo JEON ; Sung-Soo PARK ; Silvia PARK ; Seung-Hawn SHIN ; Seung-Ah YAHNG ; Jae-Ho YOON ; Sung-Eun LEE ; Byung-Sik CHO ; Ki-Seong EOM ; Yoo-Jin KIM ; Seok LEE ; Hee-Je KIM ; Chang-Ki MIN ; Dong-Wook KIM ; Jong-Wook LEE ; Seok-Goo CHO
The Korean Journal of Internal Medicine 2021;36(2):424-432
Background/Aims:
Idiopathic multicentric Castleman disease (iMCD) comprises approximately 30% of all cases of Castleman disease. It is characterized by constitutional symptoms, enlarged lymph nodes at multiple anatomical sites, and laboratory test abnormalities, which are primarily related to the overproduction of interleukin 6 (IL-6). Siltuximab is a human-mouse chimeric immunoglobulin G1κ monoclonal antibody against human IL-6. In view of the limited treatment options for iMCD, this study aimed to evaluate the efficacy and safety of siltuximab in the management of this condition.
Methods:
In this real-world retrospective study, we administered siltuximab to 15 patients with iMCD who previously received conventional chemotherapy and/or steroid pulse therapy. The median time to a durable symptomatic response was 22 days (range, 17 to 56). The serum hemoglobin and albumin levels and erythrocyte sedimentation rates significantly normalized after the first 3 months of siltuximab treatment. Lymph node involution, assessed using imaging, was relatively gradual, demonstrating a complete or partial response at 6 months.
Results:
On an average, the improvements in clinical, laboratory, and radiologic parameters of iMCD in responders were observed after one, three, and eight cycles of siltuximab treatment, respectively. Siltuximab demonstrated a favorable safety profile, and prolonged treatment was well-tolerated.
Conclusions
Despite the small sample size of the present study, the results are encouraging and demonstrate the potential of siltuximab as the first-line treatment of iMCD. Further large multicenter studies are needed to evaluate the clinical outcomes and adverse events associated with siltuximab.
5.Treadmill Exercise Improves Motor Function by Suppressing Purkinje Cell Loss in Parkinson Disease Rats.
Jae Min LEE ; Tae Woon KIM ; Sang Seo PARK ; Jin Hee HAN ; Mal Soon SHIN ; Baek Vin LIM ; Sang Hoon KIM ; Seung Soo BAEK ; Young Sam CHO ; Khae Hawn KIM
International Neurourology Journal 2018;22(Suppl 3):S147-S155
PURPOSE: Rotenone is the most widely used neurotoxin for the making Parkinson disease (PD) animal model. The neurodegenerative disorder PD shows symptoms, such as slowness of movements, tremor at resting, rigidity, disturbance of gait, and instability of posture. We investigated whether treadmill running improves motor ability using rotenone-caused PD rats. The effect of treadmill running on PD was also assessed in relation with apoptosis of cerebellar Purkinje cells. METHODS: Treadmill running was applied to the rats in the exercise groups for 30 minutes once a day for 4 weeks, starting 4 weeks after birth. We used rota-rod test for the determination of motor coordination and balance. In this experiment, terminal deoxynucleotidyl transferase-mediated dUTP nick end labeling (TUNEL) staining, immunohistochemistry for calbindin, glial fibrillary acidic protein (GFAP), Iba-1, and western blot analysis for Bax and Bcl-2 were performed. RESULTS: Treadmill running enhanced motor balance and coordination by preventing the loss of Purkinje cells in the cerebellar vermis. Treadmill running suppressed PD-induced expression of GFAP-positive reactive astrocytes and Iba-1-positive microglia, showing that treadmill running suppressed reactive astrogliosis and microglia activation. Treadmill running suppressed TUNEL-positive cell number and Bax expression and enhanced Bcl-2 expression, demonstrating that treadmill running inhibited the progress of apoptosis in the cerebellum of rotenone-induced PD rats. CONCLUSIONS: Treadmill running improved motor ability of the rotenone-induced PD rats by inhibiting apoptosis in the cerebellum. Apoptosis suppressing effect of treadmill running on rotenone-induced PD was achieved via suppression of reactive astrocyte and inhibition of microglial activation.
Animals
;
Apoptosis
;
Astrocytes
;
Blotting, Western
;
Calbindins
;
Cell Count
;
Cerebellar Vermis
;
Cerebellum
;
Gait
;
Glial Fibrillary Acidic Protein
;
Immunohistochemistry
;
Microglia
;
Models, Animal
;
Neurodegenerative Diseases
;
Parkinson Disease*
;
Parturition
;
Posture
;
Purkinje Cells*
;
Rats*
;
Rotenone
;
Running
;
Tremor
6.Evaluation of mercury exposure level, clinical diagnosis and treatment for mercury intoxication.
Byeong Jin YE ; Byoung Gwon KIM ; Man Joong JEON ; Se Yeong KIM ; Hawn Cheol KIM ; Tae Won JANG ; Hong Jae CHAE ; Won Jun CHOI ; Mi Na HA ; Young Seoub HONG
Annals of Occupational and Environmental Medicine 2016;28(1):5-
Mercury occurs in various chemical forms, and it is different to health effects according to chemical forms. In consideration of the point, the evaluation of the mercury exposure to human distinguished from occupational and environmental exposure. With strict to manage occupational exposure in factory, it is declined mercury intoxication cases by metallic and inorganic mercury inhalation to occupational exposure. It is increasing to importance in environmental exposure and public health. The focus on the health impact of exposure to mercury is more on chronic, low or moderate grade exposure—albeit a topic of great controversy—, not high concentration exposure by methylmercury, which caused Minamata disease. Recently, the issue of mercury toxicity according to the mercury exposure level, health effects as well as the determination of what mercury levels affect health are in the spotlight and under active discussion. Evaluating the health effects and Biomarker of mercury exposure and establishing diagnosis and treatment standards are very difficult. It can implement that evaluating mercury exposure level for diagnosis by a provocation test uses chelating agent and conducting to appropriate therapy according to the result. but, indications for the therapy of chelating agents with mercury exposure have not yet been fully established. The therapy to symptomatic patients with mercury poisoning is chelating agents, combination therapy with chelating agents, plasma exchange, hemodialysis, plasmapheresis. But the further evaluations are necessary for the effects and side effects with each therapy.
Chelating Agents
;
Diagnosis*
;
Environmental Exposure
;
Humans
;
Inhalation
;
Mercury Poisoning
;
Mercury Poisoning, Nervous System
;
Occupational Exposure
;
Plasma Exchange
;
Plasmapheresis
;
Public Health
;
Renal Dialysis
7.Ultrasonographic Diaphragmatic Motion Analysis and Its Correlation With Pulmonary Function in Hemiplegic Stroke Patients.
Kang Jae JUNG ; Ji Young PARK ; Do Won HWANG ; Jeong Hawn KIM ; Jae Hyung KIM
Annals of Rehabilitation Medicine 2014;38(1):29-37
OBJECTIVE: To evaluate diaphragmatic motion via M-mode ultrasonography and to correlate it with pulmonary function in stroke patients. METHODS: This was a preliminary study comprised of ten stroke patients and sixteen healthy volunteers. The M-mode ultrasonographic probe was positioned in the subcostal anterior region of the abdomen for transverse scanning of the diaphragm during quiet breathing, voluntary sniffing, and deep breathing. We analyzed diaphragmatic motion and the relationship between diaphragmatic motion and pulmonary function. RESULTS: All stroke patients had restrictive pulmonary dysfunction. Compared to that exhibited by control subjects, stroke patients exhibited a significant unilateral reduction in motion on the hemiplegic side, primarily during volitional breathing. Diaphragmatic excursion in right-hemiplegic patients was reduced on both sides compared to that in control subjects. However, diaphragmatic excursion was reduced only on the left side and increased on the right side in left-hemiplegic patients compared to that in control subjects. Left diaphragmatic motion during deep breathing correlated positively with forced vital capacity (rho=0.86, p=0.007) and forced expiratory volume in 1 second (rho=0.79, p=0.021). CONCLUSION: Reductions in diaphragmatic motion and pulmonary function can occur in stroke patients. Thus, this should be assessed prior to the initiation of rehabilitation therapy, and M-mode ultrasonography can be used for this purpose. It is a non-invasive method providing quantitative information that is correlated with pulmonary function.
Abdomen
;
Diaphragm
;
Forced Expiratory Volume
;
Healthy Volunteers
;
Hemiplegia
;
Humans
;
Methods
;
Rehabilitation
;
Respiration
;
Respiratory Function Tests
;
Stroke*
;
Ultrasonography
;
Vital Capacity
8.Treadmill Exercise Ameliorates Short-Term Memory Disturbance in Scopolamine-Induced Amnesia Rats.
Yu Mi HEO ; Mal Soon SHIN ; Jae Min LEE ; Chang Ju KIM ; Sang Bin BAEK ; Khae Hawn KIM ; Seung Soo BAEK
International Neurourology Journal 2014;18(1):16-22
PURPOSE: Scopolamine is a nonselective muscarinic cholinergic receptor antagonist, which induces impairment of learning ability and memory function. Exercise is known to ameliorate brain disturbance induced by brain injuries. In the present study, we investigated the effect of treadmill exercise on short-term memory in relation to acetylcholinesterase (AChE) expression in the hippocampus, using a scopolamine-induced amnesia model in mice. METHODS: To induce amnesia, 1 mg/kg scopolamine hydrobromide was administered intraperitoneally once per day for 14 days. A step-down avoidance test for short-term memory was conducted. AChE histochemistry, immunohistochemistry for collagen IV, and doublecortin were performed. RESULTS: Short-term memory deteriorated in the mice with scopolamine-induced amnesia, concomitant with enhanced AChE expression and suppression of angiogenesis in the hippocampus. Critically, treadmill exercise ameliorated short-term memory impairment, suppressed AChE expression, and enhanced angiogenesis in the mice with scopolamine-induced amnesia. CONCLUSIONS: Overexpression of AChE is implicated in both brain and renal disease. The findings of our study indicate that treadmill exercise may be of therapeutic value in neurodegenerative and renal diseases by suppressing the effects of AChE expression.
Acetylcholinesterase
;
Amnesia*
;
Animals
;
Brain
;
Brain Injuries
;
Collagen
;
Exercise Test
;
Hippocampus
;
Immunohistochemistry
;
Learning
;
Memory
;
Memory, Short-Term*
;
Mice
;
Rats*
;
Scopolamine Hydrobromide
9.Factors Associated with Quality on Sleep of Subway Workers by Shift-Work.
Min Gi KIM ; Won Chul LEE ; Young Min LEE ; Jae Hong RYOO ; Hawn Cheol KIM ; Seung Won YOO ; Kyung Han NAM
Korean Journal of Occupational and Environmental Medicine 2008;20(4):326-334
BACKGROUND: The sleep quality of subway drivers who work in the dark underground with an rotating shift system is generally poor, which can degrade the quality of a worker's life. This study examined the relationship between the sleep quality of subway worker and shift work by comparing three shift systems (rotating shift system, a three day shift system, and no-shift system). METHOD: Questionnaires including The short form of the Korean Occupational Stress Scale (KOSS), Pittsburgh Sleep Questionnaire (PSQI), the worker's age, gender, job type, accident, near miss and shift system were given to a total of 1010 workers. The results of 759 qualified questionnaires (75.15 %) were analyzed using the SPSS (ver 12.0) program. RESULT: The highest level of job stress was found among those working a rotating shift system followed by three shift system and no-shift system. The mean sleep quality score in the rotating shift workers was 5.1 (SD+/-3.2), which was greater than the sleep symptom score (5). 34.8% of rotating shift workers suffered from sleep symptoms. The sleep quality score by shift-work was significantly different. High job demand, strong external locus control, the experience of a near miss or an accident in the workplace during previous year has an adverse affect on the sleep quality. The sleep quality improved in case of a change into a no-shift system or a strong internal locus control. CONCLUSION: A rotating shift system is more harmful to the quality of sleep in subway workers than a 3 shift system or no-shift system. In addition, job stress, personality, near miss and the experience of an accident affect the sleep quality of subway workers.
Questionnaires
;
Railroads
10.A Case of Polypoid Esophageal Carcinosarcoma with Spontaneous Resected Stalk.
Seok Woo KANG ; Chel YOON ; Doo Geun CHAI ; Jae Hawn KIM ; Sung Yeun YANG ; Su Kyoung KWON ; Soo Im CHOI
Korean Journal of Gastrointestinal Endoscopy 2007;35(6):435-440
Carcinosarcomas of the esophagus are rare malignant neoplasms that consist of both carcinomatous and sarcomatous components, which comprise approximately 1~2% of all esophageal neoplasms. Usually, esophageal carcinosarcomas are the polypoid type, and patients with esophageal carcinosarcoma have progressive dysphagia. The multiplicity in terminology appears to be related to the uncertain histogenesis of these tumors. We report a case of a polypoid esophageal carcinosarcoma with a spontaneous resected stalk in a 45 year-old male patient who presented with progressive dysphagia and weight loss.
Carcinosarcoma*
;
Deglutition Disorders
;
Esophageal Neoplasms
;
Esophagus
;
Humans
;
Male
;
Middle Aged
;
Weight Loss

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