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Analysis of Research Trends Related to drug Repositioning Based on Machine Learning (머신러닝 기반의 신약 재창출 관련 연구 동향 분석)

  • So Yeon Yoo;Gyoo Gun Lim
    • Information Systems Review
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    • v.24 no.1
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    • pp.21-37
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    • 2022
  • Drug repositioning, one of the methods of developing new drugs, is a useful way to discover new indications by allowing drugs that have already been approved for use in people to be used for other purposes. Recently, with the development of machine learning technology, the case of analyzing vast amounts of biological information and using it to develop new drugs is increasing. The use of machine learning technology to drug repositioning will help quickly find effective treatments. Currently, the world is having a difficult time due to a new disease caused by coronavirus (COVID-19), a severe acute respiratory syndrome. Drug repositioning that repurposes drugsthat have already been clinically approved could be an alternative to therapeutics to treat COVID-19 patients. This study intends to examine research trends in the field of drug repositioning using machine learning techniques. In Pub Med, a total of 4,821 papers were collected with the keyword 'Drug Repositioning'using the web scraping technique. After data preprocessing, frequency analysis, LDA-based topic modeling, random forest classification analysis, and prediction performance evaluation were performed on 4,419 papers. Associated words were analyzed based on the Word2vec model, and after reducing the PCA dimension, K-Means clustered to generate labels, and then the structured organization of the literature was visualized using the t-SNE algorithm. Hierarchical clustering was applied to the LDA results and visualized as a heat map. This study identified the research topics related to drug repositioning, and presented a method to derive and visualize meaningful topics from a large amount of literature using a machine learning algorithm. It is expected that it will help to be used as basic data for establishing research or development strategies in the field of drug repositioning in the future.

Synergistic Inhibition of Burkitt's Lymphoma with Combined Ibrutinib and Lapatinib Treatment (Ibrutinib과 Lapatinib 병용 치료에 의한 버킷림프종의 상호 작용적 억제)

  • Chae-Eun YANG;Se Been KIM;Yurim JEONG;Jung-Yeon LIM
    • Korean Journal of Clinical Laboratory Science
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    • v.55 no.4
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    • pp.298-305
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    • 2023
  • Burkitt's lymphoma is a distinct subtype of non-Hodgkin's lymphoma originating from B-cells that is notorious for its aggressive growth and association with immune system impairments, potentially resulting in rapid and fatal outcomes if not addressed promptly. Optimizing the use of Food and Drug Administration-approved medications, such as combining known safe drugs, can lead to time and cost savings. This method holds promise in accelerating the progress of novel treatments, ultimately facilitating swifter access for patients. This study explores the potential of a dual-targeted therapeutic strategy, combining the bruton tyrosine kinase-targeting drug Ibrutinib and the epidermal growth factor receptor/human epidermal growth factor receptor-2-targeting drug Lapatinib. Ramos and Daudi cell lines, well-established models of Burkitt's lymphoma, were used to examine the impact of this combination therapy. The combination of Ibrutinib and Lapatinib inhibited cell proliferation more than using each drug individually. A combination treatment induced apoptosis and caused cell cycle arrest at the S and G2/M phases. This approach is multifaceted in its benefits. It enhances the efficiency of the drug development timeline and maximizes the utility of currently available resources, ensuring a more streamlined and resource-effective research process.

Folded-Loop Guidewire Remodeling Technique: Catheterizing Markedly Angulated Branches during Intravascular Embolization (Folded-Loop Guidewire Remodeling Technique: 색전술 시 급격한 분지 각도를 가지는 혈관의 선택적 진입 방법)

  • Dong Hyun Kim;Ung Rae Kang;Young Hwan Kim;Jung Guen Cha
    • Journal of the Korean Society of Radiology
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    • v.84 no.2
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    • pp.418-426
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    • 2023
  • Purpose Practical challenges are encountered in percutaneous intravascular procedures when applied to markedly angulated branching vessels. Herein, we introduced a folded-loop guidewire remodeling technique-the guidewire-shaping technique-to overcome difficult catheterization. Materials and Methods First, the tip of a 0.014-inch micro-guidewire was manually shaped like a pigtail loop. Second, the shaped guidewire was introduced into the microcatheter and was preloaded into the hollow metal introducer for suitability with the microcatheter hub. Gentle rotation of the guidewire after release from the microcatheter can create the preshaped pigtail loop configuration. On pulling back, the loop loosened, the configuration was changed to a small U-shaped tip, and the guidewire tip was easily introduced into the target artery. Results Between December 2019 and January 2022, the described technique was used in 64 patients (male/female, 49/15; mean age, 66.8 ± 9.5 years) for selective arterial embolization, after failed attempts with the conventional selection technique. The technique was successful in 63/64 patients (98%). The indications of embolization include transcatheter arterial chemoembolization, gastrointestinal bleeding, hemoptysis, trauma-induced bleeding, and tumor bleeding. Conclusion The folded-loop guidewire remodeling technique facilitates the catheterization of markedly angulated branching arteries; when usual catheterization method fails.

Extraordinary Response of Metastatic Pancreatic Cancer to Chemotherapy (항암 치료에 좋은 반응을 보였던 전이성 췌장암 증례)

  • Shin, Dong Woo;Kim, Jinkook;Lee, Jong-chan;Kim, Jaihwan;Hwang, Jin-Hyeok
    • Journal of Digestive Cancer Research
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    • v.7 no.1
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    • pp.22-25
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    • 2019
  • A 58-year-old woman presented with right flank and back pain for one month. After undergoing an abdominal computed tomography (CT), she was referred to our hospital. The abdominal CT showed a hypodense pancreatic tail mass with multiple retroperitoneal lymph node metastases. Positron emission tomography-computed tomography (PET-CT) scan showed high 18F-FDG uptake in pancreatic tumor and enlarged lymph nodes. Endoscopic ultrasound fine needle aspiration (EUS-FNA) revealed adenocarcinoma, which stained strongly in hENT1 (human equilibrative nucleoside transporter 1) on immunohistochemistry. She received gemcitabine 1,000 mg/m2 + nanoparticle albumin-bound paclitaxel 125 mg/m2 as a palliative chemotherapy. Follow-up abdominal CT and PET-CT after 4 cycles of chemotherapy showed that both pancreatic mass and the metastatic retroperitoneal lymph nodes were nearly disappeared. We report a case of 58-year-old female with metastatic pancreatic cancer who had a dramatic response to palliative chemotherapy (gemcitabine plus nanoparticle albumin-bound paclitaxel).

Prosthetic treatment for patient with upper lip cancer and severe periodontitis: Maxillary complete denture with denture adhesive and mandibular double crown-retained removable partial denture (구순암 환자에서의 의치접착제를 이용한 상악 총의치와 심한 치주 상태에서의 하악 이중관의치를 이용한 수복 증례)

  • Choi, Hyun-Suk;Lee, Cheong-Hee;Cho, Jin-Hyun
    • The Journal of Korean Academy of Prosthodontics
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    • v.53 no.1
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    • pp.74-80
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    • 2015
  • When oral cancer is occured, one may experience problems such as lip defect, necrosis of periodontal tissue and cervical caries caused by radiotherapy. According to ADI (Association of dental implantology), recent radiotherapy on jaw bone could be a relative contraindication of implant treatment. Due to this controversy, in most cases, treatment is done with removable dentures rather than implants. Especially, lip defect caused by an oral cancer operation have a serious repercussion on the retention of the denture. In this case report, patient with upper lip cancer had undergone resection primarily and secondary radiotherapy was done periodically. As a result, upper teeth of patient were extracted gradually and lower teeth showed very poor periodontal status. Therefore, Polident$^{(R)}$ denture adhesive cream (GlaxoSmithKline, London, England) was applied on maxillary complete denture to overcome reduced retention due to the lip defect and double crown RPD with friction pin was applied on the mandible successfully for two years.

A CASE OF SEVERELY SELF-INJURED CHILD ASSOCIATED WITH PHYSICAL ILLNESS (신체 질환과 연관된 심한 자해로 입원한 아동 보고 1례)

  • Hong, Kang-E;Jeon, Seong-Ill
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • v.7 no.2
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    • pp.258-266
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    • 1996
  • Self-injurious behaviors are commoly founded in the case of the developmentally impaired, such as mental retardation and autistic disorder. These behaviors are primary serious sources of distress for both child and their parents, another obstacle to overcome within the family and society. The author has a case that a child, had never before shown self-injurious behaviors. He abruptly started to injury his face and heel. The beginnings of these harmful behaviors are associated with symptoms of physical illness, such as fever, chills and general aches. The self-injured wounds were very severe. After the patient was treated with haloperidol and improved his physical conditions, self-injurious behaviors disappeared. The author reports the child's clinical process, characteristics of self-injurious behaviors, and discuss the treatment factors, along with a literature review.

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The Clinical Effect of Sandplay Therapy on Adolescent Behavior and Emotion - Through Minesota Multiphasic Personality Inventory (모래놀이치료가 청소년의 행동, 정서에 미치는 임상효과 - 다면적 인성검사를 중심으로)

  • An, Un Kyoung;Kwak, Hyeon Jeong;Kim, Jong Woo;Lim, Myung Ho
    • The Journal of the Korea Contents Association
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    • v.17 no.12
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    • pp.257-265
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    • 2017
  • The sand play therapy showed a clinical treatment effect to such children with lots of problem behaviors at the previous studies. This study aimed to evaluate the clinical effect to emotional and behavioral problems with 20 adolescents after 10 weeks group sand play therapy. After sand play therapy, the subjects showed a significant effect such that the MMPI depression scale score, somatic symptoms complaints, social discomfort, psychomotor retardation, somatic dysfunction, affection desire, bizarre sensation experience, shyness/self-consciousness were decreased from baseline to 10 weeks of the study. We suspected that the sand play caused to clinical effect to physical problems as well as emotional problems of the adolescents with school maladaptation.

Adverse Effect of Newer Antidepressant : Nausea and Vomiting, Weight Gain, Sexual Dysfunction - Mechanisms, Epidemiology, and Pharmacological Management - (새로운 항우울제의 부작용: 오심 및 구토, 체중증가, 성 기능장애 - 발병기전, 역학, 약물학적 처치를 중심으로 -)

  • Lee, Kyung-Kyu
    • Korean Journal of Psychosomatic Medicine
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    • v.21 no.2
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    • pp.81-92
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    • 2013
  • Newer antidepressants are commonly used in clinical practice to treat psychiatric disorder and psychosomatic disorder including chronic pain syndrome, fibromyalgia, headache. However there are many unexpected adverse effects of these drugs such as nausea and vomiting, weight gain, sexual dysfunction. These are 3 most well-recognized common adverse effects of newer antidepressant and are most common causes of treatment failure. I reviewed mechanisms, epidemiology, and pharmacological management of these adverse effects of newer antidepressants. In this paper, newer antidepressants include selective serotonin reuptake inhibitor(fluoxetine, fluvoxamine, citalopram, escitalopram, sertraline, paroxetine), serotonin norepinephrine reuptake inhibitor(venlafaxine, duloxetine), norepinephrine and dopamine reuptake inhibitor(bupropion), noradrenergic and specific serotonergic antidepressant(mirtazapine), and reversible inhibitor of MAO-A(moclobemide). I suggest that psychiatrists and clinicians in the psychosomatic field should know mechanisms, epidemiology, and management of these common and well-recognized adverse effects of newer antidepressants. Therefore it will be helpful to recognize easily and treat well for patients with psychiatric disorder and psychosomatic disorder using newer antidepressants.

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Full-mouth rehabilitation of skeletal anterior open bite with severely decayed dentition: A case report (심한 우식을 동반한 골격성 전치부 개방 교합 환자의 전악 수복 증례)

  • Kim, Seong-A;Noh, Kwantae;Pae, Ahran;Woo, Yi-Hyung
    • The Journal of Korean Academy of Prosthodontics
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    • v.55 no.1
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    • pp.79-87
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    • 2017
  • The open bite malocclusion is a common clinical entity and has multifactorial causes. Development of effective treatment plan and management is dependent on proper diagnosis. The skeletal open bite patient requires a coordinated orthodontic and orthognathic surgical approach to achieve stable occlusion, acceptable esthetics, and improved function. But in case of open bite with severely decayed dentition, restoration in the entire dentition is necessary. Using the facial analysis and diagnostic wax-up, the most effective treatment was prosthetic rehabilitation. The provisional restorations were fabricated to satisfy esthetic and functional requirements, which result in the uniformly distributed occlusal force, anterior and canine guidance. The inter-arch relationship, labio-dental harmony, and the soft tissue aspect, which is important to estimate the longevity were evaluated. Definitive restorations of monolithic zirconia were made by replicating provisional restorations by using the latest CAD/CAM technology. They were delivered to the patient and clinical follow-up observation was satisfactory.

Presumption of low hack pain and symptoms for surgical treatment (요통의 예후와 수술적응증 판단)

  • Lee, Geon-mok
    • Journal of Acupuncture Research
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    • v.18 no.2
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    • pp.237-244
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    • 2001
  • Back pain has plagued humans for many thousands of years. The treatment of back pain is divided into operative treatment and conservative treatment. It is reported that cure rate of conservative treatment is 80~90 percent. Generally, the treatment of oriental medicine is mostly conservative treatment. But, surgery should not be used as a last resort in treatment; it is just one of many treatment options for various spinal conditions. In some instance, it can be to preferred choice; in other situations, alternative therapies may be superior. Selections of the operation in HIVD 1. Acute disc herniations with a protracted significant component af back pain. 2. Chronic disc degeneration with significant back pain and degeneration limited to one or two disc levels. 3. Sugical instability created during decompression. 4. The presence of neural arch defects coincident with disc disease. 5. Symptamatic and radiographically demonstrable segmental instability. Selections of the operation in stenosis 1. If it does not slowly progress in physical therapy and other nonoperative measures, many of these patients may ultimately need surgical decompression. 2. Absolute stenosis in an impression of CT, MRI.(under 10mm) 3. In patients with established symptoms of .neurogenic claudication. 4. In patients with bad influence of neurogenic derangement.(strength, sensory) Selections of the operation in spondylolisthesis 1. Persistence or recurrence of major symptoms for at least one year despite activity modification and physical therapy. 2. Tight hamstrings, persistently abnormal gait, or postural deformities unrelieved by physical therapy. 3. Sciatic scoliosis. 4. Progressive neurologic deficit. 5. Progressive slipping beyond 25 or 50 percent, even when asymptomatic. 6. A high slip angle (40 to 50 degrees) in a growing child, since it is likely to be associated with further progression and deformity. 7. Psychologic problems attributed to shortness of trunk, abnormal gait, and postural deformities characteristic of more severe slips.

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