• Title/Summary/Keyword: personalized treatment

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EEG Feature Engineering for Machine Learning-Based CPAP Titration Optimization in Obstructive Sleep Apnea

  • Juhyeong Kang;Yeojin Kim;Jiseon Yang;Seungwon Chung;Sungeun Hwang;Uran Oh;Hyang Woon Lee
    • International journal of advanced smart convergence
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    • v.12 no.3
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    • pp.89-103
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    • 2023
  • Obstructive sleep apnea (OSA) is one of the most prevalent sleep disorders that can lead to serious consequences, including hypertension and/or cardiovascular diseases, if not treated promptly. Continuous positive airway pressure (CPAP) is widely recognized as the most effective treatment for OSA, which needs the proper titration of airway pressure to achieve the most effective treatment results. However, the process of CPAP titration can be time-consuming and cumbersome. There is a growing importance in predicting personalized CPAP pressure before CPAP treatment. The primary objective of this study was to optimize the CPAP titration process for obstructive sleep apnea patients through EEG feature engineering with machine learning techniques. We aimed to identify and utilize the most critical EEG features to forecast key OSA predictive indicators, ultimately facilitating more precise and personalized CPAP treatment strategies. Here, we analyzed 126 OSA patients' PSG datasets before and after the CPAP treatment. We extracted 29 EEG features to predict the features that have high importance on the OSA prediction index which are AHI and SpO2 by applying the Shapley Additive exPlanation (SHAP) method. Through extracted EEG features, we confirmed the six EEG features that had high importance in predicting AHI and SpO2 using XGBoost, Support Vector Machine regression, and Random Forest Regression. By utilizing the predictive capabilities of EEG-derived features for AHI and SpO2, we can better understand and evaluate the condition of patients undergoing CPAP treatment. The ability to predict these key indicators accurately provides more immediate insight into the patient's sleep quality and potential disturbances. This not only ensures the efficiency of the diagnostic process but also provides more tailored and effective treatment approach. Consequently, the integration of EEG analysis into the sleep study protocol has the potential to revolutionize sleep diagnostics, offering a time-saving, and ultimately more effective evaluation for patients with sleep-related disorders.

Factors associated with Utilization and Satisfaction of Traditional Korean Medicine in Korea: A National survey

  • Hyun, Min Kyung;Lee, Sang-Jae;Ryu, Ho Geol
    • Journal of Society of Preventive Korean Medicine
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    • v.19 no.3
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    • pp.171-178
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    • 2015
  • Objective : To assess the utilization patternsand satisfaction factors of Traditional Korean Medicine(TKM) in Korea. Method : The study design of this paper is from a nationally representative random e-mails and interview surveys. In this survey, we asked 2000 Korean adults between the ages of 20 and 69, whether they have used TKM in the past three years and if so, what were their experiences and how satisfied they were with the care they have received. Results : Sixty percent of respondents(n=1239) answered that they had used TKM in the past three years. The odds of using TKM were higher in female(OR 1.48; 95% CI 1.24-1.78) and academic backgrounds of university graduate or beyond (OR 1.27; 95% CI 1.01-1.60), and lower in unmarried person (OR 0.68; 95% CI 0.55-0.84) in the multivariable analysis. The most frequent purpose for seeking TKM and receiving treatment was to 'treat illness'.In addition, the use herbal medicine among types of TKM is statistically significant in sexual groupings.748(60.4%) among TKM users responded that they had a satisfying experience during TKM treatment. In multivariable logistic model, the odds of satisfaction from using TKM were higher in employed groups(OR 1.34; 95% CI 1.02-1.77), the reason for using of personalized medicine into TKM(OR 1.50; 95% CI 1.00-2.26). Conclusion : Korean traditional medicine doctors need to develop and provide the personalized medicine for the group of high utilization rate and satisfaction, and make strategies to disseminate TKM utilization for the group of lower utilization.

A Comparative Study on Traditional Constitutional Medicine in the World (세계 전통 체질 의학 비교 연구)

  • Kang, Ki-Rim;Hwang, Sang-Moon;Park, So-Jung;Chae, Han
    • Korean Journal of Oriental Medicine
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    • v.15 no.3
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    • pp.35-43
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    • 2009
  • Introduction : Interests in personalized medicine or tailored medicine is growing in recent years, but traditional medicine with properties of tailored medicine have already been developing from many parts of the world. In this review paper, we tried to investigate the current research status and characteristics of traditional constitutional medicine by a comparative study. Methods and Material : We compared Sasang medicine from Korea, Ikkando medicine from Japan, Chinese constitutional medicine, Ayurveda from India. We investigated the current research status by searching academic DBs such as Medline, Riss4u, Kiss, CNKI, CINII. Then we examined characteristics of each medicine from various aspects of physiology-pathology-diagnosis-treatment-prevention. Results : We found out that each constitutional medicine is being studied the most in their native land. In addition, after analysing characteristics of these constitutional medicine, we learned that Sasang medicine and Ayurveda were putting emphasis on psychological factors in physiology-pathology-diagnosis-treatment-prevention, while Chinese constitutional medicine and Ikkando medicine were focusing on pathological factors. Discussion : We studied theories of constitutional medicine in various traditional medicine, and verified that Sasang medicine shares similarities and differences with these medicine. We suggest that deeper understandings of other constitutional medicine and attempts at clinical application can lead to advance of Sasang medicine.

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Gluteal Region Reshaping of Massive Weight Loss Patients-A Decision-Making Strategy

  • Mahgoub, Mohamed Ali;Zeina, Ahmed Mahmoud;El-Din, Ahmed Mohamed Bahaa;El-Sabbagh, Ahmed Hassan;Bassetto, Franco;Vindigni, Vincenzo
    • Archives of Plastic Surgery
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    • v.49 no.3
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    • pp.289-295
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    • 2022
  • Background Massive weight loss (MWL) is a very common presentation that you may face as a plastic surgeon. Each patient has his own individual criteria, so, you should work according to a well-organized plan, especially when such cases have concerns about their gluteal area contour that were neglected before by many surgeons. A decision-making strategy was used to give a personalized treatment for targeting gluteal region reshaping of MWL patients. Methods This study considered all patients with MWL subjected to buttock reshaping. There was no randomization in treatment; there was a case-by-case assessment. We analyzed the features of the buttocks, the type of surgery performed, the outcomes, and the complications. Results Fifty two patients were included (41 females and 11 males), ages ranged between 21 and 66 years. Demographic data, preoperative body mass index (BMI), duration of surgery, type of surgery, and postoperative complications were collected. Statistically significant improvements were observed in gluteal ptosis and patient satisfaction grades. Conclusion Aesthetic improvement of the buttocks involves either augmentation or contouring that may be obtained by liposculpture, surgical lifting, or combination. Patients with MWL have high expectations and are often treated with multiple procedures. Thus, an easy strategic approach personalized on each patient to treat multiple adjacent areas in one operation is necessary. Adipose tissue distribution, gluteal skin status, and BMI were the main factors that can forcefully affect our plan to guarantee reduction of unpleasant results and complications and improve patient satisfaction.

Systematic Review on Herbal Treatment for Obesity in Adults (성인비만의 한약치료 임상연구에 대한 체계적 고찰)

  • Han, Kyungsun;Lee, Myeong-Jong;Kim, Hojun
    • Journal of Korean Medicine Rehabilitation
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    • v.26 no.4
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    • pp.23-35
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    • 2016
  • Objectives This systematic review is to support the effectiveness of herbal medicine for the treatment of simple obesity in adults. Methods A total of 8 electronic databases were searched in English, Chinese and Korean. Standard methodologies for the systematic review were used to search, analyze and synthesize data based on NECA's guideline for undertaking systematic review and meta-analyses for intervention. Results After screening 1781 potential articles, we identified 13 randomized controlled trials (RCTs). We conducted a meta-analysis for the study using Bangpungtongsung-san and Taeeumjowi-tang to evaluate the effectiveness of herbal medicines on weight loss compared to placebo control. Both herbs showed positive effect in weight, body mass index and waist circumference. In an analysis comparing herbal effects considering constitutions showed that proper treatment can lower adverse events. Conclusions Our results provide evidence that herbal medicine can be an effective treatment for the obesity compare to placebo or to conventional medicine without serious adverse events. Further study is needed to evaluate effectiveness of herbal medicines considering personalized treatment and its safety.

Current Status of Systems Biology in Traditional Chinese medicine - in regards to influences to Korean Medicine (최근 중의학에서 시스템생물학의 발전 현황 - 한의학에 미치는 영향 및 시사점을 중심으로 -)

  • Lee, Seungeun;Lee, Sundong
    • Journal of Society of Preventive Korean Medicine
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    • v.21 no.2
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    • pp.1-13
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    • 2017
  • Objectives : This paper serves to explore current trends of systems biology in Traditional Chinese Medicine (TCM) and examine how it may influence the Traditional Korean medicine. Methods : Literature review method was collectively used to classify Introduction to systems biology, diagnosis and syndrome classification of systems biology in TCM perspective, physiotherapy including acupuncture, herbs and formula functions, TCM systems biology, and directions of academic development. Results : The term 'Systems biology' is coined as a combination of systems science and biology. It is a field of study that tries to understand living organism by establishing a theory based on an ideal model that analyzes and predicts the desired output with understanding of interrelationships and dynamics between variables. Systems biology has an integrated and multi-dimensional nature that observes the interaction among the elements constructing the network. The current state of systems biology in TCM is categorized into 4 parts: diagnosis and syndrome, physical therapy, herbs and formulas and academic development of TCM systems biology and its technology. Diagnosis and syndrome field is focusing on developing TCM into personalized medicine by clarifying Kidney yin deficiency patterns and metabolic differences among five patterns of diabetes and analyzing plasma metabolism and biomarkers of coronary heart disease patients. In the field of physical therapy such as acupuncture and moxibustion, researchers discovered the effect of stimulating acupoint ST40 on gene expression and the effects of acupuncture on treating functional dyspepsia and acute ischemic stroke. Herbs and formulas were analyzed with TCM network pharmacology. The therapeutic mechanisms of Si Wu Tang and its series formulas are explained by identifying potential active substances, targets and mechanism of action, including metabolic pathways of amino acid and fatty acid. For the academic development of TCM systems biology and its technology, it is necessary to integrate massive database, integrate pharmacokinetics and pharmacodynamics, as well as systems biology. It is also essential to establish a platform to maximize herbal treatment through accumulation of research data and diseases-specific, or drug-specific network combined with clinical experiences, and identify functions and roles of molecules in herbs and conduct animal-based studies within TCM frame. So far, few literature reviews exist for systems biology in traditional Korean medicine and they merely re-examine known efficacies of simple substances, herbs and formulas. For the future, it is necessary to identify specific mechanisms of working agents and targets to maximize the effects of traditional medicine modalities. Conclusions : Systems biology is widely accepted and studied in TCM and already advanced into a field known as 'TCM systems biology', which calls for the study of incorporating TCM and systems biology. It is time for traditional Korean medicine to acknowledge the importance of systems biology and present scientific basis of traditional medicine and establish the principles of diagnosis, prevention and treatment of diseases. By doing so, traditional Korean medicine would be innovated and further developed into a personalized medicine.

Chao Medicine Treatment Combining Pattern Manifestation(Constitutional Identification, Disease Identification) with Pattern Identification (조의(朝醫) 변상(辨象)(변체질(辨體質), 변병(辨病))과 변증(辨證)을 결합한 치료)

  • Cui, Zhengzhi;Cui, Xingxie
    • Korean Journal of Oriental Medicine
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    • v.14 no.2
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    • pp.155-163
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    • 2008
  • State Administration of Traditional Chinese Medicine of the People's Republic of China lead Research on Chao medicine's Constitutional Treatment project by which could involve the following principles. First, constitution can be identified, second, constitution correlates to ones susceptibility to diseases, third, constitution can be harmonized, fourth, prescription made according to ones constitution and patterns. These ideas is originated by Lee Je-ma's theory of Four Constitution Type in "DongEuiSooSeBoWon"(Longetivity and Life Preservation in Eastern Medicine). This is much similar to currents trends of personalized medicine in western medical sciences. Therefore further developing Lee's theory would have significant value on various fields of medicine.

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An Implementation of Web-Enabled OLAP Server in Korean HealthCare BigData Platform (한국 보건의료 빅데이터 플랫폼에서 웹 기반 OLAP 서버 구현)

  • Ly, Pichponreay;Kim, jin-hyuk;Jung, seung-hyun;Lee, kyung-hee Lee;Cho, wan-sup
    • Proceedings of the Korea Contents Association Conference
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    • 2017.05a
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    • pp.33-34
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    • 2017
  • In 2015, Ministry of Health and Welfare of Korea announced a research and development plan of using Korean healthcare data to support decision making, reduce cost and enhance a better treatment. This project relies on the adoption of BigData technology such as Apache Hadoop, Apache Spark to store and process HealthCare Data from various institution. Here we present an approach a design and implementation of OLAP server in Korean HealthCare BigData platform. This approach is used to establish a basis for promoting personalized healthcare research for decision making, forecasting disease and developing customized diagnosis and treatment.

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Chemotherapy for Lung Cancer in the Era of Personalized Medicine

  • Lee, Seung Hyeun
    • Tuberculosis and Respiratory Diseases
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    • v.82 no.3
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    • pp.179-189
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    • 2019
  • Although recent advances in molecular targeted therapy and immuno-oncology have revolutionized the landscape of lung cancer therapeutics, cytotoxic chemotherapy remains an essential component of lung cancer treatment. Extensive evidence has demonstrated the clinical benefit of chemotherapy, either alone or in combination with other treatment modalities, on survival and quality of life of patients with early and advanced lung cancer. Combinational approaches with other classes of anti-neoplastic agents and new drug-delivery systems have revealed promising data and are areas of active investigation. Chemotherapy is recommended as a standard of care in patients that have progressed after tyrosine kinase inhibitors or immune checkpoint inhibitors. Chemotherapy remains the fundamental means of lung cancer management and keeps expanding its clinical implication. This review will discuss the current position and future role of chemotherapy, and specific consideration for its clinical application in the era of precision medicine.

Review of Efficacy and Safety of Semaglutide in the Management of Obesity (비만 치료에서 semaglutide의 효능 및 안전성에 대한 고찰)

  • Seunghoon Han;Tae Eun Park
    • Korean Journal of Clinical Pharmacy
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    • v.34 no.1
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    • pp.1-20
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    • 2024
  • This review examines the pivotal clinical trials that evaluated the efficacy and safety of semaglutide, a glucagon-like peptide-1 (GLP-1) receptor agonist, in the management of obesity. The reported findings underscore significant and sustained weight loss achieved with semaglutide in diverse patient groups, although gastrointestinal disorders occurred frequently, leading to therapy discontinuation. Overall, the studies demonstrated the potential of semaglutide as a therapeutic option not only for type 2 diabetes but also for obesity. The treatment landscape in obesity is evolving, as reflected in changing regulatory approvals and clinical guidelines, suggesting a paradigm shift toward personalized approaches in this chronic disease states to achieve optimal treatment outcomes for patients.