• 제목/요약/키워드: Precision medicine

검색결과 531건 처리시간 0.028초

Machine learning based anti-cancer drug response prediction and search for predictor genes using cancer cell line gene expression

  • Qiu, Kexin;Lee, JoongHo;Kim, HanByeol;Yoon, Seokhyun;Kang, Keunsoo
    • Genomics & Informatics
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    • 제19권1호
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    • pp.10.1-10.7
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    • 2021
  • Although many models have been proposed to accurately predict the response of drugs in cell lines recent years, understanding the genome related to drug response is also the key for completing oncology precision medicine. In this paper, based on the cancer cell line gene expression and the drug response data, we established a reliable and accurate drug response prediction model and found predictor genes for some drugs of interest. To this end, we first performed pre-selection of genes based on the Pearson correlation coefficient and then used ElasticNet regression model for drug response prediction and fine gene selection. To find more reliable set of predictor genes, we performed regression twice for each drug, one with IC50 and the other with area under the curve (AUC) (or activity area). For the 12 drugs we tested, the predictive performance in terms of Pearson correlation coefficient exceeded 0.6 and the highest one was 17-AAG for which Pearson correlation coefficient was 0.811 for IC50 and 0.81 for AUC. We identify common predictor genes for IC50 and AUC, with which the performance was similar to those with genes separately found for IC50 and AUC, but with much smaller number of predictor genes. By using only common predictor genes, the highest performance was AZD6244 (0.8016 for IC50, 0.7945 for AUC) with 321 predictor genes.

뎁스카메라와 YOLOAddSeg 알고리즘을 이용한 방사선치료환자 미세동작인식 및 실시간 위치보정기술 개발 (Development of Motion Recognition and Real-time Positioning Technology for Radiotherapy Patients Using Depth Camera and YOLOAddSeg Algorithm)

  • 박기용;류규하
    • 대한의용생체공학회:의공학회지
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    • 제44권2호
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    • pp.125-138
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    • 2023
  • The development of AI systems for radiation therapy is important to improve the accuracy, effectiveness, and safety of cancer treatment. The current system has the disadvantage of monitoring patients using CCTV, which can cause errors and mistakes in the treatment process, which can lead to misalignment of radiation. Developed the PMRP system, an AI automation system that uses depth cameras to measure patient's fine movements, segment patient's body into parts, align Z values of depth cameras with Z values, and transmit measured feedback to positioning devices in real time, monitoring errors and treatments. The need for such a system began because the CCTV visual monitoring system could not detect fine movements, Z-direction movements, and body part movements, hindering improvement of radiation therapy performance and increasing the risk of side effects in normal tissues. This study could provide the development of a field of radiotherapy that lags in many parts of the world, along with the economic and social importance of developing an independent platform for radiotherapy devices. This study verified its effectiveness and efficiency with data through phantom experiments, and future studies aim to help improve treatment performance by improving the posture correction mechanism and correcting left and right up and down movements in real time.

Study on derivation from large-amplitude size dependent internal resonances of homogeneous and FG rod-types

  • Somaye Jamali Shakhlavi;Reza Nazemnezhad
    • Advances in nano research
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    • 제16권2호
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    • pp.111-125
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    • 2024
  • Recently, a lot of research has been done on the analysis of axial vibrations of homogeneous and FG nanotubes (nanorods) with various aspects of vibrations that have been fully mentioned in history. However, there is a lack of investigation of the dynamic internal resonances of FG nanotubes (nanorods) between them. This is one of the essential or substantial characteristics of nonlinear vibration systems that have many applications in various fields of engineering (making actuators, sensors, etc.) and medicine (improving the course of diseases such as cancers, etc.). For this reason, in this study, for the first time, the dynamic internal resonances of FG nanorods in the simultaneous presence of large-amplitude size dependent behaviour, inertial and shear effects are investigated for general state in detail. Such theoretical patterns permit as to carry out various numerical experiments, which is the key point in the expansion of advanced nano-devices in different sciences. This research presents an AFG novel nano resonator model based on the axial vibration of the elastic nanorod system in terms of derivation from large-amplitude size dependent internal modals interactions. The Hamilton's Principle is applied to achieve the basic equations in movement and boundary conditions, and a harmonic deferential quadrature method, and a multiple scale solution technique are employed to determine a semi-analytical solution. The interest of the current solution is seen in its specific procedure that useful for deriving general relationships of internal resonances of FG nanorods. The numerical results predicted by the presented formulation are compared with results already published in the literature to indicate the precision and efficiency of the used theory and method. The influences of gradient index, aspect ratio of FG nanorod, mode number, nonlinear effects, and nonlocal effects variations on the mechanical behavior of FG nanorods are examined and discussed in detail. Also, the inertial and shear traces on the formations of internal resonances of FG nanorods are studied, simultaneously. The obtained valid results of this research can be useful and practical as input data of experimental works and construction of devices related to axial vibrations of FG nanorods.

Effect of web-based personalized nutrition management on gut microbiota in Korean patients with irritable bowel syndrome aged between 20 and 30 years

  • Woori Na;Dayoung Oh;Seohyeon Hwang;Cheongmin Sohn
    • Journal of Nutrition and Health
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    • 제57권1호
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    • pp.75-87
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    • 2024
  • Purpose: Dietary habits are strongly related to the symptoms of people with irritable bowel syndrome (IBS). Therefore, personalized nutrition management can help reduce symptoms and improve the quality of life of people with IBS. This study assessed the effectiveness of a personalized web-based nutrition management based on the types of food that trigger IBS symptoms. Methods: Sixty Korean adults with IBS according to Rome IV criteria in their 20s and 30s were enrolled in this study. The data from the final 49 patients who completed a three-month personalized nutrition intervention were analyzed. The general information, anthropometry, dietary intake survey, and gut microbiota were examined pre and post-intervention. The gut microbiota analysis included the relative abundance and the Shannon index. The food intake was recorded for two days for personalized nutrition education, followed by three months of personalized nutrition intervention. Statistical analysis was performed using the Wilcoxon signed-rank test in SPSS 26.0, with the significance set to p < 0.05. Results: The relative abundance of the gut microbiota changed after personalized nutrition management, with a significant decrease in the presence of Veillonella (p = 0.048). Furthermore, when the gut microbiota was analyzed according to the type of food that triggers symptoms, the diversity was increased significantly in the high fermentable oligosaccharides, disaccharides, monosaccharides, and polyols (FODMAPs) type (p = 0.031) and FODMAPs-containing gluten-type personalized nutrition intervention types (p < 0.001). Conclusions: Gut microbial diversity and gut microbiota distribution changed after using web-based personalized nutrition management. Hence, personalized nutrition management that considers trigger foods may improve IBS symptoms.

채소류의 수확 후 원재료 및 데침 처리에 의한 비타민 B5 및 B6 함량 변화 (Vitamin B5 and B6 Contents in Fresh Materials and after Parboiling Treatment in Harvested Vegetables)

  • 김기쁨;안경근;김경하;황영선;강인규;최용민;김행란;정명근
    • 원예과학기술지
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    • 제34권1호
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    • pp.172-182
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    • 2016
  • 국내 다소비 채소류 39종에 대해 원재료 및 데침 조리 시 함유된 수용성 비타민 $B_5$$B_6$의 함량변화를 자외부 흡광 검출기(HPLC/DAD) 및 형광검출기(HPLC/FLD)로 분리 검출하였다. 각 성분의 분석법을 밸리데이션하여 신뢰도 높은 분석법임을 확인한 후 조제분유를 이용하여 내부 분석품질을 관리하였고, 비타민 $B_6$의 경우에는 국제 정도 관리를 통하여 정밀한 분석 수행능력을 평가 받았다. 검증된 분석법으로 채소류 39종의 원재료 및 데침 조리 시 비타민 $B_5$$B_6$ 함량 변화를 분석한 결과, 비타민 $B_5$의 경우 근채류에서는 마늘, 엽채류에서는 포항초, 경채류는 두릅, 과채류의 숙과용 호박이 각각의 분류에서 가장 높은 함량을 나타내었으며, 그 중 경채류인 두릅($2.462mg{\cdot}100g^{-1}$)이 가장 높은 함량을 나타내었다. 비타민 $B_6$의 경우에는 근채류에서 마늘, 엽채류에서는 근대, 경채류는 마늘쫑, 과채류의 적색토마토가 각각의 분류에서 가장 높은 함량을 나타내었고, 그 중 엽채류의 근대($0.127mg{\cdot}100g^{-1}$)가 가장 높은 함량으로 평가되었다. 대부분의 채소류에서 데침 처리 시 원재료에 비해 $B_5$$B_6$의 함량이 감소하거나 검출되지 않는 양상을 나타내었으며, 특히 비타민 $B_5$는 두릅, 비타민 $B_6$는 노란감자 및 근대에서 각각 약 20배 및 4배 대폭 감소하는 경향을 나타내었다. 이 결과는 채소작물의 이용 및 가공, 국민 식생활 정보 및 학교 조리 급식 등 영양적 부분과 국민 건강을 위한 중요한 기초자료로 이용될 수 있을 것이다.

목단피 추출물의 Oxypaeoniflorin 및 Paeoniflorin의 분석법 개선 및 검증 (Modification and Validation of Analytical Method for Oxypaeoniflorin and Paeoniflorin in Moutan Cortex Radicis Extract)

  • 최승현;유창길;황지현;이기쁨;이영진;이부용;이옥환
    • 한국식품영양과학회지
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    • 제46권9호
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    • pp.1091-1096
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    • 2017
  • 목단피의 oxypaeoniflorin 및 paeoniflorin의 함량 분석 및 원료의 표준화를 위하여 분석법의 개발 및 검증을 실시하였다. 기존의 보고된 분석법을 개선하여 분석법을 개발하고 확립된 분석법에 대한 분석법 검증을 실시하였다. 분석법 검증은 특이성, 직선성, 정확성, 정밀성, 검출한계 및 정량한계를 통하여 분석법의 신뢰성을 검증하였다. HPLC를 이용한 분석방법에서 표준용액의 머무름 시간과 목단피 추출물의 머무름 시간이 일치하였으며, 동일한 spectrum을 나타내는 것을 확인하여 분석법의 특이성을 검증하였다. Oxypaeoniflorin 및 paeoniflorin의 검량선은 상관계수 값이 각각 1.0000, 0.9998로 나타나 우수한 직선성을 보여주어 분석에 적합함을 확인하였다. 농도를 아는 시료에 인위적으로 저농도, 중간농도, 고농도의 표준물질을 첨가하여 정밀성 및 정확성을 계산하였다. Oxypaeoniflorin 및 paeoniflorin의 정밀성은 일간 정밀성, 일내 정밀성으로 확인하였으며, oxypaeoniflorin 및 paeoniflorin의 일간 정밀성은 각각 0.70~3.19%, 1.74~2.43% 수준으로 확인되었으며, 일내 정밀성은 0.32~0.92%, 0.62~2.28% 수준으로 5% 이하의 우수한 정밀성을 보였다. 정확성 측정 결과 oxypaeoniflorin 및 paeoniflorin의 일간 정확성은 98.33~102.11%, 97.72~118.12%를 나타내었으며, 일내 정확성은 98.44~101.56%, 97.10~112.00% 수준으로 우수한 정확성을 나타내었다. Oxypaeoniflorin 및 paeoniflorin의 검출한계는 각각 $0.23{\mu}g/mL$, $0.25{\mu}g/mL$였고 정량한계는 $0.71{\mu}g/mL$, $0.77{\mu}g/mL$로 나타내어, 저농도에서도 검출이 가능함을 확인하였다. 분석법 검증 결과, 확립된 분석법은 특이성, 직선성, 정밀성, 정확성, 검출한계 및 정량한계가 모두 우수한 분석법임을 검증하였다. 또한, 검증된 분석법을 이용하여 목단피 추출물 시료 중 oxypaeoniflorin 및 paeoniflorin의 함량을 분석한 결과 oxypaeoniflorin $6.43{\pm}0.20mg/dry\;weight\;g$, paeoniflorin $20.25{\pm}0.37mg/dry\;weigh\; g$의 함량을 가지고 있는 것으로 확인되었다. 본 연구 결과 목단피의 지표성분인 oxypaeoniflorin 및 paeoniflorin의 HPLC를 이용한 동시분석방법이 적합한 분석방법임이 검증되었다.

HPLC Method for Simultaneous Quantitative Detection of Quercetin and Curcuminoids in Traditional Chinese Medicines

  • Ang, Lee Fung;Yam, Mun Fei;Fung, Yvonne Tan Tze;Kiang, Peh Kok;Darwin, Yusrida
    • 대한약침학회지
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    • 제17권4호
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    • pp.36-49
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    • 2014
  • Objectives: Quercetin and curcuminoids are important bioactive compounds found in many herbs. Previously reported high performance liquid chromatography ultraviolet (HPLC-UV) methods for the detection of quercetin and curcuminoids have several disadvantages, including unsatisfactory separation times and lack of validation according the standard guidelines of the International Conference on Harmonisation of Technical Requirements for Registration of Pharmaceuticals for Human Use. Methods: A rapid, specific, reversed phase, HPLC-UV method with an isocratic elution of acetonitrile and 2% v/v acetic acid (40% : 60% v/v) (pH 2.6) at a flow rate of 1.3 mL/minutes, a column temperature of $35^{\circ}C$, and ultraviolet (UV) detection at 370 nm was developed. The method was validated and applied to the quantification of different types of market available Chinese medicine extracts, pills and tablets. Results: The method allowed simultaneous determination of quercetin, bisdemethoxycurcumin, demethoxycurcumin and curcumin in the concentration ranges of $0.00488-200{\mu}g/mL$, $0.625-320{\mu}g/mL$, $0.07813-320{\mu}g/mL$ and $0.03906-320{\mu}g/mL$, respectively. The limits of detection and quantification, respectively, were 0.00488 and $0.03906{\mu}g/mL$ for quercetin, 0.62500 and $2.50000{\mu}g/mL$ for bisdemethoxycurcumin, 0.07813 and $0.31250{\mu}g/mL$ for demethoxycurcumin, and 0.03906 and $0.07813{\mu}g/mL$ for curcumin. The percent relative intra day standard deviation (% RSD) values were $0.432-0.806{\mu}g/mL$, $0.576-0.723{\mu}g/mL$, $0.635-0.752{\mu}g/mL$ and $0.655-0.732{\mu}g/mL$ for quercetin, bisdemethoxycurcumin, demethoxycurcumin and curcumin, respectively, and those for intra day precision were $0.323-0.968{\mu}g/mL$, $0.805-0.854{\mu}g/mL$, $0.078-0.844{\mu}g/mL$ and $0.275-0.829{\mu}g/mL$, respectively. The intra day accuracies were 99.589%-100.821%, 98.588%-101.084%, 9.289%-100.88%, and 98.292%-101.022% for quercetin, bisdemethoxycurcumin, demethoxycurcumin and curcumin, respectively, and the inter day accuracy were 99.665%-103.06%, 97.669%-103.513%, 99.569%-103.617%, and 97.929%-103.606%, respectively. Conclusion: The method was found to be simple, accurate and precise and is recommended for routine quality control analysis of commercial Chinese medicine products containing the flour flavonoids as their principle components in the extracts.

의료관련 산업의 연구개발비와 광고선전비 지출이 기업가치에 미치는 영향 (의료정밀과 의약품 산업을 중심으로) (Value-Relevance of R&D and Ad expenditures in the Medical Industry : Medical Precision and Medicine Industry Case)

  • 조덕영;최수형
    • 한국병원경영학회지
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    • 제11권3호
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    • pp.1-18
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    • 2006
  • The purpose of this study is to analyze the relationship between intangible asset items and company value by empirical research in the medical industry, which may enhance usefulness of the results of other empirical research on intangible asset and company value. In order to attain the purpose of this study, the stock price is taken as the independent variable and all of intangible asset items reported to a balance sheet except the development expenditures and other development expenditures, and advertisement expenses, ordinary research & development expenditures reported on the income statement are taken as the dependent variables. In the following, I carried out four meaningful results from the analysis. First, research hypothesis 1; Book value of intangible asset reported in balance sheet bears positive relationship with company value shows that development expenditures 1 variable gives positive association in a significant level while a group of \10,000-above-company shows no relationship with company value, the other group of below-\10,000-company supports a consistently significant association. All this considering, we have to keep in mind that lack of prudence may leads to wrong results when we try to analyze. Second, research hypothesis 2; Intangible asset and other intangible asset expenditures reported on the income statement gives positive effect on company value shows that R&D accounts variables give insignificance in a statistical level to all company, including entire group, \10,000-above and below consistently. These results testify that current accounting system is valid. Third, in the case of other intangible asset, it requires further examination of current KAS because statistical results show negatively significant value or insignificant value in a statistical level. That means the more intangible assets, the less company value or nothing. Last, in the case of advertisement expenditure variables of above-\10,000 and entire company shows insignificances in a statistical level consistently while below-\10,000-company shows significant result coherently. We should regard accounting information on the advertisement expenditures of \10,000-below-company with caution. The results of this study provide controversial points whether intangible asset items reported on B/S, excluding development expenditures, should be regarded as asset. To facilitate the utility of accounting information on intangible asset, it seems necessary to regard advertisement expenditures reported on I/S as asset accounts. There are further arguments on the way of dealing with intangible asset under KAS that might be considered.

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Mutation Analysis of Synthetic DNA Barcodes in a Fission Yeast Gene Deletion Library by Sanger Sequencing

  • Lee, Minho;Choi, Shin-Jung;Han, Sangjo;Nam, Miyoung;Kim, Dongsup;Kim, Dong-Uk;Hoe, Kwang-Lae
    • Genomics & Informatics
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    • 제16권2호
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    • pp.22-29
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    • 2018
  • Incorporation of unique barcodes into fission yeast gene deletion collections has enabled the identification of gene functions by growth fitness analysis. For fine tuning, it is important to examine barcode sequences, because mutations arise during strain construction. Out of 8,708 barcodes (4,354 strains) covering 88.5% of all 4,919 open reading frames, 7,734 barcodes (88.8%) were validated as high-fidelity to be inserted at the correct positions by Sanger sequencing. Sequence examination of the 7,734 high-fidelity barcodes revealed that 1,039 barcodes (13.4%) deviated from the original design. In total, 1,284 mutations (mutation rate of 16.6%) exist within the 1,039 mutated barcodes, which is comparable to budding yeast (18%). When the type of mutation was considered, substitutions accounted for 845 mutations (10.9%), deletions accounted for 319 mutations (4.1%), and insertions accounted for 121 mutations (1.6%). Peculiarly, the frequency of substitutions (67.6%) was unexpectedly higher than in budding yeast (~28%) and well above the predicted error of Sanger sequencing (~2%), which might have arisen during the solid-phase oligonucleotide synthesis and PCR amplification of the barcodes during strain construction. When the mutation rate was analyzed by position within 20-mer barcodes using the 1,284 mutations from the 7,734 sequenced barcodes, there was no significant difference between up-tags and down-tags at a given position. The mutation frequency at a given position was similar at most positions, ranging from 0.4% (32/7,734) to 1.1% (82/7,734), except at position 1, which was highest (3.1%), as in budding yeast. Together, well-defined barcode sequences, combined with the next-generation sequencing platform, promise to make the fission yeast gene deletion library a powerful tool for understanding gene function.

3차원 의료영상을 이용한 인체 외이도 특징에 관한 연구 (A Study of the Characteristics of the Human External Auditory Canal Using 3-Dimensional Medical Imaging)

  • 김형균
    • 한국방사선학회논문지
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    • 제11권6호
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    • pp.467-473
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    • 2017
  • 의료용 디지털 영상 및 통신 표준과 3차원 의료 영상 프로그램을 이용하여 외이도의 해부학적 특징들을 비교하였다. 실험은 연령과 성별이 다른 63귀의 영상을 이용하여 외이도의 횡축 길이, 내부 직경 둘레, 상하부 굴곡 각도를 측정한 후 비교하였다. 실험 결과 외이도 형태는 연령과 성별 뿐 만 아니라 동일인의 좌.우 에서도 다르게 나타났다. 성별 비교에서 남자 35귀, 여자 28귀에 대한 평균 길이는 남자가 4.75mm 길게 나타났다. 외이도 직경 둘레는 하부 굴곡 각도를 중심으로 내측이 외측 보다 평균 37.2% 감소된 형태로 나타났다. 상하부 굴곡 각도는 상부가 평균적으로 $25.7^{\circ}$ 높았으나 4귀에서 하부 각도가 높고, 연령이 낮은(4~14세) 8귀에서 상하부 굴곡 각도 차이가 크게 나타났다. 이는 성장하면서 외이도 굴곡 모양이 변화됨을 나타냈다. 본 연구는 기존 귀본 채취를 통한 간접 측정과 물리적 방법에 의한 직접 측정과 비교하여 안전성과 정밀성을 높일 수 있는 방법이다. 이는 3차원 의료 영상 표현 기술이 실제에 가깝게 표현할 수 있는 기술 향상 때문이며 더 발전하여 외이도 형태의 표준화 연구에도 활용될 수 있는 측정 방법이라 판단된다.