원저 Lab Med Online Vol. 8, No. 3: , July 진단유전학 BRCA1/2 유전자검사의국내시행현황 (2014) Status of BRCA1/2 Genet
|
|
- 해인 신
- 5 years ago
- Views:
Transcription
1 원저 Lab Med Online Vol. 8, No. 3: , July 2018 진단유전학 BRCA1/2 유전자검사의국내시행현황 (2014) Status of BRCA1/2 Genetic Testing Practices in Korea (2014) 이경주 1 장자현 2 이승태 3 윤경아 4 이은숙 5,6,7 김종원 8 공선영 5,9 Kyungju Lee 1, Ja-Hyun Jang, M.D. 2, Seung-Tae Lee, M.D. 3, Kyong-Ah Yoon, Ph.D. 4, Eun Sook Lee, M.D. 5,6,7, Jong-Won Kim, M.D. 8, Sun-Young Kong, M.D. 5,9 국립암센터호발암연구과 1, 그린크로스지놈 2, 연세대학교의과대학진단검사의학과 3, 건국대학교수의과대학 4, 국립암센터국제암대학원대학교암관리학과 5, 국립암센터유방암센터 6, 국립암센터면역치료연구과 7, 성균관대학교의과대학삼성서울병원진단검사의학과 8, 국립암센터진단검사의학과 9 Common Cancer Branch 1 Research Institute, National Cancer Center, Goyang; Green Cross Genome 2, Yongin; Department of Laboratory Medicine 3, Yonsei University College of Medicine, Seoul; College of Veterinary Medicine 4, Konkuk University, Seoul; National Cancer Center Graduate School of Cancer Science and Policy 5, National Cancer Center, Goyang; Center for Breast Cancer 6, Hospital, National Cancer Center, Goyang; Immunotherapeutics Branch 7, Research Institute, National Cancer Center, Goyang; Department of Laboratory Medicine & Genetics 8, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Laboratory Medicine 9, National Cancer Center, Goyang, Korea Background: The aim of this study was to investigate the status of BRCA1/2 genetic testing practices in Korea in Methods: A structured questionnaire was provided to the specialist in charge of BRCA1/2 genetic testing via between 28 July and 10 August A total of 11 genetic testing professionals from 14 organizations responded to the survey that asked about the status of BRCA1/2 genetic testing in the year Results: The average number of BRCA1/2 genetic tests executed was 192; 6 organizations had executed less than 100 tests, and 5 organizations had conducted more than 100 tests. The primary testing method used was Sanger sequencing (100%), and 2 institutes performed multiplex ligation-dependent probe amplification (MLPA). The analysis software differed across the various organizations, with Sequencher (81.81%), Seqscape (27.27%), and Codoncode Aligner (9.09%) reported as utilized. We found that the guidelines for the interpretation of the genetic tests were different at each institution. Conclusions: Although this study only examined the status of the 2014 BRCA1/2 genetic testing practices of 11 institutions, it illustrates the necessity for standardized genetic testing or interpretation guidelines in Korea. Key Words: Genes, BRCA1, BRCA2, Questionnaires and Surveys, Genetic testing, Standardization 서론 우리나라의유방암과난소암발병률이지속적으로증가하고있 는추세에따라 BRCA1/2 유전자검사의수요가점점늘어나고있 다 [1-3]. Corresponding author: Sun-Young Kong Department of Laboratory Medicine, National Cancer Center, 323 Ilsan-ro, Ilsandong-gu, Goyang 10408, Korea Tel: , Fax: , ksy@ncc.re.kr Received: August 28, 2017 Revision received: October 31, 2017 Accepted: December 21, 2017 This article is available from , Laboratory Medicine Online This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License ( which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. 하지만, 국내의 BRCA1/2 유전자검사방법이나분석법에대한현황이파악되어있지않아표준화를위한첫단계로유전자검사기관을대상으로 BRCA1/2 유전자검사방법에대해설문조사를시행하고응답자의답변을평가하였다 [4]. 연구대상및방법 연구대상자는 2014년기준 BRCA1/2 유전자검사시행기관인 15개의기관으로설문을보내고참여의사를확인한후답변하지않은 4개기관을제외하고총 11개기관을대상으로선정하여답변을분석하였다. 설문은각기관의유전자검사담당전문가에게전자메일로전달하여 2015년 7월 28일부터 8월 10일까지온라인설문조사를실시하고답변을받았다. 설문구성은 BRCA1/2 유전자검사방법및해석 (20문항) 과 BRCA1/2 유전자검사가이드라인의규정 (2문항) 에대한평가로 eissn
2 총 22문항으로이루어졌다. 각문항별설문응답빈도를분석하였고, 중복및주관식질문의경우테이블에별도로정리하였다. 결과 설문응답전체결과는 Table 1과같다. 문항 1에서확인한 2014 년도에시행된 BRCA1/2 유전자검사건수는 11개기관전체평균 192건으로 6개의기관은 100건미만 (87, 범위 19 81), 5개의기관은 100건이상 (256, 범위 ) 이었다. 유전자검사를위해가장많이사용하는방법은 Sanger sequencing으로전체기관에서사용하고있었고, 2개의기관에서 Multiplex Ligation-dependent Probe Amplification (MLPA) 을함께사용하고있었다. 유전자검사결과분석시사용하는소프트웨어는 Sequencher (81.81%), Seqscape (27.27%), Codoncode Aligner (9.09%) 순이었다. 각기관에서 2014년도에발견한 pathogenic 및 variation of unknown (VUS) 의비율은 Table 2와같았다. 전체기관의 pathogenic 발견평균은 pathogenic 18.1% ( 범위 ), VUS 20.5% ( 범위 ) 이었다. 이중 3개의기관은 VUS 발견에대한비율이 pathogenic 보다높게나타나나 1개의기관에서 VUS를보고하지않았다. 문항 5에서확인한 BRCA1/2 유전자검사결과해석시따르고있는가이드라인으로한가지가이드라인을사용하는기관은 7기관, 두가지가이드라인을동시에사용하는기관은 4기관이었으며 American College of Medical Genetics (ACMG) 기준을 9개기관 (81.82%) 에서, The International Agency for Research on Cancer (IARC) 기준을 3기관 (27.27%), 기존가이드라인에서일부를차용한기준을각각 3기관 (27.27%) 에서따르고있음을알수있었다. 또한 BRCA1/2 유전자검사결과보고서의염기위치번호는 Human Genome Variation Society (HGVS) nomenclature를 8개의기관 (72.72%) 에서, HGVS nomenclature & Breast cancer Information Core (BIC) nomenclature를 3개의기관 (18.19%) 에서, BIC nomenclature를 1개의기관 (9.09%) 에서따르고있음을알수있었다. 각기관의 BRCA1/2 유전자검사결과에서발견된변이의임상적해석을위하여참고하는데이터베이스는각기관에서평균적으로최소 3가지를이용하는것으로나타났으며가장많이이용하는데이터베이스의종류로는 Human Gene Mutation Database & BIC Code (100%), Clin Var & DbSNP (90.91%), Literature search (72.73%), Leiden Open Variation Database (LOVD)-IARC (63.64%), LOVD (36.36%), 기관내자체데이터 (27.27%), Associated Regional and University Pathologists (ARUP), BRCA1/2 Mutation Database & Korean Breast Cancer Registry Database (18.18%) 순으로나타났다. 문항 8에서는유전자검사결과에서발견된변이의임상적의미에대해모든기관이 3개의카테고리로분류함을알수있었다 (Table 3). 유전자검사결과해석시 4개의기관에서 3가지임상정보를, 3개의기관에서 2가지임상정보를함께참고하였고가족력 (72.73%), 암발병나이 (63.64%), 병리학적소견 (27.27%), 편측성 / 양측성유방암 (9.09%) 순으로나타났으며임상정보를참고하지않는기관은 27.27% 이었다. 유전자검사에서발견된변이에대한인구집단빈도를참고할경우 1000 Genome에서의빈도 [5-7], 인종별빈도, 한국인에서의빈도데이터를각각 6기관 (54.55%) 에서가장많이참고하였고 5기관 (45.45%) 에서 International HapMap Project 빈도 [8] 를참고하였으며 2기관 (18.18%) 에서는인구집단빈도를참고하지않았다. 인구집단빈도를참고하는경우공통 SNP로판정하는기준을대립유전자빈도 1% 로사용하는기관 5곳 (45.45%), dbsnp 의공통SNP로판정됨을기준으로사용하는기관이 3곳 (27.27%), 대립유전자빈도 5% 를사용하는기관이 1곳 (9.09%) 임을알수있으며 2곳은기준이없는것으로확인되었다. 문항 12에서는기존논문에보고되거나 pathogenic 데이터베이스에등재되어있는변이에대해보고하는과정으로, 추가적인검토를하여근거가부족한경우 VUS로분류하는것이 81.82% 로대부분이었으나 18.18% 에서는 pathogenic 로보고하고있음을알수있었다. BRCA1/2 유전자검사결과에따른위험도보고에대해서는 7개의기관에서는보고하지않는것으로나타났고, 4개의기관에서는위험도증가 / 정상인과비슷함으로나누어보고하는것으로나타났다. VUS에대해서 in-silico 분석을시행하는경우사용하는분석도구는 PolyPhen-2 (31.43%) 가가장많이사용되고있었고 [9-12], SIFT [13-17] (28.57%), Align-GVGD [18] (17.14%), splicing analysis (11.43%), mutation taster (8.57%), FATHMN (2.86%) 순으로나타나며문항 15와같이 in silico 분석을시행한후결과보고서에언급을하는기관은 8곳 (72.73%), 언급하지않는기관은 3곳 (27.27%) 으로조사되었다. 유전자검사결과에서관찰된 VUS 중동일변이에대해서는 45.45% 가 VUS로보고하되인구집단빈도, in-silico study, 문헌보고등다른소견들을종합하여 pathogenic 일가능성을판정하고있었고, 27.27% 가 VUS로보고하되 pathogenic 일가능성이낮음을언급하고, 18.18% 가모두음성으로보고하고있었으며, 9.09% 에서 VUS와동일변이의증례가없었던것으로나타났다. 이렇게관찰된 BRCA1/2 유전자검사결과의 VUS 중 missense variation 에대해서는 90.91% 는 VUS로보고하되인구집단 108
3 Table 1. Survey questionnaires and answer frequencies Questionnaires & Answer Options 1 How many BRCA1/2 genetic tests were conducted at your institution in 2014? A. <100 6 (54.55) B (45.45) 2 What method(s) does your organization use to perform genetic testing?* A. Sanger sequencing (direct sequencing of whole exons) 11 (100.00) B. Multiplex ligation-dependent probe amplification (MLPA) 2 (18.18) C. Mutation scanning 0 (0) D. Pyrosequencing 0 (0) 3 What type of software does your organization use to analyze the genetic testing results?* A. Sequencher 9 (81.81) B. Seqscape 3 (27.27) C. Seqscanner 0 (0) D. Mutation surveyor 0 (0) E. GENETYX 0 (0) F. MT Navigator 0 (0) G. CLC Genomics/Main workbench 0 (0) H. Nextgene 0 (0) I. Others (CodonCode Aligner) 1 (9.09) 4 What percentages of BRCA pathogenic s and VUS detection (prevalence) rates did your institution have in 2014?** A. mutation: % 18.1 (mean) B. VUS: % 20.5 (mean) 5 Do you have any criteria for interpreting the results of the BRCA1/2 genetic tests at your institution?* A. ACMG guideline 9 (81.82) B. IARC guideline 3 (27.27) C. Modified version of previous guideline 3 (27.27) D. No 0 (0) 6 What numbering system does your organization follow for the genetic test report? A. HGVS nomenclature 8 (72.72) B. BIC nomenclature 1 (9.09) C. HGVS nomenclature & BIC nomenclature 2 (18.19) 7 What kind of database does your organization utilize for the clinical interpretation of the pathogenic s found from the results of the genetic tests?* A. Human Gene Mutation Database (HGMD) 11 (100.00) B. Breast Cancer Information Code (BIC) 11 (100.00) C. ClinVar 10 (90.91) D. DbSNP 10 (90.91) E. Literature search 8 (72.73) F. LOVD-IARC 7 (63.64) G. Leiden Open Variation Database 4 (36.36) H. Organization s own database 3 (27.27) I. ARUP BRCA1/2 Mutation Database 2 (18.18) J. Korean Breast Cancer Registry Database 2 (18.18) K. BRCA1/2 Share 0 (0) 8 Based on the clinical of the pathogenic s found from your genetic testing results, how many categories do you use and how do you name them?*** A (100.00) B. 5 0 (0) C. 6 0 (0) Answer N (%) (Continued to the next page) 109
4 Table 1. Continued Questionnaires & Answer Options 9 What type of clinical information is referenced when interpreting the genetic testing results?* A. Family history 8 (72.73) B. Age of cancer onset 7 (63.64) C. Pathological result 3 (27.27) D. Do not exploit references 3 (27.27) E. Unilateral/bilateral 1 (9.09) 10 Do you consider the population frequency of the pathogenic s obtained from genetic testing as an important factor? If so, what type of reference method do you use?* A Genome frequency 6 (54.55) B. Racial (ethnicity) frequency 6 (54.55) C. Korean frequency 6 (54.55) D. Hapmap frequency 5 (45.45) E. Not important 2 (18.18) 11 What criterion is used to decide common SNPs, when using the population frequency as a reference? What standard percentage is used for the allele frequency? A. No criteria 2 (18.18) B. DbSNP-common SNP 3 (27.27) C. 1% 5 (45.45) D. 5% 1 (9.09) 12 How do you report pathogenic s that have already been identified in existing papers or listed in the pathogenic database? A. Always report as a pathogenic 2 (18.18) B. Additional review and classified as VUS if unclassified/unclear result 9 (81.82) 13 Do you report the degree of risk based on the genetic testing results? A. No 7 (63.64) B. Increasing risk level/normal range 4 (36.36) C. Calculation of risk value 0 (0) 14 What analytical tool do you use to perform the in-silico analysis regarding a VUS?* A. PolyPhen-2 11 (100.00) B. SIFT 10 (90.91) C. Align-GVGD 6 (54.55) D. Splicing analysis 4 (36.36) E. Mutation Taster 3 (27.27) F. FATHMN 1 (9.09) G. Mutation Assessor 0 (0) H. GERP++ 0 (0) I. No in-silico analysis 0 (0) 15 If you performed an in-silico analysis, do you indicate this method in the results report? A. Yes 8 (72.73) B. No 3 (27.27) 16 How do you interpret the synonymous variation derived from a VUS observed in the genetic test results? A. All negative 2 (18.18) B. All VUS 0 (0) C. VUS and additional statement of a low possibility of a pathogenic 3 (27.27) D. VUS based on population frequency, in-silico study, and references 5 (45.45) E. No case of VUS, synonymous 1 (9.09) 17 How do you interpret the MISSENSE VARIATION derived from a VUS observed in the genetic test results? A. All positive 0 (0) B. All VUS 0 (0) C. VUS based on population frequency, in-silico study, and references 10 (90.91) D. VUS-based, but provide objective evidence, such as population frequency, in-silico study, and literature reports for clinician determination. 1 (9.09) Answer N (%) (Continued to the next page) 110
5 Table 1. Continued Questionnaires & Answer Options 18 How do you interpret INTRONIC VARIATION other than the splice site of VUS observed in the genetic test results? A. All positive 0 (0) B. All VUS 0 (0) C. VUS and additional statement of a low possibility of a pathogenic 5 (45.45) D. VUS based on population frequency, in-silico study, and references 5 (45.45) E. Additional RNA studies 1 (9.09) 19 If you find any pathogenic s that are unclear based on your clinical judgement, do you recommend testing for the patient s family? A. Yes 8 (72.73) B. No 3 (27.27) 20 Do you consider the prerequisite of the 5-step reporting system for a VUS? A. Yes 0 (0) B. Yes, but it is not practical 8 (72.73) C. Yes, if it is necessary in clinical practice 3 (27.27) D. No 0 (0) 21 Are you willing to follow the Korean version of standardization and guidelines for BRCA1/2 genetic testing in the future? A. Yes 6 (54.55) B. Yes, if it is practical in a clinical setting 5 (45.45) C. Not yet 0 (0) 22 What do you think is indispensable for the standardized interpretation of BRCA1/2 genetic test results in Korean clinical practice?* A. Korean polymorphism database 11 (100.00) B. Functional study database 8 (72.73) C. Objective criteria of interpretation 11 (100.00) *Multiple answers possible; **Open-ended answer, the answers are shown in Table 2; ***Open-ended answer, the answers are shown in Table 3. Answer N (%) Table 2. and variation of unknown (VUS) detection rates for each organization in 2014 (%) A B C D E F G H I J K /8.3* VUS *BRCA1/2: 32%, BRCA1/2: 8.3%. Table 3. Category names used for the s in the genetic test results A B C D E F G H I J K 1 Polymorphism 2 Unclassified 3 VOUS* detected VUS* Not detected detected Benign Polymorphism Polymorphism Unclassified sequence Unclassified Detected Benign Benign No pathogenic detected Polymorphism Benign Benign VUS* All of the organizations used 3 categories. *s of unknown (or ). 빈도, in-silico study, 문헌보고등다른소견들을종합하여 pathogenic 일가능성을판정하고있었고, 9.09% 는 VUS로보고하되임상의가판단할수있게인구집단빈도, in-silico study, 문헌보고등의객관적인증거를제시하고있었다. BRCA1/2 유전자검 사결과에서관찰된 VUS 중 splice site 이외에다른 intronic variation에대해서는각각 45.45% 로 VUS로보고하되 pathogenic 일가능성이낮음을언급하거나, VUS로보고하되인구집단빈도, in-silico study, 문헌보고등다른소견들을종합하여 patho
6 genic 일가능성을판정하고있었고, 9.09% 는추가로 RNA study를진행하고있음을알수있었다. 임상적의미가분명하지않은변이인 VUS가발견된경우 8개의기관에서가족에대한검사를권장하고있었고, 3개의기관에서가족에대한검사를권장하지않음을알수있었다. 문항 20에서는 VUS의등급에따른 5단계이상의결과보고체계의필요성에대해질문하였고 8개 (72.73%) 의기관에서결과보고체계가필요하다고생각하나현실적으로어렵다고생각하고있었으며, 3개 (27.27%) 의기관에서임상에서요구할경우고려해보겠다고대답하였다. 또한한국에서 BRCA1/2 유전자검사의해석에있어서표준화및지침작성을진행할경우 54.55% 의기관이표준화지침에따를계획이며 45.45% 는검사실에서현실적으로실행가능하면따를생각이있다고대답하였다. 각기관에서유전자검사의해석표준화에서필요하다고생각하는부분은전체 11개의기관에서한국인고유의다형성데이터베이스축적 (100%) 과해석기준의객관화 (100%) 가필요하다고대답하였고, 8개의기관에서 functional study 데이터의축적 (72.73%) 이필요하다고대답하였다. 기타의견으로는한국인 super-normal control 데이터를생성하였으면하는의견과유전자검사의해석및결과보고에있어표준화된지침이꼭마련되었으면좋겠다는의견이있었다. 고찰 2014년 BRCA1/2 유전자검사시행기관에대한현재상황을이설문을통해확인하였다. BRCA1/2 검사의결과표기, 해석이검사기관에따라서로달랐다. 이것은 BRCA1/2 검사가단순하게환자의유전적원인을규명하는것을넘어 poly ADP ribose polymerase (PARP) inhibitor 가 BRCA1/2 pathogenic 를가지는환자의치료제로서효과를보인다는최근의보고 [19] 등을감안하면, 검사결과의정확성뿐만아니라, 결과표기, 해석등에있어서혼란을최소화하는것이필요하다고판단이된다. BRCA1/2 유전자검사가늘어나는상황에서가장문제가되는것은 VUS의해석으로보인다. 조사결과유전자검사결과에서관찰된 VUS 판정및보고를적용함에있어각기관별다른기준으로판정및보고를하고있었으며, 이를적용하기에현실적인어려움이있어표준화된가이드라인의필요성을알수있었다. 최근 ACMG 가이드라인이새롭게제정이되었고따라서변이에대해 ACMG 가이드라인으로분류하려는시도들이있다 [20, 21]. 그리고, ACMG 지침조차도변이의확신도가 5 95% 까지광범위하게 VUS로판정하고있으므로 [4], VUS를좀더세분화하기위한환자의임상양상, 병리결과, 가족력등의여러인자를포함하는다인 자확률기반해석이더욱필요할것으로예상된다. 그렇지만현재우리나라전체에통용되는표준화가이드라인은없기때문에한국표준화가이드라인제정의필요성이있고, BRCA1/2 유전자검사시행기관에서의유전자검사에대한 2017년도현황조사및전문가들의의견취합이추가로필요하다. 요약 배경 : 2014년국내에서시행했던 BRACA1/2 유전자검사의현황을파악하기위해서진행하였다. 방법 : 각기관의유전자검사담당전문가에게 2015년 7월 28일부터 8월 10일까지전자메일을통해온라인설문조사를시행하여, 15개의기관중답변을한 11개의기관의답변을분석하였다. 결과 : 2014년도에시행된 BRACA1/2 유전자검사건수는 11개기관전체평균 192건으로, 6개의기관은 100건미만, 5개의기관은 100건이상이었다. 유전자검사를위해가장많이사용하는방법은 Sanger sequencing으로전체기관에서사용하고있었고, 2개의기관에서 Multiplex Ligation-dependent Probe Amplification (MLPA) 을함께사용하고있었다. 유전자검사결과분석시사용하는소프트웨어는 Sequencher (81.81%), Seqscape (27.27%), Codoncode Aligner (9.09%) 순이었고각기관마다유전자검사해석시따르고있는가이드라인이달랐다. 결론 : 2014년도에 BRACA1/2 유전자검사를시행한 11개기관만을관찰하였지만, 본연구로국내의표준화된가이드라인이필요함을보여주었다. ACKNOWLEDGMENTS This study was supported by the research fund of national cancer center, Korea (no ). REFERENCES 1. Jung KW, Won YJ, Oh CM, Kong HJ, Lee DH, Lee KH; Community of Population-Based Regional Cancer Registries. Cancer statistics in Korea: incidence, mortality, survival, and prevalence in Cancer Res Treat 2017;49: Kang E, Park SK, Lee JW, Kim Z, Noh WC, Jung Y, et al. KOHBRA BRCA risk calculator (KOHCal): a model for predicting BRCA1 and BRCA2 mutations in Korean breast cancer patients. J Hum Genet 2016; 61: Kang E, Seong MW, Park SK, Lee JW, Lee J, Kim LS, et al.; Korean He
7 reditary Breast Cancer Study Group. The prevalence and spectrum of BRCA1 and BRCA2 mutations in Korean population: recent update of the Korean Hereditary Breast Cancer (KOHBRA) study. Breast Cancer Res Treat 2015;151: Richards S, Aziz N, Bale S, Bick D, Das S, Gastier-Foster J, et al. Standards and guidelines for the interpretation of sequence s: a joint consensus recommendation of the American College of Medical Genetics and Genomics and the Association for Molecular Pathology. Genet Med 2015;17: Genomes Project Consortium, Abecasis GR, Altshuler D, Auton A, Brooks LD, Durbin RM, et al. A map of human genome variation from population-scale sequencing. Nature 2010;467: Genomes Project Consortium, Abecasis GR, Auton A, Brooks LD, DePristo MA, Durbin RM, et al. An integrated map of genetic variation from 1,092 human genomes. Nature 2012;491: Resource ITIGS. [Available from: 8. Information NCfB. The International HapMap Project 2014 [Available from: 9. Adzhubei IA, Schmidt S, Peshkin L, Ramensky VE, Gerasimova A, Bork P, et al. A method and server for predicting damaging missense mutations. Nat Methods 2010;7: Adzhubei I, Jordan DM, Sunyaev SR. Predicting functional effect of human missense mutations using PolyPhen-2. Curr Protoc Hum Genet 2013;Chapter 7:Unit Ramensky V, Bork P, Sunyaev S. Human non-synonymous SNPs: server and survey. Nucleic Acids Res 2002;30: Sunyaev SR, Eisenhaber F, Rodchenkov IV, Eisenhaber B, Tumanyan VG, Kuznetsov EN. PSIC: profile extraction from sequence alignments with position-specific counts of independent observations. Protein Eng 1999;12: Kumar P, Henikoff S, Ng PC. Predicting the effects of coding non-synonymous s on protein function using the SIFT algorithm. Nat Protoc 2009;4: Ng PC and Henikoff S. Predicting the effects of amino acid substitutions on protein function. Annu Rev Genomics Hum Genet 2006;7: Ng PC and Henikoff S. SIFT: Predicting amino acid changes that affect protein function. Nucleic Acids Res 2003;31: Ng PC and Henikoff S. Accounting for human polymorphisms predicted to affect protein function. Genome Res 2002;12: Ng PC and Henikoff S. Predicting deleterious amino acid substitutions. Genome Res 2001;11: Mathe E, Olivier M, Kato S, Ishioka C, Hainaut P, Tavtigian SV. Computational approaches for predicting the biological effect of p53 missense mutations: a comparison of three sequence analysis based methods. Nucleic Acids Res 2006;34: Loser H, Heydt C, Buttner R, Markiefka B. BRCA diagnostics of ovarian cancer : Molecular tumor testing since the introduction of PARP inhibitor therapy. Pathologe 2017;38: Park JS, Nam EJ, Park HS, Han JW, Lee JY, Kim J, et al. Identification of a novel BRCA1 pathogenic mutation in Korean patients following reclassification of BRCA1 and BRCA2 s According to the ACMG standards and guidelines using relevant ethnic controls. Cancer Res Treat 2017;49: Park KS, Cho EY, Nam SJ, Ki CS, Kim JW. Comparative analysis of BRCA1 and BRCA2 s of in patients with breast cancer: a multifactorial probability-based model versus ACMG standards and guidelines for interpreting sequence s. Genet Med 2016;18:
012임수진
Received : 2012. 11. 27 Reviewed : 2012. 12. 10 Accepted : 2012. 12. 12 A Clinical Study on Effect of Electro-acupuncture Treatment for Low Back Pain and Radicular Pain in Patients Diagnosed with Lumbar
More information한국성인에서초기황반변성질환과 연관된위험요인연구
한국성인에서초기황반변성질환과 연관된위험요인연구 한국성인에서초기황반변성질환과 연관된위험요인연구 - - i - - i - - ii - - iii - - iv - χ - v - - vi - - 1 - - 2 - - 3 - - 4 - 그림 1. 연구대상자선정도표 - 5 - - 6 - - 7 - - 8 - 그림 2. 연구의틀 χ - 9 - - 10 - - 11 -
More informationCan032.hwp
Chromosomal Alterations in Hepatocellular Carcinoma Cell Lines Detected by Comparative Genomic Hybridization Sang Jin Park 1, Mahn Joon Ha, Ph.D. 1, Hugh Chul Kim, M.D. 2 and Hyon Ju Kim, M.D. 1 1 Laboratory
More information- iii - - i - - ii - - iii - 국문요약 종합병원남자간호사가지각하는조직공정성 사회정체성과 조직시민행동과의관계 - iv - - v - - 1 - - 2 - - 3 - - 4 - - 5 - - 6 - - 7 - - 8 - - 9 - - 10 - - 11 - - 12 - - 13 - - 14 - α α α α - 15 - α α α α α α
More information- i - - ii - - iii - - iv - - v - - 1 - - 2 - - 3 - - 4 - - 5 - - 6 - - 7 - - 8 - - 9 - - 10 - - 11 - - 12 - - 13 - - 14 - - 15 - - 16 - - 17 - - 18 - - 19 - α α - 20 - α α α α α α - 21 - - 22 - - 23 -
More information歯1.PDF
200176 .,.,.,. 5... 1/2. /. / 2. . 293.33 (54.32%), 65.54(12.13%), / 53.80(9.96%), 25.60(4.74%), 5.22(0.97%). / 3 S (1997)14.59% (1971) 10%, (1977).5%~11.5%, (1986)
More information- i - - ii - - iii - - iv - - v - - vi - - 1 - - 2 - - 3 - 1) 통계청고시제 2010-150 호 (2010.7.6 개정, 2011.1.1 시행 ) - 4 - 요양급여의적용기준및방법에관한세부사항에따른골밀도검사기준 (2007 년 11 월 1 일시행 ) - 5 - - 6 - - 7 - - 8 - - 9 - - 10 -
More informationDBPIA-NURIMEDIA
The e-business Studies Volume 17, Number 6, December, 30, 2016:275~289 Received: 2016/12/02, Accepted: 2016/12/22 Revised: 2016/12/20, Published: 2016/12/30 [ABSTRACT] SNS is used in various fields. Although
More information1..
Volume 12, Number 1, 6~16, Factors influencing consultation time and waiting time of ambulatory patients in a tertiary teaching hospital Jee-In Hwang College of Nursing Science, Kyung Hee University :
More information386-390.hwp
386 HANYANG MEDICAL REVIEWS Vol. 29 No. 4, 2009 우리나라 미숙아의 통계와 의료비용 Statistics and Medical Cost of Preterm in Korea 윤혜선 을지대학교 노원을지병원 소아청소년과학교실 Hye Sun Yoon, M.D., Ph.D., Department of Pediatrics, Nowon
More informationDBPIA-NURIMEDIA
The e-business Studies Volume 17, Number 4, August, 30, 2016:319~332 Received: 2016/07/28, Accepted: 2016/08/28 Revised: 2016/08/27, Published: 2016/08/30 [ABSTRACT] This paper examined what determina
More informationKor. J. Aesthet. Cosmetol., 및 자아존중감과 스트레스와도 밀접한 관계가 있고, 만족 정도 에 따라 전반적인 생활에도 영향을 미치므로 신체는 갈수록 개 인적, 사회적 차원에서 중요해지고 있다(안희진, 2010). 따라서 외모만족도는 개인의 신체는 타
RESEARCH ARTICLE Kor. J. Aesthet. Cosmetol., 20-40대 여성의 외모만족도가 미용관리태도에 미치는 영향 홍수남 1, 김효숙 2 * 1 건국대학교 뷰티사이언스디자인학과, 2 건국대학교 의상디자인과 Effects of Extrinsic Body Satisfaction on Beauty Management Behavior of
More information03-ÀÌÁ¦Çö
25 3 (2004 9 ) J Korean Oriental Med 2004;25(3):20-31 1), 2), 3) 1) 2) 3) Grope for a Summary Program about Intellectual Property Protection of Traditional Knowledge (TK)etc. Discussed in WIPO Hwan-Soo
More informationDBPIA-NURIMEDIA
The e-business Studies Volume 17, Number 6, December, 30, 2016:237~251 Received: 2016/11/20, Accepted: 2016/12/24 Revised: 2016/12/21, Published: 2016/12/30 [ABSTRACT] Recently, there is an increasing
More information서론 34 2
34 2 Journal of the Korean Society of Health Information and Health Statistics Volume 34, Number 2, 2009, pp. 165 176 165 진은희 A Study on Health related Action Rates of Dietary Guidelines and Pattern of
More informationJournal of Educational Innovation Research 2018, Vol. 28, No. 4, pp DOI: 3 * The Effect of H
Journal of Educational Innovation Research 2018, Vol. 28, No. 4, pp.577-601 DOI: http://dx.doi.org/10.21024/pnuedi.28.4.201812.577 3 * The Effect of Home-based Activities Using Traditional Fairy Tales
More informationRheu-suppl hwp
Objective: This paper reviews the existing Korean medical and public health, and nursing academy articles on disease-specific and domain-specific quality of life, and provides recommendations for the universally
More informationLumbar spine
Lumbar spine CT 32 111 DOI : 10.3831/KPI.2010.13.2.111 Lumbar Spine CT 32 Received : 10. 05. 23 Revised : 10. 06. 04 Accepted : 10. 06. 11 Key Words: Disc herniation, CT scan, Clinical analysis The Clinical
More informationhttp://www.kbc.go.kr/pds/2.html Abstract Exploring the Relationship Between the Traditional Media Use and the Internet Use Mee-Eun Kang This study examines the relationship between
More informationA Study on Married Female Immigrants Life Style and Marriage Satisfaction in Terms of Preparing Their Old Age in Chungcheongnam-do Department of Gerontology, Hoseo University Doctoral Student : Hi Ran
More informationJournal of Educational Innovation Research 2017, Vol. 27, No. 2, pp DOI: : Researc
Journal of Educational Innovation Research 2017, Vol. 27, No. 2, pp.251-273 DOI: http://dx.doi.org/10.21024/pnuedi.27.2.201706.251 : 1997 2005 Research Trend Analysis on the Korean Alternative Education
More informationJournal of Educational Innovation Research 2017, Vol. 27, No. 3, pp DOI: (NCS) Method of Con
Journal of Educational Innovation Research 2017, Vol. 27, No. 3, pp.181-212 DOI: http://dx.doi.org/10.21024/pnuedi.27.3.201709.181 (NCS) Method of Constructing and Using the Differentiated National Competency
More information전립선암발생률추정과관련요인분석 : The Korean Cancer Prevention Study-II (KCPS-II)
전립선암발생률추정과관련요인분석 : The Korean Cancer Prevention Study-II (KCPS-II) 전립선암발생률추정과관련요인분석 : The Korean Cancer Prevention Study-II (KCPS-II) - i - - ii - - iii - - iv - - v - - vi - - vii - - viii - - ix - -
More information03-서연옥.hwp
농업생명과학연구 49(4) pp.31-37 Journal of Agriculture & Life Science 49(4) pp.31-37 Print ISSN 1598-5504 Online ISSN 2383-8272 http://dx.doi.org/10.14397/jals.2015.49.4.31 국가산림자원조사 자료를 적용한 충남지역 사유림경영율 추정 서연옥
More information(
317 318 319 320 1 3 5 5 5 5 2 321 : 1.,,,,, 06 2. X-ray beam penetration (density) (contrast) 03 3. patch coating, precipitation, flaking 03 4. centering 03 5. Esophagus, cardia, fundus, body, angle, antrum,
More informationstep 1-1
Written by Dr. In Ku Kim-Marshall STEP BY STEP Korean 1 through 15 Action Verbs Table of Contents Unit 1 The Korean Alphabet, hangeul Unit 2 Korean Sentences with 15 Action Verbs Introduction Review Exercises
More information975_983 특집-한규철, 정원호
Focused Issue of This Month Gyu Cheol an, MD Department of Otolaryngology ead & Neck Surgery, Gachon University of College Medicine E - mail : han@gilhospital.com Won-o Jung, MD Department of Otolaryngology
More informationJournal of Educational Innovation Research 2017, Vol. 27, No. 4, pp DOI: * A Study on Teache
Journal of Educational Innovation Research 2017, Vol. 27, No. 4, pp.149-171 DOI: http://dx.doi.org/10.21024/pnuedi.27.4.201712.149 * A Study on Teachers and Parents Perceptions on the Introduction of Innovational
More information04_이근원_21~27.hwp
1) KIGAS Vol. 16, No. 5, pp 21~27, 2012 (Journal of the Korean Institute of Gas) http://dx.doi.org/10.7842/kigas.2012.16.5.21 실험실의 사례 분석에 관한 연구 이근원 이정석 한국산업안전보건공단 산업안전보건연구원 (2012년 9월 5일 투고, 2012년 10월 19일
More information27 2, 1-16, * **,,,,. KS,,,., PC,.,,.,,. :,,, : 2009/08/12 : 2009/09/03 : 2009/09/30 * ** ( :
27 2, 1-16, 2009. * **,,,,. KS,,,., PC,.,,.,,. :,,, : 2009/08/12 : 2009/09/03 : 2009/09/30 * ** (: jjhkim@cau.ac.kr) 2 한국교육문제연구제 27 권 2 호, 2009 Ⅰ.,. 2008 3,536, 10 99.9% (, 2008). PC,, (, 2007). (, 2008),.,
More informationJournal of Educational Innovation Research 2017, Vol. 27, No. 1, pp DOI: * The
Journal of Educational Innovation Research 2017, Vol. 27, No. 1, pp.243-268 DOI: http://dx.doi.org/10.21024/pnuedi.27.1.201703.243 * - 2001 2015 - The Research Trends on Peer Counseling in Elementary and
More information김범수
Analysis of Outcomes after Resection of Sarcomatous Hepatocellular Carcinoma Purpose: Sarcomatous hepatocellular carcinoma (HCC) is rare. Therefore, the clinicopathologic characteristics and prognosis
More information#Ȳ¿ë¼®
http://www.kbc.go.kr/ A B yk u δ = 2u k 1 = yk u = 0. 659 2nu k = 1 k k 1 n yk k Abstract Web Repertoire and Concentration Rate : Analysing Web Traffic Data Yong - Suk Hwang (Research
More informationStudy on the Improvement of Management System through Analysis of golf semi- market: Focus on Physical Education Facility Act Ji-Myung Jung 1, Ju-Ho Park 2 *, & Youngdae Lee 3 1 Korea Institute of Sport
More information,,,.,,,, (, 2013).,.,, (,, 2011). (, 2007;, 2008), (, 2005;,, 2007).,, (,, 2010;, 2010), (2012),,,.. (, 2011:,, 2012). (2007) 26%., (,,, 2011;, 2006;
,,.. 400,,,,,,.,,, -, -, -., 3.. :, Tel : 010-9540-0640, E-mail : sunney05@hanmail.net ,,,.,,,, (, 2013).,.,, (,, 2011). (, 2007;, 2008), (, 2005;,, 2007).,, (,, 2010;, 2010), (2012),,,.. (, 2011:,, 2012).
More informationJournal of Educational Innovation Research 2018, Vol. 28, No. 4, pp DOI: * A Research Trend
Journal of Educational Innovation Research 2018, Vol. 28, No. 4, pp.295-318 DOI: http://dx.doi.org/10.21024/pnuedi.28.4.201812.295 * A Research Trend on the Studies related to Parents of Adults with Disabilities
More informationKor. J. Aesthet. Cosmetol., 라이프스타일은 개인 생활에 있어 심리적 문화적 사회적 모든 측면의 생활방식과 차이 전체를 말한다. 이러한 라이프스 타일은 사람의 내재된 가치관이나 욕구, 행동 변화를 파악하여 소비행동과 심리를 추측할 수 있고, 개인의
RESEARCH ARTICLE Kor. J. Aesthet. Cosmetol., 한국 중년 여성의 라이프스타일이 메이크업 추구이미지와 화장품 구매행동에 미치는 영향 주영주 1 *, 이순희 2 1 서경대학교대학원미용예술학과, 2 신성대학교 미용예술계열 The Effects of The Life Style for Korean Middle Aged Women on
More information<BCF6BDC3323030392D31385FB0EDBCD3B5B5B7CEC8DEB0D4C5B8BFEEB5B5C0D4B1B8BBF3BFACB1B85FB1C7BFB5C0CE2E687770>
... 수시연구 2009-18.. 고속도로 휴게타운 도입구상 연구 A Study on the Concept of Service Town at the Expressway Service Area... 권영인 임재경 이창운... 서 문 우리나라는 경제성장과 함께 도시화가 지속적으로 진행되어 지방 지역의 인구감소와 경기의 침체가 계속되고 있습니다. 정부의 다각 적인
More informationuntitled
대한마취과학회지 2008; 55: 190~6 Korean J Anesthesiol Vol. 55, No. 2, August, 2008 임상연구 대한민국의 마취통증의학 임상실습 현황 연세대학교 의과대학 마취통증의학교실 및 마취통증의학연구소 장동진ㆍ안소운ㆍ안지원ㆍ김종훈 The current status of anesthesiology clerkship in Korea
More information歯kjmh2004v13n1.PDF
13 1 ( 24 ) 2004 6 Korean J Med Hist 13 1 19 Jun 2004 ISSN 1225 505X 1) * * 1 ( ) 2) 3) 4) * 1) ( ) 3 2) 7 1 3) 2 1 13 1 ( 24 ) 2004 6 5) ( ) ( ) 2 1 ( ) 2 3 2 4) ( ) 6 7 5) - 2003 23 144-166 2 2 1) 6)
More information139~144 ¿À°ø¾àħ
2 139 DOI : 10.3831/KPI.2010.13.2.139 2 Received : 10. 04. 08 Revised : 10. 04. 26 Two Case Report on Wrist Ganglion Treated with Scolopendrid Pharmacopuncture Accepted : 10. 05. 04 Key Words: Wrist Ganglion,
More information09김정식.PDF
00-09 2000. 12 ,,,,.,.,.,,,,,,.,,..... . 1 1 7 2 9 1. 9 2. 13 3. 14 3 16 1. 16 2. 21 3. 39 4 43 1. 43 2. 52 3. 56 4. 66 5. 74 5 78 1. 78 2. 80 3. 86 6 88 90 Ex e cu t iv e Su m m a r y 92 < 3-1> 22 < 3-2>
More information12이문규
Review on Conservative Treatment of Spinal Scoliosis Moon-kyu Lee, O.M.D., Gil-jae Lee, O.M.D., Yun-kyung Song, O.M.D., Hyung-ho Lim, O.M.D. Dept. of Oriental Rehabilitation Medicine College of Oriental
More informationÆ÷Àå82š
Lee, Kyungbae (E-mail : kblee6078@ex.co.kr) Lee, Jaehoon (E-mail : ranian74@ex.co.kr) Sohn, Duecksu (E-mail : mgsds@ex.co.kr) Kwon, Soonmin (E-mail : soonmini2@ex.co.kr) ABSTRACT PURPOSES : The purpose
More informationJournal of Educational Innovation Research 2018, Vol. 28, No. 1, pp DOI: * A Analysis of
Journal of Educational Innovation Research 2018, Vol. 28, No. 1, pp.99-117 DOI: http://dx.doi.org/10.21024/pnuedi.28.1.201803.99 2015 * A Analysis of the Characters and Issues about the 2015 Revised Social
More informationexample code are examined in this stage The low pressure pressurizer reactor trip module of the Plant Protection System was programmed as subject for
2003 Development of the Software Generation Method using Model Driven Software Engineering Tool,,,,, Hoon-Seon Chang, Jae-Cheon Jung, Jae-Hack Kim Hee-Hwan Han, Do-Yeon Kim, Young-Woo Chang Wang Sik, Moon
More information서론
- i - - ii - - iii - - iv - - v - - vi - - 1 - - 2 - - 3 - - 4 - - 5 - - 6 - - 7 - - 8 - - 9 - - 10 - - 11 - - 12 - - 13 - - 14 - - 15 - - 16 - - 17 - - 18 - - 19 - - 20 - - 21 - - 22 - - 23 - - 24 - -
More information<28BCF6BDC320323031352D31332920B0E6B1E2B5B520C1F6BFAABAB020BFA9BCBAC0CFC0DAB8AE20C1A4C3A520C3DFC1F8C0FCB7AB5FC3D6C1BE2830312E3036292E687770>
수시과제 2015-13 경기도 지역별 여성일자리 정책 추진 전략 연구책임자 : 최 윤 선 (본원선임연구위원) : 남 승 연 (본원연구위원) 연 구 지 원 : 이 상 아 (본원위촉연구원) 연 구 기 간 : 2015. 9 ~12 2015 발 간 사 여성 일자리는 사회 내 여성과 남성간의 차이를 좁히고 개개인의 삶을 윤택하게 만드는 중요 한 부분입니다. 이에 정부는
More information<BFACBCBCC0C7BBE7C7D02831302031203139292E687770>
延 世 醫 史 學 제12권 제2호: 29-40, 2009년 12월 Yonsei J Med Hist 12(2): 29-40, 2009 특집논문 3 한국사회의 낙태에 대한 인식변화 이 현 숙 이화여대 한국문화연구원 1. 들어가며 1998년 내가 나이 마흔에 예기치 않은 임신을 하게 되었을 때, 내 주변 사람들은 모두 들 너무나도 쉽게 나에게 임신중절을 권하였다.
More informationPharmacotherapeutics Application of New Pathogenesis on the Drug Treatment of Diabetes Young Seol Kim, M.D. Department of Endocrinology Kyung Hee Univ
Application of New Pathogenesis on the Drug Treatment of Diabetes Young Seol Kim, M.D. Department of Endocrinology Kyung Hee University College of Medicine & Hospital E mail : ycell2@yahoo.co.kr Abstract
More informationJournal of Educational Innovation Research 2018, Vol. 28, No. 3, pp DOI: NCS : * A Study on
Journal of Educational Innovation Research 2018, Vol. 28, No. 3, pp.157-176 DOI: http://dx.doi.org/10.21024/pnuedi.28.3.201809.157 NCS : * A Study on the NCS Learning Module Problem Analysis and Effective
More information09구자용(489~500)
The Study on the Grid Size Regarding Spatial Interpolation for Local Climate Maps* Cha Yong Ku** Young Ho Shin*** Jae-Won Lee**** Hee-Soo Kim*****.,...,,,, Abstract : Recent global warming and abnormal
More informationA 617
Special Issue Diabetic Retinopathy Won Ki Lee, M.D. Department of Ophthalmology The Catholic University of Korea College of Medicine Kangnam St. Mary s Hospital E mail : wklee@catholic.ac.kr Abstract R
More information<C7D1B1B9B1B3C0B0B0B3B9DFBFF85FC7D1B1B9B1B3C0B05F3430B1C733C8A35FC5EBC7D5BABB28C3D6C1BE292DC7A5C1F6C6F7C7D42E687770>
기혼 여성이 사이버대학에서 상담을 전공하면서 겪는 경험 방기연 (고려사이버대학교 상담심리학과 부교수) * 요 약 본 연구는 기혼 여성의 사이버대학 상담전공 학과 입학에서 졸업까지의 경험을 이해하는 것을 목적으로 한 다. 이를 위해 연구참여자 10명을 대상으로 심층면접을 하고, 합의적 질적 분석 방법으로 분석하였다. 입학 전 에 연구참여자들은 고등교육의 기회를
More information기관고유연구사업결과보고
기관고유연구사업결과보고 작성요령 2001 ~ 2004 2005 ~ 2007 2008 ~ 2010 2001 ~ 2004 2005 ~ 2007 2008 ~ 2010 1 2/3 2 1 0 2 3 52 0 31 83 12 6 3 21 593 404 304 1,301 4 3 1 8 159 191 116 466 6 11 (`1: (1: 16 33 44 106
More information인문사회과학기술융합학회
Vol.5, No.5, October (2015), pp.471-479 http://dx.doi.org/10.14257/ajmahs.2015.10.50 스마트온실을 위한 가상 외부기상측정시스템 개발 한새론 1), 이재수 2), 홍영기 3), 김국환 4), 김성기 5), 김상철 6) Development of Virtual Ambient Weather Measurement
More information878 Yu Kim, Dongjae Kim 지막 용량수준까지도 멈춤 규칙이 만족되지 않아 시행이 종료되지 않는 경우에는 MTD의 추정이 불가 능하다는 단점이 있다. 최근 이 SM방법의 단점을 보완하기 위해 O Quigley 등 (1990)이 제안한 CRM(Continu
한 국 통 계 학 회 논 문 집 2012, 19권, 6호, 877 884 DOI: http://dx.doi.org/10.5351/ckss.2012.19.6.877 Maximum Tolerated Dose Estimation Applied Biased Coin Design in a Phase Ⅰ Clinical Trial Yu Kim a, Dongjae Kim
More informationECG & EP CASES Young-Keun On, MD, PhD Division of Cardiology, Department of Medicine Cardiac & Vascular Center, Samsung Medical Center Sungkyunkwan University School of Medicine, Seoul, Korea A case of
More informationÆ÷Àå½Ã¼³94š
Cho, Mun Jin (E-mail: mjcho@ex.co.kr) ABSTRACT PURPOSES : The performance of tack coat, commonly used for layer interface bonding, is affected by application rate and curing time. In this study, bonding
More informationJournal of Educational Innovation Research 2018, Vol. 28, No. 1, pp DOI: * A Study on the Pe
Journal of Educational Innovation Research 2018, Vol. 28, No. 1, pp.405-425 DOI: http://dx.doi.org/10.21024/pnuedi.28.1.201803.405 * A Study on the Perceptions and Factors of Immigrant Background Youth
More informationDBPIA-NURIMEDIA
e- 비즈니스연구 (The e-business Studies) Volume 17, Number 1, February, 28, 2016:pp. 293~316 ISSN 1229-9936 (Print), ISSN 2466-1716 (Online) 원고접수일심사 ( 수정 ) 게재확정일 2015. 12. 04 2015. 12. 24 2016. 02. 25 ABSTRACT
More information02김헌수(51-72.hwp
보험금융연구 제26권 제1호 (2015. 2) pp. 51-71 손해보험사의 출재는 과다한가? -RBC 규제에 기초한 분석 - * Do P/L Insurers Cede Too Much? - An Analysis Based on the RBC Regulation - 김 헌 수 ** 김 석 영 *** Hunsoo Kim Seog Young Kim 경제가 저성장으로
More informationK O R E A C E N T E R S F O R D I S E A S E C O N T R O L & P R E V E N T I O N PHWR Vol. 5 No. 41 www.cdc.go.kr/phwr 2012 10 12 5 41 ISSN:2005-811X Comparison of drug-susceptibility test to the anti-tuberculosis
More information한국 출산력의 저하 요인에 관한 연구
가족계획실천율 가족계획실천자 세 유배우부인 조출생률 년간 총출생아수 연앙인구수 일반출산율 년간 총출생아수 가임연령 여자연앙인구수 합계출산율 세 연령층 여성이 출산한 출생아수 세 연령층 여성의 연앙인구수 즉 합계출산율 합 6 계 출 산 율 5 4 3 2 1 1960 1973 1977 1981 1985 1989 1993 1997 2001
More information국립국어원 2011-01-28 발간 등록 번호 11-1371028-000350-01 신문과 방송의 언어 사용 실태 조사 연구 책임자: 남영신 국립국어원 2011-01-28 발간 등록 번호 11-1371028-000350-01 신문과 방송의 언어 사용 실태 조사 연구 책임자: 남영신 2011. 11. 16. 제 출 문 국립국어원장 귀하 2011년 신문과 방송의
More information<352EC7E3C5C2BFB55FB1B3C5EBB5A5C0CCC5CD5FC0DABFACB0FAC7D0B4EBC7D02E687770>
자연과학연구 제27권 Bulletin of the Natural Sciences Vol. 27. 2013.12.(33-44) 교통DB를 이용한 교통정책 발굴을 위한 통계분석 시스템 설계 및 활용 Statistical analytic system design and utilization for transport policy excavation by transport
More information-06-......,......
Analysis of the Current Condition of Student Childcare Training in Korea: Student Childcare Training Centers, Guidance Teachers, Student Teachers and Student Childcare Training Fees Department of Childcare
More informationDBPIA-NURIMEDIA
한국소음진동공학회 2015추계학술대회논문집년 Study of Noise Pattern and Psycho-acoustics Characteristic of Household Refrigerator * * ** ** Kyung-Soo Kong, Dae-Sik Shin, Weui-Bong Jeong, Tae-Hoon Kim and Se-Jin Ahn Key Words
More informationDBPIA-NURIMEDIA
The e-business Studies Volume 17, Number 6, December, 30, 2016:3~20 Received: 2016/12/04, Accepted: 2016/12/27 Revised: 2016/12/27, Published: 2016/12/30 [ABSTRACT] This study aims to comprehensively analyze
More informationDBPIA-NURIMEDIA
27(2), 2007, 96-121 S ij k i POP j a i SEXR j i AGER j i BEDDAT j ij i j S ij S ij POP j SEXR j AGER j BEDDAT j k i a i i i L ij = S ij - S ij ---------- S ij S ij = k i POP j a i SEXR j i AGER j i BEDDAT
More informationJournal of Educational Innovation Research 2017, Vol. 27, No. 4, pp DOI: A Study on the Opti
Journal of Educational Innovation Research 2017, Vol. 27, No. 4, pp.127-148 DOI: http://dx.doi.org/11024/pnuedi.27.4.201712.127 A Study on the Optimization of Appropriate Hearing-impaired Curriculum Purpose:
More information14.531~539(08-037).fm
G Journal of the Korea Concrete Institute Vol. 20, No. 4, pp. 531~539, August, 2008 š x y w m š gj p { sƒ z 1) * 1) w w Evaluation of Flexural Strength for Normal and High Strength Concrete with Hooked
More informationJournal of Educational Innovation Research 2019, Vol. 29, No. 1, pp DOI: (LiD) - - * Way to
Journal of Educational Innovation Research 2019, Vol. 29, No. 1, pp.353-376 DOI: http://dx.doi.org/10.21024/pnuedi.29.1.201903.353 (LiD) -- * Way to Integrate Curriculum-Lesson-Evaluation using Learning-in-Depth
More information09권오설_ok.hwp
(JBE Vol. 19, No. 5, September 2014) (Regular Paper) 19 5, 2014 9 (JBE Vol. 19, No. 5, September 2014) http://dx.doi.org/10.5909/jbe.2014.19.5.656 ISSN 2287-9137 (Online) ISSN 1226-7953 (Print) a) Reduction
More information12È«±â¼±¿Ü339~370
http://www.kbc.go.kr/ k Si 2 i= 1 Abstract A Study on Establishment of Fair Trade Order in Terrestrial Broadcasting Ki - Sun Hong (Professor, Dept. of Journalism & Mass Communication,
More informationY 1 Y β α β Independence p qp pq q if X and Y are independent then E(XY)=E(X)*E(Y) so Cov(X,Y) = 0 Covariance can be a measure of departure from independence q Conditional Probability if A and B are
More information16(1)-3(국문)(p.40-45).fm
w wz 16«1y Kor. J. Clin. Pharm., Vol. 16, No. 1. 2006 x w$btf3fqpsu'psn û w m w Department of Statistics, Chonnam National University Eunsik Park College of Natural Sciences, Chonnam National University
More informationKbcs002.hwp
Does Real-time Compound Imaging Improve Evaluation of reast Cancer Compared to Conventional Sonography? o Kyoung Seo, M.D., Yu Whan Oh, M.D., Kyu Ran Cho, M.D., Young Hen Lee, M.D., Hyung Joon Noh, M.D.,
More information<30312DC1A4BAB8C5EBBDC5C7E0C1A4B9D7C1A4C3A52DC1A4BFB5C3B62E687770>
Journal of the Korea Institute of Information and Communication Engineering 한국정보통신학회논문지(J. Korea Inst. Inf. Commun. Eng.) Vol. 19, No. 2 : 258~264 Feb. 2015 ID3 알고리즘 기반의 귀납적 추론을 활용한 모바일 OS의 성공과 실패에 대한
More information???? 1
The Korean Journal of Applied Statistics (2014) 27(1), 13 20 DOI: http://dx.doi.org/10.5351/kjas.2014.27.1.013 Maximum Tolerated Dose Estimation by Stopping Rule and SM3 Design in a Phase I Clinical Trial
More information20, 41..,..,.,.,....,.,, (relevant).,.,..??.,
, 41 (2007 12 ) * 1) *** ***,. IMF..,,,.,,,,.. I.. 1999 (,.),,. 2010 *. ** *** 19 20, 41..,..,.,.,....,.,, (relevant).,.,..??., 21.....,. II. 1967 G. G. Muller International Accounting. 1960. 1970... 1966,,,.
More information04-다시_고속철도61~80p
Approach for Value Improvement to Increase High-speed Railway Speed An effective way to develop a highly competitive system is to create a new market place that can create new values. Creating tools and
More informationIKC43_06.hwp
2), * 2004 BK21. ** 156,..,. 1) (1909) 57, (1915) 106, ( ) (1931) 213. 1983 2), 1996. 3). 4) 1),. (,,, 1983, 7 12 ). 2),. 3),, 33,, 1999, 185 224. 4), (,, 187 188 ). 157 5) ( ) 59 2 3., 1990. 6) 7),.,.
More information지능정보연구제 16 권제 1 호 2010 년 3 월 (pp.71~92),.,.,., Support Vector Machines,,., KOSPI200.,. * 지능정보연구제 16 권제 1 호 2010 년 3 월
지능정보연구제 16 권제 1 호 2010 년 3 월 (pp.71~92),.,.,., Support Vector Machines,,., 2004 5 2009 12 KOSPI200.,. * 2009. 지능정보연구제 16 권제 1 호 2010 년 3 월 김선웅 안현철 社 1), 28 1, 2009, 4. 1. 지능정보연구제 16 권제 1 호 2010 년 3 월 Support
More information<283732372D3733312920B4D9C3CAC1A120BCD2C7C1C6AEC4DCC5C3C6AEB7BBC1EEC0C720B3EBBEC8C0C720BDC3B7C2BAB8C1A4BFA120B4EBC7D120C0AFBFEBBCBA20C6F2B0A1283035292E687770>
대한안과학회지 제 49 권 제 5 호 2008 J Korean Ophthalmol Soc 49(5):727-731, 2008 DOI : 10.3341/jkos.2008.49.5.727 다초점 소프트콘택트렌즈의 노안의 시력보정에 대한 유용성 평가 김현경 1 김효명 2 정성근 1 가톨릭대학교 의과대학 성모병원 안과학교실 1, 고려대학교 의과대학 안암병원 안과학교실
More informationl l l l l l l l l Lee, Geon Kook None This project was designed to establish the Tumor Bank of National Cancer Center in 2000. From the first tumor sample in 2000, the total of tumor and tumor-related
More information04김호걸(39~50)ok
Journal of Environmental Impact Assessment, Vol. 22, No. 1(2013) pp.39~50 Prediction of Landslides Occurrence Probability under Climate Change using MaxEnt Model Kim, Hogul* Lee, Dong-Kun** Mo, Yongwon*
More information歯제7권1호(최종편집).PDF
********* (*, **, *** ).., 2002, 7, 1, 1-12. 2-5 80.,.,..,,... :,,. (naming).., (word finding), (lexical look- up), (lexical retrieval), (word recall) (Fried- Oken, 1987). (pause),,, (naming error) (Snyder
More informationKIM Sook Young : Lee Jungsook, a Korean Independence Activist and a Nurse during the 이며 나름 의식이 깨어있던 지식인들이라 할 수 있을 것이다. 교육을 받은 간 호부들은 환자를 돌보는 그들의 직업적 소
1 의사학 제24권 제1호(통권 제49호) 2015년 4월 Korean J Med Hist 24 ː1-34 Apr 2015 c대한의사학회 http://dx.doi.org/10.13081/kjmh.2015.24.1 pissn 1225-505X, eissn 2093-5609 간호부 이정숙의 독립운동 김숙영* 1. 서론 2. 본론 1) 출생에서 정신여학교 수학시절까지
More informationPage 2 of 5 아니다 means to not be, and is therefore the opposite of 이다. While English simply turns words like to be or to exist negative by adding not,
Page 1 of 5 Learn Korean Ep. 4: To be and To exist Of course to be and to exist are different verbs, but they re often confused by beginning students when learning Korean. In English we sometimes use the
More information27 2, 17-31, , * ** ***,. K 1 2 2,.,,,.,.,.,,.,. :,,, : 2009/08/19 : 2009/09/09 : 2009/09/30 * 2007 ** *** ( :
27 2, 17-31, 2009. -, * ** ***,. K 1 2 2,.,,,.,.,.,,.,. :,,, : 2009/08/19 : 2009/09/09 : 2009/09/30 * 2007 ** *** (: dminkim@cau.ac.kr) 18 한국교육문제연구제 27 권 2 호, 2009. Ⅰ. (,,, 2004). (,, 2006).,,, (Myrick,
More information.,,,,,,.,,,,.,,,,,, (, 2011)..,,, (, 2009)., (, 2000;, 1993;,,, 1994;, 1995), () 65, 4 51, (,, ). 33, 4 30, (, 201
4 21.,,,.,,. 1, 2, 3, 4.,,,,,,.,,,,., ( ). 60-66,,,,,.. (Corresponding Author): / / 303 Tel: 063-220-2495/ E-mail: ikkim@jj.ac.kr .,,,,,,.,,,,.,,,,,, (, 2011)..,,, (, 2009)., (, 2000;, 1993;,,, 1994;,
More information2 1896 2 26 ( ) 2 7-20 2) 1897 1898 ( )3) 6 1902 8 1904 10 10 (19 05-1914 ) ( ) ( ) 4) 1915 ( ) ( ) 1917 2) 3) 4) 285
13 2 ( 25 ) 2004 12 Korean J Med Hist 13 284 296 Dec 2004 ISSN 1225 505X 1) * ** ** 1 1920 1930 40 ( 1896-1973) 80 * ** 1) 2003 284 2 1896 2 26 ( ) 2 7-20 2) 1897 1898 ( )3) 6 1902 8 1904 10 10 (19 05-1914
More informationJkcs022(89-113).hwp
대한배뇨장애 및 요실금 학회지 J. Korean Continence Society 2004;8:89-113 Bristol Female Lower Urinary Tract Symptom 설문지의 한국어 번역 및 번역본의 언어 타당도 Seung-June Oh*, Hyung Geun Park*, Sung Hyun Paick, Won Hee Park and Myung-Soo
More information자기공명영상장치(MRI) 자장세기에 따른 MRI 품질관리 영상검사의 개별항목점수 실태조사 A B Fig. 1. High-contrast spatial resolution in phantom test. A. Slice 1 with three sets of hole arr
Original Article pissn 1738-2637 J Korean Soc Radiol 2012;67(2):129-134 The Survey of Magnetic Resonance Imaging Quality according to in Korea 1 자기공명영상장치(MRI) 자장세기에 따른 MRI 품질관리 영상검사의 개별항목점수 실태조사 1 Hyun-Hae
More information00약제부봄호c03逞풚
경희대학교 동서신의학병원 약품 정보지 2 0 0 7. S P R I N G. V O L. 0 1 신약 소개 02 Journal Review 03 Special Subject 04 복약 지도 06 의약품 안전성 정보 07 약제부 알림 07 약제부 업무 소개 08 E A S T - W E S T N E O M E D I C A L C E N T E R 본 약품
More informationJournal of Educational Innovation Research 2018, Vol. 28, No. 1, pp DOI: A study on Characte
Journal of Educational Innovation Research 2018, Vol. 28, No. 1, pp.381-404 DOI: http://dx.doi.org/10.21024/pnuedi.28.1.201803.381 A study on Characteristics of Action Learning by Analyzing Learners Experiences
More information<3136C1FD31C8A35FC3D6BCBAC8A3BFDC5F706466BAAFC8AFBFE4C3BB2E687770>
부동산학연구 제16집 제1호, 2010. 3, pp. 117~130 Journal of the Korea Real Estate Analysts Association Vol.16, No.1, 2010. 3, pp. 117~130 비선형 Mankiw-Weil 주택수요 모형 - 수도권 지역을 대상으로 - Non-Linear Mankiw-Weil Model on Housing
More information` Companies need to play various roles as the network of supply chain gradually expands. Companies are required to form a supply chain with outsourcing or partnerships since a company can not
More informationAnalyses the Contents of Points per a Game and the Difference among Weight Categories after the Revision of Greco-Roman Style Wrestling Rules Han-bong
Analyses the Contents of Points per a Game and the Difference among Weight Categories after the Revision of Greco-Roman Style Wrestling Rules Han-bong An 1 & Kyoo-jeong Choi 2 * 1 Korea National Wrestling
More information