Precision medicine;
bioinformatics;
informatics;
artificial intelligence;
the Internet of Things;
big data;
clinical decision support;
deep learning;
machine learning;
DECISION-SUPPORT-SYSTEMS;
ARTIFICIAL-INTELLIGENCE;
BIG DATA;
PERSONALIZED MEDICINE;
EXTRACTION SYSTEM;
HEALTH-CARE;
STANDARDS;
ALIGNMENT;
SOFTWARE;
GENOMICS;
D O I:
10.1109/ACCESS.2020.2965955
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
Precision medicine (PM) is an emerging approach that appears with the impression of changing the existing paradigm of medical practice. Recent advances in technological innovations and genetics and the growing availability of health data have set a new pace of the research and impose a set of new requirements on the different stakeholders. Some studies are available that discuss about the different aspects of PM. Nevertheless, a holistic representation of those aspects deemed to confer with the technological perspective, in relation to the applications and challenges, have been mostly ignored. In this context, this paper surveys the advances in PM from the informatics viewpoint and reviews the enabling tools and techniques in a categorized manner. In addition, the study discusses how other technological paradigms, which include big data, artificial intelligence, and the internet of things, can be exploited to advance the potentials of PM. Furthermore, the paper provides some guidelines for future research for a seamless implementation and a wide-scale deployment of PM based on the identified open issues and the associated challenges. As a result, the paper proposes an integrated holistic framework for PM motivating informatics researchers to design their relevant research work in an appropriate context.
机构:
Harvard Univ, Sch Med, Boston, MA USA
Brigham & Womens Hosp, Boston, MA 02115 USA
Partners HealthCare, Boston, MA USAHarvard Univ, Sch Med, Boston, MA USA
Rehm, Heidi L.
Berg, Jonathan S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ N Carolina, Chapel Hill, NC USAHarvard Univ, Sch Med, Boston, MA USA
Berg, Jonathan S.
Brooks, Lisa D.
论文数: 0引用数: 0
h-index: 0
机构:
NHGRI, NIH, Bethesda, MD 20892 USAHarvard Univ, Sch Med, Boston, MA USA
Brooks, Lisa D.
Bustamante, Carlos D.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Sch Med, Stanford, CA 94305 USAHarvard Univ, Sch Med, Boston, MA USA
Bustamante, Carlos D.
Evans, James P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ N Carolina, Chapel Hill, NC USAHarvard Univ, Sch Med, Boston, MA USA
Evans, James P.
Landrum, Melissa J.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Lib Med, Natl Ctr Biotechnol Informat, NIH, Bethesda, MD 20894 USAHarvard Univ, Sch Med, Boston, MA USA
Landrum, Melissa J.
Ledbetter, David H.
论文数: 0引用数: 0
h-index: 0
机构:
Geisinger Hlth Syst, Danville, PA USAHarvard Univ, Sch Med, Boston, MA USA
Ledbetter, David H.
Maglott, Donna R.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Lib Med, Natl Ctr Biotechnol Informat, NIH, Bethesda, MD 20894 USAHarvard Univ, Sch Med, Boston, MA USA
Maglott, Donna R.
Martin, Christa Lese
论文数: 0引用数: 0
h-index: 0
机构:
Geisinger Hlth Syst, Danville, PA USAHarvard Univ, Sch Med, Boston, MA USA
Martin, Christa Lese
Nussbaum, Robert L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, San Francisco, CA 94143 USAHarvard Univ, Sch Med, Boston, MA USA
Nussbaum, Robert L.
Plon, Sharon E.
论文数: 0引用数: 0
h-index: 0
机构:
Baylor Coll Med, Houston, TX 77030 USAHarvard Univ, Sch Med, Boston, MA USA
Plon, Sharon E.
Ramos, Erin M.
论文数: 0引用数: 0
h-index: 0
机构:
NHGRI, NIH, Bethesda, MD 20892 USAHarvard Univ, Sch Med, Boston, MA USA
Ramos, Erin M.
Sherry, Stephen T.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Lib Med, Natl Ctr Biotechnol Informat, NIH, Bethesda, MD 20894 USAHarvard Univ, Sch Med, Boston, MA USA
Sherry, Stephen T.
Watson, Michael S.
论文数: 0引用数: 0
h-index: 0
机构:
Amer Coll Med Genet & Genom, Bethesda, MD USAHarvard Univ, Sch Med, Boston, MA USA
机构:
Oregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Richards, Sue
Aziz, Nazneen
论文数: 0引用数: 0
h-index: 0
机构:
Coll Amer Pathologists, Chicago, IL USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Aziz, Nazneen
Bale, Sherri
论文数: 0引用数: 0
h-index: 0
机构:
GeneDx, Gaithersburg, MD USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Bale, Sherri
Bick, David
论文数: 0引用数: 0
h-index: 0
机构:
Med Coll Wisconsin, Dept Pediat, Genet Sect, Milwaukee, WI 53226 USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Bick, David
Das, Soma
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Clin Mol Genet Lab, Dept Human Genet, Chicago, IL 60637 USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Das, Soma
Gastier-Foster, Julie
论文数: 0引用数: 0
h-index: 0
机构:
Nationwide Childrens Hosp, Cytogenet Mol Genet Lab, Columbus, OH USA
Ohio State Univ, Coll Med, Dept Pathol, Columbus, OH 43210 USA
Ohio State Univ, Coll Med, Dept Pediat, Columbus, OH 43210 USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Gastier-Foster, Julie
Grody, Wayne W.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Sch Med, Dept Pathol & Lab Med, Los Angeles, CA 90024 USA
Univ Calif Los Angeles, Sch Med, Dept Pediat, Los Angeles, CA 90024 USA
Univ Calif Los Angeles, Sch Med, Dept Human Genet, Los Angeles, CA USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Grody, Wayne W.
Hegde, Madhuri
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Emory Genet Lab, Dept Human Genet, Atlanta, GA 30322 USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Hegde, Madhuri
Lyon, Elaine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Utah, Dept Pathol, ARUP Inst Clin & Expt Pathol, Salt Lake City, UT USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Lyon, Elaine
Spector, Elaine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Anschutz Med Sch, Childrens Hosp Colorado, Dept Pediat,Mol Genet Lab, Denver, CO 80202 USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Spector, Elaine
Voelkerding, Karl
论文数: 0引用数: 0
h-index: 0
机构:
Univ Utah, Dept Pathol, ARUP Inst Clin & Expt Pathol, Salt Lake City, UT USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Voelkerding, Karl
Rehm, Heidi L.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Partners Lab Mol Med, Boston, MA 02115 USA
Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
机构:
Stanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Stanford Univ, Dept Med, Stanford, CA 94305 USAStanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Rodriguez, Fatima
Scheinker, David
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Management Sci & Engn, Stanford, CA 94305 USAStanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Scheinker, David
Harrington, Robert A.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Stanford Univ, Dept Med, Stanford, CA 94305 USAStanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
机构:
Univ Penn, Perelman Sch Med, Dept Med Eth & Hlth Policy, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Dept Med Eth & Hlth Policy, Philadelphia, PA 19104 USA
Sankar, Pamela L.
Parker, Lisa S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Human Genet, Ctr Bioeth & Hlth Law, Pittsburgh, PA USAUniv Penn, Perelman Sch Med, Dept Med Eth & Hlth Policy, Philadelphia, PA 19104 USA
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Seoul Natl Univ, Coll Med, Dept Biochem & Mol Biol, Seoul 110799, South Korea
Seoul Natl Univ, Grad Sch, Dept Biomed Sci, Seoul 110799, South Korea
Macrogen Inc, Bioinformat Inst, Seoul 153023, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Seo, Jeong-Sun
Rhie, Arang
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Seoul Natl Univ, Coll Med, Dept Biochem & Mol Biol, Seoul 110799, South Korea
Seoul Natl Univ, Grad Sch, Dept Biomed Sci, Seoul 110799, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Rhie, Arang
Kim, Junsoo
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Bioinformat Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Kim, Junsoo
Lee, Sangjin
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Lee, Sangjin
Sohn, Min-Hwan
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Seoul Natl Univ, Coll Med, Dept Biochem & Mol Biol, Seoul 110799, South Korea
Seoul Natl Univ, Grad Sch, Dept Biomed Sci, Seoul 110799, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Sohn, Min-Hwan
Kim, Chang-Uk
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Seoul Natl Univ, Coll Med, Dept Biochem & Mol Biol, Seoul 110799, South Korea
Seoul Natl Univ, Grad Sch, Dept Biomed Sci, Seoul 110799, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Kim, Chang-Uk
Hastie, Alex
论文数: 0引用数: 0
h-index: 0
机构:Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Hastie, Alex
Cao, Han
论文数: 0引用数: 0
h-index: 0
机构:
BioNano Genom, San Diego, CA 92121 USASeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Cao, Han
Yun, Ji-Young
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Yun, Ji-Young
Kim, Jihye
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Kim, Jihye
Kuk, Junho
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Kuk, Junho
Park, Gun Hwa
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Park, Gun Hwa
Kim, Juhyeok
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Kim, Juhyeok
Ryu, Hanna
论文数: 0引用数: 0
h-index: 0
机构:
Macrogen Inc, Bioinformat Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Ryu, Hanna
Kim, Jongbum
论文数: 0引用数: 0
h-index: 0
机构:
Macrogen Inc, Bioinformat Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Kim, Jongbum
Roh, Mira
论文数: 0引用数: 0
h-index: 0
机构:
Macrogen Inc, Bioinformat Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Roh, Mira
Baek, Jeonghun
论文数: 0引用数: 0
h-index: 0
机构:
Macrogen Inc, Bioinformat Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Baek, Jeonghun
Hunkapiller, Michael W.
论文数: 0引用数: 0
h-index: 0
机构:
Pacific Biosci Calif Inc, Menlo Pk, CA 94025 USASeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Hunkapiller, Michael W.
Korlach, Jonas
论文数: 0引用数: 0
h-index: 0
机构:
Pacific Biosci Calif Inc, Menlo Pk, CA 94025 USASeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Korlach, Jonas
Shin, Jong-Yeon
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Shin, Jong-Yeon
Kim, Changhoon
论文数: 0引用数: 0
h-index: 0
机构:
Macrogen Inc, Bioinformat Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
机构:
Harvard Univ, Sch Med, Boston, MA USA
Brigham & Womens Hosp, Boston, MA 02115 USA
Partners HealthCare, Boston, MA USAHarvard Univ, Sch Med, Boston, MA USA
Rehm, Heidi L.
Berg, Jonathan S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ N Carolina, Chapel Hill, NC USAHarvard Univ, Sch Med, Boston, MA USA
Berg, Jonathan S.
Brooks, Lisa D.
论文数: 0引用数: 0
h-index: 0
机构:
NHGRI, NIH, Bethesda, MD 20892 USAHarvard Univ, Sch Med, Boston, MA USA
Brooks, Lisa D.
Bustamante, Carlos D.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Sch Med, Stanford, CA 94305 USAHarvard Univ, Sch Med, Boston, MA USA
Bustamante, Carlos D.
Evans, James P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ N Carolina, Chapel Hill, NC USAHarvard Univ, Sch Med, Boston, MA USA
Evans, James P.
Landrum, Melissa J.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Lib Med, Natl Ctr Biotechnol Informat, NIH, Bethesda, MD 20894 USAHarvard Univ, Sch Med, Boston, MA USA
Landrum, Melissa J.
Ledbetter, David H.
论文数: 0引用数: 0
h-index: 0
机构:
Geisinger Hlth Syst, Danville, PA USAHarvard Univ, Sch Med, Boston, MA USA
Ledbetter, David H.
Maglott, Donna R.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Lib Med, Natl Ctr Biotechnol Informat, NIH, Bethesda, MD 20894 USAHarvard Univ, Sch Med, Boston, MA USA
Maglott, Donna R.
Martin, Christa Lese
论文数: 0引用数: 0
h-index: 0
机构:
Geisinger Hlth Syst, Danville, PA USAHarvard Univ, Sch Med, Boston, MA USA
Martin, Christa Lese
Nussbaum, Robert L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, San Francisco, CA 94143 USAHarvard Univ, Sch Med, Boston, MA USA
Nussbaum, Robert L.
Plon, Sharon E.
论文数: 0引用数: 0
h-index: 0
机构:
Baylor Coll Med, Houston, TX 77030 USAHarvard Univ, Sch Med, Boston, MA USA
Plon, Sharon E.
Ramos, Erin M.
论文数: 0引用数: 0
h-index: 0
机构:
NHGRI, NIH, Bethesda, MD 20892 USAHarvard Univ, Sch Med, Boston, MA USA
Ramos, Erin M.
Sherry, Stephen T.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Lib Med, Natl Ctr Biotechnol Informat, NIH, Bethesda, MD 20894 USAHarvard Univ, Sch Med, Boston, MA USA
Sherry, Stephen T.
Watson, Michael S.
论文数: 0引用数: 0
h-index: 0
机构:
Amer Coll Med Genet & Genom, Bethesda, MD USAHarvard Univ, Sch Med, Boston, MA USA
机构:
Oregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Richards, Sue
Aziz, Nazneen
论文数: 0引用数: 0
h-index: 0
机构:
Coll Amer Pathologists, Chicago, IL USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Aziz, Nazneen
Bale, Sherri
论文数: 0引用数: 0
h-index: 0
机构:
GeneDx, Gaithersburg, MD USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Bale, Sherri
Bick, David
论文数: 0引用数: 0
h-index: 0
机构:
Med Coll Wisconsin, Dept Pediat, Genet Sect, Milwaukee, WI 53226 USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Bick, David
Das, Soma
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Clin Mol Genet Lab, Dept Human Genet, Chicago, IL 60637 USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Das, Soma
Gastier-Foster, Julie
论文数: 0引用数: 0
h-index: 0
机构:
Nationwide Childrens Hosp, Cytogenet Mol Genet Lab, Columbus, OH USA
Ohio State Univ, Coll Med, Dept Pathol, Columbus, OH 43210 USA
Ohio State Univ, Coll Med, Dept Pediat, Columbus, OH 43210 USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Gastier-Foster, Julie
Grody, Wayne W.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Sch Med, Dept Pathol & Lab Med, Los Angeles, CA 90024 USA
Univ Calif Los Angeles, Sch Med, Dept Pediat, Los Angeles, CA 90024 USA
Univ Calif Los Angeles, Sch Med, Dept Human Genet, Los Angeles, CA USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Grody, Wayne W.
Hegde, Madhuri
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Emory Genet Lab, Dept Human Genet, Atlanta, GA 30322 USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Hegde, Madhuri
Lyon, Elaine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Utah, Dept Pathol, ARUP Inst Clin & Expt Pathol, Salt Lake City, UT USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Lyon, Elaine
Spector, Elaine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Anschutz Med Sch, Childrens Hosp Colorado, Dept Pediat,Mol Genet Lab, Denver, CO 80202 USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Spector, Elaine
Voelkerding, Karl
论文数: 0引用数: 0
h-index: 0
机构:
Univ Utah, Dept Pathol, ARUP Inst Clin & Expt Pathol, Salt Lake City, UT USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
Voelkerding, Karl
Rehm, Heidi L.
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Partners Lab Mol Med, Boston, MA 02115 USA
Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA USAOregon Hlth & Sci Univ, Knight Diagnost Labs, Dept Mol & Med Genet, Portland, OR 97201 USA
机构:
Stanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Stanford Univ, Dept Med, Stanford, CA 94305 USAStanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Rodriguez, Fatima
Scheinker, David
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Management Sci & Engn, Stanford, CA 94305 USAStanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Scheinker, David
Harrington, Robert A.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
Stanford Univ, Dept Med, Stanford, CA 94305 USAStanford Univ, Cardiovasc Inst, Div Cardiovasc Med, Stanford, CA 94305 USA
机构:
Univ Penn, Perelman Sch Med, Dept Med Eth & Hlth Policy, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Dept Med Eth & Hlth Policy, Philadelphia, PA 19104 USA
Sankar, Pamela L.
Parker, Lisa S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Human Genet, Ctr Bioeth & Hlth Law, Pittsburgh, PA USAUniv Penn, Perelman Sch Med, Dept Med Eth & Hlth Policy, Philadelphia, PA 19104 USA
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Seoul Natl Univ, Coll Med, Dept Biochem & Mol Biol, Seoul 110799, South Korea
Seoul Natl Univ, Grad Sch, Dept Biomed Sci, Seoul 110799, South Korea
Macrogen Inc, Bioinformat Inst, Seoul 153023, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Seo, Jeong-Sun
Rhie, Arang
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Seoul Natl Univ, Coll Med, Dept Biochem & Mol Biol, Seoul 110799, South Korea
Seoul Natl Univ, Grad Sch, Dept Biomed Sci, Seoul 110799, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Rhie, Arang
Kim, Junsoo
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Bioinformat Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Kim, Junsoo
Lee, Sangjin
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Lee, Sangjin
Sohn, Min-Hwan
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Seoul Natl Univ, Coll Med, Dept Biochem & Mol Biol, Seoul 110799, South Korea
Seoul Natl Univ, Grad Sch, Dept Biomed Sci, Seoul 110799, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Sohn, Min-Hwan
Kim, Chang-Uk
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Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Seoul Natl Univ, Coll Med, Dept Biochem & Mol Biol, Seoul 110799, South Korea
Seoul Natl Univ, Grad Sch, Dept Biomed Sci, Seoul 110799, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Kim, Chang-Uk
Hastie, Alex
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机构:Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Hastie, Alex
Cao, Han
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BioNano Genom, San Diego, CA 92121 USASeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Cao, Han
Yun, Ji-Young
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Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Yun, Ji-Young
Kim, Jihye
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Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Kim, Jihye
Kuk, Junho
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Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Kuk, Junho
Park, Gun Hwa
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Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Park, Gun Hwa
Kim, Juhyeok
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Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Macrogen Inc, Genome Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Kim, Juhyeok
Ryu, Hanna
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Macrogen Inc, Bioinformat Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Ryu, Hanna
Kim, Jongbum
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Macrogen Inc, Bioinformat Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Kim, Jongbum
Roh, Mira
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Macrogen Inc, Bioinformat Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Roh, Mira
Baek, Jeonghun
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Macrogen Inc, Bioinformat Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Baek, Jeonghun
Hunkapiller, Michael W.
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Pacific Biosci Calif Inc, Menlo Pk, CA 94025 USASeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Hunkapiller, Michael W.
Korlach, Jonas
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Pacific Biosci Calif Inc, Menlo Pk, CA 94025 USASeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Korlach, Jonas
Shin, Jong-Yeon
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Seoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea
Shin, Jong-Yeon
Kim, Changhoon
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Macrogen Inc, Bioinformat Inst, Seoul 153023, South KoreaSeoul Natl Univ, Med Res Ctr, GMI, Seoul 110799, South Korea