BioHackathon 2015: Semantics of data for life sciences and reproducible research.

BioHackathon Bioinformatics Databases Linked Open Data Metadata Ontology Semantic Web Visualization Web Services Workflows

Journal

F1000Research
ISSN: 2046-1402
Titre abrégé: F1000Res
Pays: England
ID NLM: 101594320

Informations de publication

Date de publication:
2020
Historique:
accepted: 05 02 2020
entrez: 21 4 2020
pubmed: 21 4 2020
medline: 3 2 2021
Statut: epublish

Résumé

We report on the activities of the 2015 edition of the BioHackathon, an annual event that brings together researchers and developers from around the world to develop tools and technologies that promote the reusability of biological data. We discuss issues surrounding the representation, publication, integration, mining and reuse of biological data and metadata across a wide range of biomedical data types of relevance for the life sciences, including chemistry, genotypes and phenotypes, orthology and phylogeny, proteomics, genomics, glycomics, and metabolomics. We describe our progress to address ongoing challenges to the reusability and reproducibility of research results, and identify outstanding issues that continue to impede the progress of bioinformatics research. We share our perspective on the state of the art, continued challenges, and goals for future research and development for the life sciences Semantic Web.

Identifiants

pubmed: 32308977
doi: 10.12688/f1000research.18236.1
pmc: PMC7141167
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

136

Informations de copyright

Copyright: © 2020 Vos RA et al.

Déclaration de conflit d'intérêts

No competing interests were disclosed.

Références

Database (Oxford). 2013 Apr 29;2013:bat029
pubmed: 23630246
F1000Res. 2016 Apr 13;5:672
pubmed: 27134733
Metabolomics. 2016;12:14
pubmed: 26612985
Nucleic Acids Res. 2016 Jan 4;44(D1):D710-6
pubmed: 26687719
Nucleic Acids Res. 2016 Jan 4;44(D1):D1202-13
pubmed: 26400175
Am J Hum Genet. 2009 Apr;84(4):524-33
pubmed: 19344873
J Am Med Inform Assoc. 2015 Nov;22(6):1148-52
pubmed: 26112029
BMC Med Inform Decis Mak. 2015;15 Suppl 2:S3
pubmed: 26099853
Sci Rep. 2015 Jun 08;5:10888
pubmed: 26051359
PLoS Biol. 2015 Nov 10;13(11):e1002295
pubmed: 26556502
Biodivers Data J. 2014 Jun 16;(2):e1125
pubmed: 25057255
Pac Symp Biocomput. 2015;:282-93
pubmed: 25592589
Evol Bioinform Online. 2007 Feb 20;2:285-93
pubmed: 19455222
Plant Physiol. 2014 May 14;165(3):948-961
pubmed: 24828308
J Chem Inf Model. 2014 Jun 23;54(6):1558-66
pubmed: 24897372
Bioinformatics. 2015 Aug 15;31(16):2757-60
pubmed: 25847005
F1000Res. 2014 Feb 13;3:43
pubmed: 24715980
Annu Rev Plant Biol. 2010;61:463-89
pubmed: 19152489
Nat Prod Rep. 2014 Jun;31(6):784-806
pubmed: 24671623
Circ Res. 2015 Jan 2;116(1):116-26
pubmed: 25552691
Elife. 2016 Apr 07;5:
pubmed: 27054412
BMC Bioinformatics. 2015 Feb 07;16:40
pubmed: 25888240
Bioinformatics. 2003 Jan 22;19(2):301-2
pubmed: 12538260
Bioinformatics. 2012 Feb 1;28(3):373-80
pubmed: 22135418
J Biol Chem. 2011 Jul 22;286(29):25435-42
pubmed: 21632543
Nucleic Acids Res. 2014 Jan;42(Database issue):D966-74
pubmed: 24217912
J Biomed Inform. 2015 Dec;58 Suppl:S92-S102
pubmed: 26241355
Science. 2000 Nov 10;290(5494):1151-5
pubmed: 11073452
J Biomed Semantics. 2010 Aug 21;1(1):8
pubmed: 20727200
Arq Neuropsiquiatr. 2015 Dec;73(12):1002-4
pubmed: 26677120
PLoS Biol. 2009 Nov;7(11):e1000247
pubmed: 19956802
Nat Biotechnol. 2014 Mar;32(3):223-6
pubmed: 24727771
Metabolomics. 2007 Sep;3(3):211-221
pubmed: 24039616
Nucleic Acids Res. 2012 Jan;40(Database issue):D940-6
pubmed: 22080554
Nat Prod Rep. 2015 Feb;32(2):212-29
pubmed: 25342293
Nat Biotechnol. 2007 Nov;25(11):1251-5
pubmed: 17989687
J Am Med Inform Assoc. 2014 Nov-Dec;21(6):1069-75
pubmed: 24988898
Bioinformatics. 2014 Mar 1;30(5):719-25
pubmed: 24158600
Nucleic Acids Res. 2014 Jan;42(Database issue):D215-21
pubmed: 24234447
Bioinformatics. 2012 Aug 15;28(16):2169-75
pubmed: 22711793
Carbohydr Res. 2001 Nov 1;336(1):1-11
pubmed: 11675023
Plant Cell Physiol. 2014 Jan;55(1):e7
pubmed: 24285751
PeerJ. 2016 Aug 16;4:e2331
pubmed: 27602295
J Am Med Inform Assoc. 2014 Mar-Apr;21(2):221-30
pubmed: 24201027
Nucleic Acids Res. 2015 Jan;43(Database issue):D240-9
pubmed: 25399418
Electrophoresis. 1999 Dec;20(18):3551-67
pubmed: 10612281
Gigascience. 2016 Mar 31;5:16
pubmed: 27042293
F1000Res. 2014 Jul 01;3:152
pubmed: 25254103
J Biomed Semantics. 2014 Feb 05;5(1):5
pubmed: 24495517
Nucleic Acids Res. 2016 Jan 4;44(D1):D1237-42
pubmed: 26476458
Arch Public Health. 2015 Mar 02;73(1):9
pubmed: 25741441
J Am Med Inform Assoc. 2015 Nov;22(6):1114
pubmed: 26555016
Carbohydr Res. 2008 Aug 11;343(12):2162-71
pubmed: 18436199
BMC Bioinformatics. 2009 Oct 01;10 Suppl 10:S11
pubmed: 19796395
Plant Cell. 2011 Jul;23(7):2477-82
pubmed: 21771932
Brief Bioinform. 2011 Sep;12(5):485-8
pubmed: 21666252
Nucleic Acids Res. 2004 Jan 1;32(Database issue):D267-70
pubmed: 14681409
Nucleic Acids Res. 2011 Jul;39(Web Server issue):W541-5
pubmed: 21672956
Bioinformatics. 2015 Mar 15;31(6):919-25
pubmed: 25388145
Nucleic Acids Res. 2012 Jan;40(Database issue):D109-14
pubmed: 22080510
Brief Bioinform. 2009 Jul;10(4):392-407
pubmed: 19457869
Genome Med. 2015 Jul 30;7(1):81
pubmed: 26229552
Sci Data. 2016 Mar 15;3:160018
pubmed: 26978244
Nat Prod Rep. 2013 Apr;30(4):565-83
pubmed: 23447050
J Am Med Inform Assoc. 2014 Jan-Feb;21(1):82-9
pubmed: 23686934
Nat Genet. 2000 May;25(1):25-9
pubmed: 10802651
Methods Inf Med. 2003;42(1):51-60
pubmed: 12695796
Nucleic Acids Res. 2013 Jan;41(Database issue):D353-7
pubmed: 23193276
Syst Biol. 2015 Sep;64(5):853-9
pubmed: 25922515
Nucleic Acids Res. 2010 Jul;38(Web Server issue):W71-7
pubmed: 20457745
Nat Biotechnol. 2008 Dec;26(12):1367-72
pubmed: 19029910
Database (Oxford). 2016 Apr 17;2016:
pubmed: 27087305
Nat Rev Genet. 2011 Mar;12(3):224
pubmed: 21301471
Plant Cell Environ. 2009 Dec;32(12):1633-51
pubmed: 19712066
Science. 2008 Jul 11;321(5886):263-6
pubmed: 18621671
Proc Natl Acad Sci U S A. 2012 Jan 3;109(1):339-44
pubmed: 22184215
Biopreserv Biobank. 2016 Jun;14(3):256-9
pubmed: 27082668
Science. 2010 Jan 22;327(5964):415-6
pubmed: 20093459
J R Soc Interface. 2006 Dec 22;3(11):795-803
pubmed: 17015305
Nat Biotechnol. 2013 Dec;31(12):1095-7
pubmed: 24316646
Mass Spectrom Rev. 2016 Sep;35(5):620-49
pubmed: 25589422
Nucleic Acids Res. 2011 Jan;39(Database issue):D685-90
pubmed: 21071392
Brief Bioinform. 2016 Sep;17(5):819-30
pubmed: 26420780
Carbohydr Res. 2005 Dec 30;340(18):2802-7
pubmed: 16242678
Methods Mol Biol. 2015;1273:43-54
pubmed: 25753702
Proteomics. 2012 Apr;12(8):1170-5
pubmed: 22318887
Front Plant Sci. 2014 Nov 04;5:598
pubmed: 25408696
Database (Oxford). 2013 Mar 12;2013:bat009
pubmed: 23482073
BMC Bioinformatics. 2011 Jun 24;12:257
pubmed: 21702939
J Med Syst. 2016 Jul;40(7):177
pubmed: 27277278
Nucleic Acids Res. 2016 Jan 4;44(D1):D457-62
pubmed: 26476454
Bioinformatics. 2008 Jul 1;24(13):i295-303
pubmed: 18586727
Methods Biochem Anal. 2003;44:161-79
pubmed: 12647386
BMC Bioinformatics. 2015 Jan 28;16:26
pubmed: 25627673
Syst Biol. 2017 Mar 01;66(2):152-166
pubmed: 27616324
Int J Technol Assess Health Care. 2014 Jul;30(3):260-4
pubmed: 25096225
J Biomed Semantics. 2013 Apr 15;4 Suppl 1:S1
pubmed: 23735196
Nucleic Acids Res. 2016 Jan 4;44(D1):D471-80
pubmed: 26527732
Plant Physiol. 2011 Apr;155(4):1589-600
pubmed: 21224340
BMC Bioinformatics. 2014;15 Suppl 1:S9
pubmed: 24564482
Bioinformatics. 2013 Jul 15;29(14):1830-1
pubmed: 23740750
F1000Res. 2014 Jul 01;3:144
pubmed: 25177485
Mol Cell Proteomics. 2004 Dec;3(12):1154-69
pubmed: 15385600
Hum Mutat. 2012 May;33(5):858-66
pubmed: 22331800
Proteomics. 2005 Aug;5(13):3537-45
pubmed: 16041671
Plant Biol (Stuttg). 2013 Jul;15(4):667-75
pubmed: 23573904
BMC Bioinformatics. 2010 Jul 14;11:376
pubmed: 20626915
PLoS One. 2013 Oct 22;8(10):e77910
pubmed: 24167589
Hum Mutat. 2012 May;33(5):777-80
pubmed: 22504886
J Integr Bioinform. 2015 Sep 04;12(2):258
pubmed: 26528556
Nucleic Acids Res. 2014 Jan;42(Database issue):D922-5
pubmed: 24194607
J Biomed Semantics. 2016 Mar 23;7:8
pubmed: 27011785
Front Plant Sci. 2016 May 12;7:641
pubmed: 27433158
J Biomed Semantics. 2013 Nov 26;4(1):39
pubmed: 24280648
BMC Bioinformatics. 2009 Oct 01;10 Suppl 10:S13
pubmed: 19796397
Nucleic Acids Res. 2015 Jan;43(Database issue):D234-9
pubmed: 25429972
Database (Oxford). 2015 Apr 15;2015:bav028
pubmed: 25877637
Mol Cell Proteomics. 2002 May;1(5):376-86
pubmed: 12118079
BMC Bioinformatics. 2012 Jan 13;13:10
pubmed: 22244038
J Biomed Semantics. 2016 Jun 04;7(1):34
pubmed: 27259657
Nucleic Acids Res. 2015 Jan;43(Database issue):D270-6
pubmed: 25398900
J Biomed Semantics. 2014 Mar 06;5(1):14
pubmed: 24602174
Mamm Genome. 2015 Oct;26(9-10):548-55
pubmed: 26092691
Nat Genet. 2013 Oct;45(10):1113-20
pubmed: 24071849
Nucleic Acids Res. 2017 Jan 4;45(D1):D347-D352
pubmed: 27733503
J Biomed Semantics. 2013 Feb 11;4(1):6
pubmed: 23398680
Nucleic Acids Res. 2015 Jan;43(Database issue):D204-12
pubmed: 25348405
Bioinformatics. 2010 Apr 15;26(8):1112-8
pubmed: 20200009
Mol Syst Biol. 2010;6:343
pubmed: 20087340
Nucleic Acids Res. 2011 Oct;39(18):e119
pubmed: 21737429
Front Plant Sci. 2013 Apr 04;4:73
pubmed: 23577015
Nucleic Acids Res. 2004 Jul 1;32(Web Server issue):W267-72
pubmed: 15215393
Drug Discov Today. 2012 Nov;17(21-22):1188-98
pubmed: 22683805
Bioinformatics. 2004 Jun 12;20(9):1466-7
pubmed: 14976030
Anal Chem. 2007 Nov 1;79(21):8067-75
pubmed: 17918906
Bioinformatics. 2014 Nov 1;30(21):2993-8
pubmed: 25064571
J Biomed Semantics. 2016 Jun 03;7:32
pubmed: 27255189
BMC Med Inform Decis Mak. 2013 Apr 24;13:53
pubmed: 23617267
BMC Bioinformatics. 2011 Feb 27;12:63
pubmed: 21352572
Plant Physiol. 2009 Nov;151(3):1570-81
pubmed: 19755544
J Bioinform Comput Biol. 2014 Dec;12(6):1442001
pubmed: 25385078
J Biomed Semantics. 2013 Apr 15;4 Suppl 1:S4
pubmed: 23734599
Nucleic Acids Res. 2016 Jan 4;44(D1):D488-94
pubmed: 26481357
Nat Methods. 2015 Feb;12(2):115-21
pubmed: 25633503
J Biomed Semantics. 2014 Nov 19;5:46
pubmed: 25937881
J Mass Spectrom. 2010 Jul;45(7):703-14
pubmed: 20623627
J Digit Imaging. 2016 Dec;29(6):654-657
pubmed: 26957291
BMC Bioinformatics. 2013 May 13;14:158
pubmed: 23668630
Nucleic Acids Res. 2016 Jan 4;44(D1):D38-47
pubmed: 26538599
Nature. 2015 Nov 5;527(7576):S16-7
pubmed: 26536219
PLoS Comput Biol. 2015 Feb 23;11(2):e1004085
pubmed: 25706687
PLoS One. 2015 Jan 21;10(1):e0116040
pubmed: 25607983
PLoS One. 2016 Apr 29;11(4):e0154556
pubmed: 27128319
J Med Internet Res. 2014 Sep 19;16(9):e216
pubmed: 25239002
Indian J Sex Transm Dis AIDS. 2010 Jan;31(1):47-50
pubmed: 21808439
Nucleic Acids Res. 2008 Jan;36(Database issue):D344-50
pubmed: 17932057
PLoS One. 2015 Apr 13;10(4):e0122802
pubmed: 25875762
Genome Biol. 2005;6(5):R46
pubmed: 15892874
Plant Physiol. 2010 Feb;152(2):579-89
pubmed: 20044452
J Biomed Inform. 2014 Oct;51:272-9
pubmed: 24973735
Am J Hum Genet. 2015 Jul 2;97(1):111-24
pubmed: 26119816
Bioinformatics. 2010 Nov 15;26(22):2924-6
pubmed: 20861032
J R Soc Interface. 2011 Oct 7;8(63):1440-8
pubmed: 21490004
Evol Bioinform Online. 2009 Jul 03;5:47-66
pubmed: 19812726
J Exp Bot. 2014 Oct;65(19):5619-30
pubmed: 25129130
Nucleic Acids Res. 2012 Jan;40(Database issue):D453-60
pubmed: 21976737
Bioinformatics. 2008 Nov 1;24(21):2534-6
pubmed: 18606607
Genome Biol. 2005;6(1):R7
pubmed: 15642099
Bioinformatics. 2010 Sep 15;26(18):2354-6
pubmed: 20679334
Nat Commun. 2014 Jun 26;5:4212
pubmed: 24967666
J Cheminform. 2015 May 30;7:23
pubmed: 26136848
J Biomed Semantics. 2011 Aug 02;2:4
pubmed: 21806842
Nucleic Acids Res. 2015 Jul 1;43(W1):W251-7
pubmed: 25897128
Bioinformatics. 2016 Jul 15;32(14):2236-8
pubmed: 27153650

Auteurs

Rutger A Vos (RA)

Institute of Biology Leiden, Leiden University, Leiden, The Netherlands.
Naturalis Biodiversity Center, Leiden, The Netherlands.

Toshiaki Katayama (T)

Database Center for Life Science, Tokyo, Japan.

Hiroyuki Mishima (H)

Department of Human Genetics, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan.

Shin Kawano (S)

Database Center for Life Science, Tokyo, Japan.

Shuichi Kawashima (S)

Database Center for Life Science, Tokyo, Japan.

Jin-Dong Kim (JD)

Database Center for Life Science, Tokyo, Japan.

Yuki Moriya (Y)

Database Center for Life Science, Tokyo, Japan.

Toshiaki Tokimatsu (T)

DDBJ Center, National Institute of Genetics, Mishima, Japan.

Atsuko Yamaguchi (A)

Database Center for Life Science, Tokyo, Japan.

Yasunori Yamamoto (Y)

Database Center for Life Science, Tokyo, Japan.

Hongyan Wu (H)

Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China.

Peter Amstutz (P)

Curoverse, Somerville, USA.

Erick Antezana (E)

Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway.

Nobuyuki P Aoki (NP)

Faculty of Science and Engineering, SOKA University, Tokyo, Japan.

Kazuharu Arakawa (K)

Institute for Advanced Biosciences, Keio University, Tokyo, Japan.

Jerven T Bolleman (JT)

SIB Swiss Institute of Bioinformatics, Centre Medical Universitaire, Lausanne, Switzerland.

Evan Bolton (E)

National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, USA.

Raoul J P Bonnal (RJP)

Istituto Nazionale Genetica Molecolare, Romeo ed Enrica Invernizzi, Milan, Italy.

Hidemasa Bono (H)

Database Center for Life Science, Tokyo, Japan.

Kees Burger (K)

Dutch Techcentre for Life Sciences, Utrecht, The Netherlands.

Hirokazu Chiba (H)

National Institute for Basic Biology, National Institutes of Natural Sciences, Okazaki, Japan.

Kevin B Cohen (KB)

Computational Bioscience Program, University of Colorado School of Medicine, Denver, USA.
Université Paris-Saclay, LIMSI, CNRS, Paris, France.

Eric W Deutsch (EW)

Institute for Systems Biology, Seattle, USA.

Jesualdo T Fernández-Breis (JT)

Universidad de Murcia, IMIB-Arrixaca, Murcia, Spain.

Gang Fu (G)

National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, USA.

Takatomo Fujisawa (T)

National Institute of Genetics, Mishima, Japan.

Atsushi Fukushima (A)

RIKEN Center for Sustainable Resource Science, Yokohama, Japan.

Alexander García (A)

Polytechnic University of Madrid, Madrid, Spain.

Naohisa Goto (N)

Research Institute for Microbial Diseases, Osaka University, Osaka, Japan.

Tudor Groza (T)

St Vincent's Clinical School, Faculty of Medicine, University of New South Wales, Darlinghurst, Australia.
Kinghorn Centre for Clinical Genomics, Garvan Institute of Medical Research, Darlinghurst, Australia.

Colin Hercus (C)

Novocraft Technologies Sdn. Bhd., Selangor, Malaysia.

Robert Hoehndorf (R)

Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia.

Kotone Itaya (K)

Institute for Advanced Biosciences, Keio University, Tokyo, Japan.

Nick Juty (N)

European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.

Takeshi Kawashima (T)

National Institute of Genetics, Mishima, Japan.

Jee-Hyub Kim (JH)

European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.

Akira R Kinjo (AR)

Institute for Protein Research, Osaka University, Osaka, Japan.

Masaaki Kotera (M)

School of Life Science and Technology, Tokyo Institute of Technology, Tokyo, Japan.

Kouji Kozaki (K)

The Institute of Scientific and Industrial Research, Osaka University, Osaka, Japan.

Sadahiro Kumagai (S)

Hitachi Ltd., Tokyo, Japan.

Tatsuya Kushida (T)

National Bioscience Database Center, Japan Science and Technology Agency, Tokyo, Japan.

Thomas Lütteke (T)

Institute of Veterinary Physiology and Biochemistry, Justus-Liebig University Giessen, Giessen, Germany.
Gesellschaft für innovative Personalwirtschaftssysteme mbH (GIP GmbH), Offenbach, Germany.

Masaaki Matsubara (M)

The Noguchi Institute, Tokyo, Japan.

Joe Miyamoto (J)

National Cancer Center Japan, Tokyo, Japan.

Attayeb Mohsen (A)

National Institutes of Biomedical Innovation, Health and Nutrition, Osaka, Japan.

Hiroshi Mori (H)

Center for Information Biology, National Institute of Genetics, Mishima, Japan.

Yuki Naito (Y)

Database Center for Life Science, Tokyo, Japan.

Takeru Nakazato (T)

Database Center for Life Science, Tokyo, Japan.

Jeremy Nguyen-Xuan (J)

Lawrence Berkeley National Laboratory, Berkeley, USA.

Kozo Nishida (K)

RIKEN Quantitative Biology Center, Osaka, Japan.

Naoki Nishida (N)

Department of Systems Science, Osaka University, Osaka, Japan.

Hiroyo Nishide (H)

National Institute for Basic Biology, National Institutes of Natural Sciences, Okazaki, Japan.

Soichi Ogishima (S)

Tohoku Medical Megabank Organization, Tohoku University, Sendai, Japan.

Tazro Ohta (T)

Database Center for Life Science, Tokyo, Japan.

Shujiro Okuda (S)

Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan.

Benedict Paten (B)

UC Santa Cruz Genomics Institute, University of California, Santa Cruz, USA.

Jean-Luc Perret (JL)

INVENesis, Neuchâtel, Switzerland.

Philip Prathipati (P)

National Institutes of Biomedical Innovation, Health and Nutrition, Osaka, Japan.

Pjotr Prins (P)

University Medical Center Utrecht, Utrecht, The Netherlands.
University of Tennessee Health Science Center, Memphis, USA.

Núria Queralt-Rosinach (N)

Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, USA.

Daisuke Shinmachi (D)

Faculty of Science and Engineering, SOKA University, Tokyo, Japan.

Shinya Suzuki (S)

School of Life Science and Technology, Tokyo Institute of Technology, Tokyo, Japan.

Tsuyosi Tabata (T)

Graduate School of Pharmaceutical Sciences, Kyoto University, Kyoto, Japan.

Terue Takatsuki (T)

RIKEN BioResource Center, Ibaraki, Japan.

Kieron Taylor (K)

European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.

Mark Thompson (M)

Leiden University Medical Center, Leiden, The Netherlands.

Ikuo Uchiyama (I)

National Institute for Basic Biology, National Institutes of Natural Sciences, Okazaki, Japan.

Bruno Vieira (B)

WurmLab, School of Biological & Chemical Sciences, Queen Mary University of London, London, UK.

Chih-Hsuan Wei (CH)

National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, USA.

Mark Wilkinson (M)

Escuela Técnica Superior de Ingeniería Agronómica, Alimentaria y de Biosistemas, Universidad Politécnica de Madrid, Madrid, Spain.

Issaku Yamada (I)

The Noguchi Institute, Tokyo, Japan.

Ryota Yamanaka (R)

Oracle Corporation, Tokyo, Japan.

Kazutoshi Yoshitake (K)

Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan.

Akiyasu C Yoshizawa (AC)

Graduate School of Pharmaceutical Sciences, Kyoto University, Kyoto, Japan.

Michel Dumontier (M)

Institute of Data Science, Maastricht University, Maastricht, The Netherlands.

Kenjiro Kosaki (K)

Center for Medical Genetics, Keio University School of Medicine, Tokyo, Japan.

Toshihisa Takagi (T)

National Bioscience Database Center, Japan Science and Technology Agency, Tokyo, Japan.
Department of Biological Sciences, Graduate School of Science, The University of Tokyo, Tokyo, Japan.

Articles similaires

Humans Middle Aged Female Male Surveys and Questionnaires
Adolescent Child Female Humans Male
Humans Colorectal Neoplasms Biomarkers, Tumor Prognosis Gene Expression Regulation, Neoplastic

Classifications MeSH