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In silico annotation of discriminative markers of three Zanthoxylum species using molecular network derived annotation propagation
被引:20
作者:

Lee, Jiho
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Kangwon Natl Univ, Coll Pharm, Chunchon 24341, South Korea Kangwon Natl Univ, Coll Pharm, Chunchon 24341, South Korea

da Silva, Ricardo R.
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Univ Calif San Diego, Skaggs Sch Pharm & Pharmaceut Sci, Collaborat Mass Spectrometry Innovat Ctr, La Jolla, CA 92093 USA
Univ Sao Paulo, Sch Pharmaceut Sci Ribeirao Preto, Dept Phys & Chem, NPPNS, Ave Cafe S-N, BR-14040903 Ribeirao Preto, SP, Brazil Kangwon Natl Univ, Coll Pharm, Chunchon 24341, South Korea

Jang, Hyeon Seok
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Kangwon Natl Univ, Coll Pharm, Chunchon 24341, South Korea Kangwon Natl Univ, Coll Pharm, Chunchon 24341, South Korea

Kim, Hyun Woo
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机构:
Seoul Natl Univ, Coll Pharm, Seoul 08826, South Korea
Seoul Natl Univ, Res Inst Pharmaceut Sci, Seoul 08826, South Korea Kangwon Natl Univ, Coll Pharm, Chunchon 24341, South Korea

Kwon, Yong Soo
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Kangwon Natl Univ, Coll Pharm, Chunchon 24341, South Korea Kangwon Natl Univ, Coll Pharm, Chunchon 24341, South Korea

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机构:
[1] Kangwon Natl Univ, Coll Pharm, Chunchon 24341, South Korea
[2] Univ Calif San Diego, Skaggs Sch Pharm & Pharmaceut Sci, Collaborat Mass Spectrometry Innovat Ctr, La Jolla, CA 92093 USA
[3] Univ Sao Paulo, Sch Pharmaceut Sci Ribeirao Preto, Dept Phys & Chem, NPPNS, Ave Cafe S-N, BR-14040903 Ribeirao Preto, SP, Brazil
[4] Seoul Natl Univ, Coll Pharm, Seoul 08826, South Korea
[5] Seoul Natl Univ, Res Inst Pharmaceut Sci, Seoul 08826, South Korea
[6] Gyeongsang Natl Univ, Inst Hlth Sci, Sch Med, Dept Pharmacol, Jinju 52727, South Korea
来源:
基金:
新加坡国家研究基金会;
关键词:
LC/MS;
Multivariate analysis;
Molecular network;
Zanthoxylum species;
FLIGHT MASS-SPECTROMETRY;
PRODUCTS;
D O I:
10.1016/j.foodchem.2019.05.099
中图分类号:
O69 [应用化学];
学科分类号:
081704 ;
摘要:
In liquid chromatography-mass spectrometry (LC-MS) metabolomics, data matrices with up to thousands of variables for each ion peak are subjected to multivariate analysis (MVA) to assess the homogeneity between samples. The large dimensions of LC/MS datasets hinder the identification of the discriminant or the metabolic markers. In the present study, the molecular network (MN) approach and two in silico annotation tools, network annotation propagation (NAP) and the hierarchical chemical classification method, ClassyFire, were used to annotate the metabolites of three Zanthoxylum species, Z. bungeanum, Z. schinifolium and Z. piperitum. The in silico annotation results of the MN nodes and the MVA variables were combined and visualized in loading plots. This approach helped intuitive detection of the variables that greatly contributed to the separation of the samples in the score plot as discriminant or metabolic markers, thereby allowing rapid annotation of two flavanone derivatives.
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页码:368 / 376
页数:9
相关论文
共 28 条
[1]
Principal component analysis
[J].
Abdi, Herve
;
Williams, Lynne J.
.
WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS,
2010, 2 (04)
:433-459

Abdi, Herve
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Texas Dallas, Sch Behav & Brain Sci, MS GR4 1, Richardson, TX 75080 USA Univ Texas Dallas, Sch Behav & Brain Sci, MS GR4 1, Richardson, TX 75080 USA

Williams, Lynne J.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Toronto, Dept Psychol, Scarborough, ON, Canada Univ Texas Dallas, Sch Behav & Brain Sci, MS GR4 1, Richardson, TX 75080 USA
[2]
Phylogeny and biogeography of the pantropical genus Zanthoxylum and its closest relatives in the proto-Rutaceae group (Rutaceae)
[J].
Appelhans, Marc S.
;
Reichelt, Niklas
;
Groppo, Milton
;
Paetzold, Claudia
;
Wen, Jun
.
MOLECULAR PHYLOGENETICS AND EVOLUTION,
2018, 126
:31-44

Appelhans, Marc S.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Goettingen, Albrecht von Haller Inst Plant Sci, Dept Systemat Biodivers & Evolut Plants, Untere Karspuele 2, D-37073 Gottingen, Germany
Smithsonian Inst, Natl Museum Nat Hist, Dept Bot, POB 37012,MRC 166, Washington, DC 20013 USA Univ Goettingen, Albrecht von Haller Inst Plant Sci, Dept Systemat Biodivers & Evolut Plants, Untere Karspuele 2, D-37073 Gottingen, Germany

Reichelt, Niklas
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Goettingen, Albrecht von Haller Inst Plant Sci, Dept Systemat Biodivers & Evolut Plants, Untere Karspuele 2, D-37073 Gottingen, Germany Univ Goettingen, Albrecht von Haller Inst Plant Sci, Dept Systemat Biodivers & Evolut Plants, Untere Karspuele 2, D-37073 Gottingen, Germany

Groppo, Milton
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Fac Filosofia Ciencias & Letras Ribeirao Preto, Dept Biol, Ribeirao Preto, SP, Brazil Univ Goettingen, Albrecht von Haller Inst Plant Sci, Dept Systemat Biodivers & Evolut Plants, Untere Karspuele 2, D-37073 Gottingen, Germany

Paetzold, Claudia
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Goettingen, Albrecht von Haller Inst Plant Sci, Dept Systemat Biodivers & Evolut Plants, Untere Karspuele 2, D-37073 Gottingen, Germany Univ Goettingen, Albrecht von Haller Inst Plant Sci, Dept Systemat Biodivers & Evolut Plants, Untere Karspuele 2, D-37073 Gottingen, Germany

Wen, Jun
论文数: 0 引用数: 0
h-index: 0
机构:
Smithsonian Inst, Natl Museum Nat Hist, Dept Bot, POB 37012,MRC 166, Washington, DC 20013 USA Univ Goettingen, Albrecht von Haller Inst Plant Sci, Dept Systemat Biodivers & Evolut Plants, Untere Karspuele 2, D-37073 Gottingen, Germany
[3]
Simultaneous quantification and identification of flavonoids, lignans, coumarin and amides in leaves of Zanthoxylum armatum using UPLC-DAD-ESI-QTOF-MS/MS
[J].
Bhatt, Vinod
;
Sharma, Sushila
;
Kumar, Neeraj
;
Sharma, Upendra
;
Singh, Bikram
.
JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS,
2017, 132
:46-55

Bhatt, Vinod
论文数: 0 引用数: 0
h-index: 0
机构:
CSIR, Inst Himalayan Bioresource Technol, Dept Nat Prod Chem & Proc Dev, Palampur 176061, Himachal Prades, India
Acad Sci & Innovat Res, 2 Rafi Marg, New Delhi 110001, India CSIR, Inst Himalayan Bioresource Technol, Dept Nat Prod Chem & Proc Dev, Palampur 176061, Himachal Prades, India

Sharma, Sushila
论文数: 0 引用数: 0
h-index: 0
机构:
CSIR, Inst Himalayan Bioresource Technol, Dept Nat Prod Chem & Proc Dev, Palampur 176061, Himachal Prades, India
Acad Sci & Innovat Res, 2 Rafi Marg, New Delhi 110001, India CSIR, Inst Himalayan Bioresource Technol, Dept Nat Prod Chem & Proc Dev, Palampur 176061, Himachal Prades, India

论文数: 引用数:
h-index:
机构:

论文数: 引用数:
h-index:
机构:

Singh, Bikram
论文数: 0 引用数: 0
h-index: 0
机构:
CSIR, Inst Himalayan Bioresource Technol, Dept Nat Prod Chem & Proc Dev, Palampur 176061, Himachal Prades, India
Acad Sci & Innovat Res, 2 Rafi Marg, New Delhi 110001, India CSIR, Inst Himalayan Bioresource Technol, Dept Nat Prod Chem & Proc Dev, Palampur 176061, Himachal Prades, India
[4]
Software Tools and Approaches for Compound Identification of LC-MS/MS Data in Metabolomics
[J].
Blazenovic, Ivana
;
Kind, Tobias
;
Ji, Jian
;
Fiehn, Oliver
.
METABOLITES,
2018, 8 (02)

Blazenovic, Ivana
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Davis, NIH West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USA Univ Calif Davis, NIH West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USA

Kind, Tobias
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Davis, NIH West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USA Univ Calif Davis, NIH West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USA

Ji, Jian
论文数: 0 引用数: 0
h-index: 0
机构:
Jiangnan Univ, State Key Lab Food Sci & Technol, Sch Food Sci, Synerget Innovat Ctr Food Safety & Nutr, Wuxi 214122, Peoples R China Univ Calif Davis, NIH West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USA

Fiehn, Oliver
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Davis, NIH West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USA
King Abdulaziz Univ, Dept Biochem, Fac Sci, Jeddah 21589, Saudi Arabia Univ Calif Davis, NIH West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USA
[5]
SIRIUS: decomposing isotope patterns for metabolite identification
[J].
Boecker, Sebastian
;
Letzel, Matthias C.
;
Liptak, Zsuzsanna
;
Pervukhin, Anton
.
BIOINFORMATICS,
2009, 25 (02)
:218-224

Boecker, Sebastian
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Jena, Lehrstuhl Bioinformat, D-07743 Jena, Germany Univ Jena, Lehrstuhl Bioinformat, D-07743 Jena, Germany

Letzel, Matthias C.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Bielefeld, Fak Chem, D-33501 Bielefeld, Germany Univ Jena, Lehrstuhl Bioinformat, D-07743 Jena, Germany

Liptak, Zsuzsanna
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Bielefeld, Tech Fak, AG Genominformat, D-33501 Bielefeld, Germany Univ Jena, Lehrstuhl Bioinformat, D-07743 Jena, Germany

Pervukhin, Anton
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Jena, Lehrstuhl Bioinformat, D-07743 Jena, Germany Univ Jena, Lehrstuhl Bioinformat, D-07743 Jena, Germany
[6]
Metabolomic analysis in food science: a review
[J].
Cevallos-Cevallos, Juan M.
;
Reyes-De-Corcuera, Jose I.
;
Etxeberria, Edgardo
;
Danyluk, Michelle D.
;
Rodrick, Gary E.
.
TRENDS IN FOOD SCIENCE & TECHNOLOGY,
2009, 20 (11-12)
:557-566

Cevallos-Cevallos, Juan M.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Florida, IFAS, Citrus Res & Educ Ctr, Lake Alfred, FL 33850 USA Univ Florida, IFAS, Citrus Res & Educ Ctr, Lake Alfred, FL 33850 USA

Reyes-De-Corcuera, Jose I.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Florida, IFAS, Citrus Res & Educ Ctr, Lake Alfred, FL 33850 USA Univ Florida, IFAS, Citrus Res & Educ Ctr, Lake Alfred, FL 33850 USA

Etxeberria, Edgardo
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Florida, IFAS, Citrus Res & Educ Ctr, Lake Alfred, FL 33850 USA Univ Florida, IFAS, Citrus Res & Educ Ctr, Lake Alfred, FL 33850 USA

Danyluk, Michelle D.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Florida, IFAS, Citrus Res & Educ Ctr, Lake Alfred, FL 33850 USA Univ Florida, IFAS, Citrus Res & Educ Ctr, Lake Alfred, FL 33850 USA

Rodrick, Gary E.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Florida, Dept Food Sci & Human Nutr, Gainesville, FL 32611 USA Univ Florida, IFAS, Citrus Res & Educ Ctr, Lake Alfred, FL 33850 USA
[7]
Propagating annotations of molecular networks using in silico fragmentation
[J].
da Silva, Ricardo R.
;
Wang, Mingxun
;
Nothias, Louis-Felix
;
van der Hooft, Justin J. J.
;
Caraballo-Rodriguez, Andres Mauricio
;
Fox, Evan
;
Balunas, Marcy J.
;
Klassen, Jonathan L.
;
Lopes, Norberto Peporine
;
Dorrestein, Pieter C.
.
PLOS COMPUTATIONAL BIOLOGY,
2018, 14 (04)

da Silva, Ricardo R.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA
Univ Sao Paulo, Sch Pharmaceut Sci Ribeirao Preto, Dept Phys & Chem, NPPNS, Ribeirao Preto, SP, Brazil Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA

Wang, Mingxun
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA

Nothias, Louis-Felix
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA

van der Hooft, Justin J. J.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA
Wageningen Univ, Dept Plant Sci, Bioinformat Grp, Wageningen, Netherlands Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA

Caraballo-Rodriguez, Andres Mauricio
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA

Fox, Evan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Connecticut, Dept Mol & Cell Biol, Storrs, CT USA Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA

Balunas, Marcy J.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Connecticut, Dept Pharmaceut Sci, Div Med Chem, Storrs, CT USA Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA

Klassen, Jonathan L.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Connecticut, Dept Mol & Cell Biol, Storrs, CT USA Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA

Lopes, Norberto Peporine
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Sch Pharmaceut Sci Ribeirao Preto, Dept Phys & Chem, NPPNS, Ribeirao Preto, SP, Brazil Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA

Dorrestein, Pieter C.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA Univ Calif San Diego, Collaborat Mass Spectrometry Innovat Ctr, Skaggs Sch Pharm & Pharmaceut Sci, La Jolla, CA 92093 USA
[8]
Searching molecular structure databases with tandem mass spectra using CSI:FingerID
[J].
Duehrkop, Kai
;
Shen, Huibin
;
Meusel, Marvin
;
Rousu, Juho
;
Boecker, Sebastian
.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA,
2015, 112 (41)
:12580-12585

Duehrkop, Kai
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Jena, Chair Bioinformat, D-07743 Jena, Germany Univ Jena, Chair Bioinformat, D-07743 Jena, Germany

Shen, Huibin
论文数: 0 引用数: 0
h-index: 0
机构:
Aalto Univ, Helsinki Inst Informat Technol, Dept Comp Sci, Espoo 02150, Finland Univ Jena, Chair Bioinformat, D-07743 Jena, Germany

Meusel, Marvin
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Jena, Chair Bioinformat, D-07743 Jena, Germany Univ Jena, Chair Bioinformat, D-07743 Jena, Germany

Rousu, Juho
论文数: 0 引用数: 0
h-index: 0
机构:
Aalto Univ, Helsinki Inst Informat Technol, Dept Comp Sci, Espoo 02150, Finland Univ Jena, Chair Bioinformat, D-07743 Jena, Germany

Boecker, Sebastian
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Jena, Chair Bioinformat, D-07743 Jena, Germany Univ Jena, Chair Bioinformat, D-07743 Jena, Germany
[9]
Searching for Novel Cancer Chemopreventive Plants and their Products: The Genus Zanthoxylum
[J].
Epifano, Francesco
;
Curini, Massimo
;
Marcotullio, Maria Carla
;
Genovese, Salvatore
.
CURRENT DRUG TARGETS,
2011, 12 (13)
:1895-1902

Epifano, Francesco
论文数: 0 引用数: 0
h-index: 0
机构:
Univ G dAnnunzio, Dipartimento Sci Farm, I-66013 Chieti, CH, Italy Univ G dAnnunzio, Dipartimento Sci Farm, I-66013 Chieti, CH, Italy

论文数: 引用数:
h-index:
机构:

论文数: 引用数:
h-index:
机构:

Genovese, Salvatore
论文数: 0 引用数: 0
h-index: 0
机构:
Univ G dAnnunzio, Dipartimento Sci Farm, I-66013 Chieti, CH, Italy Univ G dAnnunzio, Dipartimento Sci Farm, I-66013 Chieti, CH, Italy
[10]
ClassyFire: automated chemical classification with a comprehensive, computable taxonomy
[J].
Feunang, Yannick Djoumbou
;
Eisner, Roman
;
Knox, Craig
;
Chepelev, Leonid
;
Hastings, Janna
;
Owen, Gareth
;
Fahy, Eoin
;
Steinbeck, Christoph
;
Subramanian, Shankar
;
Bolton, Evan
;
Greiner, Russell
;
Wishart, David S.
.
JOURNAL OF CHEMINFORMATICS,
2016, 8
:1-20

论文数: 引用数:
h-index:
机构:

Eisner, Roman
论文数: 0 引用数: 0
h-index: 0
机构:
Jobber Field Serv Software, 10520 Jasper Ave, Edmonton, AB T5J 1Z7, Canada Univ Alberta, Dept Biol Sci, Edmonton, AB T6G 2E8, Canada

Knox, Craig
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Alberta, Dept Comp Sci, Edmonton, AB T6G 2E8, Canada Univ Alberta, Dept Biol Sci, Edmonton, AB T6G 2E8, Canada

Chepelev, Leonid
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Ottawa, Ottawa Hosp, Dept Med Imaging, Civ Campus,1053 Carling Ave, Ottawa, ON K1Y 4E9, Canada Univ Alberta, Dept Biol Sci, Edmonton, AB T6G 2E8, Canada

论文数: 引用数:
h-index:
机构:

论文数: 引用数:
h-index:
机构:

Fahy, Eoin
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif La Jolla, Dept Bioengn, San Diego, CA 92093 USA Univ Alberta, Dept Biol Sci, Edmonton, AB T6G 2E8, Canada

论文数: 引用数:
h-index:
机构:

Subramanian, Shankar
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif La Jolla, Dept Bioengn, San Diego, CA 92093 USA Univ Alberta, Dept Biol Sci, Edmonton, AB T6G 2E8, Canada

Bolton, Evan
论文数: 0 引用数: 0
h-index: 0
机构:
Natl Lib Med, Dept Hlth & Human Serv, Natl Ctr Biotechnol Informat, NIH, 8600 Rockville Pike, Bethesda, MD 20894 USA Univ Alberta, Dept Biol Sci, Edmonton, AB T6G 2E8, Canada

Greiner, Russell
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Alberta, Dept Comp Sci, Edmonton, AB T6G 2E8, Canada
Univ Alberta, Alberta Innovates Ctr Machine Learning AICML, Dept Comp Sci, 2-21 Athabasca Hall, Edmonton, AB T6G 2E8, Canada Univ Alberta, Dept Biol Sci, Edmonton, AB T6G 2E8, Canada

Wishart, David S.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Alberta, Dept Biol Sci, Edmonton, AB T6G 2E8, Canada
Univ Alberta, Dept Comp Sci, Edmonton, AB T6G 2E8, Canada
Natl Inst Nanotechnol NINT, Natl Res Council, Edmonton, AB T6G 2M9, Canada
Univ Alberta, Metabol Innovat Ctr, Edmonton, AB T6G 2E9, Canada Univ Alberta, Dept Biol Sci, Edmonton, AB T6G 2E8, Canada