In silico annotation of discriminative markers of three Zanthoxylum species using molecular network derived annotation propagation

被引:20
作者
Lee, Jiho [1 ]
da Silva, Ricardo R. [2 ,3 ]
Jang, Hyeon Seok [1 ]
Kim, Hyun Woo [4 ,5 ]
Kwon, Yong Soo [1 ]
Kim, Jung-Hwan [6 ]
Yang, Heejung [1 ]
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
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.
引用
收藏
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
[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
[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
[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)
[5]   SIRIUS: decomposing isotope patterns for metabolite identification [J].
Boecker, Sebastian ;
Letzel, Matthias C. ;
Liptak, Zsuzsanna ;
Pervukhin, Anton .
BIOINFORMATICS, 2009, 25 (02) :218-224
[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
[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)
[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
[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
[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