Toolbox Accelerating Glycomics (TAG): Glycan Annotation from MALDI-TOF MS Spectra and Mapping Expression Variation to Biosynthetic Pathways

Glycans present extraordinary structural diversity commensurate with their involvement in numerous fundamental cellular processes including growth, differentiation, and morphogenesis. Unlike linear DNA and protein sequences, glycans have heterogeneous structures that differ in composition, branching...

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Main Authors: Nobuaki Miura, Hisatoshi Hanamatsu, Ikuko Yokota, Kazue Okada, Jun-Ichi Furukawa, Yasuro Shinohara
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Biomolecules
Subjects:
Online Access:https://www.mdpi.com/2218-273X/10/10/1383
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author Nobuaki Miura
Hisatoshi Hanamatsu
Ikuko Yokota
Kazue Okada
Jun-Ichi Furukawa
Yasuro Shinohara
author_facet Nobuaki Miura
Hisatoshi Hanamatsu
Ikuko Yokota
Kazue Okada
Jun-Ichi Furukawa
Yasuro Shinohara
author_sort Nobuaki Miura
collection DOAJ
description Glycans present extraordinary structural diversity commensurate with their involvement in numerous fundamental cellular processes including growth, differentiation, and morphogenesis. Unlike linear DNA and protein sequences, glycans have heterogeneous structures that differ in composition, branching, linkage, and anomericity. These differences pose a challenge to developing useful software for glycomic analysis. To overcome this problem, we developed the novel Toolbox Accelerating Glycomics (TAG) program. TAG consists of three units: ‘TAG List’ creates a glycan list that is used for database searching in TAG Expression; ‘TAG Expression’ automatically annotates and quantifies glycan signals and draws graphs; and ‘TAG Pathway’ maps the obtained expression information to biosynthetic pathways. Herein, we discuss the concepts, outline the TAG process, and demonstrate its potential using glycomic expression profile data from Chinese hamster ovary (CHO) cells and mutants lacking a functional <i>Npc1</i> gene (<i>Npc1</i> knockout (KO) CHO cells). TAG not only drastically reduced the amount of time and labor needed for glycomic analysis but also detected and quantified more glycans than manual analysis. Although this study was limited to the analysis of <i>N</i>-glycans and free oligosaccharides, the glycomic platform will be expanded to facilitate the analysis of <i>O</i>-glycans and glycans of glycosphingolipids.
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spelling doaj.art-fc5114309a2240d8965f00b7e971252c2023-11-20T15:26:50ZengMDPI AGBiomolecules2218-273X2020-09-011010138310.3390/biom10101383Toolbox Accelerating Glycomics (TAG): Glycan Annotation from MALDI-TOF MS Spectra and Mapping Expression Variation to Biosynthetic PathwaysNobuaki Miura0Hisatoshi Hanamatsu1Ikuko Yokota2Kazue Okada3Jun-Ichi Furukawa4Yasuro Shinohara5Division of Bioinformatics, Niigata University Graduate School of Medical and Dental Sciences, 1-757 Asahimachi-dori, Chuo-ku, Niigata 951-8510, JapanDepartment of Advanced Clinical Glycobiology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Kita21, Nishi11, Kita-ku, Sapporo 001-0021, JapanDepartment of Advanced Clinical Glycobiology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Kita21, Nishi11, Kita-ku, Sapporo 001-0021, JapanDepartment of Advanced Clinical Glycobiology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Kita21, Nishi11, Kita-ku, Sapporo 001-0021, JapanDepartment of Advanced Clinical Glycobiology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, Kita21, Nishi11, Kita-ku, Sapporo 001-0021, JapanDepartment of Pharmacy, Kinjo Gakuin University, Nagoya 463-8521, JapanGlycans present extraordinary structural diversity commensurate with their involvement in numerous fundamental cellular processes including growth, differentiation, and morphogenesis. Unlike linear DNA and protein sequences, glycans have heterogeneous structures that differ in composition, branching, linkage, and anomericity. These differences pose a challenge to developing useful software for glycomic analysis. To overcome this problem, we developed the novel Toolbox Accelerating Glycomics (TAG) program. TAG consists of three units: ‘TAG List’ creates a glycan list that is used for database searching in TAG Expression; ‘TAG Expression’ automatically annotates and quantifies glycan signals and draws graphs; and ‘TAG Pathway’ maps the obtained expression information to biosynthetic pathways. Herein, we discuss the concepts, outline the TAG process, and demonstrate its potential using glycomic expression profile data from Chinese hamster ovary (CHO) cells and mutants lacking a functional <i>Npc1</i> gene (<i>Npc1</i> knockout (KO) CHO cells). TAG not only drastically reduced the amount of time and labor needed for glycomic analysis but also detected and quantified more glycans than manual analysis. Although this study was limited to the analysis of <i>N</i>-glycans and free oligosaccharides, the glycomic platform will be expanded to facilitate the analysis of <i>O</i>-glycans and glycans of glycosphingolipids.https://www.mdpi.com/2218-273X/10/10/1383glycomicsautomated annotationMALDI-TOF MSbiosynthetic pathwaysglycan diversityinformatics
spellingShingle Nobuaki Miura
Hisatoshi Hanamatsu
Ikuko Yokota
Kazue Okada
Jun-Ichi Furukawa
Yasuro Shinohara
Toolbox Accelerating Glycomics (TAG): Glycan Annotation from MALDI-TOF MS Spectra and Mapping Expression Variation to Biosynthetic Pathways
Biomolecules
glycomics
automated annotation
MALDI-TOF MS
biosynthetic pathways
glycan diversity
informatics
title Toolbox Accelerating Glycomics (TAG): Glycan Annotation from MALDI-TOF MS Spectra and Mapping Expression Variation to Biosynthetic Pathways
title_full Toolbox Accelerating Glycomics (TAG): Glycan Annotation from MALDI-TOF MS Spectra and Mapping Expression Variation to Biosynthetic Pathways
title_fullStr Toolbox Accelerating Glycomics (TAG): Glycan Annotation from MALDI-TOF MS Spectra and Mapping Expression Variation to Biosynthetic Pathways
title_full_unstemmed Toolbox Accelerating Glycomics (TAG): Glycan Annotation from MALDI-TOF MS Spectra and Mapping Expression Variation to Biosynthetic Pathways
title_short Toolbox Accelerating Glycomics (TAG): Glycan Annotation from MALDI-TOF MS Spectra and Mapping Expression Variation to Biosynthetic Pathways
title_sort toolbox accelerating glycomics tag glycan annotation from maldi tof ms spectra and mapping expression variation to biosynthetic pathways
topic glycomics
automated annotation
MALDI-TOF MS
biosynthetic pathways
glycan diversity
informatics
url https://www.mdpi.com/2218-273X/10/10/1383
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