Data processing, multi-omic pathway mapping, and metabolite activity analysis using XCMS Online
被引:182
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作者:
Forsberg, Erica M.
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Scripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USA
San Diego State Univ, Dept Chem & Biochem, San Diego, CA 92182 USAScripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USA
Forsberg, Erica M.
[1
,2
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Huan, Tao
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Scripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USAScripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USA
Huan, Tao
[1
]
Rinehart, Duane
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Scripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USAScripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USA
Rinehart, Duane
[1
]
Benton, H. Paul
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Scripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USAScripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USA
Benton, H. Paul
[1
]
Warth, Benedikt
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Scripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USA
Univ Vienna, Dept Food Chem & Toxicol, Vienna, AustriaScripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USA
Warth, Benedikt
[1
,3
]
Hilmers, Brian
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Scripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USAScripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USA
Hilmers, Brian
[1
]
Siuzdak, Gary
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Scripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USAScripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USA
Siuzdak, Gary
[1
]
机构:
[1] Scripps Res Inst, Ctr Metabol & Mass Spectrometry, La Jolla, CA 92037 USA
[2] San Diego State Univ, Dept Chem & Biochem, San Diego, CA 92182 USA
[3] Univ Vienna, Dept Food Chem & Toxicol, Vienna, Austria
Systems biology is the study of complex living organisms, and as such, analysis on a systems-wide scale involves the collection of information-dense data sets that are representative of an entire phenotype. To uncover dynamic biological mechanisms, bioinformatics tools have become essential to facilitating data interpretation in large-scale analyses. Global metabolomics is one such method for performing systems biology, as metabolites represent the downstream functional products of ongoing biological processes. We have developed XCMS Online, a platform that enables online metabolomics data processing and interpretation. A systems biology workflow recently implemented within XCMS Online enables rapid metabolic pathway mapping using raw metabolomics data for investigating dysregulated metabolic processes. In addition, this platform supports integration of multi-omic (such as genomic and proteomic) data to garner further systems-wide mechanistic insight. Here, we provide an in-depth procedure showing how to effectively navigate and use the systems biology workflow within XCMS Online without a priori knowledge of the platform, including uploading liquid chromatography (LC)-mass spectrometry (MS) data from metabolite-extracted biological samples, defining the job parameters to identify features, correcting for retention time deviations, conducting statistical analysis of features between sample classes and performing predictive metabolic pathway analysis. Additional multi-omics data can be uploaded and overlaid with previously identified pathways to enhance systems-wide analysis of the observed dysregulations. We also describe unique visualization tools to assist in elucidation of statistically significant dysregulated metabolic pathways. Parameter input takes 5-10 min, depending on user experience; data processing typically takes 1-3 h, and data analysis takes similar to 30 min.
机构:
Univ East Anglia, Norwich Med Sch, Bob Champ Bldg Res & Educ, Norwich, EnglandUniv East Anglia, Norwich Med Sch, Bob Champ Bldg Res & Educ, Norwich, England
Pattinson, Adam
Bahia, Sandeep
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Univ East Anglia, Sch Pharm, Norwich, EnglandUniv East Anglia, Norwich Med Sch, Bob Champ Bldg Res & Educ, Norwich, England
Bahia, Sandeep
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Le Gall, Gwenaelle
Morris, Christopher J.
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Univ East Anglia, Sch Pharm, Norwich, EnglandUniv East Anglia, Norwich Med Sch, Bob Champ Bldg Res & Educ, Norwich, England
Morris, Christopher J.
Harding, Sarah V.
论文数: 0引用数: 0
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机构:
CBR Div, Def Sci & Technol Lab, Salisbury, England
Univ Leicester, Dept Resp Sci, Leicester, EnglandUniv East Anglia, Norwich Med Sch, Bob Champ Bldg Res & Educ, Norwich, England
Harding, Sarah V.
McArthur, Michael
论文数: 0引用数: 0
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Univ East Anglia, Norwich Med Sch, Bob Champ Bldg Res & Educ, Norwich, EnglandUniv East Anglia, Norwich Med Sch, Bob Champ Bldg Res & Educ, Norwich, England
机构:
Jewish Gen Hosp, Dept Human Genet, Montreal, PQ, Canada
Jewish Gen Hosp, Lady Davis Inst Med Res, Montreal, PQ, CanadaMcGill Univ, McGill Genome Ctr, Montreal, PQ, Canada
机构:
Jewish Gen Hosp, Dept Human Genet, Montreal, PQ, Canada
Jewish Gen Hosp, Lady Davis Inst Med Res, Montreal, PQ, CanadaMcGill Univ, McGill Genome Ctr, Montreal, PQ, Canada
机构:
Univ Gothenburg, Inst Med, Dept Internal Med & Clin Nutr, Sahlgrenska Acad, Gothenburg, Sweden
Sahlgrens Univ Hosp, Endocrinol Diabetol & Metab, Gothenburg, SwedenUniv Gothenburg, Inst Med, Dept Internal Med & Clin Nutr, Sahlgrenska Acad, Gothenburg, Sweden
Chantzichristos, Dimitrios
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Svensson, Per-Arne
Garner, Terence
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Univ Manchester, Fac Biol Med & Hlth, Div Dev Biol & Med, Manchester, Lancs, EnglandUniv Gothenburg, Inst Med, Dept Internal Med & Clin Nutr, Sahlgrenska Acad, Gothenburg, Sweden
Garner, Terence
Glad, Camilla A. M.
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机构:
Univ Gothenburg, Inst Med, Dept Internal Med & Clin Nutr, Sahlgrenska Acad, Gothenburg, Sweden
Sahlgrens Univ Hosp, Endocrinol Diabetol & Metab, Gothenburg, SwedenUniv Gothenburg, Inst Med, Dept Internal Med & Clin Nutr, Sahlgrenska Acad, Gothenburg, Sweden
Glad, Camilla A. M.
Walker, Brian R.
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机构:
Newcastle Univ, Clin & Translat Res Inst, Newcastle Upon Tyne, Tyne & Wear, England
Univ Edinburgh, BHF Univ Ctr Cardiovasc Sci, Edinburgh, Midlothian, ScotlandUniv Gothenburg, Inst Med, Dept Internal Med & Clin Nutr, Sahlgrenska Acad, Gothenburg, Sweden
Walker, Brian R.
Bergthorsdottir, Ragnhildur
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机构:
Univ Gothenburg, Inst Med, Dept Internal Med & Clin Nutr, Sahlgrenska Acad, Gothenburg, Sweden
Sahlgrens Univ Hosp, Endocrinol Diabetol & Metab, Gothenburg, SwedenUniv Gothenburg, Inst Med, Dept Internal Med & Clin Nutr, Sahlgrenska Acad, Gothenburg, Sweden