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Canadian Bioinformatics Workshops. www.bioinformatics.ca. Module #: Title of Module. 2. Module 2 Software for Metabolite Identification and Quantification. David Wishart Informatics and Statistics for Metabolomics May 3-4, 2012. 25. PC2. 20. 15. ANIT. 10. 5. 0. -5. Control. -10.
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Canadian Bioinformatics Workshops www.bioinformatics.ca
Module 2 Software for Metabolite Identification and Quantification David Wishart Informatics and Statistics for Metabolomics May 3-4, 2012
25 PC2 20 15 ANIT 10 5 0 -5 Control -10 -15 PAP -20 PC1 -25 -30 -20 -10 0 10 ppm 7 6 5 4 3 2 1 TMAO creatinine hippurate allantoin creatinine taurine citrate urea hippurate 2-oxoglutarate water succinate fumarate ppm 7 6 5 4 3 2 1 2 Routes to Metabolomics Quantitative (Targeted) Methods Chemometric (Profiling) Methods
The Problem With Metabolomics Gene IDs + Transcript Abundance Genomics Protein IDs + Concentrations Proteomics ? Metabolite IDs + Concentrations Metabolomics
Metabolite Identification • Two scenarios identification of “known unknowns” and “unknown unknowns” • For “known unknowns” use spectral or metabolite libraries to ID and quantify via spectral deconvolution • For “unknown unknowns” (truly novel) use computer-aided structure elucidation methods (CASE) “…there are known unknowns; that is to say we know there are some things we do not know. But there are also unknown unknowns -- the ones we don't know we don't know.”
Spectral Deconvolution • Specifically for “Known Unknowns” • Matches peaks to a known set of peaks (from pure cmpds) in a pre-compiled database • Can be done with NMR, GC-MS, LC-MS and MS/MS data • Called “Targeted” or quantitative profiling
Metabolite ID by Spectral Deconvolution (NMR) Mixture Compound A Compound B Compound C
Chenomx & AMIX www.bruker-biospin.com www.chenomx.com
Why Chenomx? • Canadian software company • Compatible with most NMR formats • Simple-to-use software for 1D NMR • Large library of 450 reference spectra
Chenomx NMR Suite • Chenomx Processor - Spectral Phasing - Water Deletion/Suppression - Baseline Correction - Referencing and Ref. Deconvolution • Chenomx Profiler - Compound Library (Reference Spectra) - Supports Spectral Profiling/Deconvolution
Processor Steps • Launch Processor program • Select and upload spectrum (File Open) • Confirm spectral parameters • Phase spectrum (Under Processing) • Find DSS reference • Remove water peak (Under Processing Advanced) • Perform baseline correction (Under Processing) • Perform reference deconvolution (Under Processing Advanced)
Raw Spectrum Zoomed View
NMR Spectra Need “Fixin’” Before After Baseline correction Water suppression Referencing Shimming Phasing
Phase Spectrum After auto phasing, do manual phasing as necessary
Remove Water Peak After Before
Baseline Correction – Auto Spline Zoomed View
Profiler Steps • Launch Profiler program • Select and upload spectrum (File Open) • Select “Profiled Compounds” and “500 MHz” • Always begin by profiling DSS (there are 4 major DSS peak clusters) • Try to fit/drag until the green subtraction line is essentially flat • Once finished with DSS, select other compounds on the compound list and proceed to “tweak” their fits • When finished, export the concentration list
Now It’s Your Turn…http://bioinformatics.ca/workshop_wiki/