Canadian Bioinformatics Workshops
2Module #: Title of Module
Module 2 Software for Metabolite Identification and Quantification
Learning Objectives To learn about the concepts of spectral deconvolution for metabolite identification and quantification To learn how to use spectral deconvolution for NMR-based metabolomics (Chenomx) To try and “deconvolve” a real biofluid spectrum using Chenomx software
2 Routes to Metabolomics ppm Quantitative (Targeted) Methods Chemometric (Profiling) Methods
The Problem With Metabolomics ? Genomics Proteomics Metabolomics Gene IDs + Transcript Abundance Protein IDs + Concentrations Metabolite IDs + Concentrations
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
Why Chenomx? Canadian software company Compatible with most NMR formats Simple-to-use software for 1D NMR Large library of 450 reference spectra
Download Software/Demo
Chenomx NMR Suite Chenomx Processor - Spectral Phasing - Water Deletion/Suppression (Region Deletion) - Baseline Correction - Referencing and Ref. Deconvolution (Shim Correction) Chenomx Profiler - Compound Library (Reference Spectra) - Supports Spectral Profiling/Deconvolution
Processor Overview Sidebar View Processing History Processor Dashboard Status Bar Thumbnail Spectral View
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 Region Deletion) Perform baseline correction (Under Processing) Perform reference deconvolution (Under Processing Shim Correction)
Select/Upload Spectrum
Set/Confirm Parameters
Raw Spectrum Zoomed View
NMR Spectra Need “Fixin’” Before After Referencing Baseline correction Region Deletion Phasing Shimming
Under Processing Menu – Choose Your Options
Phase Spectrum After auto phasing, do manual phasing as necessary
NMR Phasing
Remove Water Peak Before After
Baseline Correction
Baseline Correction – Auto Spline Zoomed View
Reference Deconvolution - 1
Reference Deconvolution - 2
Spectrum after Processing
Chenomx NMR Suite Chenomx Processor - Spectral Phasing - Water Deletion/Suppression (Region Deletion) - Baseline Correction - Referencing and Ref. Deconvolution (Shim Correction) Chenomx Profiler - Compound Library (Reference Spectra) - Supports Spectral Profiling/Deconvolution
Profiler Overview Sidebar View Legend Cluster Navigator Cluster Navigator Compound Table Spectrum View Quick Search Thumbnail Status Bar
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
Launch Chenomx Profiler
Select Appropriate Spectral Library
Profile DSS
Profile DSS (Click on 0.0 Cluster and Fit)
Profile DSS (Click on Other Clusters)
Click and Drag Peak Shapes and Positions
Example 1: Fit Acetate (compound with single peak)
Example 2: Fit Alanine (Auto Fit)
Example 2: Fit Alanine
Data Export
Now It’s Your Turn… kshop_wiki/