Mass Spectrometry meets Cheminformatics WCMC Metabolomics Course 2013

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Presentation transcript:

Mass Spectrometry meets Cheminformatics WCMC Metabolomics Course 2013 Biology Chemistry Informatics Welcome! Mass Spectrometry meets Cheminformatics WCMC Metabolomics Course 2013 Tobias Kind Course 4: Mass Spectrometry Tools & Concepts http://fiehnlab.ucdavis.edu/staff/kind CC-BY License

Atomic Mass Correct unit is [u] – unified atomic mass unit or [Da] Dalton see SI units 1 u = 1 Da = 1/12th of mass of carbon 12C = 1.66053886 x 10-27 kg Hexachlorobenzene (C6Cl6) average mass - 284.7804 u integer mass - 282.0 u monoisotopic mass - 281.81312 u Inchikey from Chemspider Always (always) check molecular masses obtained from databases or publications. For mass spectrometry the monoisotopic mass is used. InChIKey:CKAPSXZOOQJIBF-UHFFFAOYAV

MWTWIN Example: Molecular Weight Calculator (Matthew Monroe / PNNL)

Mass Accuracy Instruments must be calibrated to obtain high mass accuracy. In case of FT-ICR-MS mass calibration can be stable over weeks. Post- mass calibration can be performed if calibrant was run with samples. Mass of electron becomes important at around 500 Da. Type  Mass Accuracy  FT-ICR-MS  0.1 - 1 ppm   Orbitrap  0.5 - 1 ppm  Corrected values (C. Amsler et al., "Review of Particle Physics" Physics Letters B667, 1 (2008)) m(1H)         = 1.00727646677 u = mass of proton; charge +1 m(1H+e-)    = 1.00782504 u = mass of proton + mass of electron m(e-)         = 0.00054858026 u = mass of electron; charge -1 m(e-)         = 0.00054857990924 u = new determination of electrons mass  Magnetic Sector   1 - 2 ppm   TOF-MS  3 - 5 ppm   Q-TOF   1 - 5 ppm  m(e-) = 0.00054857990924 u = mass of electron m(1H+) = 1.00727645199076 u = mass of proton m(1H) = 1.0078250319  Triple Quad   3 - 5 ppm   Linear IonTrap  50-200 ppm (10 ppm in Ultra-Zoom)

Resolving Power RP = 1700 High resolving power is helpful for separation of species with almost same mass (isobars). High resolving power can not be used to distinguish between structural isomers. Example: C8H10N2O has 100,082,479 isomers. RP = 48,250 * Current instrumentation 1-2 milion RP Example Solanine (CID=30185)

Isotopic Pattern Generators Elements can be a) monoisotopic (F, Na, P, I) b) polyisotopic (H, C, N, O, S, Cl, Br) Isotopic pattern generators generate the isotopic abundances for a given mass value. Calculation is very time-consuming and based on Fast Fourier algorithms. http://www.iupac.org/publications/pac/2003/pdf/7506x0683.pdf Example: Molecular Weight Calculator (Matthew Monroe / PNNL)

Isotopic pattern generators Example form Thermo Xcalibur with a very versatile isotopic pattern generator

Charge states CID: 3081765 MW = 1125.50082 C50H72N13O15P

Different charge states and peak resolutions NO M+H simulated 0.5 1.0 Example of Phosphorylated Angiotensin isotopic pattern without adduct [M+H]+ simulated by Thermo XCalibur

Charge state deconvolution z = 2 z = 1 Monoisotopic peaks are shown on the mass spectrum, where z = 1 VEMS - http://yass.sdu.dk Promass – ZNOVA ZSCORE magtran Footprint Maxent memsys5 Example from Decon2Ls Tutorial (PNNL) A Software Tool for Deconvolution of High Resolution Mass Spectra Peaks are detected and charge states are automatically calculated for whole datasets Download Decon2LS Picture sources: PNNL/ Decon2Ls Tutorial

Adduct formation Adduct formation is observed in ESI, CI and APCI ionization modes (and others). Adduct detection is problematic for small molecules, can be influenced by solvent selection. Adduct detection can be automated if two or more adducts are detected in mass spectrum. Switching polarity (+/-) can be used for confirmation of adduct. Download the Mass Spectral Adduct Calculator Check: MZedDB Tools for the annotation of High Resolution MS metabolomics data http://fiehnlab.ucdavis.edu/staff/kind/Metabolomics/MS-Adduct-Calculator/

Adduct formation – expect the unexpected …around 290 different adducts Statistics: Adducts in NIST12 MS/MS DB (80,000 spectra) Most common adducts for LC-MS ([M+H]+ [M+Na]+ [M+NH4]+ [M+acetate]+)

Molecular Formula Generators Formula generators are used to create molecular formulae from accurate masses. Input requires 1) accurate isotopic mass (with or without adduct) and 2) error in ppm or mDa (milli Dalton) Accurate mass   Example MWTWIN

The molecular formula space of small molecules calculated by the Seven Golden Rules Each molecular formula can expand to billions of structural isomers. Molecular Formula ≠ Molecular Isomer Source http://fiehnlab.ucdavis.edu/projects/Seven_Golden_Rules/Molecular-Formula-Space/

Seven Golden Rules workflow for structure proposals Seven Golden Rules for heuristic filtering of molecular formulas obtained by accurate mass spectrometry BMC Bioinformatics 2007, 8:105 doi:10.1186/1471-2105-8-105 Tobias Kind and Oliver Fiehn

Frequency distribution of molecular formulas Source: Metabolomic database annotations via query of elemental compositions: Mass accuracy is insufficient even at less than 1 ppm Kind and Fiehn BMC Bioinformatics 2006 7:234   doi:10.1186/1471-2105-7-234

Impact of mass accuracy on number of formulas

Mass accuracy and isotopic pattern [M+H]+ C45H73NO15 MW = 867.49799 C45H73NO15 The LTQ can operate at 10,000 RP and 10-15 ppm LTQ-FT 1,000,000 RP and 0.1 ppm Example: ESI-MS (+) of Solanine on a LTQ Resolving Power: 1700 Mass Accuracy: 46 ppm Isotopic Abundance Error: ±1.46% Example from: http://fiehnlab.ucdavis.edu/projects/Seven_Golden_Rules/Examples/Solanine/

Isotopic abundances as orthogonal filter Source: Kind and Fiehn BMC Bioinformatics 2006 7:234   doi:10.1186/1471-2105-7-234

Molecular Isomer Generators Isomer generators are used to create all possible structural isomers from a given molecular formula. Deterministic and stochastic (random) generators are in use. Example: MOLGEN DEMO (Bayreuth) See also: OMG Open Molecule Generator

The molecular isomer space is unknown Accurate mass Formula Number Isomers in Beilstein DB 77.99531 CH2O4 6 78.04293 CH6N2O2 28 1 78.03169 C2H6O3 10 8 78.02180 C4H2N2 465 2 78.01056 C5H2O 151 78.04695 C6H6 217 29 150.04293 C7H6N2O2 100,082,479 153 150.09054 C7H10N4 66,583,863 105 150.03169 C8H6O3 6,717,404 90 150.07931 C8H10N2O 76,307,072 542 150.06808 C9H10O2 6,843,602 667 150.11569 C9H14N2 9,459,132 568 150.02180 C10H2N2 65,563,828 150.10446 C10H14O 1,548,361 1938 150.01056 C11H2O 9,414,509 150.14084 C11H18 84,051 762 150.04695 C12H6 34,030,905 12 Source: http://fiehnlab.ucdavis.edu/projects/Seven_Golden_Rules/Molecular-Isomer-Generator/ Meringer M: Mathematische Modelle für die kombinatorische Chemie und die molekulare Strukturaufklärung.

MOLGEN-MS Applications used for isomer generation: MOLGEN CDK IsomerGenerator SMOG StrucEluc

Substructure predictions Use computer algorithms (machine learning) for automated interpretation of fragments and corresponding substructures. Algorithms creates present/absent list of substructures. Example from NIST-MS search

Simulation of mass spectra Why is simulation or prediction of mass spectra important? Molecular isomers (structures) can be generated very fast from molecular formulas Only certain mass spectra can be simulated (MS/MS of peptides, oligosaccharides, lipids) Problematic is abundance determination Problematic are all complex rearrangement reactions (gas phase ion chemistry) Simulation of mass spectra from small molecules is new and important research Experimental spectra Very fast – means faster then true simulation of mass spectra Simulated spectra Perform comparison or matching

HighChem MassFrontier contains organic reaction and related mass spectral fragmentation database Paper publications 30,936 fragmentations 100,000 individual reaction mechanisms Can be used to predict fragmentations of unknown molecules Figures: Robert Mistrik (HighChem)

Barcode spectrum from Mass Frontier Example: MassFrontier Helpfile

Metfrag – computer based fragmentation of structures from compound DBs

Peptide Sequence Fragmentation Modelling Example: Taken from Molecular Weight Calculator (Matthew Monroe / PNNL)

Matching experimental vs. theoretical sequence Example: RHPEYAVSVLLR

LipidBlast in-silico MS/MS spectra Experimental MS/MS precursor m/z = 732.55 [M+H]-sn1 [M+H]-sn2 [M+H]-sn1-H2O [M+H]-H2O (-18) [M+H]-sn2-H2O [M+H]-C5H14NO4P (-183) Name: PC 32:1; [M+H]+; GPCho(16:0/16:1(7Z)) MW: 732 ID#: 36658 DB: lipidblast-pos Comment: Parent=732.55433 Mz_exact=732.55433 ; PC 32:1; [M+H]+; GPCho(16:0/16:1(7Z)); C40H78NO8P 7 largest peaks: 714.54377 400.00 [M+H]-H2O (-18) 673.48083 999.00 [M+H]-C3H9N (-59) 549.48829 400.00 [M+H]-C5H14NO4P (-183) 496.34045 600.00 [M+H]-sn2 494.32481 600.00 [M+H]-sn1 478.32989 600.00 [M+H]-sn2-H2O 476.31425 600.00 [M+H]-sn1-H2O in-silico MS/MS match precursor m/z = 732.55 [M+H]-C3H9N (-59) Nature Methods. 2013 Aug;10(8):755-8. doi: 10.1038/nmeth.2551. LipidBlast in silico tandem mass spectrometry database for lipid identification. Kind T, Liu KH, Lee do Y, Defelice B, Meissen JK, Fiehn O. Free download: LipidBlast

The Last Page - What is important to remember: Important performance parameters are accurate mass, resolving power, scan speed and accurate isotopic abundances Even high resolving power MS can not distinguish between structural isomers Accurate Mass  Molecular Formula  Structural Isomers  MS/MS Mass spectra of only some substance classes can be simulated Only NMR can perform de-novo structure elucidation in an consistent manner Picture MS Office Of general importance for this course: http://fiehnlab.ucdavis.edu/staff/kind/Metabolomics/Structure_Elucidation/ Advances in structure elucidation of small molecules using mass spectrometry (Kind & Fiehn 2010)