SlideShare a Scribd company logo
1 of 30
Department of Botany, Panjab University, Chandigarh
Presented by:
Unnati
MSc II(4th sem)
Date: April 5, 2019
TECHNIQUES USED IN METABOLITE PROFILING OF
BRYOPHYTES
Outline of Presentation
 Introduction
 Definition
 Terminology
 Techniques of metabolite
profiling
o GC-MS
o LC-MS
o FTICR-MS
o CE-MS
o NMR Spectroscopy
 Future Recommendation
 Conclusion
 Acknowledgement
 References
Bryophytes are the most primitive, non-vascular, first terrestrial plants which pioneered the
process of conquest on the land. It is the second largest group in the plant kingdom after
angiosperms. Bryophytes can be found in any habitat globally where photosynthesis is possible.
Bryophytes are divided into three groups:-
1. Mosses
2. Liverworts
3. Hornworts
An important direction in bryophyte studies is analysis of their biologically active substances,
particularly the secondary metabolites. Studies on biologically active compounds in bryophytes
are rapidly growing, resulting in identification of a large number of specific substances with high
biological activity.
Introduction/Brief History
Metabolite Profiling is the measurement in biological systems of the
complement of low-molecular-weight metabolites and their intermediates
that reflects the dynamic response to genetic modification and
physiological, pathophysiological and developmental stimuli.
What is Metabolite Profiling?
METABOLITE
FINGERPRINTING
METABOLITE
PROFILING
METABOLOMICS
It is the application of a broad
analytic technology to discover
some big differences between two
samples.
For e.g. two different genotypes
It is the measurement of hundreds
or potentially thousands of
metabolites.
It requires a streamlined pipeline
for extraction, separation and
analysis so that large number of
metabolites can be measured in a
quantitative manner.
It is the measurement of all
metabolites in a given system.
TERMINOLOGY
 Gas chromatography coupled to Mass Spectrometry (GC-MS)
 Liquid chromatography coupled to Mass Spectrometry (LC-MS)
 Fourier-Transform Ion Cyclotron Resonance Mass Spectrometry
(FTICR-MS)
 Capillary Electrophoresis coupled to Mass Spectrometry (CE-MS)
 Nuclear Magnetic Resonance spectroscopy (NMR)
Techniques of Metabolite Profiling
GC-MS is an integrated composite analysis Instrument combining GC which is excellent in its
ability for separation with mass spectrometry which is ideal in identification and elucidate
structure of separated component.
Gas
Chromatography
It separates
components of
sample.
Interface
Combines both techniques by
removing pressure
incompatibility problem
between GC and MS
Mass spectrometry
Ionise eluted
component and
separate, Identify it
according to its mass
to charge ratio.
The use of mass spectrometer as the detector in gas chromatography was developed during
1959 by Roland Gohlke and Fred McLafferty.
Gas Chromatography coupled to Mass Spectrometry (GC-MS)
https://image.slidesharecdn.com/gc-msgood-130615222234-
phpapp01/95/gas-chromatography-and-mass-spectrometry-
gcms-by-pravisankar-3-638.jpg?cb=1371335021
https://image.slidesharecdn.com/gc-msgood-130615222234-phpapp01/95/gas-
chromatography-and-mass-spectrometry-gcms-by-pravisankar-17-
638.jpg?cb=1371335021
GC-MS
• To analyze small molecule metabolite identifications in the diabetic versus non diabetic urine
samples.
• Analysis of anabolic steroids in biological materials.
• Determination of furans in food beverages.
• The routine analysis of substances present in minute quantities.
• Identification of noxious and toxic compounds and their quantitation in emergency cases.
• Environmental monitoring and clean up.
Applications of GC-MS
GC-MS technique is used to study
metabolite profiling in moss Physcomitrella
patens.
A report on metabolite profiling of two
major P. patens tissues, filamentous
protonema and leafy gametophores, from
different culture conditions. A total of 96
compounds were detected, 21 of them as yet
unknown in public databases.
Physcomitrella patens
https://upload.wikimedia.org/wikipedia/commons/d/dd/Physcomitrella.jpg
EXAMPLE
• LC-MS is an analytical chemistry technique that combines the physical separation
capabilities of liquid chromatography with the mass analysis capabilities of mass
spectrometry.
Liquid
Chromatography Ionization Mass Analyzer
Detector/
Data collection
• LC-MS is a very powerful technique used for many application which has very high
sensitivity and specificity.
• It’s application is oriented towards the specific detection and potential identification of
chemicals in the presence of other chemicals (in a complex mixture).
Liquid Chromatography coupled to Mass Spectrometry (LC-
MS)
https://image.slidesharecdn.com/naveenjain-140804031638-
phpapp01/95/lcms-insturmentation-applications-20-
638.jpg?cb=1407122703
https://www.researchgate.net/profile/Mostafa_Abdelrahman10/publication/3179866
85/figure/fig2/AS:667887098396674@1536248101153/Schematic-representation-
of-the-liquid-chromatography-tandem-mass-spectrometry-LC-MS-MS.jpg
LC-MS
 Today toxicologists are faced with expectation of finding drugs and toxins in a variety of
materials, with smaller sample volume and at low concentration.
 Molecular weight determination.
 Structural determination e.g. structural determination of ginsenoside.
 Pharmaceutical application e.g. identification of bile acid metabolites.
 Biochemical application e.g. rapid protein identification.
 Environmental application e.g. detection of phenyl urea herbicides, detection of low level of
carbaryl in food.
Applications of LC-MS
LC-MS technique is used in Marchantia polymorpha, Plagiomnium undulatum, Polytrichum strictum, Grimmia
pulvinata to obtain metabolite profiles.
Marchantia polymorpha
https://upload.wikimedia.org/wikipedia/commons/thumb
/0/0a/Moos_5772.jpg/800px-Moos_5772.jpg
Polytrichum strictum
https://upload.wikimedia.org/wikipedia/commons/thumb/d/d2/Polytrichum_strictum_%28a%2C_150144
-481741%29_8419.JPG/1024px-Polytrichum_strictum_%28a%2C_150144-481741%29_8419.JPG
Example
Fourier Transform Ion Cyclotron Mass Spectrometry is a type of mass analyzer (or mass
spectrometer) for determining the mass-to-charge ratio of ions based on the cyclotron frequency
of the ions in a fixed magnetic field.
FT-ICR is the highest performance mass spectrometry
technique available, offering unrivalled resolution and
mass accuracy.
FTICR- MS is developed by Alan G. Marshall and
Melvin B. Comisarow in 1974 at the University of
British Columbia.
Fourier Transform Ion Cyclotron Resonance Mass Spectrome
try (FTICR-MS)
https://upload.wikimedia.org/wikipedia/commons/e/e6/LTQ-FTICR.jpg
http://www.mslab.ulg.ac.be/wp-content/uploads/2014/02/ft020.jpg http://www.mslab.ulg.ac.be/wp-content/uploads/2014/02/scheme-
ftms.gif
FTICR-MS
 One of the biggest advantage of FTICR-MS is its unparalleled mass resolution. Mass
measurements can be made on highly complex chemical or biological samples, without the
need of any separation method, such as gas or liquid chromatography.
 Also, the mass determination can be made to a minimum of 3 significant figures past the
decimal point by performing accurate mass measurements using an internal calibration.
 With this kind of accuracy, it is possible to determine the identity of unknowns based simply
on mass.
 Another unique feature of FTICR-MS is the control of stored ions within ion trap.
Applications of FTICR-MS
FTICR-MS technique is used in Physcomitrella patens. It is taken as model organism for the study of metabolite profiling in
bryophytes.
Physcomitrella patens
https://upload.wikimedia.org/wikipedia/commons/d/dd/Physcomitrella.jpg
Example
Capillary electrophoresis–mass spectrometry (CE-MS) is an analytical chemistry technique formed by the
combination of the liquid separation process of capillary electrophoresis with mass spectrometry. CE-MS combines
advantages of both CE and MS to provide high separation efficiency and molecular mass information in a single
analysis.
The original interface between capillary zone electrophoresis and
mass spectrometry was developed in 1987 by Richard D.
Smith and coworkers at Pacific Northwest National Laboratory,
and who also later were involved in development of interfaces
with other CE variants, including capillary isotachophoresis and
capillary isoelectric focusing.
https://upload.wikimedia.org/wikipedia/commons/thumb/6/64/S
chematic_Diagram_of_CE-ESI-MS_system.jpg/400px-
Schematic_Diagram_of_CE-ESI-MS_system.jpg
Capillary Electrophoresis coupled to Mass Spectrometry
(CE-MS)
 CE-MS ability to separate analytes present in extremely low concentration with high efficiency
at high speed has made it applicable in all fields of science.
 CE-MS has been used for bioanalytical, pharmaceuticals, environmental and forensic
application.
 The major application of CE-MS has been for biological studies, mostly for protein and
peptide analysis. Along with that, it is used often for routine analysis of pharmaceutical drugs.
 There are number of studies reporting characterization of mixtures of peptides and proteins.
 CE-MS can be used for routine clinical checkup. Body fluids like blood and urine have been
analyzed with CE-MS to identify biomarkers for renal diseases and cancer.
Applications of CE-MS
CE-MS technique is used to study the level of antioxidant compound Glutathione in moss from industrial areas. E.g.
Pseudoscleropodium purum (terrestrial moss).
Pseudoscleropodium purum
https://upload.wikimedia.org/wikipedia/commons/c/cd/Scleropodium
_purum0.jpg
Example
 Nuclear magnetic resonance spectroscopy, most commonly known as NMR
spectroscopy or magnetic resonance spectroscopy (MRS), is a spectroscopic technique which
is based on the absorption of electromagnetic radiation in the radio frequency range 4 to 900
MHz by nuclei of the atoms.
 NMR spectroscopy is the definitive method to identify monomolecular organic compounds.
 Biochemists use NMR to identify proteins and other complex molecules. Besides identification,
NMR spectroscopy provides detailed information about the structure, dynamics, reaction state,
and chemical environment of molecules.
 The most common types of NMR are proton and carbon-13 NMR spectroscopy, but it is
applicable to any kind of sample that contains nuclei possessing spin.
Nuclear Magnetic Resonance Spectroscopy (NMR)
NMR Instrumentation
• Solution structure The only method for atomic-resolution structure determination of biomacromolecules in aqueous solutions
under near physiological conditions or membrane mimeric environments.
• Molecular dynamics The most powerful technique for quantifying motional properties of biomacromolecules.
• Protein folding The most powerful tool for determining the residual structures of unfolded proteins and the structures of
folding intermediates.
• Ionization state The most powerful tool for determining the chemical properties of functional groups in biomacromolecules,
such as the ionization states of ionizable groups at the active sites of enzymes.
• Weak intermolecular interactions Allowing weak functional interactions between macrobiomolecules (e.g., those with
dissociation constants in the micromolar to millimolar range) to be studied, which is not possible with other technologies.
• Protein hydration A power tool for the detection of interior water and its interaction with biomacromolecules.
• Hydrogen bonding A unique technique for the direct detection of hydrogen bonding interactions.
• Drug screening and design Particularly useful for identifying drug leads and determining the conformations of the
compounds bound to enzymes, receptors, and other proteins.
• Native membrane protein Solid state NMR has the potential for determining atomic-resolution structures of domains of
membrane proteins in their native membrane environments, including those with bound ligands.
• Metabolite analysis A very powerful technology for metabolite analysis.
• Chemical analysis A matured technique for chemical identification and conformational analysis of chemicals whether
synthetic or natural.
• Material science A powerful tool in the research of polymer chemistry and physics.
Applications of NMR
NMR Spectroscopy is used to study biochemical analysis of different bryophytes.eg.
Leucobryum sanctum, Himantocladium cyclophyllum , Racomitrium lanuginosum etc.
Racomitrium lanuginosum
https://upload.wikimedia.org/wikipedia/commons/thumb/6/6c/Racomitr
ium_lanuginosum_%28c%2C_141022-472335%29_0960.JPG/800px-
Racomitrium_lanuginosum_%28c%2C_141022-472335%29_0960.JPG
Example
The separation of complex secondary metabolome mixtures is still quite challenging, and there
exists a need for greater differentiation and resolution in metabolomics approaches at both the
technical and biological levels. Efforts are amplifying the biological context of our metabolic
profiling efforts. This will continue to push forward this important area of research for the
advancement of plant productivity and for the improvement of human and animal nutrition and
health.
Future Recommendation
Measurements of metabolites provide basic information about biological
responses to physiological or environmental changes. Metabolite
profiling allows a shift from hypothesis- driven research to the analysis
of system-wide responses, especially when it is integrated with other
profiling technologies. This metabolite profiling can be used as a tool for
pharmaceutical industry.
Conclusion
 Gohlke, Roland S. and McLafferty, Fred W: Early gas chromatography/mass spectrometry. Journal of the
American Society for Mass Spectrometry 1993, 4 (5): 367–371
 Joachim Kopka, Alisdair Fernie, Wolfram Weckwerth, Yves Gibon and Mark Stitt: Metabolite profiling in plant
biology:platforms and destinations. Genome Biology 2004,5:109.
 Lloyd W. Sumner, David V. Huhman, Ewa Urbanczyk-Wochniak and Zhentian Lei: Methods, applications and
concepts of metabolite profiling: Secondary metabolism. Plant Biology Division 2007.
 Loo J.A., Udseth H.R. and Smith R.D. (June 1989). Peptide and protein analysis by electrospray ionization-
mass spectrometry and capillary electrophoresis-mass spectrometry. Anal Biochem 1989,179(2): 404–12.
 Marshall, A. G., Hendrickson, C. L. and Jackson, G. S: Fourier transform ion cyclotron resonance mass
spectrometry: a primer. Mass Spectrom. Rev.1998. 17 (1): 1–35.
 P. Krishnan, N. J. Kruger and R. G. Ratcliffe: Metabolite fingerprinting and profiling in plants using NMR.
Journal of Experimental Botany 2004, 56:410.
References
Reference contd.
 Rawi Ramautar Govert W. Somsen Gerhardus J. de Jong: CE-MS in metabolomics. Electropho
resis 2009,30:276-291.
 Ronald A. Hites: Gas Chromatography Mass Spectrometry. Indiana University School of Pub
lic and Environmental Affairs and Department of Chemistry, Chapter 31: 609-626.
 https://en.wikipedia.org/wiki/Capillary_electrophoresis%E2%80%93mass_spectrometry
 https://en.wikipedia.org/wiki/Nuclear_magnetic_resonance
THANK YOU VERY MUCH
FOR YOUR ATTENTION

More Related Content

What's hot (20)

Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
 
Metabolomics
MetabolomicsMetabolomics
Metabolomics
 
Mass spectrometry final.pptx
Mass spectrometry final.pptxMass spectrometry final.pptx
Mass spectrometry final.pptx
 
Plant metabolomics
Plant metabolomicsPlant metabolomics
Plant metabolomics
 
Proteomics ppt
Proteomics pptProteomics ppt
Proteomics ppt
 
Proteomics
ProteomicsProteomics
Proteomics
 
Protein micro array
Protein micro arrayProtein micro array
Protein micro array
 
Applications of proteomic sciences
Applications of proteomic sciencesApplications of proteomic sciences
Applications of proteomic sciences
 
Comparative genomics
Comparative genomicsComparative genomics
Comparative genomics
 
Transcriptome analysis
Transcriptome analysisTranscriptome analysis
Transcriptome analysis
 
2d Page
2d Page2d Page
2d Page
 
Metagenomics
MetagenomicsMetagenomics
Metagenomics
 
Metabolomics
MetabolomicsMetabolomics
Metabolomics
 
proteomics
 proteomics proteomics
proteomics
 
Article presentation on Small RNA
Article presentation on Small RNAArticle presentation on Small RNA
Article presentation on Small RNA
 
Antisense Rna
Antisense RnaAntisense Rna
Antisense Rna
 
Massively Parallel Signature Sequencing (MPSS)
Massively Parallel Signature Sequencing (MPSS) Massively Parallel Signature Sequencing (MPSS)
Massively Parallel Signature Sequencing (MPSS)
 
Applications of genomics and proteomics ppt
Applications of genomics and  proteomics pptApplications of genomics and  proteomics ppt
Applications of genomics and proteomics ppt
 
Site directed mutagenesis
Site  directed mutagenesisSite  directed mutagenesis
Site directed mutagenesis
 
Applications of Proteomics Science
Applications of Proteomics ScienceApplications of Proteomics Science
Applications of Proteomics Science
 

Similar to techniques used in Metabolite profiling of bryophytes ppt

LIQUID CHROMATOGRAPHY-MASS SPECTROSCOPY (LC-MS)
LIQUID CHROMATOGRAPHY-MASS SPECTROSCOPY (LC-MS)LIQUID CHROMATOGRAPHY-MASS SPECTROSCOPY (LC-MS)
LIQUID CHROMATOGRAPHY-MASS SPECTROSCOPY (LC-MS)GOPALASATHEESKUMAR K
 
APPLICATIONS OF GC-MS.pptx
APPLICATIONS OF GC-MS.pptxAPPLICATIONS OF GC-MS.pptx
APPLICATIONS OF GC-MS.pptxAmitKumar8703
 
Isotope ratio mass spectrometry minireview
Isotope ratio mass spectrometry   minireviewIsotope ratio mass spectrometry   minireview
Isotope ratio mass spectrometry minireviewMahbubul Hassan
 
article_wjpps_14600076161.pdf
article_wjpps_14600076161.pdfarticle_wjpps_14600076161.pdf
article_wjpps_14600076161.pdfhamidpasha6
 
LC-MS/MS: The New Reference Method for Mycotoxin Analysis
LC-MS/MS: The New Reference Method for Mycotoxin AnalysisLC-MS/MS: The New Reference Method for Mycotoxin Analysis
LC-MS/MS: The New Reference Method for Mycotoxin AnalysisMilling and Grain magazine
 
ADVANCED BIOANALYTICAL TECHNIQUES.pptx
ADVANCED BIOANALYTICAL TECHNIQUES.pptxADVANCED BIOANALYTICAL TECHNIQUES.pptx
ADVANCED BIOANALYTICAL TECHNIQUES.pptxPratikKapse8
 
Size-Exclusion Chromatography with On-Line Light-Scattering, Absorbance, and ...
Size-Exclusion Chromatography with On-Line Light-Scattering, Absorbance, and ...Size-Exclusion Chromatography with On-Line Light-Scattering, Absorbance, and ...
Size-Exclusion Chromatography with On-Line Light-Scattering, Absorbance, and ...KBI Biopharma
 
Applications of mass spectrometry.seminar.pptx
Applications of mass spectrometry.seminar.pptxApplications of mass spectrometry.seminar.pptx
Applications of mass spectrometry.seminar.pptxAsif Shaikh
 
LCGC0615-wyatt-ebook-advancing-biopharma-analysis-with-light-scattering
LCGC0615-wyatt-ebook-advancing-biopharma-analysis-with-light-scatteringLCGC0615-wyatt-ebook-advancing-biopharma-analysis-with-light-scattering
LCGC0615-wyatt-ebook-advancing-biopharma-analysis-with-light-scatteringChristian Denisse
 
Application of nanomaterials in lifescience
Application of nanomaterials in lifescienceApplication of nanomaterials in lifescience
Application of nanomaterials in lifescienceArun kumar
 
mass spectrometry for pesticides residue analysis- L1
mass spectrometry for pesticides residue analysis- L1mass spectrometry for pesticides residue analysis- L1
mass spectrometry for pesticides residue analysis- L1sherif Taha
 
Label-Free Quantitation and Mapping of the ErbB2 Tumor Receptor by Multiple P...
Label-Free Quantitation and Mapping of the ErbB2 Tumor Receptor by Multiple P...Label-Free Quantitation and Mapping of the ErbB2 Tumor Receptor by Multiple P...
Label-Free Quantitation and Mapping of the ErbB2 Tumor Receptor by Multiple P...AB SCIEX India
 
Shimadzu Academic Partnership University of Illinois Chicago Mass Spectromete...
Shimadzu Academic Partnership University of Illinois Chicago Mass Spectromete...Shimadzu Academic Partnership University of Illinois Chicago Mass Spectromete...
Shimadzu Academic Partnership University of Illinois Chicago Mass Spectromete...Stephen Cote
 
JCA2016 LC-HRMS organic contaminants in fish fillet
JCA2016 LC-HRMS organic contaminants in fish filletJCA2016 LC-HRMS organic contaminants in fish fillet
JCA2016 LC-HRMS organic contaminants in fish filletJuliana Scariot Munaretto
 
Proteomics 2009 V9p1683
Proteomics 2009 V9p1683Proteomics 2009 V9p1683
Proteomics 2009 V9p1683jcruzsilva
 

Similar to techniques used in Metabolite profiling of bryophytes ppt (20)

LIQUID CHROMATOGRAPHY-MASS SPECTROSCOPY (LC-MS)
LIQUID CHROMATOGRAPHY-MASS SPECTROSCOPY (LC-MS)LIQUID CHROMATOGRAPHY-MASS SPECTROSCOPY (LC-MS)
LIQUID CHROMATOGRAPHY-MASS SPECTROSCOPY (LC-MS)
 
APPLICATIONS OF GC-MS.pptx
APPLICATIONS OF GC-MS.pptxAPPLICATIONS OF GC-MS.pptx
APPLICATIONS OF GC-MS.pptx
 
2016 Analyst MALDI Env Microb_ICS_ASAP
2016 Analyst MALDI Env Microb_ICS_ASAP2016 Analyst MALDI Env Microb_ICS_ASAP
2016 Analyst MALDI Env Microb_ICS_ASAP
 
MBAT LC MS-MS
MBAT LC MS-MSMBAT LC MS-MS
MBAT LC MS-MS
 
Isotope ratio mass spectrometry minireview
Isotope ratio mass spectrometry   minireviewIsotope ratio mass spectrometry   minireview
Isotope ratio mass spectrometry minireview
 
Cooks_Analyst2016
Cooks_Analyst2016Cooks_Analyst2016
Cooks_Analyst2016
 
article_wjpps_14600076161.pdf
article_wjpps_14600076161.pdfarticle_wjpps_14600076161.pdf
article_wjpps_14600076161.pdf
 
LC-MS/MS: The New Reference Method for Mycotoxin Analysis
LC-MS/MS: The New Reference Method for Mycotoxin AnalysisLC-MS/MS: The New Reference Method for Mycotoxin Analysis
LC-MS/MS: The New Reference Method for Mycotoxin Analysis
 
ADVANCED BIOANALYTICAL TECHNIQUES.pptx
ADVANCED BIOANALYTICAL TECHNIQUES.pptxADVANCED BIOANALYTICAL TECHNIQUES.pptx
ADVANCED BIOANALYTICAL TECHNIQUES.pptx
 
Size-Exclusion Chromatography with On-Line Light-Scattering, Absorbance, and ...
Size-Exclusion Chromatography with On-Line Light-Scattering, Absorbance, and ...Size-Exclusion Chromatography with On-Line Light-Scattering, Absorbance, and ...
Size-Exclusion Chromatography with On-Line Light-Scattering, Absorbance, and ...
 
Applications of mass spectrometry.seminar.pptx
Applications of mass spectrometry.seminar.pptxApplications of mass spectrometry.seminar.pptx
Applications of mass spectrometry.seminar.pptx
 
LCGC0615-wyatt-ebook-advancing-biopharma-analysis-with-light-scattering
LCGC0615-wyatt-ebook-advancing-biopharma-analysis-with-light-scatteringLCGC0615-wyatt-ebook-advancing-biopharma-analysis-with-light-scattering
LCGC0615-wyatt-ebook-advancing-biopharma-analysis-with-light-scattering
 
Application of nanomaterials in lifescience
Application of nanomaterials in lifescienceApplication of nanomaterials in lifescience
Application of nanomaterials in lifescience
 
mass spectrometry for pesticides residue analysis- L1
mass spectrometry for pesticides residue analysis- L1mass spectrometry for pesticides residue analysis- L1
mass spectrometry for pesticides residue analysis- L1
 
Label-Free Quantitation and Mapping of the ErbB2 Tumor Receptor by Multiple P...
Label-Free Quantitation and Mapping of the ErbB2 Tumor Receptor by Multiple P...Label-Free Quantitation and Mapping of the ErbB2 Tumor Receptor by Multiple P...
Label-Free Quantitation and Mapping of the ErbB2 Tumor Receptor by Multiple P...
 
Shimadzu Academic Partnership University of Illinois Chicago Mass Spectromete...
Shimadzu Academic Partnership University of Illinois Chicago Mass Spectromete...Shimadzu Academic Partnership University of Illinois Chicago Mass Spectromete...
Shimadzu Academic Partnership University of Illinois Chicago Mass Spectromete...
 
JCA2016 LC-HRMS organic contaminants in fish fillet
JCA2016 LC-HRMS organic contaminants in fish filletJCA2016 LC-HRMS organic contaminants in fish fillet
JCA2016 LC-HRMS organic contaminants in fish fillet
 
Mayuri shitre
Mayuri shitreMayuri shitre
Mayuri shitre
 
Metabolomics
MetabolomicsMetabolomics
Metabolomics
 
Proteomics 2009 V9p1683
Proteomics 2009 V9p1683Proteomics 2009 V9p1683
Proteomics 2009 V9p1683
 

Recently uploaded

Spermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSpermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSarthak Sekhar Mondal
 
‏‏VIRUS - 123455555555555555555555555555555555555555
‏‏VIRUS -  123455555555555555555555555555555555555555‏‏VIRUS -  123455555555555555555555555555555555555555
‏‏VIRUS - 123455555555555555555555555555555555555555kikilily0909
 
RESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptx
RESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptxRESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptx
RESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptxFarihaAbdulRasheed
 
Temporomandibular joint Muscles of Mastication
Temporomandibular joint Muscles of MasticationTemporomandibular joint Muscles of Mastication
Temporomandibular joint Muscles of Masticationvidulajaib
 
Scheme-of-Work-Science-Stage-4 cambridge science.docx
Scheme-of-Work-Science-Stage-4 cambridge science.docxScheme-of-Work-Science-Stage-4 cambridge science.docx
Scheme-of-Work-Science-Stage-4 cambridge science.docxyaramohamed343013
 
Heredity: Inheritance and Variation of Traits
Heredity: Inheritance and Variation of TraitsHeredity: Inheritance and Variation of Traits
Heredity: Inheritance and Variation of TraitsCharlene Llagas
 
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
Manassas R - Parkside Middle School 🌎🏫
Manassas R - Parkside Middle School 🌎🏫Manassas R - Parkside Middle School 🌎🏫
Manassas R - Parkside Middle School 🌎🏫qfactory1
 
Gas_Laws_powerpoint_notes.ppt for grade 10
Gas_Laws_powerpoint_notes.ppt for grade 10Gas_Laws_powerpoint_notes.ppt for grade 10
Gas_Laws_powerpoint_notes.ppt for grade 10ROLANARIBATO3
 
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |aasikanpl
 
Dashanga agada a formulation of Agada tantra dealt in 3 Rd year bams agada tanta
Dashanga agada a formulation of Agada tantra dealt in 3 Rd year bams agada tantaDashanga agada a formulation of Agada tantra dealt in 3 Rd year bams agada tanta
Dashanga agada a formulation of Agada tantra dealt in 3 Rd year bams agada tantaPraksha3
 
Welcome to GFDL for Take Your Child To Work Day
Welcome to GFDL for Take Your Child To Work DayWelcome to GFDL for Take Your Child To Work Day
Welcome to GFDL for Take Your Child To Work DayZachary Labe
 
Call Girls in Aiims Metro Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Aiims Metro Delhi 💯Call Us 🔝9953322196🔝 💯Escort.Call Girls in Aiims Metro Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Aiims Metro Delhi 💯Call Us 🔝9953322196🔝 💯Escort.aasikanpl
 
THE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptx
THE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptxTHE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptx
THE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptxNandakishor Bhaurao Deshmukh
 
Analytical Profile of Coleus Forskohlii | Forskolin .pptx
Analytical Profile of Coleus Forskohlii | Forskolin .pptxAnalytical Profile of Coleus Forskohlii | Forskolin .pptx
Analytical Profile of Coleus Forskohlii | Forskolin .pptxSwapnil Therkar
 
Speech, hearing, noise, intelligibility.pptx
Speech, hearing, noise, intelligibility.pptxSpeech, hearing, noise, intelligibility.pptx
Speech, hearing, noise, intelligibility.pptxpriyankatabhane
 
Call Girls in Mayapuri Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Mayapuri Delhi 💯Call Us 🔝9953322196🔝 💯Escort.Call Girls in Mayapuri Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Mayapuri Delhi 💯Call Us 🔝9953322196🔝 💯Escort.aasikanpl
 
Transposable elements in prokaryotes.ppt
Transposable elements in prokaryotes.pptTransposable elements in prokaryotes.ppt
Transposable elements in prokaryotes.pptArshadWarsi13
 

Recently uploaded (20)

Spermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSpermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
 
‏‏VIRUS - 123455555555555555555555555555555555555555
‏‏VIRUS -  123455555555555555555555555555555555555555‏‏VIRUS -  123455555555555555555555555555555555555555
‏‏VIRUS - 123455555555555555555555555555555555555555
 
RESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptx
RESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptxRESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptx
RESPIRATORY ADAPTATIONS TO HYPOXIA IN HUMNAS.pptx
 
Temporomandibular joint Muscles of Mastication
Temporomandibular joint Muscles of MasticationTemporomandibular joint Muscles of Mastication
Temporomandibular joint Muscles of Mastication
 
Scheme-of-Work-Science-Stage-4 cambridge science.docx
Scheme-of-Work-Science-Stage-4 cambridge science.docxScheme-of-Work-Science-Stage-4 cambridge science.docx
Scheme-of-Work-Science-Stage-4 cambridge science.docx
 
Heredity: Inheritance and Variation of Traits
Heredity: Inheritance and Variation of TraitsHeredity: Inheritance and Variation of Traits
Heredity: Inheritance and Variation of Traits
 
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
 
Manassas R - Parkside Middle School 🌎🏫
Manassas R - Parkside Middle School 🌎🏫Manassas R - Parkside Middle School 🌎🏫
Manassas R - Parkside Middle School 🌎🏫
 
Gas_Laws_powerpoint_notes.ppt for grade 10
Gas_Laws_powerpoint_notes.ppt for grade 10Gas_Laws_powerpoint_notes.ppt for grade 10
Gas_Laws_powerpoint_notes.ppt for grade 10
 
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
 
Dashanga agada a formulation of Agada tantra dealt in 3 Rd year bams agada tanta
Dashanga agada a formulation of Agada tantra dealt in 3 Rd year bams agada tantaDashanga agada a formulation of Agada tantra dealt in 3 Rd year bams agada tanta
Dashanga agada a formulation of Agada tantra dealt in 3 Rd year bams agada tanta
 
Welcome to GFDL for Take Your Child To Work Day
Welcome to GFDL for Take Your Child To Work DayWelcome to GFDL for Take Your Child To Work Day
Welcome to GFDL for Take Your Child To Work Day
 
Call Girls in Aiims Metro Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Aiims Metro Delhi 💯Call Us 🔝9953322196🔝 💯Escort.Call Girls in Aiims Metro Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Aiims Metro Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
 
THE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptx
THE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptxTHE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptx
THE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptx
 
Volatile Oils Pharmacognosy And Phytochemistry -I
Volatile Oils Pharmacognosy And Phytochemistry -IVolatile Oils Pharmacognosy And Phytochemistry -I
Volatile Oils Pharmacognosy And Phytochemistry -I
 
Analytical Profile of Coleus Forskohlii | Forskolin .pptx
Analytical Profile of Coleus Forskohlii | Forskolin .pptxAnalytical Profile of Coleus Forskohlii | Forskolin .pptx
Analytical Profile of Coleus Forskohlii | Forskolin .pptx
 
Hot Sexy call girls in Moti Nagar,🔝 9953056974 🔝 escort Service
Hot Sexy call girls in  Moti Nagar,🔝 9953056974 🔝 escort ServiceHot Sexy call girls in  Moti Nagar,🔝 9953056974 🔝 escort Service
Hot Sexy call girls in Moti Nagar,🔝 9953056974 🔝 escort Service
 
Speech, hearing, noise, intelligibility.pptx
Speech, hearing, noise, intelligibility.pptxSpeech, hearing, noise, intelligibility.pptx
Speech, hearing, noise, intelligibility.pptx
 
Call Girls in Mayapuri Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Mayapuri Delhi 💯Call Us 🔝9953322196🔝 💯Escort.Call Girls in Mayapuri Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
Call Girls in Mayapuri Delhi 💯Call Us 🔝9953322196🔝 💯Escort.
 
Transposable elements in prokaryotes.ppt
Transposable elements in prokaryotes.pptTransposable elements in prokaryotes.ppt
Transposable elements in prokaryotes.ppt
 

techniques used in Metabolite profiling of bryophytes ppt

  • 1. Department of Botany, Panjab University, Chandigarh Presented by: Unnati MSc II(4th sem) Date: April 5, 2019 TECHNIQUES USED IN METABOLITE PROFILING OF BRYOPHYTES
  • 2. Outline of Presentation  Introduction  Definition  Terminology  Techniques of metabolite profiling o GC-MS o LC-MS o FTICR-MS o CE-MS o NMR Spectroscopy  Future Recommendation  Conclusion  Acknowledgement  References
  • 3. Bryophytes are the most primitive, non-vascular, first terrestrial plants which pioneered the process of conquest on the land. It is the second largest group in the plant kingdom after angiosperms. Bryophytes can be found in any habitat globally where photosynthesis is possible. Bryophytes are divided into three groups:- 1. Mosses 2. Liverworts 3. Hornworts An important direction in bryophyte studies is analysis of their biologically active substances, particularly the secondary metabolites. Studies on biologically active compounds in bryophytes are rapidly growing, resulting in identification of a large number of specific substances with high biological activity. Introduction/Brief History
  • 4. Metabolite Profiling is the measurement in biological systems of the complement of low-molecular-weight metabolites and their intermediates that reflects the dynamic response to genetic modification and physiological, pathophysiological and developmental stimuli. What is Metabolite Profiling?
  • 5. METABOLITE FINGERPRINTING METABOLITE PROFILING METABOLOMICS It is the application of a broad analytic technology to discover some big differences between two samples. For e.g. two different genotypes It is the measurement of hundreds or potentially thousands of metabolites. It requires a streamlined pipeline for extraction, separation and analysis so that large number of metabolites can be measured in a quantitative manner. It is the measurement of all metabolites in a given system. TERMINOLOGY
  • 6.  Gas chromatography coupled to Mass Spectrometry (GC-MS)  Liquid chromatography coupled to Mass Spectrometry (LC-MS)  Fourier-Transform Ion Cyclotron Resonance Mass Spectrometry (FTICR-MS)  Capillary Electrophoresis coupled to Mass Spectrometry (CE-MS)  Nuclear Magnetic Resonance spectroscopy (NMR) Techniques of Metabolite Profiling
  • 7. GC-MS is an integrated composite analysis Instrument combining GC which is excellent in its ability for separation with mass spectrometry which is ideal in identification and elucidate structure of separated component. Gas Chromatography It separates components of sample. Interface Combines both techniques by removing pressure incompatibility problem between GC and MS Mass spectrometry Ionise eluted component and separate, Identify it according to its mass to charge ratio. The use of mass spectrometer as the detector in gas chromatography was developed during 1959 by Roland Gohlke and Fred McLafferty. Gas Chromatography coupled to Mass Spectrometry (GC-MS)
  • 9. • To analyze small molecule metabolite identifications in the diabetic versus non diabetic urine samples. • Analysis of anabolic steroids in biological materials. • Determination of furans in food beverages. • The routine analysis of substances present in minute quantities. • Identification of noxious and toxic compounds and their quantitation in emergency cases. • Environmental monitoring and clean up. Applications of GC-MS
  • 10. GC-MS technique is used to study metabolite profiling in moss Physcomitrella patens. A report on metabolite profiling of two major P. patens tissues, filamentous protonema and leafy gametophores, from different culture conditions. A total of 96 compounds were detected, 21 of them as yet unknown in public databases. Physcomitrella patens https://upload.wikimedia.org/wikipedia/commons/d/dd/Physcomitrella.jpg EXAMPLE
  • 11. • LC-MS is an analytical chemistry technique that combines the physical separation capabilities of liquid chromatography with the mass analysis capabilities of mass spectrometry. Liquid Chromatography Ionization Mass Analyzer Detector/ Data collection • LC-MS is a very powerful technique used for many application which has very high sensitivity and specificity. • It’s application is oriented towards the specific detection and potential identification of chemicals in the presence of other chemicals (in a complex mixture). Liquid Chromatography coupled to Mass Spectrometry (LC- MS)
  • 13.  Today toxicologists are faced with expectation of finding drugs and toxins in a variety of materials, with smaller sample volume and at low concentration.  Molecular weight determination.  Structural determination e.g. structural determination of ginsenoside.  Pharmaceutical application e.g. identification of bile acid metabolites.  Biochemical application e.g. rapid protein identification.  Environmental application e.g. detection of phenyl urea herbicides, detection of low level of carbaryl in food. Applications of LC-MS
  • 14. LC-MS technique is used in Marchantia polymorpha, Plagiomnium undulatum, Polytrichum strictum, Grimmia pulvinata to obtain metabolite profiles. Marchantia polymorpha https://upload.wikimedia.org/wikipedia/commons/thumb /0/0a/Moos_5772.jpg/800px-Moos_5772.jpg Polytrichum strictum https://upload.wikimedia.org/wikipedia/commons/thumb/d/d2/Polytrichum_strictum_%28a%2C_150144 -481741%29_8419.JPG/1024px-Polytrichum_strictum_%28a%2C_150144-481741%29_8419.JPG Example
  • 15. Fourier Transform Ion Cyclotron Mass Spectrometry is a type of mass analyzer (or mass spectrometer) for determining the mass-to-charge ratio of ions based on the cyclotron frequency of the ions in a fixed magnetic field. FT-ICR is the highest performance mass spectrometry technique available, offering unrivalled resolution and mass accuracy. FTICR- MS is developed by Alan G. Marshall and Melvin B. Comisarow in 1974 at the University of British Columbia. Fourier Transform Ion Cyclotron Resonance Mass Spectrome try (FTICR-MS) https://upload.wikimedia.org/wikipedia/commons/e/e6/LTQ-FTICR.jpg
  • 17.  One of the biggest advantage of FTICR-MS is its unparalleled mass resolution. Mass measurements can be made on highly complex chemical or biological samples, without the need of any separation method, such as gas or liquid chromatography.  Also, the mass determination can be made to a minimum of 3 significant figures past the decimal point by performing accurate mass measurements using an internal calibration.  With this kind of accuracy, it is possible to determine the identity of unknowns based simply on mass.  Another unique feature of FTICR-MS is the control of stored ions within ion trap. Applications of FTICR-MS
  • 18. FTICR-MS technique is used in Physcomitrella patens. It is taken as model organism for the study of metabolite profiling in bryophytes. Physcomitrella patens https://upload.wikimedia.org/wikipedia/commons/d/dd/Physcomitrella.jpg Example
  • 19. Capillary electrophoresis–mass spectrometry (CE-MS) is an analytical chemistry technique formed by the combination of the liquid separation process of capillary electrophoresis with mass spectrometry. CE-MS combines advantages of both CE and MS to provide high separation efficiency and molecular mass information in a single analysis. The original interface between capillary zone electrophoresis and mass spectrometry was developed in 1987 by Richard D. Smith and coworkers at Pacific Northwest National Laboratory, and who also later were involved in development of interfaces with other CE variants, including capillary isotachophoresis and capillary isoelectric focusing. https://upload.wikimedia.org/wikipedia/commons/thumb/6/64/S chematic_Diagram_of_CE-ESI-MS_system.jpg/400px- Schematic_Diagram_of_CE-ESI-MS_system.jpg Capillary Electrophoresis coupled to Mass Spectrometry (CE-MS)
  • 20.  CE-MS ability to separate analytes present in extremely low concentration with high efficiency at high speed has made it applicable in all fields of science.  CE-MS has been used for bioanalytical, pharmaceuticals, environmental and forensic application.  The major application of CE-MS has been for biological studies, mostly for protein and peptide analysis. Along with that, it is used often for routine analysis of pharmaceutical drugs.  There are number of studies reporting characterization of mixtures of peptides and proteins.  CE-MS can be used for routine clinical checkup. Body fluids like blood and urine have been analyzed with CE-MS to identify biomarkers for renal diseases and cancer. Applications of CE-MS
  • 21. CE-MS technique is used to study the level of antioxidant compound Glutathione in moss from industrial areas. E.g. Pseudoscleropodium purum (terrestrial moss). Pseudoscleropodium purum https://upload.wikimedia.org/wikipedia/commons/c/cd/Scleropodium _purum0.jpg Example
  • 22.  Nuclear magnetic resonance spectroscopy, most commonly known as NMR spectroscopy or magnetic resonance spectroscopy (MRS), is a spectroscopic technique which is based on the absorption of electromagnetic radiation in the radio frequency range 4 to 900 MHz by nuclei of the atoms.  NMR spectroscopy is the definitive method to identify monomolecular organic compounds.  Biochemists use NMR to identify proteins and other complex molecules. Besides identification, NMR spectroscopy provides detailed information about the structure, dynamics, reaction state, and chemical environment of molecules.  The most common types of NMR are proton and carbon-13 NMR spectroscopy, but it is applicable to any kind of sample that contains nuclei possessing spin. Nuclear Magnetic Resonance Spectroscopy (NMR)
  • 24. • Solution structure The only method for atomic-resolution structure determination of biomacromolecules in aqueous solutions under near physiological conditions or membrane mimeric environments. • Molecular dynamics The most powerful technique for quantifying motional properties of biomacromolecules. • Protein folding The most powerful tool for determining the residual structures of unfolded proteins and the structures of folding intermediates. • Ionization state The most powerful tool for determining the chemical properties of functional groups in biomacromolecules, such as the ionization states of ionizable groups at the active sites of enzymes. • Weak intermolecular interactions Allowing weak functional interactions between macrobiomolecules (e.g., those with dissociation constants in the micromolar to millimolar range) to be studied, which is not possible with other technologies. • Protein hydration A power tool for the detection of interior water and its interaction with biomacromolecules. • Hydrogen bonding A unique technique for the direct detection of hydrogen bonding interactions. • Drug screening and design Particularly useful for identifying drug leads and determining the conformations of the compounds bound to enzymes, receptors, and other proteins. • Native membrane protein Solid state NMR has the potential for determining atomic-resolution structures of domains of membrane proteins in their native membrane environments, including those with bound ligands. • Metabolite analysis A very powerful technology for metabolite analysis. • Chemical analysis A matured technique for chemical identification and conformational analysis of chemicals whether synthetic or natural. • Material science A powerful tool in the research of polymer chemistry and physics. Applications of NMR
  • 25. NMR Spectroscopy is used to study biochemical analysis of different bryophytes.eg. Leucobryum sanctum, Himantocladium cyclophyllum , Racomitrium lanuginosum etc. Racomitrium lanuginosum https://upload.wikimedia.org/wikipedia/commons/thumb/6/6c/Racomitr ium_lanuginosum_%28c%2C_141022-472335%29_0960.JPG/800px- Racomitrium_lanuginosum_%28c%2C_141022-472335%29_0960.JPG Example
  • 26. The separation of complex secondary metabolome mixtures is still quite challenging, and there exists a need for greater differentiation and resolution in metabolomics approaches at both the technical and biological levels. Efforts are amplifying the biological context of our metabolic profiling efforts. This will continue to push forward this important area of research for the advancement of plant productivity and for the improvement of human and animal nutrition and health. Future Recommendation
  • 27. Measurements of metabolites provide basic information about biological responses to physiological or environmental changes. Metabolite profiling allows a shift from hypothesis- driven research to the analysis of system-wide responses, especially when it is integrated with other profiling technologies. This metabolite profiling can be used as a tool for pharmaceutical industry. Conclusion
  • 28.  Gohlke, Roland S. and McLafferty, Fred W: Early gas chromatography/mass spectrometry. Journal of the American Society for Mass Spectrometry 1993, 4 (5): 367–371  Joachim Kopka, Alisdair Fernie, Wolfram Weckwerth, Yves Gibon and Mark Stitt: Metabolite profiling in plant biology:platforms and destinations. Genome Biology 2004,5:109.  Lloyd W. Sumner, David V. Huhman, Ewa Urbanczyk-Wochniak and Zhentian Lei: Methods, applications and concepts of metabolite profiling: Secondary metabolism. Plant Biology Division 2007.  Loo J.A., Udseth H.R. and Smith R.D. (June 1989). Peptide and protein analysis by electrospray ionization- mass spectrometry and capillary electrophoresis-mass spectrometry. Anal Biochem 1989,179(2): 404–12.  Marshall, A. G., Hendrickson, C. L. and Jackson, G. S: Fourier transform ion cyclotron resonance mass spectrometry: a primer. Mass Spectrom. Rev.1998. 17 (1): 1–35.  P. Krishnan, N. J. Kruger and R. G. Ratcliffe: Metabolite fingerprinting and profiling in plants using NMR. Journal of Experimental Botany 2004, 56:410. References
  • 29. Reference contd.  Rawi Ramautar Govert W. Somsen Gerhardus J. de Jong: CE-MS in metabolomics. Electropho resis 2009,30:276-291.  Ronald A. Hites: Gas Chromatography Mass Spectrometry. Indiana University School of Pub lic and Environmental Affairs and Department of Chemistry, Chapter 31: 609-626.  https://en.wikipedia.org/wiki/Capillary_electrophoresis%E2%80%93mass_spectrometry  https://en.wikipedia.org/wiki/Nuclear_magnetic_resonance
  • 30. THANK YOU VERY MUCH FOR YOUR ATTENTION