msc in analytical sciences - uvahigh performance liquid chromatography with precolumn...
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MSc in Analytical Sciences
Amino acid analysis: comparison and validation of gas
chromatography with mass spectrometric detection and
liquid chromatography with triple quadrupole mass
spectrometric detection. Application in mouse
embryonic fibroblast NIH-3T3 cells.
Master Research Thesis
Alexandra Koukou
2013-2014
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2 | 132
MSc Chemistry
Analytical Sciences
Master Thesis
Amino acid analysis: comparison and validation of gas
chromatography with mass spectrometric detection and
liquid chromatography with triple quadrupole mass
spectrometric detection. Application in mouse embryonic
fibroblast NIH-3T3 cells.
by
Alexandra Koukou
June 2014
Supervisor:
dr H. Lingeman
Daily Supervisor:
P. Krumpochova
Vrije Universiteit Amsterdam
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Abstract
The comprehension of metabolic profiling plays an important role in enhancement of
knowledge about prognosis and diagnosis of disease. Amino acids are one of the mainly
building blocks of cells among carbohydrates, lipids and nucleic acids. Therefore, the
fluctuating blood concentration of amino acids may provide mechanistic insights into diseases.
This thesis describes two methods for the determination of amino acids in standard solutions.
One with gas chromatography (GC) coupled with mass spectrometric detection (MS) and one
with liquid chromatography (LC) coupled with triple quadrupole (QQQ) mass spectrometric
detection (MS). In both methods the sample pretreatment and derivatization steps were
performed by Phenomenex EZ faast amino acid analysis kit for gas and liquid chromatographic
analysis respectively and last 7 minutes per sample.
For the GC-MS method three different internal standards were tested; Norvaline, amino acids
labeled with 13C and amino acids labeled with 13C/15N. The detection limit was ranging between
0.1 and 2.4 μM in the selected ion monitoring mode. The analysis time was approximately 7
minutes per sample.
For the LC-MS method no internal standard was used. The detection limit was 0.25 μM in the
multiple reaction monitoring mode. The analysis time was approximately 25 minutes per
sample.
Finally, the GC-MS method with amino acids labelled with 13C/15N was applied on mouse
embryonic fibroblast NIH-3T3 cells in order to study the cancer mechanism.
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Acknowledgements
First and foremost, I would like to thank Petra Krumpochova, my daily supervisor, for made
me feel so welcome from the first moment, for believing in me and for all the time she invested
in my project.
Secondly, I want to thank Ben Bruyneel for being always next to me when I needed his help,
answering the questions that I had.
Another important contribution in the attainment of my project was my cooperation with Azra
Mujic-Delic, who providing me with biological samples.
Furthermore, I would like to thank Dr. Henk Lingeman for being my supervisor and for
providing me with lot of useful ideas and feedback. I am also grateful about Prof. Wilfried
Niessen and Prof. Manfred Wuhrer, who contributed with their own way in this project being
always willing to share their knowledge.
Last but not least, big thanks to everyone in the group of Bioanalytical Chemistry of VU
University. You listened to me and you advised me about both relevant and irrelevant subjects
concerning my project.
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Contents
Abstract ................................................................................................................................................... 3
Acknowledgements ................................................................................................................................. 4
Abbreviations .......................................................................................................................................... 7
1. Theoretical ......................................................................................................................................... 10
1.1 Introduction ............................................................................................................................. 10
1.2 Historical Background ............................................................................................................ 12
1.3 A novel breakthrough approach .............................................................................................. 14
1.4 Derivatization .......................................................................................................................... 15
1.5 Types of Derivatization............................................................................................................ 15
1.6 Derivatization modes ............................................................................................................... 20
1.7 Chloroformate derivatization .................................................................................................. 23
2. Experimental ................................................................................................................................. 24
2.1 Chemicals ................................................................................................................................ 24
2.2 Kit components ........................................................................................................................ 25
2.3 Additional equipment............................................................................................................... 26
2.4 Storage and Stability ............................................................................................................... 27
2.5 Cleaning .................................................................................................................................. 27
2.6 Preparation of Eluting Medium ............................................................................................... 28
2.7 General Procedure for GC-MS experiments ........................................................................... 29
2.8 General Procedure for LC-MS experiments ............................................................................ 29
2.9 Instruments Settings ................................................................................................................ 30
2.10 Biological Samples ................................................................................................................ 31
3. GC/MS Results ................................................................................................................................... 32
3.1 Full-SCAN GC/MS .................................................................................................................. 32
3.2 Selected Ion Monitoring (SIM) for standards amino acids ..................................................... 35
3.3 Repeatability (within a day) .................................................................................................... 36
3.4 Intermediate Precision ............................................................................................................ 37
3.5 Calibration Curves .................................................................................................................. 38
3.6 Limit of Detection (LOD) and Linearity Range ....................................................................... 40
3.7 Amino acids labeled with 13C .................................................................................................. 41
3.8 Selected Ion Monitoring (SIM) for amino acids labeled with 13C ........................................... 42
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3.9 Amino acids labeled with 13C-15N ............................................................................................ 43
3.10 Selected Ion Monitoring (SIM) for amino acids labeled with ........................................... 44
13C-15N ........................................................................................................................................... 44
3.11 Biological Samples ................................................................................................................ 45
4. LC/MS Results .................................................................................................................................... 49
4.1 Manual Tuning for Probe and Turbo Ionspray Gas................................................................ 49
4.2 Flow injection analysis (FIA) .................................................................................................. 49
4.3 Full-SCAN LC/MS ................................................................................................................... 51
4.4 Multiple Reaction Monitoring (MRM) .................................................................................... 53
4.5 Calibration Curves .................................................................................................................. 57
4.6 Relative Standard Deviation (RSD %) .................................................................................... 59
4.7 Limit of Detection (LOD) and Linearity Range ....................................................................... 60
5. Conclusion and Perspectives ............................................................................................................. 61
References ............................................................................................................................................. 63
Appendix I: Calibration Curves of the amino acids using GC/MS .......................................................... 66
Appendix II: Average mass spectra of standard and label amino acids. Highlighted ions were used as
target ions to a single ion monitoring mode for labeled 13C amino acids. ............................................ 75
Appendix III: Overlapping target ions’ chromatograms for the labeled 12C/13C SIM method. Ions with
highest abundance were chosen for further quantification. ................................................................ 83
Appendix IV: Average mass of standard and label amino acids. Highlighted ions were used as target
ions to a single ion monitoring mode for ladeled 13C-15N amino acids. ................................................ 92
Appendix V: Overlapping target ions’ chromatograms for the labeled 12C /13C -14N /15N SIM method.
Ions with highest abundance were chosen for further quantification. .............................................. 101
Appendix VI: Optimization of probe and heater gas flow ................................................................... 110
Appendix VII: Verification of compound/source-dependent parameters .......................................... 113
Appendix VIII: Determination of parent and product ions.................................................................. 116
Appendix IX: Calibration Curves of the amino acids using LC/MS ...................................................... 125
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Abbreviations
3T3 : 3 day transfer, inoculum 3 x 105 cells
AA : Amino acids
AAA : a-Aminoadipic acid
ABA : a-Aminobutyric acid
aILE : allo-isoleucine
ALA : Alanine
ASN : Asparagine
ASP : Aspartic acid
ATP : Adenosine triphosphate
BGE : Background electrolyte
CAD : Charged aerosol detection gas
C-C : Cysteine-cysteine
CDs : Cyclodextrins
CE : Capillary electrophoresis
CE : Collision energy
CO2 : Carbon dioxide
CoA : Coenzyme A
CTAB : Cetyltrimethylammonium bromide
CUR : Curtain gas
CXP : Collision cell exit potential
DMAB : 4-(N, N’-dimethylamino)-benzoic acid
DMAP : 4-dimethylaminopyridine
DMEM : Dulbecco’s Modified Eagle Medium
DP : Declustering potential
DTAB : Dodecyltrimethylammonium bromide
ECACC : European collection of cell cultures
EP : Entrance potential
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FIA : Flow injection analysis
FP : Focusing potential
GLN : Glutamine
GLU : Glutamic acid
GLY : Glycine
GS/MS : Gas chromatography coupled with spectrometric detection
H : Probe’s horizontal position
HCl : Hydrogen chloride
HGF : Heater gas flow
HIS : Histidine
HPLC : High performance liquid chromatography
HYP : Hydroxyproline
ILE : Isoleucine
IS : Ionspray voltage
L : Probe’s lateral position
LC/MS : Liquid chromatography coupled with spectrometric detection
LEU : Leucine
LLOL : Lower limit of Linearity
LOD : Limit of detection
LYS : Lysine
MET : Methionine
MRM : Multiple reaction monitoring
NEB : Nebulizer gas
OPA : ortho-Phthalaldehyde
ORN : Ornithine
PAS : p-aminosalicylic acid
PBS : Phosphate Buffered Saline
PFTBA : Perflurotributylanime
PHA : Phenylalanine hydroxylase
PHE : Phenylalanine
PMSF : Phenyl methyl sulfonyl flouride
PRO : Proline
RIPA : Radioimmunoprecipitation assay
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RSD % : Percentage relative standard deviation
SAR : Sarcosine
SDS : Sodium deoxycholate
SER : Serine
SIM : Selected ion monitoring
SPE : Solid phase extraction
TEM : Temperature
THR : Threonine
TRP : Tryptophan
TYR : Tyrosine
UV : Ultraviolet
VAL : Valine
βAIB : β-Aminoisobutyric acid
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1. Theoretical
1.1 Introduction
Over the past few decades numerous sample preparation, separation and detection techniques
have been developed and have been applied in the bioanalytical field. The most challenging
class of that field is the amino acids for two reasons. Firstly, amino acids have large differences
in their chemical structures so their separation
becomes too difficult since they range from non-polar
too highly polar amino acids. Secondly, amino acids
play an important role in human metabolism and the
metabolic profiling. Not only they are cell signaling
molecules, but they also have non-protein
functions.[1-2] In the body amino acids can be utilized
as an energy source for major organs such as brain,
liver, muscle and adipose tissue in most organisms.
Catabolism of amino acids consists of two steps. In
the first step the a-amino group is removed and
converted into urea. In the second step the remaining
carbon skeleton is converted into pyruvate,
oxaloacetate, fumarate, succinyl CoA, a-keto-
glutarate, acetyl CoA or acetoacetyl CoA which are
further utilized as energy source in different metabolic
pathways. Amino acids as a source of energy are divided in two groups: ketogenic amino acids
that can be degraded into acetyl CoA or acetoacetyl CoA and form ketone bodies; and
glucogenic amino acids that can be degraded into pyruvate, oxaloacetate, fumarate, succinyl
CoA or a-keto-glutarate and they are resulting to glucose formation. Of the twenty fundamental
amino acids, tryptophan, phenylalanine, tyrosine and isoleucine are both ketogenic and
glucogenic. Lysine and Leucine are only ketogenic and the rest are only glucogenic. [3-4]
Tyrosine and tryptophan are used as precursors for the catecholamines (dopamine,
norepinephrine and epinephrine) and the monoamine serotonin respectively. [5] Serine and
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alanine are utilized in the first step of ceramide de novo synthesis. [6] Glycine, Glutamine,
Aspartic acid and Glutamic acid take a part in nucleotide catabolism. [4] Moreover, in clinical
chemistry the increased amino acid levels in plasma are used as biomarkers for inborn errors of
metabolism. For example, high concentration of phenylalanine indicates that the newborns
suffer from phenylketonuria, a disease which characterized by a mutation in the gene
phenylalanine hydroxylase (PHA), prevents the transmutation of phenylalanine to tyrosine and
causes mental retardation. [7] It can be easily concluded that the quantitative analysis of amino
acids is required for the understanding of chemical reactions that happened into human body
and the prevention of human diseases.
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1.2 Historical Background
Ion-exchange chromatography with postcolumn ninhydrin detection
In 1958, Moore, Stein and Spackman introduced an automatic amino acid analyzer based on
ion exchange column chromatography after postcolumn ninhydrin derivatization.
A Li- or Na- based cation exchange system is used for complex or simpler physiological
samples respectively. The proper pH, temperature and cation strength lead to the desirable
separation. When ninhydrin reacts with the amino acid the reagent has purple color, shows an
absorption at 570nm and the detection limit is around 10 pmol for the majority of them. In case
of imino acids like proline the reagent has yellow color, shows an absorption at 440 nm and the
detection limit is 50 pmol. The linearity range is obtained between 20-500 pmol. The analysis
time ranges from 60 to 120 minutes.[8-9]
High performance liquid chromatography with precolumn Ortho-phthalaldehyde
derivatization and fluorometric detection
Roth, in 1972, used strongly acidic cation exchange column followed by postcolumn oxidation
with sodium hypochlorite. As precolumn derivatization used ortho-Phthalaldehyde (OPA) and
thiol compound, such as N-acetyl-L-cysteine and 2-mercaptoethanol. Once again the proper pH
and cation strength lead to the desirable separation. OPA reacts with primary amines in the
presence of thiol compound and forms fluorescent isoindole products but it does not react with
secondary amines, such as proline. In the last case, the reaction is accomplished because of the
oxidation with sodium hypochlorite. The reagent that pass through the fluorometric detector
has an excitation wavelength at 348 nm and an emission wavelength at 450nm. The detection
limit is around 10 pmol and the linearity range is obtained between 10 pmol-10 nmol. The
analysis time ranges from 40 to 70 minutes.[10]
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Gas chromatography with ethyl chloroformate derivatization and flame ionization
detection
In 1990, Hušek introduced a method for the simultaneously analysis of 20 protein amino acids.
Specifically, he combined the rapid gas chromatography (analysis time 10 minutes) with a short
derivatization technique with chloroformate (20 minutes). He could even achieved shorter
analysis time without sacrificing the resolution, using shorter and narrower bore capillaries.
Ethyl chloroformate reacts with aqueous amino acid solutions and forms N (O, S)-
ethoxycarbonyl ethyl esters. Masami, Yamamoto and Kiyama used isobutyl chloroformate
instead of ethyl chloroformate but one extra step was necessary for the esterification of the
carboxylic group.[1,11-12]
Capillary zone electrophoresis with indirect absorbance detection
Kuhr and Yeung, in 1988, introduced a quite fast detection technique without derivatization
step. Fluorophore or chromophore presence in the background electrolyte (BGE) was used for
the indirect detection of the amino acids.[13] 18-20 amino acids were separated in 20-40
minutes using PAS and DMAB (10 mM) as a suitable background electrolytes, the pH in a
range <10.3-11.2>; concentration of Mg2+ = 0.05 mM; DTAB= 0.25 mM or CTAB
0.05mM.[14] However, with one single run lots amino acids cannot be efficiently separated
from the baseline whereas Leu and Ile could not be separated at all. Seven years later, Lee and
Lin tried to add cyclodextrins (CDs) to BGE, which contribute to better selectivity of CE. As a
result, in 35 minutes they managed to separate all the twenty amino acids, except from Leu and
Ile (pH 11 using; BGE PAS (10 mM); a-CD (20 mM)). Variants in the BGE can lead to better
resolution but longer analysis time and the substitution of a-CD to β-CD can lead to Leu and
Ile separation but inferior results.[15]
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1.3 A novel breakthrough approach
It can be agreed that amino acids are the “Achilles heel” on the separation analysis. During the
last decades lot of techniques were introduced, but none of them could dominate. Among the
techniques that are mentioned above, the first had low sensitivity, poor resolution, high costs
and long analysis time. The second had the same drawbacks but better sensitivity. The third had
a quite good analysis time but there were problems with the derivatization steps. And the last
one did not require derivatization however the separation was not really efficiently. All these
drawbacks can be overcome with the EZ-faast kit that Phenomenex introduced for simple and
fast sample preparation (7 minutes) and simultaneously determination of 384 amino acids.
The procedure starts with a solid phase extraction as a clean-up step during which the amino
acids and be extracted from the complex physiological fluids really fast. Afterwards,
derivatization occurs, emulsify is formed and the upper organic phase is collected and analyzed
on GC/MS or LC/MS system. In total, the sample preparation and analysis time for GC/MS is
around 13 minutes and for LC/MS around 32 minutes.[16-17]
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1.4 Derivatization
Derivatization can be defined as a technique that modifies a compound, which is not suitable
for the specific analytical procedure, to a product (derivative) with more suitable analytical
properties as the original compound.[18]
The use of this technique can improve the following:
i. Suitability (e.g. solubility, polarity, volatility):
In high performance liquid chromatography the main problem is the existence of
insoluble compounds in the mobile phase whereas in gas chromatography the existence
of nonvolatile compounds.
ii. Efficiency (e.g. polarity):
In many cases compounds interact with each other’s or with the column, causing
difficulties in the identification due to bad resolution and asymmetry of the peaks.
iii. Detectability (e.g. atomicity):
The analysis of smaller amounts of material requires an extension in the range of their
detectability.[19-21]
1.5 Types of Derivatization
There are three general types of derivatization that convert functional groups with active
hydrogens (-OH, -COOH, -NH, -NH2, and -SH groups) to derivatized products that can be
detected.
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Silylation
The silylation mechanism involves the replacement of the active hydrogens by substituted silyl
groups through a nucleophilic SN2 reaction.
where, X=halogen [21]
The most common reagents that are used for silylation derivatization are in the table below.[22]
Abbreviation Name Structure
BSA Bis-trimethylsilylacetamide
BSTFA Bis-trimethylsilyltrifluoroacetamide
MSTFA N-methyl-
trimethylsilyltrifluoroacetamide
TMCS Trimethylchlorosilane
TMSI Trimethylsilylimidazole
HMDS Hexamethyldisilzane
Table 1.5.1: Silylating Reagents.
Silylation is normally used in combination with gas chromatography to enhance the volatility
of the analytes.
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Alkylation ( Arylation )
The alkylation mechanism involves the replacement of the active hydrogens by aliphatic or
aliphatic-aromatic groups. In case of acids, this procedure is known as esterification and
contributes to better chromatograms.
RCOOH + PhCH2X → RCOOCH2Ph + HX
where, X=halogen or alkyl group R
The most common reagents that are used for alkylation derivatization are in the table below.[18]
Abbreviation Name Structure
PFBBr Pentafluorobenzyl bromide
BF3 Boron trifluoride
TBH Tetrabutylammonium hydroxide
BB Benzylbromide
DMF Dimethylformamide
DAM Diazomethane
Table 1.5.2: Alkylating Reagents.
Alkylation is used in combination with gas chromatography to improve the volatility of the
solutes as well as in liquid chromatography to improve the detectability on the separation
efficiency. In the last case UV absorbing or mass spectrometry sensitive reagents are used.
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Acylation
The acylation mechanism involves the replacement of the active hydrogens by acyl groups.
Therefore, compounds with –OH,–NH and –SH can be converted to esters, amides and
thioesters respectively.
where, R= acyl group[23]
The most common reagents that are used for acylation derivatization are in the table below.[18]
Abbreviation Name Structure
MBTFA N-methyl-bistrifluoroacetamide
PFPOH Pentafluoropropanol CF3CF2CH2OH
PFBCI Pentafluorobenzoyl Chloride
HFBI Heptafluorobutyrylimidazole
TFAA Trifluoroacetoic Anhydride CF3OCOCOCF3
Table 1.5.3: Acylating Reagents.
With respect to acylation, the same statements can be made as for alkylation reaction. They
are also used in combination with gas chromatography and liquid chromatography.
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The advantages and disadvantages of each type of derivatization are mentioned at the Table
1.5.4
Type of
derivatization
Advantages Disadvantages
Silylation 1. Suitable for a wide range
of compounds
2. Great variety of reagents
3. Easy preparation
1. Moisture sensitive reagents
2. Only aprotic organic solvents
can be used
Alkylation 1. Stable derivatives
2. Great variety of reagents
3. Reactions in a wide pH
range
1. Only suitable for amines and
acidic hydroxyls
2. Toxic reagents
Acylation 1. Stable derivatives
2. Good sensitivity
3. Can activate carboxylic
acids before the
esterification
1. Difficult preparation
2. Dangerous, smelly and
moisture sensitive reagents
3. By-products have to be
removed before analysis
Table 1.5.4: Advantages and disadvantages among derivatization types.
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1.6 Derivatization modes
The reactions that were mentioned in the above paragraph can be performed in three different
modes:[24-25]
Pre-column Mode
The compounds are derivatized before the analytical separation, usually manually but can also
be automated. After the derivatization the products are separated and detected.
The main advantages of pre-column derivatization are the freedom in choosing the most
optimal reaction conditions and the limited reagent consumption. The latter enables the use of
more expensive reagents and therefore improves the sensitivity because of the lower
background levels. However, the directly mixing of the reagent with the sample and the
resulting excess of derivatization reagent can be easily presented matrix effect.
Scheme 1.6.1: Pre-column derivatization.
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Post-column Mode
The compounds are derivatized after the separation and before the detection with the aid of a
second pump, so the reaction is fully automated. The automation is the main advantage of post-
column derivatization since it making the method reproducible and suitable for quantitative
analysis. Moreover, in comparison with pre-column derivatization there is less chance to appear
matrix effects because the components of the sample are separated earlier and there is no
directly mixing with the reagent. On the other hand, the improvement of selectivity is highly
unlikely due to the necessity of high and constant amount of reagent. An important requirement
on this mode is that the detection properties of the reagent have to be different compared with
the detection properties of the derivative.
Scheme 1.6.2: Post-column derivatization.
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On-column Mode
The less frequently used approach is the On-column mode. In this case the derivatization is
performed during separation. Particularly, the front-end of the capillary is used as a reaction
chamber. The main advantage is the increase in speed since it can be a whole automated
procedure. Moreover, the sample dilution is minimal, making this mode suitable for single-cell
analysis. On the other hand, the number of suitable reactions and procedures is rather limited
because the mixing of the analyte and the reagent plugs is obtained due to the difference of the
electrophoretic mobilities.[26]
Scheme 1.6.3: On-column derivatization.
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1.7 Chloroformate derivatization
The method that is used for the purpose of this project is based on a chloroformate derivatization
reagent, which can modify at the same time the amino and carboxylic groups of the amino acids
forming highly stable derivatives. It is a pre-column mode derivatization, where alkylation
occurs at the carboxylic group and acylation at the amino group.
The importance of this derivatization reagent can be concluded on the following:
The esterification of the carboxylic group occurs simultaneously with the protection of
the amino group. So, it is a single step reaction.
The extraction step can be avoided since the reaction can be performed in an aqueous
medium.
The reaction can be done at room temperature and mild acidic or basic conditions,
therefore no racemization phenomena can be occurred.
The reagent is accessible, cheap and easy to handle.
The reaction is extremely fast (approximately 60s) under continuously stirring.[27]
Therefore, it can be concluded that multiple derivatization represents a simple, useful and
effective technique for amino acid analysis and gave the “tinder” to search for new
derivatization reagents. Another example of this kind of derivatization is the derivatization with
diazomethane followed by acetic anhydride in the presence of 4-dimethylaminopyridine
(DMAP) and pyridine lead to derivatives β-amino acids.[28]
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2.Experimental
2.1 Chemicals
Amino acids were purchased from the Sigma-Aldrich (Stock No.AA-S-18). The concentration
of each amino acid is 2.5 μmoles per mL in 0.1 N HCl, except L-cystine, whose concentration
is 1.25 μmoles per mL.
COMPONENT MOL. Wt. μMoles/mL
L-Alanine 89.09 2.50
Ammonium chloride 53.49 2.50
L-Arginine 174.2 2.50
L-Aspartic acid 133.1 2.50
L-Cystine 240.3 1.25
L-Glutamic acid 147.1 2.50
Glycine 75.07 2.50
L-Histidine 155.2 2.50
L-Isoleucine 131.2 2.50
L-Leucine 131.2 2.50
L-Lysine 146.2 2.50
L-Methionine 149.2 2.50
L-Phenylalanine 165.2 2.50
L-Proline 115.1 2.50
L-Serine 105.1 2.50
L-Threonine 119.1 2.50
L-Tyrosine 181.2 2.50
L-Valine 117.2 2.50
Table 2.1.1: Stock No. AA-S-18.
However, the above standard did not include three proteinogenic amino acids. For those three
standard solutions were made, 2.5 μmoles per mL in water.
Component Supplier Mol. Wt. μMoles/mL
L-Glutamine 99% Sigma 146.14 2.50
L-Asparagine 98% Sigma 132.12 2.50
L-Tryptophan 98% Sigma/Bachem/99%
Merck
204.23 2.50
Table 2.1.2: Proteinogenic amino acids.
Moreover, MilliQ water, methanol (Baker HPLC grade) and ammonium formate, formic acid
ammonium salt (97% Aldrich/Sigma) were used for the HPLC experiments.
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2.2 Kit components
Kit components and materials are listed in Table 2.2.1 and Table 2.2.2.
Reagent Properties Ingredients Volume
Reagent 1 Internal Standard
Solution
Norvaline 0.2mM
N-propanol 10%
50 ml
Reagent 2 Washing Solution N-propanol 90 ml
Reagent 3A Eluting Medium
Component I
Sodium Hydroxide 60 ml
Reagent 3B Eluting Medium
Component II
N-propanol 40 ml
Reagent 4 Organic Solution I Chloroform 4 vials, 6 ml each
Reagent 5 Organic Solution II Isooctane 50 ml
Reagent 6 Re-dissolution Solvent Isooctane 80%
Chloroform 20%
50 ml
SD 1,2 & 3[1] Amino Acid Standard
Mixtures
Mix of amino acids 2 vials of each SD,2 ml each
Table 2.2.1: Reagents included at the EZ-faast kit.
Supplies Quantity
Sorbent tips in racks 4 x 96
Sample preparation vials 4 x 100
Microdispenser, 20-100 µL 1
Syringe, 0.6 mL 10
Syringe 1.5 mL 10
ZB-AAA 10m x 0.25mm Amino Acid Analysis GC
Column
1
Autosampler vials with inserts 4 x 100
FocusLiners 5
User Manual 1
Table 2.2.2: Supplies included at the EZ-faast kit.
[1] Only Standard 1 and 2 were used
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SD1: 23 amino acids, 200 nmoles/mL each
AAA ASP GLY LEU PHE THR
ABA βAIB HIS LYS PRO TYR
aILE C-C HYP MET SAR VAL
ALA GLU ILE ORN SER
SD2: Complementary amino acids not stable in acidic solution, 200 nmoles/mL each
ASN GLN TRP
2.3 Additional equipment
Other required materials are listed in Table 2.3.1.
Materials Supplier
1000µL - 200 µL pipette Gilson Pipetman Pipettes
200µL - 50 µL Gilson Pipetman Pipettes
100 µL - 20 µL Gilson Pipetman Pipettes
20 µL - 2 µL Gilson Pipetman Pipettes
Pipette tips Ultratip Greiner Bio-One
Vortex VWR International
Ultrasonic VWR International
4 µL Clear Vial, Screw Top
Hole Cap PTFE/Silicone Septa
Supelco (Sigma Aldrich)
Container for proper waste disposal Afval Energie Bedrijf (Gemeente Amsterdam)
Septa Thermogreen LB-2 Septa for Shimadzu
(conditioned) (Supelco/Sigma Aldrich)
Precolumn RP Phenomenex C18 4 x 2.00mm
Zorbax Eclipse XDB-C18, Rapid
resolution HT, 4,6x50mm,1,8 micron
Column
Agilent Technologies
Table 2.3.1: Extra supplies that were necessary and they were not included at the EZ-faast kit.
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2.4 Storage and Stability
Reagents 2, 3a, 5 and 6 should be stored at room temperature. At the same conditions should
be also stored the methanol and the mixture of ammonium formate in water and methanol.
Whereas, the reagents 1, 3B and 4 should be stored at 4 o C. Last but not least, all the standards
solutions should be stored at -20 o C.
All the components have one year shelf life when they stored at recommended conditions.
2.5 Cleaning
A propanol: water mixture (1:2, v/v) should be used to flush the plastic syringes that are used
for the SPE cleaning steps.
In addition, the Drummond Dialamatic Microdispenser should be cleaned with isopropanol:
acetone mixture (1:1, v/v) at the end of the experiments.
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2.6 Preparation of Eluting Medium
The Eluting Medium should be prepared fresh each day before the beginning of the experiment.
The volume is proportional of the number of samples. A combination of three parts of reagent
3A with two parts of reagent 3B consist the Eluting Medium, which should be stored at room
temperature during the day and the remaining mixture should be discarded at the end of the day.
The following table shows the necessary volume of each medium regard to the number of
samples.
Number of Samples Reagent 3A (µL) Reagent 3B (µL)
2 300 200
4 600 400
7 900 600
12 1.5 1.0
14 1.8 1.2
19 2.4 1.6
24 3.0 2.0
29 3.6 2.4
34 4.2 2.8
39 4.8 3.2
44 5.4 3.6
49 6.0 4.0
Table 2.6.1: The ratio between Reagent 3A and 3B.
P a g e 29 | 132
2.7 General Procedure for GC-MS experiments
Firstly, 100µL of sample was mixed with Reagent 1 in order to adjust pH and add internal
standard -Norvaline. The mixture was slowly passed through sorbent tip and further on washed
with Reagent 2. Thereafter, 200µL of freshly prepared Eluting medium was used to elute
sample and sorbent from the tip. In the next step derivatization reagent (Reagent 4) was added
to the mixture and the sample was vigorously vortexed. In the last step 100µL of Reagent 5
containing isooctane was added to sample in order to separate different phases after vortexing.
Top organic phase was transferred to a fresh vial, evaporated under Nitrogen stream and re-
suspended in Isooctane chloroform mixture.
2.8 General Procedure for LC-MS experiments
The procedure is identical with the previous except of re-dissolving step where the sample was
re-suspended in 1:2 ammonium formate in water: ammonium formate in methanol instead of
Reagent 6.
P a g e 30 | 132
2.9 Instruments Settings
GC/MS
A QP2012 plus GC/MS (Shimadzu) is used with an automatic injector AOC-2Oi and an auto
sampler AOC 2Os. The column was ZB-AAA 10m x 0.25mm Amino Acid Analysis GC
Column.
For the GC helium is used as carrier gas at flow rate of 2ml/min, split injection ( 250 ° C ) and
the oven temperature program was 30 ° C/ min from 110 ° C to 320 ° C.
The MS ion source temperature was 240 ° C, the interface 320 ° C and the scan range was 45-
450 m/z. Finally, the MS was tuned and calibrated using Perflurotributylamine (PFTBA) every
day.
LC/MS
A PE Sciex API 3000 (AB SCIEX) triple quadrupole mass spectrometer coupled to an Agilent
1100 Series LC system. The latter consist of a G1322A Degasser, a G1376A CapPump, a
G1367A Wpals, a G1330B ALSTherm and a G13116A Colcom.
P a g e 31 | 132
2.10 Biological Samples
For the purpose of this experiment biological samples were performed by Azra Mujic-Delic.
The procedure that she follows is describing below and it has three stages:
Cell culture:
Mouse embryonic fibroblast NIH-3T3 cells, obtained from European collection of cell cultures
(ECACC), were cultured in the Dulbecco’s Modified Eagle Medium (DMEM) supplemented
with a 10% bovine serum, penicillin (50 IU/ml) and streptomycin (50 mg/ml) in 5% CO2
atmosphere at 37 °C. Stable clones of NIH 3T3 expressing US28 receptor or empty vector were
kept under a selective pressure of G418 (400 mg/ml) in the culture medium to ensure expression
of US28 in all growing cells.
Determination of amino acid uptake and excretion:
Cells at the density of 75.000/well were plated in a 6 well dish and incubated in growth
medium for 24hrs in 5% CO2 atmosphere at 37 °C. After 24hrs cell growth medium was
replaced with 0.5% bovine serum -containing medium to synchronize. After another 24hrs
growth medium was exchanged for medium with 10% bovine serum. Since the change of
medium supernatant and cell lysate were collected (time 0, 24, 48, 72 and 96 hours), amino
acid analysis in the growth media and protein concentration determination was followed. In
fact, 20L of extracellular media were used for further amino acid analysis.
Cell lysis and protein determination:
Cells were quickly washed with 0.5 ml of ice cold Phosphate Buffered Saline (PBS) and
treated with 100 μl of Radioimmunoprecipitation assay (RIPA) lysis buffer (PBS containing
Nonidet P-40 , 0.5% (w/v) sodium deoxycholate, 0.1% (w/v) SDS and 1mM PMSF
supplemented, 1 mM sodium orthovanadate with protease (Roche Applied Science,
Mannheim, Germany) inhibitor cocktails) on ice for 20 min. Cell extracts were clarified using
centrifugation (18,000 rpm/10 min/4°C). Protein content was determined using BCA Protein
Assay kit (Pierce).
P a g e 32 | 132
3. GC/MS Results
3.1 Full-SCAN GC/MS
In the first step sample containing standard amino acids was injected in order to collect data
about the target ions, the reference ions and the retention time. Based on the obtained data,
a selected ion monitoring method was created in order to increase method’s sensitivity.
Scheme 3.1.1: Chromatogram of standard derivatized amino acids using a MS SCAN mode.
Range adjusted at 45-450 m/z.
C=200μM/L
Split Ratio=30
Retention Time (min)
Time
Ab
un
dan
ce
P a g e 33 | 132
The target and the reference ions that are chosen for the determination of the amino acids are
given at the Table 3.1.1. whereas, the retention time that is used for the selected ion
monitoring (SIM) method is listed in the Table 3.1.2.
Amino Acids Target Ions (m/z) Reference Ions (m/z)
Alanine 130.1 70.1 88.0
Glycine 116.1 56.1 74.1
Valine 116.1 72.1 55.1
Leucine 172.2 86.1 69.1
Isoleucine 130.1 101.1 -
Threonine 101.1 74.0 56.1
Serine 60.1 146.1 74.1
Proline 70.1 156.1 114.1
Asparagine 69.1 155.1 113.1
Aspartic Acid 88.1 130.1 216.2
Methionine 61.1 101.1 56.1
Glutamic Acid 84.1 170.1 85.1
Phenylalanine 91.1 148.1 74.1
Glutamine 84.1 59.1 58.2
Lysine 170.2 84.1 128.1
Histidine 81.1 82.1 110.2
Tyrosine 107.1 164.1 74.0
Tryptophan 130.1 131.1 77.1
Table 3.1.1: Target and Reference Ions of each amino acid.
P a g e 34 | 132
Amino Acids Retention Time (min)
Alanine 1.103
Glycine 1.203
Valine 1.434
Leucine 1.616
Isoleucine 1.671
Threonine 1.879
Serine 1.920
Proline 1.992
Asparagine 2.095
Aspartic Acid 2.662
Methionine 2.687
Glutamic Acid 3.033
Phenylalanine 3.049
Glutamine 3.674
Lysine 4.369
Histidine 4.559
Tyrosine 4.848
Tryptophan 5.133
Table 3.1.2: Retention time of each amino acid.
P a g e 35 | 132
3.2 Selected Ion Monitoring (SIM) for standards amino acids
With regard of the above data a SIM method for standards amino acids was set up. The method
was split in 10 time periods, where each of the period monitors certain targeted ions and
reference ions. This step is done in order to increase the sensitivity of the method.
SIM for Standards
Start
Time
End
Time
Event
Time
Amino Acids Ions
1.05 1.33 0.06 Ala-Gly 130.1,70.1,88 116.1,56.1,74.1
1.33 1.81 0.09 Val-IS-Leu-Ile 116.1,72.1,55.1 158.2 172.2,86.1,69.1 130.1,101.1
1.81 2.41 0.12 Thr-Ser-Pro-Asn 101.1,74,56.1 60.1,146.1,74.1 70.1,156.1,114.1 69.1,155.1,113.1
2.41 2.89 0.06 Asp-Met 88.1,130.1,216.2 61.1,101.1,56.1
2.89 3.4 0.06 Glu-Phe 84.1,170.1,85.1 91.1,148.1,74.1
3.40 4.05 0.05 Gln 84.1,59.1,58.2
4.05 4.49 0.05 Lys 170.2,84.1,128.1
4.49 4.73 0.05 His 81.1,82.1,110.2
4.73 5.02 0.05 Tyr 107.1,164.1,74
5.02 5.25 0.05 Trp 130.1,131.1,77.1
Table 3.2.1: SIM method for standard amino acids.
The below chromatogram is a representative one.
Scheme 3.2.1: Chromatogram of standard derivatized amino acids on SIM mode. Range
adjusted at 45-450 m/z.
Retention Time (min)
Ab
un
dan
ce (
a.u
.) C=0.01 μM/L
Split Ratio=30
P a g e 36 | 132
3.3 Repeatability (within a day)
AA/Concentration RSD%
0.1 μM 0.3 μM 0.6 μM 1.2 μM 2.4 μM 5 μM 10μM
Alanine 5.4 5.5 4.4 3.6 0.6 1.1 0.5
Glycine 3.5 8.6 3.2 1.6 0.6 3.4 0.8
Valine 5.7 5.4 2.4 1.6 1.4 0.6 0.4
Leucine 9.2 2.0 2.7 3.2 1.0 1.7 0.6
Isoleucine 9.8 3.9 5.3 2.1 1.2 1.1 0.4
Threonine 13.5 10.6 9.4 4.2 3.0 4.2 2.9
Serine 14.3 8.9 7.1 4.2 1.6 3.5 3.7
Proline 4.1 2.2 3.6 3.1 0.3 0.6 0.8
Asparagine - - 11.9 5.6 4.2 5.4 0.7
Aspartic Acid - - 3.7 7.1 14.2 2.0 2.7
Methionine - - - - - 3.5 1.4
Glutamic Acid - - - 10.3 1.5 2.3 1.2
Phenylalanine - - 3.7 7.3 4.8 0.5 1.2
Glutamine - - - - 6.8 2.6 3.0
Lysine - 0.9 13.0 2.0 1.7 2.0 3.1
Histidine - - - - 9.5 6.6 6.7
Tyrosine - 3.3 3.3 3.5 3.5 2.9 1.7
Tryptophan - 11.1 6.0 4.6 3.5 3.1 2.6
Table 3.3.1: Relative standard deviation for all the amino acids in seven different
concentrations.
P a g e 37 | 132
3.4 Intermediate Precision
AA/Concentration 10 μM 50μM
Recovery % Recovery %
Peak Area Retention Time Peak Area Retention Time
Alanine 99 100 88 100
Glycine 108 100 98 100
Valine 99 100 95 100
Leucine 106 100 104 100
Isoleucine 99 100 99 100
Threonine 114 100 103 100
Serine 119 100 96 100
Proline 94 100 91 100
Asparagine 116 100 90 100
Aspartic Acid 117 100 98 100
Methionine 115 100 99 100
Glutamic Acid 129 100 67 100
Phenylalanine 107 100 103 100
Glutamine 126 100 95 100
Lysine 136 100 97 100
Histidine 121 100 120 100
Tyrosine 119 100 108 100
Tryptophan 128 100 146 100
Table 3.4.1: The percentage recovery of peak area and retention time in two representative
concentrations of all amino acids.
P a g e 38 | 132
3.5 Calibration Curves
For the purpose of this experiment six derivatized samples with standard amino acids are
injected three times each at GC/MS. The concentration was chosen, had two magnitude
range. Specifically, 0.1 μM, 1 μM, 5 μM, 10 μM, 25 μM and 50 μM. Norvaline was used
as internal standard. The experiment was performed using as SIM method the one was
described in paragraph 3.2 with split ratio 30 and injection volume 1 μL. In the next pages
you will find a representative graph including calibration equation and correlation
coefficient. The rest are available in Appendix I. Moreover, below the graph you will find
a table with the parameters of the calibration curve of each amino acid.
Alanine
Are
a R
atio
(1
2C
/No
rval
ine)
Concentration (µM) 0 10 20 30 40 Conc. Ratio
0.0
1.0
2.0
3.0
4.0
5.0
Area Ratio(x0.1)
Y = 1.021928e-002X - 4.121476e-003
R^2 = 0.9989563
R = 0.999478
P a g e 39 | 132
Amino Acids a β R2
Alanine 1.021928e-002 - 4.121476e-003 0.9989563
Glycine 7.586305e-003 4.077981e-003 0.9996499
Valine 9.995392e-003 - 5.121873e-003 0.9992979
Leucine 1.086172e-002 - 2.920057e-003
0.9983499
Isoleucine 1.006918e-002 - 5.515763e-003 0.9983963
Threonine 6.919126e-003 - 1.38511e-003 0.9933719
Serine 3.08389e-003 -5.75994e-004 0.9875481
Proline 1.591607e-002 - 1.142593e-002 0.9978341
Asparagine 5.979105e-003 - 4.470555e-003 0.9905939
Aspartic Acid 3.890992e-003 - 3.216384e-003 0.9905092
Methionine 4.30262e-003 - 2.062193e-002 0.9728832
Glutamic Acid 3.640853e-003 - 4.719553e-003 0.9849679
Phenylalanine 8.686568e-003 - 2.76655e-003
0.9966394
Glutamine 1.253481e-003 - 5.236893e-003 0.9781025
Lysine 3.009924e-003 -3.043628e-003 0.9922608
Histidine 1.552537e-003 - 6.532646e-003 0.9862679
Tyrosine 1.154867e-002 - 2.634247e-002 0.9795034
Tryptophan 1.372151e-002 - 2.566159e-002 0.9802783
Table 3.5.1: Parameters of the internal standard calibration curve, y= ax+ β.
P a g e 40 | 132
3.6 Limit of Detection (LOD) and Linearity Range
Amino Acids LOD (μM) Linearity Range (μM)
Alanine 0.1 0.3-200
Glycine 0.1 0.3-200
Valine 0.1 0.1-200
Leucine 0.1 0.1-200
Isoleucine 0.1 0.1-200
Threonine 0.1 0.1-200
Serine 0.1 0.1-200
Proline 0.3 0.3-200
Asparagine 1.2 1.2-200
Aspartic Acid 0.6 0.6-200
Methionine 1.2 1.2-200
Glutamic Acid 1.2 1.2-200
Phenylalanine 0.6 0.6-200
Glutamine 2.4 2.4-200
Lysine 0.3 0.3-200
Histidine 2.0 2.0-200
Tyrosine 0.3 0.3-200
Tryptophan 0.3 0.3-200
Table 3.6.1: Limit of detection and linearity limit of each amino acid.
P a g e 41 | 132
3.7 Amino acids labeled with 13C
In order to correct the matrix effect and the sample degradation, 13C labeled standard amino
acids were bought. During the validation procedure, 13C standards were added directly to the
samples before adding Reagent 1. SCAN MS mode was used to identify the ion fragments of
the label amino acids. All the spectra and chromatograms are available in Appendix II and
Appendix III respectively.
Scheme 3.7.1: Chromatogram of 13C labeled derivatized amino acids using a SCAN MS
mode. Range adjusted at 45-450 m/z.
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 42 | 132
3.8 Selected Ion Monitoring (SIM) for amino acids labeled with 13C
With regard on the data that were collected from the spectra a new SIM method about label
amino acids was set up.
SIM for 12C/13C-14N
Start
Time
End
Time
Event
Time
Amino Acids Ions
12C 13C 12C 13C 12C 13C 12C 13C
1.05 1.33 0.06 Ala-Gly 130.1 132.1 116.1 117.1 102 104
1.33 1.81 0.09 Val-IS-Leu-Ile 116.1 120.1 158.2 172.2 177.2 130.1 135.1
1.81 2.41 0.12 Thr-Ser-Pro-Asn 101.1 103 60.1 62 70.1 74.1 69.1 72
2.41 2.89 0.06 Asp-Met 88.1 90 61.1 69 101.1 104 114.1 116
2.89 3.4 0.06 Glu-Phe 84.1 88 91.1 98
3.40 4.05 0.05 Gln 84.1 88
4.05 4.49 0.05 Lys 170.2 175.2
4.49 4.73 0.05 His 81.1 85
4.73 5.02 0.05 Tyr 107.1 114.1
5.02 5.25 0.05 Trp 130.1 139.1
Table 3.8.1: SIM method for labeled 13C amino acids.
Scheme 3.8.1: Chromatogram of labeled derivatized amino acids on SIM mode. Range
adjusted at 45-450 m/z.
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 43 | 132
3.9 Amino acids labeled with 13C-15N
Furthermore, amino acids labeled with 13C and 15N were added as internal standard. As a result,
instead of 100 μL of sample, 98 μL of sample and 2 μL of label were added. The rest of the
procedure followed precisely.
At the begging, SCAN MS mode was used to identify the ion fragments of the label amino
acids. The spectra and chromatograms are available in Appendix IV and Appendix V
respectively.
Scheme 3.9.1: Chromatogram of 13C-15N labeled derivatized amino acids using SCAN MS
mode. Range adjusted at 45-450 m/z.
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 44 | 132
3.10 Selected Ion Monitoring (SIM) for amino acids labeled with 13C-15N
With regard on the data that were collected from the spectra a new SIM method about label
amino acids was set up
SIM for 12C/13C-15N
Start
Time
End
Time
Event
Time
Amino Acids Ions
12C 13C 12C 13C 12C 13C 12C 13C
1.05 1.33 0.06 Ala-Gly 130.1 132.1 116.1 117.1 102 104
1.33 1.81 0.09 Val-IS-Leu-Ile 116.1 120.1 158.2 172.2 177.2 130.1 135.1
1.81 2.41 0.12 Thr-Ser-Pro-Asn 101.1 103 60.1 62 70.1 74.1 69.1 72
2.41 2.89 0.06 Asp-Met 88.1 90 61.1 69 101.1 104 114.1 116
2.89 3.4 0.06 Glu-Phe 84.1 88 91.1 98
3.40 4.05 0.05 Gln 84.1 88
4.05 4.49 0.05 Lys 170.2 175.2
4.49 4.73 0.05 His 81.1 85
4.73 5.02 0.05 Tyr 107.1 114.1
5.02 5.25 0.05 Trp 130.1 139.1
Table 3.10.1: SIM method for labeled 13C-15N amino acids.
Scheme 3.10.1: Chromatogram of labeled derivatized amino acids on SIM mode. Range
adjusted at 45-450 m/z.
Retention Time (min)
Ab
un
dan
ce
(a.u
.)
P a g e 45 | 132
3.11 Biological Samples
Amino acid analysis in biological samples is considered as an important laboratory test for
the diagnosis of cancer mechanism. Specifically, it is considered that there are some amino
acids, whose difference in concentration implies cancer. But firstly, a brief reference to
Warburg effect is necessary.
Scheme 3.11.1: Warburg Effect.
Tumor Cells
+/-O2
Glucose
Pyruvate
Lactate 95%
Aerobic Glycolysis
(4ATP)
Warburg Effect
O2
Mitochondrial
CO2
5%
Normal Cells
-O2 +O
2
Glucose Glucose
Pyruvate Pyruvate
Lactate
Anaerobic Glycolysis
(2ATP)
O2
Mitochondrial
CO2
Oxidative Phosphorylation
(36ATP)
Lactate
P a g e 46 | 132
Normal cells obtain ATP as a source of energy through the mitochondrial oxidative
phosphorylation in the presence of oxygen instead of glycolysis, due to the higher yield of ATP.
In addition, the presence of oxygen results in the inhibition of glycolysis. On the other hand,
tumor cells can activate glycolysis even in the presence of adequate oxygen levels causing the
Warburg effect. [29]
The metabolic phenomenon where cancer cells rely on aerobic glycolysis instead of oxidative
phosphorylation, was described for the first time by Otto Warburg over 80 years ago and it was
named after him. Aerobic glycolysis is an inefficient way to generate ATP producing only 2
molecules of ATP per molecule glucose whereas oxidative phosphorylation generates 32 ATP
molecules per molecule glucose. The question immediately arises as to why cancer cells would
switch to less productive form of energy production. One hypothesis describes increased
aerobic glycolysis as an adaptation to hypoxic environment. Others argue that increased
glycolysis should facilitate uptake and incorporation of nutrients into the biomass. Although,
the exact mechanisms underlying the Warburg effect are unclear, the importance of increased
glycolysis in cancer cells has been experimentally demonstrated.
Consequently, it is accepted that glycolysis provides tumor cells with glucose to make ATP
intermediates such as nonessential amino acids, which serve as building blocks for tumor cells.
Specifically, glutamine is essential for cancer cell growth due to nutritional value as carbon and
nitrogen source. Moreover, it provided acid resistance. Therefore, the reduced concentration
implies Warburg effect. The reverse is happening to alanine, where the increased concentration
implies Warburg effect because pyruvate is converting to alanine. [30]
In our experiment we compared amino acids uptake and release in extracellular medium of two
cell lines, that differ in expression of viral receptor US28. Expression of such a receptor was
described to activate multiple signaling pathways with consequent cancer phenotype.
P a g e 47 | 132
Scheme 3.11.2: Glutamine concentration in the extracellular cell growth media in time. Red
bars show control cells MOCK, blue bars show cells US-28 expressing the viral receptor.
Glutamine is a source of energy side to a glucose and it was described in literature that certain
cancer lines are utilizing more glutamine compare to glucose. It was even described that
glutamine uptake is life depending and its depletion from growing media leads to a cell death.
Alanine usually serves in the cell metabolism as a sink for nitrogen in the presence of flux of
glutamine. Based on the huge uptake of glutamine, we assume that excretion of alanine would
take a place.
Scheme 3.11.3: Alanine excreting growth to extracellular growth media in time. Red bars show
control cells MOCK, blue bars show cells US-28 expressing the viral receptor.
0
50
100
150
200
250
medium 0 24 48 72 96
Co
nce
ntr
atio
n (
μM
)
Time points (hours)
GlutamineMOCK
US-28
0
10
20
30
40
50
60
medium 0 24 48 72 96
Co
nce
ntr
atio
n (
μM
)
Time points (hours)
AlanineMOCK
US-28
P a g e 48 | 132
The last graph represent isoleucine’s concentration in the extracellular growth media of two
different cell lines collected in different time points. The reduced concentration of isoleucine
shows that is utilized in very small amounts, therefore is not directly used as a source of energy
but only for the protein synthesis.
Scheme 3.11.3: Isoleucine excreting growth to extracellular growth media in time. Red bars
show control cells MOCK, blue bars show cells US-28 expressing the viral receptor.
To sum up, taking the above under consideration only glutamine is an important source of
energy. The rest amino acids, like isoleucine, show a small reduction on their concentration at
cells expressing US-28 receptor because they are utilized by the protein synthesis. For that
reason the rest graphs will not be provided.
Based on this analysis we do not see any significant differences in uptake or excretion amino
acids and we could conclude that metabolism of these cells does not differ. However, for real
conclusion more metabolites analysis would have to be performed.
0
10
20
30
40
50
60
70
medium 0 24 48 72 96
Co
nce
ntr
atio
n (
μM
)
Time points (hours)
IsoleucineMOCK
US-28
P a g e 49 | 132
4. LC/MS Results
4.1 Manual Tuning for Probe and Turbo Ionspray Gas
The first step on validation of a method using LC/MS is the tuning.
The initial conditions of probe’s horizontal position (H), probe’s lateral position (L) and heater
gas flow (HGF) were:
H=15
L=-5
HGF=6500
The values were chosen and measured for the optimization as well as the resulting graphs are
shown particularly in Appendix VI.
For the optimum conditions was chosen “The Golden Section” between the maximum intensity
of the peak and the less possible gas consumption:
L= -5
H=3
HGF=5000
4.2 Flow injection analysis (FIA)
Except of the probe and the turbo ionspray gas there are other parameters that should optimized
and they are related to each amino acid separately.
The EZfaast Kit has already provided us with a manual that gives us representatives values for
all the compound-dependent parameters and source dependent parameters as well.
However, it has to be checked if those parameters are suitable for the instrument that we are
using. Specifically, the compound-dependent parameters that need to be optimized are the
Declustering Potential (DP), the Focusing Potential (FP), the Entrance Potential (EP), the
Collision Cell Exit Potential (CXP) and the Collision Energy (CE). The Nebulizer Gas (NEB),
P a g e 50 | 132
the Curtain Gas (CUR), the Temperature (TEM) and the Ionspray Voltage (IS) are the source-
dependent parameters that have to be checked.
Two amino acids and the internal standard were checked and the given values were verified.
The data of those measurements can be found in Appendix VII. The below table sums up the
values of the compound-dependent parameters for each amino acid. The source-dependent
parameters will be given in the paragraph 4.4.
Amino Acids DP FP CE CXP EP
Glycine 21 130 13 8 10
Asparagine 60 250 15 10 10
Leucine 16 110 21 10 10
Glutamine 26 150 21 10 10
Threonine 40 200 17 10 10
Serine 25 140 17 8 10
Alanine 30 210 27 4 10
Methionine 21 140 17 12 10
Proline 26 160 19 10 10
Lysine 36 200 17 8 10
Aspartic Acid 30 110 19 14 10
Histidine 63 190 33 12 10
Norvaline 21 130 17 10 10
Glutamic Acid 26 150 21 10 10
Tryptophan 60 350 21 10 10
Tyrosine 60 300 43 8 10
Isoleucine 40 200 17 10 10
Phenylalanine 40 200 17 14 10
Table 4.2.1: Compound-dependent parameters based on EZ-faast manual.
P a g e 51 | 132
4.3 Full-SCAN LC/MS
In the first step sample containing standard amino acids was injected in order to check the
retention time and the precise mass of parents and products ions. In following tables are listed
all the masses. In Appendix VIII you will find the spectra that verify the choice of those masses.
In addition, table 4.3.3 shows the retention time of its amino acid in time order.
Parent Ions Amino acids m/z (manual) m/z (after scanning)
Glutamine 275.3 275.6
Serine 234.3 234.3
Asparagine 243.3 243.3
Leucine 260.2 260.4
Glycine 204.1 204.5
Threonine 248.3 248.7
Alanine 218.3 218.6
Proline 244.3 244.6
Methionine 278.3 278.4
Aspartic Acid 304.3 304.6
Histidine 370.2 370.3
Valine 246.3 246.6
Glutamic Acid 318.3 318.6
Isoleucine 260.3 260.5
Phenylalanine 294.3 294.5
Tyrosine 396.2 396.7
Lysine 361.2 361.7
Tryptophan 333.3 333.8
Table 4.3.1: Mass of parent ions based on the manual and after scanning.
P a g e 52 | 132
Product Ions Amino acids m/z (manual) m/z (after scanning)
Glutamine 172.1 172.5
Serine 146 146.2
Asparagine 157.2 157.2
Leucine 172.1 172.3
Glycine 144 144.2
Threonine 160.2 160.2
Alanine 130.1 130.2
Proline 156.2 156.3
Methionine 190.1 190.5
Aspartic Acid 216.2 216.5
Histidine 196.3 196.5
Valine 158.1 158.3
Glutamic Acid 172.1 172.4
Isoleucine 172.1 172.6
Phenylalanine 206.1 206.4
Tyrosine 136.2 136.4
Lysine 301.3 301.6
Tryptophan 245.1 245.6
Table 4.3.2: Mass of product ions based on manual and after scanning.
Amino Acids Retention Time
Glutamine 1.25 Serine 1.40
Asparagine 1.44
Leucine 1.52
Glycine 1.58
Threonine 1.64
Alanine 2.23
Proline 2.83
Methionine 2.97
Aspartic Acid 3.38
Histidine 3.43
Lysine 3.48
Norvaline 3.57
Glutamic Acid 3.71
Tryptophan 3.95
Phenylalanine 4.68
Isoleucine 4.78
Tyrosine 6.78
Table 4.3.2: The retention time of each amino acid.
P a g e 53 | 132
4.4 Multiple Reaction Monitoring (MRM)
An MRM method was developed for the determination of the amino acids. This method was
divided in three time periods, each of them has a group of amino acids with their parent and
product ions that are allowed to pass through the triple quadrupole. The amino acids were
grouped on periods based on the time order of their appearance on the chromatogram and the
source-dependent parameters. The compound-dependent parameters can be defined for each
amino acid separately whereas the source-dependent parameters only for periods resulting on
compromises.
Period Start Time End Time Amino Acids Q1 Mass Q3 Mass
1st 0.000 1.995 Glycine 204.5 144.3
Asparagine 243.4 115.0
Leucine 260.3 172.3
Glutamine 275.6 172.3
Threonine 248.6 160.5
Serine 234.2 146.2
2nd 0.1995 4.300 Alanine 218.6 88.4
Methionine 278.4 190.4
Proline 244.5 156.2
Lysine 361.6 301.6
Aspartic Acid 304.5 216.5
Histidine 370.3 196.4
Norvaline 246.4 158.3
Glutamic Acid 318.6 172.3
Tryptophan 333.7 245.5
3rd 4.300 7.305 Tyrosine 396.6 136.4
Isoleucine 260.4 172.3
Phenylalanine 294.4 260.3
Table 4.4.1: The distribution of the amino acids in the three periods.
P a g e 54 | 132
The compound-dependent parameters have already given at table 4.2.1 whereas the source-
dependent parameters of each period are given below.
Period Nebulizer
(NEB)
Curtain
Gas (CUR)
CAD Gas
(CAD)
Ionspray
Voltage (IS)
Temperature
(TEM)
Entrance
Potential (EP)
1st 12 12 10 1600 475 10
2nd 12 12 10 1600 475 10
3rd 10 10 10 1600 475 10
Table 4.4.1: Source-dependent parameters based on EZ-faast manual.
The following chromatograms indicate the distribution of the amino acids during the periods.
Scheme 4.4.1: Chromatogram of first period’s amino acids.
GLN
SER
ASN
LEU
GLY
THR
P a g e 55 | 132
Scheme 4.4.2: Chromatogram of second period’s amino acids.
Scheme 4.4.3: Chromatogram of third period’s amino acids.
ALA
PRO
MET
HIS
ASP
GLU
VAL
TYR
ILE
PHE
P a g e 56 | 132
The gradient program that was used to accomplish the necessary equilibrium, avoid the
retention shifting and the contamination of the column is describing below.
Time (min) Flow (ml/min) A% (10mM ammonium
formate in water)
B% (10nM ammonium
formate in methanol)
0 0.6 32 68
13 0.6 17 83
13.01 0.6 5 95
18 0.6 5 95
18.0 0.6 32 68
25 0.6 32 68
Table 4.4.2: The gradient program according to time.
Scheme 4.4.4: The fluctuations of the mobile phase.
60
65
70
75
80
85
90
95
100
0 5 10 15 20 25 30
B%
Gra
die
nt
Time (min)
P a g e 57 | 132
4.5 Calibration Curves
For the purpose of this experiment nine derivatized samples with standard amino acids are
injected three times each at LC/MS. The concentration was chosen, had three magnitude
range. Specifically, 0.25 μM, 0.5 μM, 1 μM, 3 μM, 5 μM, 10 μM, 25 μM, 50 μM and 100 μM.
Norvaline was used as internal standard. The experiment was performed using the MRM
method that was described in the above paragraph. In the next pages you will find a
representative graph including calibration equation and correlation coefficient. The rest are
available at Appendix IX. Moreover, below the graph you will find a table with the
parameters of the calibration curve of each amino acid.
Glycine
y = 51726x + 93576R² = 0.9984
0.00E+00
1.00E+06
2.00E+06
3.00E+06
4.00E+06
5.00E+06
6.00E+06
0 20 40 60 80 100 120
Pe
ak A
rea
Concentration (μM)
P a g e 58 | 132
Amino Acids a β R2
Asparagine 128055 - 8810.4 0.9996
Leucine 505704 133475 0.9951
Glutamine 193378 74903 0.9846
Threonine 30962 55212
0.9979
Serine 83401 264814 0.9944
Alanine 20124 - 61986 0.9732
Methionine 217566 - 499397 0.9941
Proline 1E+06 210795 0.9918
Lysine 183816 705.56 0.9991
Aspartic Acid 247631 74509 0.9995
Histidine 992948 253136 0.9983
Glutamic Acid 320678 18095 0.9999
Tryptophan 16366 - 1337.6 0.9985
Tyrosine 238980 4586 0.9999
Isoleucine 1E+06 69562 0.9935
Tyrosine 1E+06 25739 0.9994
Table 4.5.1: Parameters of the internal standard calibration curve, y= ax+ β.
P a g e 59 | 132
4.6 Relative Standard Deviation (RSD %)
In order to check the precision and the repeatability of the method the relative standard
deviation was calculated for 8 different concentrations.
Relative Standard Deviation of Peak Area
Amino Acids Concentration
0,25μM 0,5 μM 1 μM 3 μM 5 μM 10 μM 50 μM 100 μM
Glycine 3.42 2.01 6.04 21.44 4.32 6.61 8.84 6.57
Asparagine 5.32 6.93 8.84 22.76 4.23 7.45 6.45 4.99
Leucine 3.94 0.61 16.14 25.37 9.31 11.69 7.16 4.53
Glutamine 4.95 4.99 5.65 20.83 5.61 5.63 8.14 4.60
Threonine 3.94 0.52 5.14 23.01 5.11 11.00 7,83 5.73
Serine 0.73 1.37 13.77 25.64 4.36 7.09 7.49 7.01
Alanine 8.44 3.09 10.52 18.80 3.65 2.35 9.40 3.27
Methionine 11.49 19.60 1.21 21.09 3.61 1.05 10.16 1.52
Proline 1.31 2.59 3.31 19.64 2.08 1.30 7.05 2.32
Lysine 5.53 1.54 4.97 22.87 1.51 5.91 7.56 2.97
Aspartic Acid 4.52 2.56 4.48 21.23 1.15 2.51 7.85 3.28
Histidine 0.54 6.16 4.53 22.56 0.81 1.32 9.53 4.60
Glutamic Acid 4.89 3.36 3.68 22.27 4.42 5.63 5.92 3.94
Tryptophan 8.49 11.06 9.90 23.49 9.09 13.66 1.18 4.84
Tyrosine 4.04 0.80 9.81 26.39 2.24 7.28 1.44 3.45
Isoleucine 4.26 2.24 3.22 19.12 2.87 1.16 7.19 2.50
Phenylalanine 2.81 5.09 3.66 20.97 3.04 1.60 9.86 2.39
Table 4.6.1: Relative Standard Deviation for all the amino acids.
P a g e 60 | 132
4.7 Limit of Detection (LOD) and Linearity Range
Amino Acids LOD (μM) LLOL(μM) Linearity Range
(μM) Glycine 0.25 0.25 0.25-100
Asparagine 0.25 0.25 0.25-10
Leucine 0.25 0.25 0.25-10
Glutamine 0.25 0.25 0.25-10
Threonine 0.25 0.25 0.25-100
Serine 0.25 0.25 0.25-100
Alanine 0.25 3 0.25-100
Methionine 0.25 1 0.25-100
Proline 0.25 0.25 0.25-5
Lysine 0.25 0.25 0.25-10
Aspartic Acid 0.25 0.25 0.25-10
Histidine 0.25 0.25 0.25-10
Glutamic Acid 0.25 0.25 0.25-10
Tryptophan 0.25 0.25 0.25-10
Tyrosine 0.25 0.25 0.25-10
Isoleucine 0.25 0.25 0.25-5
Phenylalanine 0.25 0.25 0.25-10
Table 4.7.1: Limit of detection and linearity limit of each amino acid.
P a g e 61 | 132
5. Conclusion and Perspectives
The Phenomenex EZ: faast amino acid kit was applied successfully for gas and liquid
chromatographic determination.
Specifically, the whole sample pretreatment and derivatization lasted 8 minutes per sample.
De-proteinization was not required since during the solid phase extraction amino acids
could be extracted from the complex physiological fluids really fast and proteins and salts
did not affect derivatization. The derivatized amino acids were stable for days at 4 o C.
Short analysis time ranged from 7 to 21 minutes for gas and liquid chromatography
respectively. The use of internal standard corrected the injection inaccuracy, whereas the
use of label standards corrected the matrix effects. Lastly, great baseline resolution of all
the amino acids was accomplished.
Both methods were validated since repeatability, stability, linearity and limit of detection
were suitable for simultaneously quantification of 18 amino acids with gas or liquid
chromatographic determination.
As a result, a comparison between these two chromatographic techniques made with GC-
MS outweigh to the follows:
Gas chromatography had shorter analysis time which is really important in metabolomics
research. In one hour GC-MS could analyze almost the double samples in comparison with
LC-MS. Likewise, with GC-MS was possible to run overnight since stability of samples
was validated and a shutdown system was available.
The Shimadzu software that was used for GC-MS was friendlier than the Analyst software
that was used for LC-MS. In addition, for GC-MS a library was available. Those two reason
made data analysis easier and faster.
On the other hand, LC-MS had lower limit of detection in case of some amino acids.
Moreover, there are some amino acids like arginine, cysteine etc. that could not be
determined with GC-MS due to their thermal instability but with LC-MS their determination
was possible. However, those advantages do not offer anything to our study with mouse
embryonic fibroblast NIH-3T3 cells. Unlike, valine which is one of the essential amino
acids could not be detected with LC-MS. As a result, a GC-MS method with amino acids
labelled with 13C/15N was chosen to be applied on biological samples in order to study the
cancer mechanism.
P a g e 62 | 132
Based on the results it can be concluded that except of glutamine, whose concentration
differs a lot at cells expressing US-28 receptor, the rest of amino acids show a small
reduction and by extension the metabolism of those cells do not differ.
To sum up, this project will be ideally continued if a thorough metabolic analysis have been
performed. The number of the amino acids could be extended so the role of amino acids
such as sarcosine and ornithine in cancer mechanism could be more clearly. In addition, the
analysis of biological samples by LC-MS using labels might be useful as well. We believe
that this project was a step closer to understanding amino acids role in cancer mechanism
and raise the awareness for further research.
P a g e 63 | 132
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P a g e 66 | 132
Appendix I: Calibration Curves of the amino acids using GC/MS
Glycine
Valine
Are
a R
atio
(1
2C
/No
rval
ine)
Concentration (µM) 0 10 20 30 40 Conc. Ratio
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0Area Ratio(x0.1)
Y = 7.586305e-003X + 4.077981e-003
R^2 = 0.9996499
R = 0.9998249
Are
a R
atio
(1
2C
/No
rval
ine)
Concentration (µM) 0 10 20 30 40 Conc. Ratio
0.0
1.0
2.0
3.0
4.0
5.0
Area Ratio(x0.1)
Y = 9.995392e-003X - 5.121873e-003
R^2 = 0.9992979
R = 0.9996489
P a g e 67 | 132
Leucine
Isoleucine
0 10 20 30 40 Conc. Ratio0.0
1.0
2.0
3.0
4.0
5.0
Area Ratio(x0.1)
Y = 1.086172e-002X - 2.920057e-003
R^2 = 0.9983499
R = 0.9991746
Concentration (µM)
Are
a R
atio
(1
2C
/No
rval
ine)
0 10 20 30 40 Conc. Ratio0.0
1.0
2.0
3.0
4.0
5.0
Area Ratio(x0.1)
Y = 1.006918e-002X - 5.515763e-003
R^2 = 0.9983963
R = 0.9991978
Concentration (μM)
Are
a R
atio
(1
2C
/No
rval
ine)
P a g e 68 | 132
Threonine
Serine
Concentration (µM)
0 10 20 30 40 Conc. Ratio0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
Area Ratio(x0.1)
Y = 6.919126e-003X - 1.38511e-003
R^2 = 0.9933719
R = 0.9966804 Are
a R
atio
(1
2C
/No
rval
ine)
0 10 20 30 40 Conc. Ratio0.00
0.25
0.50
0.75
1.00
1.25
1.50
Area Ratio(x0.1)
Y = 3.08389e-003X - 5.75994e-004
R^2 = 0.9875481
R = 0.9937545
Concentration (µM)
Are
a R
atio
(1
2C
/No
rval
ine)
P a g e 69 | 132
Proline
Asparagine
0 10 20 30 40 Conc. Ratio0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
Area Ratio(x0.1)
Y = 1.591607e-002X - 1.142593e-002
R^2 = 0.9978341
R = 0.9989165
Are
a R
atio
(1
2C
/No
rval
ine)
Concentration (µM)
0 10 20 30 40 Conc. Ratio0.0
0.5
1.0
1.5
2.0
2.5
3.0
Area Ratio(x0.1)
Y = 5.979105e-003X - 4.470555e-003
R^2 = 0.9905939
R = 0.9952858
Concentration (µM)
Are
a R
atio
(1
2C
/No
rval
ine)
P a g e 70 | 132
Aspartic Acid
Methionine
0 10 20 30 40 Conc. Ratio0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
Area Ratio(x0.1)
Y = 3.890992e-003X - 3.216384e-003
R^2 = 0.9905092
R = 0.9952433
Concentration (µM)
Are
a R
atio
(1
2C
/No
rval
ine)
0 10 20 30 40 Conc. Ratio0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
Area Ratio(x0.1)
Y = 4.30262e-003X - 2.062193e-002
R^2 = 0.9728832
R = 0.9863484
Are
a R
atio
(1
2C
/No
rval
ine)
Concentration (µM)
P a g e 71 | 132
Glutamic Acid
Phenylalanine
0 10 20 30 40 Conc. Ratio0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
Area Ratio(x0.1)
Y = 3.640853e-003X - 4.719553e-003
R^2 = 0.9849679
R = 0.9924555
Concentration (µM)
Are
a R
atio
(1
2C
/No
rval
ine)
0 10 20 30 40 Conc. Ratio0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
Area Ratio(x0.1)
Y = 8.686568e-003X - 2.76655e-003
R^2 = 0.9966394
R = 0.9983183
Concentration (µM)
Are
a R
atio
(1
2C
/No
rval
ine)
P a g e 72 | 132
Glutamine
Lysine
0 10 20 30 40 Conc. Ratio0.0
1.0
2.0
3.0
4.0
5.0
6.0
Area Ratio(x0.01)
Y = 1.253481e-003X - 5.236893e-003
R^2 = 0.9781025
R = 0.9889907 Are
a R
atio
(1
2C
/No
rval
ine)
Concentration (µM)
0 10 20 30 40 Conc. Ratio0.00
0.25
0.50
0.75
1.00
1.25
1.50
Area Ratio(x0.1)
Y = 3.009924e-003X - 3.043628e-003
R^2 = 0.9922608
R = 0.9961229
Concentration (µM)
Are
a R
atio
(1
2C
/No
rval
ine)
P a g e 73 | 132
Histidine
Tyrosine
0 10 20 30 40 Conc. Ratio0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
Area Ratio(x0.01)
Y = 1.552537e-003X - 6.532646e-003
R^2 = 0.9862679
R = 0.9931102
Concentration (µM)
Are
a R
atio
(1
2C
/No
rval
ine)
0 10 20 30 40 Conc. Ratio0.0
1.0
2.0
3.0
4.0
5.0
6.0Area Ratio(x0.1)
Y = 1.154867e-002X - 2.634247e-002
R^2 = 0.9795034
R = 0.9896986
Concentration (µM)
Are
a R
atio
(1
2C
/No
rval
ine)
P a g e 74 | 132
Tryptophan
0 10 20 30 40 Conc. Ratio0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
Area Ratio(x0.1)
Y = 1.372151e-002X - 2.566159e-002
R^2 = 0.9802783
R = 0.9900901 Are
a R
atio
(1
2C
/No
rval
ine)
Concentration (µM)
P a g e 75 | 132
Appendix II: Average mass spectra of standard and label amino
acids. Highlighted ions were used as target ions to a single ion
monitoring mode for labeled 13C amino acids.
Alanine
Alanine 13C-12C
Glycine
Glycine 13C-12C
P a g e 76 | 132
Valine
Valine 13C-12C
Leucine
Leucine 13C-12C
P a g e 77 | 132
Isoleucine
Isoleucine 13C-12C
Threonine
Threonine 13C-12C
P a g e 78 | 132
Serine
Serine 13C-12C
Proline
Proline 13C-12C
P a g e 79 | 132
Methionine
Methionine 13C-12C
Glutamic Acid
Glutamic Acid 13C-12C
P a g e 80 | 132
Phenylalanine
Phenylalanine 13C-12C
Glutamine
Glutamine 13C-12C
P a g e 81 | 132
Lysine
Lysine 13C-12C
Histidine
Histidine 13C-12C
P a g e 82 | 132
Tyrosine
Tyrosine 13C-12C
Tryptophan
Tryptophan 13C-12C
P a g e 83 | 132
Appendix III: Overlapping target ions’ chromatograms for the
labeled 12C/13C SIM method. Ions with highest abundance were
chosen for further quantification.
Alanine
Glycine
1.11 1.12 1.13 1.14 1.15 1.16 1.17 0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
2.25
(x1,000,000)
104.00 (4.92) 102.00 (39.36) 117.10 (1.23) 116.10 (9.17) 132.10 (1.00) 130.10 (8.76) TIC
Retention Time (min)
Ab
un
dan
ce
(a.u
.)
Ab
un
dan
ce
(a.u
.)
Retention Time (min) 1.21 1.2
2 1.23 1.24 1.25 1.26 1.27
0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
2.25
(x1,000,000)
104.00 (4.92) 102.00 (39.36) 117.10 (1.23) 116.10 (9.17) 132.10 (1.00) 130.10 (8.76) TIC
P a g e 84 | 132
Valine
Leucine
1.41 1.42 1.43 1.44 1.45 1.46 1.47 0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
2.25
(x1,000,000)
135.10 (15.52) 130.10 (26.17) 177.20 (19.74) 172.20 (19.07) 72.10 (1.00) 120.10 (2.19) 116.10 (2.64) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
1.62 1.63 1.64 1.65 1.66 1.67 1.68 1.69 0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
2.25
(x1,000,000)
135.10 (15.52) 130.10 (26.17) 177.20 (19.74) 172.20 (19.07) 72.10 (1.00) 120.10 (2.19) 116.10 (2.64) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 85 | 132
Isoleucine
Threonine
1.68 1.69 1.70 1.71 1.72 1.73 1.74 1.75 0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
2.25
(x1,000,000)
135.10 (15.52) 130.10 (26.17) 177.20 (19.74) 172.20 (19.07) 72.10 (1.00) 120.10 (2.19) 116.10 (2.64) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
Retention Time (min) 1.895 1.900 1.905 1.910 1.915 1.920 1.925 1.930 1.935 1.940
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
(x100,000)
72.00 (1.00) 69.10 (3.88) 74.10 (2.16) 70.10 (2.02) 62.00 (1.61) 60.10 (7.36) 103.00 (1.13) 101.10 (4.45) TIC
Ab
un
dan
ce (
a.u
.)
P a g e 86 | 132
Serine
Proline
1.935 1.940 1.945 1.950 1.955 1.960 1.965 1.970 1.975 1.980 0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
(x100,000)
72.00 (1.00) 69.10 (3.88) 74.10 (2.16) 70.10 (2.02) 62.00 (1.61) 60.10 (7.36) 103.00 (1.13) 101.10 (4.45) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
2.010 2.015 2.020 2.025 2.030 2.035 2.040 2.045 2.050 0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
(x100,000)
72.00 (1.00) 69.10 (3.88) 74.10 (2.16) 70.10 (2.02) 62.00 (1.61) 60.10 (7.36) 103.00 (1.13) 101.10 (4.45) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 87 | 132
Asparagine
Aspartic Acid
2.10 2.11 2.12 2.13 2.14 2.15 2.16 2.17 0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5 (x100,000)
72.00 (1.00) 69.10 (3.88) 74.10 (2.16) 70.10 (2.02) 62.00 (1.61) 60.10 (7.36) 103.00 (1.13) 101.10 (4.45) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
2.685 2.690 2.695 2.700 2.705 2.710 2.715 2.720 0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0 (x100,000)
116.00 (42.03) 114.10 (48.53) 104.00 (23.70) 101.10 (68.81) 69.00 (42.86) 61.10 (14.79) 91.00 (2.79) 88.10 (1.00) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 88 | 132
Methionine
Glutamic Acid
2.710 2.715 2.720 2.725 2.730 2.735 2.740 2.745 0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0 (x100,000)
116.00 (42.03) 114.10 (48.53) 104.00 (23.70) 101.10 (68.81) 69.00 (42.86) 61.10 (14.79) 91.00 (2.79) 88.10 (1.00) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
3.055 3.060 3.065 3.070 3.075 3.080 3.085 3.090 3.095 3.100 0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0 (x1,000,000)
98.00 (24.81) 91.10 (22.58) 88.00 (1.00) 84.10 (32.31) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 89 | 132
Phenylalanine
Glutamine
3.075 3.080 3.085 3.090 3.095 3.100 3.105 3.110 3.115 3.120
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
2.25
(x1,000,000)
98.00 (24.81) 91.10 (22.58) 88.00 (1.00) 84.10 (32.31) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
3.700 3.705 3.710 3.715 3.720 3.725 3.730 3.735 3.740 3.745 3.750 3.755 3.760 3.765 3.770 0.00
0.25
0.50
0.75
1.00
1.25
1.50 (x1,000,000)
88.00 (1.00) 84.10 (20.33) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 90 | 132
Lysine
Histidine
4.380 4.385 4.390 4.395 4.400 4.405 4.410 4.415 4.420 4.425 4.430 4.435 4.440 0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0
(x100,000)
175.20 (1.00) 170.20 (6.77) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
4.500 4.525 4.550 4.575 4.600 4.625 4.650 4.675 4.700 4.725 0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75 (x100,000)
85.00 (1.00) 81.10 (3.99) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 91 | 132
Tyrosine
Tryptophan
4.750 4.775 4.800 4.825 4.850 4.875 4.900 4.925 4.950 4.975 5.000 0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
2.25
2.50
(x100,000)
114.10 (1.00) 107.10 (1.51) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
5.13 5.14 5.15 5.16 5.17 5.18 5.19 5.20 5.21 5.22 0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00 (x100,000)
139.10 (1.39) 130.10 (1.00) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 92 | 132
Appendix IV: Average mass of standard and label amino acids.
Highlighted ions were used as target ions to a single ion monitoring
mode for ladeled 13C-15N amino acids.
Alanine
Alanine 13C-12C/15N-14N
Glycine
Glycine 13C-12C/15N-14N
P a g e 93 | 132
Valine
Valine 13C-12C/15N-14N
Leucine
Leucine 13C-12C/15N-14N
P a g e 94 | 132
Isoleucine
Isoleucine 13C-12C/15N-14N
Threonine
Treonine 13C-12C/15N-14N
P a g e 95 | 132
Serine
Serine 13C-12C/15N-14N
Proline
Proline 13C-12C/15N-14N
P a g e 96 | 132
Asparagine
Asparagine 13C-12C/15N-14N
Aspartic Acid
Aspartic Acid 13C-12C/15N-14N
P a g e 97 | 132
69 104
Methionine
Methionine 13C-12C/15N-14N
Glutamic Acid
Glutamic Acid 13C-12C/15N-14N
P a g e 98 | 132
Phenylalanine
Phenylalanine 13C-12C/15N-14N
Glutamine
Glutamine 13C-12C/15N-14N
P a g e 99 | 132
Lysine
Lysine 13C-12C/15N-14N
Histidine
Histidine 13C-12C/15N-14N
P a g e 100 | 132
Tyrosine
Tyrosine 13C-12C/15N-14N
Tryptophan
Tryptophan 13C-12C/15N-14N
P a g e 101 | 132
Appendix V: Overlapping target ions’ chromatograms for the
labeled 12C /13C -14N /15N SIM method. Ions with highest abundance
were chosen for further quantification.
Alanine
Glycine
Retention Time (min) 1.080 1.085 1.090 1.095 1.100 1.105 1.110 1.115 1.120 1.125 1.130
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0 (x1,000,000)
118.10 (1.28) 116.10 (100.00) 133.10 (1.00) 130.10 (100.00) TIC
Ab
un
dan
ce
(a.u
.)
1.175 1.180 1.185 1.190 1.195 1.200 1.205 1.210 1.215 1.220 1.225 1.230 0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00
2.25
2.50 (x1,000,000)
118.10 (1.28) 116.10 (100.00) 133.10 (1.00) 130.10 (100.00) TIC
Retention Time (min)
Ab
un
dan
ce
(a.u
.)
P a g e 102 | 132
Valine
Leucine
1.375 1.380 1.385 1.390 1.395 1.400 1.405 1.410 1.415 1.420 1.425 1.430 1.435 1.440 1.445 0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0 (x1,000,000)
136.10 (2.02) 130.10 (100.00) 178.20 (1.05) 172.20 (100.00) 72.10 (1.00) 121.10 (1.66) 116.10 (2.41) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
Retention Time (min) 1.590 1.595 1.600 1.605 1.610 1.615 1.620 1.625 1.630 1.635 1.640 1.645
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5 (x1,000,000)
136.10 (2.02) 130.10 (100.00) 178.20 (1.05) 172.20 (100.00) 72.10 (1.00) 121.10 (1.66) 116.10 (2.41) TIC
Ab
un
dan
ce (
a.u
.)
P a g e 103 | 132
Isoleucine
Threonine
1.645 1.650 1.655 1.660 1.665 1.670 1.675 1.680 1.685 1.690 1.695 1.700
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5 (x1,000,000)
136.10 (2.02) 130.10 (100.00) 178.20 (1.05) 172.20 (100.00) 72.10 (1.00) 121.10 (1.66) 116.10 (2.41) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
Retention Time (min) 1.850 1.855 1.860 1.865 1.870 1.875 1.880 1.885 1.890 1.895 1.900 1.905
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4 (x1,000,000)
74.00 (1.00) 69.10 (72.40) 75.10 (1.00) 70.10 (58.21) 63.00 (3.15) 60.10 (5.16) 104.00 (1.00) 101.10 (13.28) TIC
Ab
un
dan
ce (
a.u
.)
P a g e 104 | 132
Serine
Proline
1.890 1.895 1.900 1.905 1.910 1.915 1.920 1.925 1.930 1.935 1.940 1.945
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1
1.2
(x1,000,000)
74.00 (1.00) 69.10 (72.40) 75.10 (1.00) 70.10 (58.21) 63.00 (3.15) 60.10 (5.16) 104.00 (1.00) 101.10 (13.28) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
1.94 1.95 1.96 1.97 1.98 1.99 2.00 2.01 2.02 2.03 2.04 2.05 2.06 0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75 (x1,000,000)
74.00 (1.00) 69.10 (72.40) 75.10 (1.00) 70.10 (58.21) 63.00 (3.15) 60.10 (5.16) 104.00 (1.00) 101.10 (13.28) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 105 | 132
Asparagine
Aspartic Acid
Retention Time (min) 2.05 2.06 2.07 2.08 2.09 2.10 2.11 2.12 2.13 2.14 2.15
0.00
0.25
0.50
0.75
1.00
1.25
1.50
1.75
2.00 (x1,000,000)
74.00 (1.00) 69.10 (72.40) 75.10 (1.00) 70.10 (58.21) 63.00 (3.15) 60.10 (5.16) 104.00 (1.00) 101.10 (13.28) TIC
Ab
un
dan
ce (
a.u
.)
2.635 2.640 2.645 2.650 2.655 2.660 2.665 2.670 2.675 2.680 2.685
0.25
0.50
0.75
1.00
1.25
(x1,000,000)
63.00 (4.18) 61.10 (13.66) 92.00 (1.00) 88.10 (16.19) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 106 | 132
Methionine
Glutamic Acid
Ab
un
dan
ce (
a.u
.)
2.670 2.672 2.675 2.678 2.680 2.683 2.685 2.688 2.690 2.692 2.695 2.697 2.700 2.703 2.705 0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
(x100,000)
63.00 (4.18) 61.10 (13.66) 92.00 (1.00) 88.10 (16.19) TIC
Retention Time (min)
3.013 3.015 3.018 3.020 3.023 3.025 3.027 3.030 3.033 3.035 3.038 3.040 0.00
0.25
0.50
0.75
1.00
(x1,000,000)
98.00 (1.00) 91.10 (43.75) 89.00 (1.00) 84.10 (16.47) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 107 | 132
Phenylalanine
Glutamine
Retention Time (min) 3.030 3.035 3.040 3.045 3.050 3.055 3.060 3.065 3.070 3.075
0.00
0.25
0.50
0.75
1.00
1.25
1.50
(x1,000,000)
98.00 (1.00) 91.10 (43.75) 89.00 (1.00) 84.10 (16.47) TIC
Ab
un
dan
ce (
a.u
.)
3.640 3.645 3.650 3.655 3.660 3.665 3.670 3.675 3.680 3.685 3.690 3.695 3.700 3.705 3.710 3.715 3.720 0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0 (x100,000)
89.00 (1.00) 84.10 (30.05) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 108 | 132
Lysine
Histidine
4.330 4.335 4.340 4.345 4.350 4.355 4.360 4.365 4.370 4.375 4.380 4.385 4.390 4.395 4.400 4.405 0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
1.1 (x1,000,000)
176.20 (1.00) 170.20 (100.00) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
4.535 4.540 4.545 4.550 4.555 4.560 4.565 4.570 4.575 4.580 4.585 4.590 4.595 4.600 4.605 4.610 4.615
0.75
1.00
1.25
1.50
1.75
2.00
2.25
2.50
2.75
3.00
(x10,000)
87.00 (1.00) 81.10 (1.29) TIC
Retention Time (min)
Ab
un
dan
ce
(a.u
.)
P a g e 109 | 132
Tyrosine
Tryptophan
4.830 4.835 4.840 4.845 4.850 4.855 4.860 4.865 4.870 4.875 0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0 (x100,000)
114.10 (1.00) 107.10 (100.00) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
5.110 5.115 5.120 5.125 5.130 5.135 5.140 5.145 5.150 5.155
0.25
0.50
0.75
1.00
1.25
(x1,000,000)
140.10 (1.00) 130.10 (100.00) TIC
Retention Time (min)
Ab
un
dan
ce (
a.u
.)
P a g e 110 | 132
Appendix VI: Optimization of probe and heater gas flow
For the optimization of heater gas flow (HGF) and probe’s horizontal (H) and lateral (L)
position the following values were chosen and measured.
H= 15;13;11;9;7;5;3;1;15;4;3
L= -10;-8;-6;-4;-2;0;+2;+4;+6;-5
HGF=1000;2000;3000;4000;5000;6000;7000;8000
Each time one parameter was changed and the other two were remained stable.
H L HGF Time(min)
1 15 -5 6500 1,5
2 13 -5 6500 4,5
3 11 -5 6500 7,5
4 9 -5 6500 10,5
5 7 -5 6500 13,5
6 5 -5 6500 16,5
7 3 -5 6500 19,5
8 1 -5 6500 22,5
9 15 -5 6500 25,5
10 4 -5 6500 28,5
11 3 -5 6500 31,5
12 3 -10 6500 34,5
13 3 -8 6500 37,5
14 3 -6 6500 40,5
15 3 -4 6500 43,5
16 3 -2 6500 46,5
17 3 0 6500 49,5
18 3 +2 6500 52,5
19 3 +4 6500 55,5
20 3 -6 6500 58,5
21 3 -5 6500 1,5
22 3 -5 1000 4,5
23 3 -5 2000 7,5
24 3 -5 3000 10,5
25 3 -5 4000 13,5
26 3 -5 5000 16,5
27 3 -5 6000 19,5
28 3 -5 7000 22,5
29 3 -5 8000 25,5
P a g e 111 | 132
13
11
9
7
5 3
1
15 15
3 4
H optimization
-10
-8
-6 -4
-2
0
+4 +2
-6
L optimization
P a g e 112 | 132
-5
1000
2000 3000
4000
5000
6000 7000 8000
HGF optimization
Optimum
Conditions
P a g e 113 | 132
Appendix VII: Verification of compound/source-dependent
parameters
Alanine
Compound-dependent parameters:
Declustering Potential (DP): 15.0; 20.0; 25.0; 30.0; 45.0;
Focusing Potential (FP): 100.0; 150.0; 200.0; 250.0;
Entrance Potential (EP): 7.5; 10.0; 15.0;
Source-dependent parameters
Nebulizer Gas (NEB): 8.0; 10.0; 12.0; 14.0; 15.0;
Curtain Gas (CUR): 6.0; 8.0; 10.0; 12.0; 14.0;
Ionspray Voltage (IS): 1000.0; 1500.0; 2000.0; 3000.0; 4000.0;
Temperature (TEM): 250.0; 300.0; 350.0; 400.0; 450.0; 500.0; 550.0;
Parameters Optimized Chosen
DP 30 26
FP 200 210
EP 7.5 10
NEB 14 12
CUR 10 12
IS 1500 1900
TEM 550 475
P a g e 114 | 132
Aspartic Acid
Compound-dependent parameters:
Declustering Potential (DP): 10.0; 15.0; 20.0; 25.0; 30.0; 40.0;
Focusing Potential (FP): 100.0; 150.0; 200.0; 250.0;
Entrance Potential (EP): 7.5; 10.0; 15.0;
Source-dependent parameters
Nebulizer Gas (NEB): 8.0; 10.0; 12.0; 14.0; 15.0;
Curtain Gas (CUR): 6.0; 8.0; 10.0; 12.0; 14.0;
Ionspray Voltage (IS): 1000.0; 1500.0; 2000.0; 2500.0; 3000.0; 4000.0;
Temperature (TEM): 250.0; 300.0; 350.0; 400.0; 450.0; 500.0; 550.0;
Parameters Optimized Chosen
DP 30 16
FP 250 110
EP 15 10
NEB 12 12
CUR 10 12
IS 1500 1900
TEM 550 475
P a g e 115 | 132
Norvaline
Compound-dependent parameters:
Declustering Potential (DP): 10.0; 15.0; 20.0; 25.0; 30.0; 45.0;
Focusing Potential (FP): 50.0; 100.0; 150.0; 200.0; 250.0;
Entrance Potential (EP): 7.5; 10.0; 15.0;
Source-dependent parameters
Nebulizer Gas (NEB): 8.0; 10.0; 12.0; 14.0; 15.0;
Curtain Gas (CUR): 6.0; 8.0; 10.0; 12.0; 14.0;
Ionspray Voltage (IS): 1000.0; 1500.0; 2000.0; 2500.0; 3000.0; 4000.0;
Temperature (TEM): 250.0; 300.0; 350.0; 400.0; 450.0; 500.0; 550.0;
Parameters Optimized Chosen
DP 25 21
FP 100 130
EP 10 10
NEB 15 12
CUR 10 12
IS 1500 1900
TEM 500 475
P a g e 116 | 132
Appendix VIII: Determination of parent and product ions
Glutamine
Serine
Parent Ion: 12%
In Source Fragmentation: 4%
Parent Ion: 10%
Product Ion: 35%
P a g e 117 | 132
Asparagine
Leucine
Parent Ion: 50%
In Source Fragmentation: 40%
Parent Ion: 80%
In Source Fragmentation: 100%
P a g e 118 | 132
Glycine
Threonine
Parent Ion: 15%
In Source Fragmentation: 16%
Parent Ion: 52%
In Source Fragmentation: 28%
P a g e 119 | 132
Alanine
Proline
Parent Ion: 53%
In Source Fragmentation: 100%
Parent Ion: 15%
In Source Fragmentation: 23%
P a g e 120 | 132
Methionine
Aspartic Acid
Parent Ion: 20%
In Source Fragmentation: 45%
Parent Ion: 20%
In Source Fragmentation: 40%
P a g e 121 | 132
Histidine
Valine
Parent Ion: 100%
In Source Fragmentation: 70%
Parent Ion: 64%
In Source Fragmentation: 100%
P a g e 122 | 132
Glutamic Acid
Isoleucine
Parent Ion: 47%
In Source Fragmentation: 65%
Parent Ion: 40%
In Source Fragmentation: 80%
P a g e 123 | 132
Phenylalanine
Tyrosine
Parent Ion: 55%
In Source Fragmentation: 100%
Parent Ion: 100%
In Source Fragmentation: 7%
P a g e 124 | 132
Lysine
Tryptophan
Parent Ion: 55%
In Source Fragmentation: 44%
Parent Ion: 59%
In Source Fragmentation: 100%
P a g e 125 | 132
Appendix IX: Calibration Curves of the amino acids using LC/MS
Asparagine
Leucine
y = 128055x - 8810.4R² = 0.9996
0.00E+00
2.00E+05
4.00E+05
6.00E+05
8.00E+05
1.00E+06
1.20E+06
1.40E+06
0 2 4 6 8 10 12
Pe
ak A
rea
(a.u
.)
Concentration (μM)
y = 505704x + 133475R² = 0.9951
0.00E+00
1.00E+06
2.00E+06
3.00E+06
4.00E+06
5.00E+06
6.00E+06
0 2 4 6 8 10 12
Pe
ak A
rea
(a.u
.)
Concentration (μM)
P a g e 126 | 132
Glutamine
Threonine
y = 193378x + 74903R² = 0.9846
0.00E+00
5.00E+05
1.00E+06
1.50E+06
2.00E+06
2.50E+06
0 2 4 6 8 10 12
Pe
ak A
rea
(a
.u.)
Concentration (μM)
y = 30962x + 55212R² = 0.9979
0.00E+00
5.00E+05
1.00E+06
1.50E+06
2.00E+06
2.50E+06
3.00E+06
3.50E+06
0 20 40 60 80 100 120
Pe
ak A
rea
(a.u
.)
Concentration (μM)
P a g e 127 | 132
Serine
Alanine
y = 83401x + 264814R² = 0.9944
0.00E+00
1.00E+06
2.00E+06
3.00E+06
4.00E+06
5.00E+06
6.00E+06
7.00E+06
8.00E+06
9.00E+06
1.00E+07
0 20 40 60 80 100 120
Pe
ak A
rea
(a.u
.)
Concentration (μΜ)
y = 20124x - 61986R² = 0.9732
-1.00E+05
4.00E+05
9.00E+05
1.40E+06
1.90E+06
2.40E+06
0 20 40 60 80 100 120
Pe
ak A
rea
(a.u
.)
Concentration (μM)
P a g e 128 | 132
Methionine
Proline
y = 217566x - 499397R² = 0.9941
-1.00E+06
4.00E+06
9.00E+06
1.40E+07
1.90E+07
2.40E+07
0 20 40 60 80 100 120
Pe
ak A
rea
(a.u
.)
Concentration (μM)
y = 1E+06x + 210795R² = 0.9918
0.00E+00
1.00E+06
2.00E+06
3.00E+06
4.00E+06
5.00E+06
6.00E+06
0 1 2 3 4 5 6
Pa
ek A
rea
(a.u
.)
Concentration (μM)
P a g e 129 | 132
Lysine
Aspartic Acid
y = 183816x + 705.56R² = 0.9991
0.00E+00
2.00E+05
4.00E+05
6.00E+05
8.00E+05
1.00E+06
1.20E+06
1.40E+06
1.60E+06
1.80E+06
2.00E+06
0 2 4 6 8 10 12
Pe
ak A
rea
(a
.u.)
Concentration (μM)
y = 247631x + 74509R² = 0.9995
0.00E+00
5.00E+05
1.00E+06
1.50E+06
2.00E+06
2.50E+06
3.00E+06
0 2 4 6 8 10 12
Pe
ak A
rea
(a.u
.)
Concentration (μM)
P a g e 130 | 132
Histidine
Glutamic Acid
y = 992948x + 253136R² = 0.9983
0.00E+00
2.00E+06
4.00E+06
6.00E+06
8.00E+06
1.00E+07
1.20E+07
0 2 4 6 8 10 12
Pe
ak A
rea
(a.u
.)
Concentration (μM)
y = 320678x + 18095R² = 0.9999
0.00E+00
5.00E+05
1.00E+06
1.50E+06
2.00E+06
2.50E+06
3.00E+06
3.50E+06
0 2 4 6 8 10 12
Pe
ak A
rea
(a.u
.)
Concentration (μM)
P a g e 131 | 132
Tryptophan
Tyrosine
y = 16366x - 1337.6R² = 0.9985
0.00E+00
2.00E+04
4.00E+04
6.00E+04
8.00E+04
1.00E+05
1.20E+05
1.40E+05
1.60E+05
1.80E+05
0 2 4 6 8 10 12
Pe
ak A
rea
(a.u
.)
Concentration (μM)
y = 238980x + 4586R² = 0.9999
0.00E+00
5.00E+05
1.00E+06
1.50E+06
2.00E+06
2.50E+06
3.00E+06
0 2 4 6 8 10 12
Pe
ak A
rea
(a.u
.)
Concentration (μM)
P a g e 132 | 132
Isoleucine
Phenylalanine
y = 1E+06x + 69562R² = 0.9935
0.00E+00
1.00E+06
2.00E+06
3.00E+06
4.00E+06
5.00E+06
6.00E+06
7.00E+06
0 1 2 3 4 5 6
Pe
ak A
rea
(a
.u.)
Concentration (μM)
y = 1E+06x + 25739R² = 0.9994
0.00E+00
2.00E+06
4.00E+06
6.00E+06
8.00E+06
1.00E+07
1.20E+07
1.40E+07
0 2 4 6 8 10 12
Pe
ak A
rea
(a.u
.)
Concentration (μM)