Due to its compatibility and orthogonality to reversed phase (RP) liquid chromatography (LC) separation, ion exchange chromatography, and mainly strong cation exchange (SCX), has often been the first choice in multidimensional LC experiments in proteomics. Here, we have tested the ability of three strong anion exchanger (SAX) columns differing in their hydrophobicity to fractionate RAW264.7 macrophage cell lysate. IonPac AS24, a strong anion exchange material with ultralow hydrophobicity, demonstrated to be superior to other materials by fractionation and separation of tryptic peptides from both a mixture of 6 proteins as well as mouse cell lysate. The chromatography displayed very high orthogonality and high robustness depending on the hydrophilicity of column chemistry, which we termed hydrophilic strong anion exchange (hSAX). Mass spectrometry analysis of 34 SAX fractions from RAW264.7 macrophage cell lysate digest resulted in an identification of 9469 unique proteins and 126318 distinct peptides in one week of instrument time. Moreover, when compared to an optimized high pH/low pH RP separation approach, the method presented here raised the identification of proteins and peptides by 10 and 28%, respectively. This novel hSAX approach provides robust, reproducible, and highly orthogonal separation of complex protein digest samples for deep coverage proteome analysis.
Due to its compatibility and orthogonality to reversed phase (RP) liquid chromatography (LC) separation, ion exchange chromatography, and mainly strong cation exchange (SCX), has often been the first choice in multidimensional LC experiments in proteomics. Here, we have tested the ability of three strong anion exchanger (SAX) columns differing in their hydrophobicity to fractionate RAW264.7 macrophage cell lysate. IonPac AS24, a strong anion exchange material with ultralow hydrophobicity, demonstrated to be superior to other materials by fractionation and separation of tryptic peptides from both a mixture of 6 proteins as well as mouse cell lysate. The chromatography displayed very high orthogonality and high robustness depending on the hydrophilicity of column chemistry, which we termed hydrophilic strong anion exchange (hSAX). Mass spectrometry analysis of 34 SAX fractions from RAW264.7 macrophage cell lysate digest resulted in an identification of 9469 unique proteins and 126318 distinct peptides in one week of instrument time. Moreover, when compared to an optimized high pH/low pH RP separation approach, the method presented here raised the identification of proteins and peptides by 10 and 28%, respectively. This novel hSAX approach provides robust, reproducible, and highly orthogonal separation of complex protein digest samples for deep coverage proteome analysis.
Mass spectrometric analysis of proteome
samples from eukaryotic
cell lines, tissues or biological fluids is still hampered by the
vast complexity of samples and concentration differences of proteins
within making comparisons of proteomics and transcriptomics data difficult.
Online and off-line two-dimensional (2D) or multidimensional separation
to reduce sample complexity is therefore still of high importance.
The most widely used methods involve two subsequent steps, an off-line
fractionation step followed by (low pH) reversed phase liquid chromatography
(RP-LC) directly coupled to mass spectrometry. Ideally, the separation
in the two-dimensions is highly complementary and uses different mechanisms,
that is, they separate according to different properties of the analyte
such as size, charge and hydrophobicity. Many approaches have shown
decent orthogonality such as hydrophilic interaction liquid chromatography
(HILIC),[1] electrostatic repulsion hydrophilic
interaction chromatography (ERLIC),[2] strong
cation exchange (SCX),[3,4] isoelectric focusing (such as
OFFGEL),[5] SCX-weak-anion exchange (WAX)
3D[6] and high-pH RP.[7] Particularly, high pH RP chromatography has shown great potential
as it is highly resolving and partly orthogonal to low pH RP.[7] However, this setup requires the samples to be
dried down after the first dimension resulting in sample loss, unless
another, third dimension such as SAX is added,[8,9] which
increases the number of fractions and thus instrument time and reduces
robustness of the system. Furthermore, the high pH of the first RP
dimension is corroding most of the silica-based stationary phase,
leading to reproducibility issues and short column lifetime.While high-pH RP can never achieve full orthogonality to low-pH
RP as they both separate according to hydrophobicity, ion exchange
chromatography such as SCX or strong anion exchange (SAX) chromatography
– at least theoretically – can. But while SCX has been
widely used, SAX has been not widely considered for proteomic analysis.
This is surprising as it was observed that the majority of tryptic
peptides cluster between pI of 3 and 5, partly because many post-translational
modifications such as phosphorylation, pyro-glutamination or acetylation
decrease the pI.[10] This suggests that the
majority of the tryptic peptides in a total cell digest are likely
acidic, thus negatively charged and should be well separable by SAX.Some groups reported studies involving SAX fractionation, mostly
for phospho-proteomics and glycomics.[11−14] On the proteome level, an online
mixed mode reversed phase anion exchange (MM, RP-AX),[15] a SAX-SCX mixed bed ion exchange chromatography,[16] a SAX microreactor[17] or a SAX stage-tip approach were successfully used;[18] however, the use of SAX for large-scale proteome analyses
is still underdeveloped.Here, we present a SAX column with
a hyperbranched architecture,[19] quaternary
ammonium ion functionality and an
ultralow hydrophobicity. While the column was originally designed
for the separation of small organic and haloacetic acids, we show
its remarkable separation power for proteome research. This column
exhibits high reproducibility, high capacity, robustness and very
high orthogonality when coupled to low pH RP, allowing the identification
of more than 9000 proteins from a RAW264.7 macrophage cell lysate
on an Orbitrap Velos Pro mass spectrometer within only one week of
instrument time. We show that both hydrophilicity and the ion exchange
properties of the column are important for the high orthogonality
of this approach, which we term hydrophilic Strong Anion Exchange
(hSAX) chromatography.
Experimental Section
Chemicals and Reagents
The standard proteins mixture
consisted in bovine thyroglobulin, bovineserum albumin, chickenovalbumin,
bovine beta-casein, cytochrome C from horse heart, lysozyme from chicken
eggs. All proteins were purchased from Sigma Aldrich (St. Louis, MO).
Solvents for off-line systems were purchased from Rathburn Chemicals
Ltd. (Walkerburn, Scotland), while those for online system were purchased
from Merck KGaA (Darmstadt, Germany).
Cell Culture and Preparation of Cell Lysate Digests
The mouse macrophage cell line RAW264.7 was obtained from ATCC and
grown in DMEM, 10% heat-inactivated fetal bovine serum (FBS, Sigma),
2 mM l-glutamine, 5000 U/mL penicillin and 5000 μg/mL
streptomycin (Invitrogen).RAW 264.7 cells were harvested, washed
with ice-cold PBS and lysed in 8 M urea/50 mM Tris-HCl (pH 8.0)/10
mM DTT plus a phosphatase inhibitor cocktail containing 1.15 mM sodium
molybdate, 1 mM sodium orthovanadate, 4 mM sodium tartrate dehydrate,
5 mM glycerophosphate (all Sigma Aldrich) and 1 mM sodium fluoride
(AnalaR NormapuR, West Sussex, UK); finally, 1 μL of benzonase
(Merck) was added and the lysate passed through a 26.5G needle. The
solution was left to reduce for 60 min at 30 °C under shaking.
Afterward, 15 mM iodoacetamide (IAA) was added and the sample was
left to alkylate for 40 min at room temperature (RT) in the dark.
The IAA was then deactivated with 20 mM DTT for 40 min at RT and at
this point the protein concentration was assessed by RC/DC Protein
Assay according to the manufacturer’s instructions (BioRad).
Prior to digestion, the protein mixture was diluted 8 times with 50
mM Tris-HCl pH 8.0 to 1 M urea.Trypsin TPCK (Worthington) was
methylated as described previously,[20] added
to the protein mixture (1:100, trypsin:
sample) and the digestion was performed at RT overnight. Another 1:100
was added the day after for 3 h followed by addition of 1% TFA to
stop trypsin activity. Finally, the sample was desalted by SepPack
Oasis solid phase extraction cartridges (Waters), dried down and stored
at −80 °C.The same procedure was applied to the
standard protein mixture
(“6-mix”).
Hydrophilic Strong Anion Exchange and Reversed-phase Chromatography
An off-line Thermo HPLC Ultimate 3000 system equipped with the
WPS-3000T(B) FC autosampler, the DGP-3600BM pump system including
the SRD-3600 system for solvent autodegasser, the VWD-3400RS UV/vis
photometer and the TCC-3000SD thermo-controlled column compartment
were used.In this work, we compared three different strong
anion exchange (SAX) columns: the AS24, the AS11-HC and the AS15 (IonPac
series, Thermo-Fisher Scientific) that were chosen according to their
chemical/physical characteristics.The AS24 (2 × 250 mm,
2000 Å pore size) is a low bleed
column primarily designed for the separation of environmental ions
as well as for ion chromatography separation coupled with mass spectrometry.
AS24 is a high capacity (140 μeq) analytical column and it is
compatible with pH 0–14 eluents and samples (Table 1). It consists in a supermacroporous resin with
alkanol quaternary ammonium ions as functional groups, which are ultralow
hydrophobic. It uses hyperbranched chemistry with extremely hydrophilic
architecture[19] whereas AS11-HC and AS15
used aromatic monomers and are thus significantly more hydrophobic.
IonPac AS24, ThermoFisher Scientific
(Part Nr: 064153).IonPac
AS11-HC, ThermoFisher Scientific
(Part Nr: 052961).IonPac
AS15, ThermoFisher Scientific
(Part Nr: 053941).Finally, the AS25 is very similar to AS24 but it is
the most hydrophilic
member of the product family (IonPac AS25, 2 × 250 mm, 2000 Å,
87.5 μeq of capacity) but has a lower capacity. It was tested
to confirm that the hydrophilic architecture of AS24 improves the
orthogonal separation of tryptic peptides.To compare the results
of SAX/RP with (high pH) RP/ (low pH) RP,
two reversed-phase columns were tested off-line in the first dimension,
which differ in matrix composition. In this work, Acclaim 120 C18
(a conventional RP, 3 μm, 120 Ǻ, 2.1 × 150
mm, Thermo-Fisher Scientific) and Acclaim RSLC Polar Advantage II
-PA2- (a polar-embedded RP, 2.2 μm, 120 Ǻ, 2.1 ×
100 mm, Thermo-Fisher Scientific) columns were used to separate tryptic
digested proteins from RAW264.7 cell lysate. While both C18 columns
are based on ultrapure silica, Acclaim PA2 has the advantage to have
specially designed amide-embedded ligands. Those features make the
column compatible with 100% aqueous environments over a wide range
of pH (1.5–10), exhibiting high polarity for selectivity complementary
to conventional RP columns.The Acclaim PA2 column provided
higher efficiencies than the Acclaim
120 C18 column (Supporting Information,
Figure S1) and therefore it was chosen for the comparison with the
AS24.For the off-line 2D LC, a highly resolving C18 column
was used
(Gemini-C18, 3 μm, 110 Ǻ, 3 × 250 mm, Phenomenex).
This column uses ultrapure spherical silica particles and can operate
at wide pH range (1–12) increasing method development flexibility.Peptide separation on the off-line 1D separation system employing
strong anion exchange was achieved with a flow rate of 0.25 mL/min
(solvent A: 20 mM Tris-HCl pH 8.0; solvent B: 20 mM Tris-HCl pH 8.0,
1 M NaCl). A gradient (slope 7 for 6-mix, 8 for RAW264.7 cells) spanning
0–100% mobile phase B over 35 min was used. In case of high
pH RP, separation was based on an acetonitrile (AcN) gradient (solvent
A: 20 mM NH4OH/H2O, pH 10.0; solvent B: 20 mM
NH4OH/AcN, pH 10.0) at the same flow rate (0.250 mL/min,
0–80% B in 35 min). When the Acclaim 120 was tested, the AcN
gradient was set at 5–80% B for 35 min.The off-line
2D was commonly performed at pH 2.5 (solvent A: 0.1%
TFA/H2O; solvent B: 0.08% TFA/AcN) at a flow rate of 0.4
mL/min and a multistep gradient of 35 min: 5–15% B in 5 min,
following by 30 min up to 90% B.All chromatograms were recorded
by a UV detector at 214 nm.
Mass Spectrometry Analysis
Off-line 1D-fractions (either
SAX without further handling or high pH RP, after drying down and
resuspension in 0.1% TFA) from the RAW264.7 cell lysate were run online
on an Orbitrap Velos Pro (Thermo-Fisher Scientific). All nanoflow
chromatography was performed on an Ultimate 3000 nano LC system (Thermo-Fisher
Scientific), using an Acclaim PepMap 100 (75 μm ID × 500
mm, 3 μm C18) in conjunction with an Acclaim C18 PepMap trapping
column (100 μm ID × 20 mm, 5 μm C18) (Thermo-Fisher
Scientific). Linear gradient elution was performed using buffer A
(0.1% formic acid) and buffer B (0.08% formic acid, 80% ACN) starting
from 5% buffer B to 35% over 277 min at a flow rate of 300 nL/min.
A coated silica tip (New Objective, Woburn, MA) was used for electrospraying
the sample into the mass spectrometer, at an ion spray voltage of
1.45 kV. MS analysis was operated in data dependent mode, such that
the top 20 most abundant precursors in each MS scan were subjected
to MS/MS (CID in the linear trap, normalized collision energy = 35%,
precursor isolation width = 2 Da, intensity threshold for precursor
selection = 2000). As global parameters, precursor ions between m/z 400–2000 were selected, at resolution
of 60000 collected in profile mode. Ions with charge state = 1 were
rejected. Dynamic exclusion was enabled with a repeat count of 1 and
exclusion duration set to 60 s. The lock mass feature was enabled
for m/z = 445.120025 ([Si(CH3)2O]6) as the internal calibrant ion.
Data Analysis
The data analysis of all MS/MS proteomics
data sets was performed through the Trans-Proteomic Pipeline (TPP)
as previously described.[21] Briefly, mass
spectrometry raw output files were first converted to mzXML by ReAdW[22] and afterward searched through the X!Tandem
(CYCLONE 2011.12.01) search engine with K-score plug-in.[23] Data was searched against a randomized forward
and reverse IPImouse database (version 3.87) and X!Tandem parameters
included cysteine carbamylation as fixed modifications, methionine
oxidation and asparagine/glutamine deamidation were set as variable
modifications. Cyclization of glutamine/glutamic acid at the N-termini
(pyroglutamate) was automatically searched, since Tandem automatically
checks for formation of pyroglutamic acid, that is, the loss of water
(E) or ammonia (Q), respectively, when a peptide starts with E or
Q. This modification is considered to be an N-terminal modification
only, so it does not affect any potential modifications specified
for Q, E or C. Search parameters specified a precursor mass tolerance
of ±25 ppm (required by TPP, typical mass accuracy was <2
ppm), a MS/MS tolerance at 0.4 Da and full trypsin specificity allowing
for up to 2 missed cleavages.All the results obtained were
converted to the pep.xml file format. PeptideProphet[24] was then used to validate the search engine results and
to assign accurate probabilities to peptide–spectrum matches
(PSMs). Peptide probabilities were then calculated with the iProphet
tool.[25] Finally, protein-level validation
and protein inference were performed with ProteinProphet.[26] Results were filtered at a calculated 1% FDR
on the peptide level and then protein level. Data were imported into
R (v2.11.0), an open source platform for statistical analysis (http://www.R-project.org) and graphs were plotted using the
ggplot2 library.[27]For identification
via Andromeda,[28] raw-files
were loaded into MaxQuant 1.3.0.5[29] and
searched against the same IPImouse database (version 3.87). Variable
and fixed modifications were the same as above; precursor mass accuracy
was set to 6 ppm, MS/MS tolerance to 0.4 Da and Trypsin specificity
allowing for up to 2 missed cleavages. False-discovery rate was set
to 0.05 for peptides and 0.01 for proteins.
Results and Discussion
From a range of 12 high-capacity
Hydroxide-Selective Anion-Exchange
Columns (IonPac series, Thermo-Fisher Scientific) which were initially
developed for the separation of small organic and haloacetic acids
and inorganic anions,[30,31] we tested three members (AS24,
AS11-HC and AS15) for the use in off-line fractionation in a proteomics
setting. These columns all contain the same functionality of alkanolquaternary ammonium ions, but differ in backbone hydrophobicity, with
AS24 exhibiting ultralow hydrophobicity, AS11-HC medium hydrophobicity
and AS15 high hydrophobicity.In initial experiments we injected
180 μg of a tryptic digest
of six proteins (“6-mix”) onto each of the three columns.
Fractions were automatically collected and reinjected onto a C18 RP
column using an Ultimate 3000 HPLC (Thermo-Fisher Scientific) and
data acquired on a UV detector. With the use of Chromeleon software
(v6.8), 2D retention maps were created by which the evaluation of
the peptide distribution over the two dimensions was possible. Retention
maps showed a highly orthogonal separation by AS24—as shown
by the wide distribution over the two-dimensional space—some
separation by AS11-HC and almost full retention of peptides on AS15
even when eluted with 1 M NaCl (Figure 1A).
As the functionality in all three materials is identical, the difference
of separation efficiency must depend on their differences in hydrophobicity.
Indeed, addition of at least 25% AcN to the mobile phase allowed elution
of tryptic peptides from AS15 and improved elution from AS11-HC (Figure 1B), showing that high hydrophobicity of the chemical
backbones of these columns’ hampers the use for separation
of peptides. Furthermore, the most hydrophilic member of the ion exchange
materials in this line (AS25) performs similarly well as AS24 (Supporting Information, Figure S2) which led
us to conclude that both the hydrophilicity in conjunction with the
ion exchange functionality are important for the high orthogonality
of this type of chromatography that we termed hydrophilic Strong Anion
Exchange (hSAX) chromatography.
Figure 1
IonPac A24 shows high orthogonality, reproducibility
and linearity.
(A) 2D retention maps of peptides of a 6-protein mix digest show that
elution with up to 1 M NaCl in absence of organic solvent leads to
high orthogonality for AS24 (ultralow hydrophobicity), but part and
full retention of peptides by AS11-HC (medium hydrophobicity) and
AS15 (high hydrophobicity), respectively. (B) Addition of 25% acetonitrile
(AcN) into the elution buffer enhances elution from AS11-HC and AS15.
(C) Three replicate injections on AS24 over the course of 48 h show
high reproducibility. (D) Increasing amounts of protein digest loaded
on AS24 show good linear behavior without peak broadening.
IonPac A24 shows high orthogonality, reproducibility
and linearity.
(A) 2D retention maps of peptides of a 6-protein mix digest show that
elution with up to 1 M NaCl in absence of organic solvent leads to
high orthogonality for AS24 (ultralow hydrophobicity), but part and
full retention of peptides by AS11-HC (medium hydrophobicity) and
AS15 (high hydrophobicity), respectively. (B) Addition of 25% acetonitrile
(AcN) into the elution buffer enhances elution from AS11-HC and AS15.
(C) Three replicate injections on AS24 over the course of 48 h show
high reproducibility. (D) Increasing amounts of protein digest loaded
on AS24 show good linear behavior without peak broadening.Next, we tested how pH affected AS24 performance.
As the functional
groups are primarily quaternary amines, changes of pH have no to little
effect on column chemistry, but will change the available negative
charge on peptides. When the mobile phase was adjusted to pH 3, a
major breakthrough was observed in 2D retention maps, which was absent
at pH 8. Furthermore, acidic pH in sample solution, while keeping
the mobile phase at pH 8, or changing the mobile phase to pH 10 reduced
retention of peptides or had no beneficial effect (Supporting Information, Figure S3). We therefore performed
all following experiments in 20 mM Tris-HCl, at pH 8. This has actually
the benefit that tryptic digestion of the cell lysate can be performed
at 20 mM Tris-HCl, pH 8 and directly injected on the column, avoiding
solid phase extraction or lyophilization and, therefore, minimizing
sample loss.Now that running conditions were optimized, we
calculated the column
efficiency of the AS24 on a digested peptide mixture from BSA (Supporting Information, Figure S4) and we analyzed
the run-to-run reproducibility and linearity which is required for
quantitative proteomics experiments, using replicate injections of
digested 6-mix samples over a period of 48 h (Figure 1C) and injections of increasing material (Figure 1D). In both cases, AS24 showed very high reproducibility
(Supporting Information, Figure S5) and
good linearity (Supporting Information,
Figure S6).
Separation of a Complex Proteome and Comparison to RP/RP
After optimized parameters were established, the method was applied
to a very complex mixture, a total cell lysate of the mouse macrophage
cell line RAW264.7. Tryptic peptides of 200 μg of cell lysate
were separated on the AS24 column in a 35 min gradient from 0 to 1
M NaCl (34 fractions) which were automatically collected and injected
onto a Gemini C18 column (Phenomenex). 2D retention maps show a very
high orthogonality of separation between the two chromatographic dimensions
(Figure 2A), displayed by the elution of peptides
over the entire 2D map.
Figure 2
Separation of total cell lysate digests by hSAX
and a high pH/low
pH reversed phase approach show differences in orthogonality. Tryptic
RAW264.7 macrophage cell lysate digests were separated on an AS24
SAX column (A) or an Acclaim PA2 RP column at pH 10 (B). Thirty-four
fractions of both first dimensions were separated in the second dimension
by reversed phase chromatography at pH 3.
Separation of total cell lysate digests by hSAX
and a high pH/low
pH reversed phase approach show differences in orthogonality. Tryptic
RAW264.7 macrophage cell lysate digests were separated on an AS24
SAX column (A) or an Acclaim PA2 RP column at pH 10 (B). Thirty-four
fractions of both first dimensions were separated in the second dimension
by reversed phase chromatography at pH 3.Furthermore, we separated the same cell lysate
digest on two different
columns using high pH (pH 10)/ low pH (pH 3) RP/RP chromatography
(Supporting Information, Figure S1) which
has shown good orthogonality in the past and is currently seen as
the gold standard in two-dimensional separation due to its high resolution.[32,33] We then optimized elution parameters and chose the Acclaim PA2 (Thermo-Fisher
Scientific) as it performed best, likely due to its higher polarity
than the conventional C18 (Acclaim 120, Thermo-Fisher Scientific).
Then we compared its orthogonality to the AS24 ion exchange column
using 2D peptide maps using identical run time and numbers of fractions
(Figure 2B).2D retention maps show that
the hSAX/RP approach performs considerably
better than the RP/RP approach, as a much greater area in the 2D maps
is covered with peaks, while peptides in the RP/RP approach are scattered
around the diagonal. This provides further evidence that high pH RP/low
pH RP cannot be fully orthogonal, as both dimensions separate according
to hydrophobicity. Recent approaches to concatenate early and late
fractions of high pH RP to increase orthogonality have improved results;[32] however, concatenation involves user interference
and might provide problems in quantitative proteomics experiments
when the same peptides are then present in non-neighboring fractions
as quantitative proteomics software such as MaxQuant requires peptides
to be in neighboring fractions for accurate quantitation.In
order to test both hSAX and high pH RP approaches for their
performance in a proteomics experiment, we injected aliquots (3–6%,
corresponding to ∼300–400 ng of protein digest; ∼1
× 108 base peak chromatogram) of each of the 34 fractions
of the RAW264.7 cell lysate separated by hSAX or high pH RP onto an
Orbitrap Velos Pro mass spectrometer, using 300 min gradients on a
75 μm × 50 cm Pepmap C18 column (Thermo-Fisher Scientific),
corresponding to one week of instrument time each. Online separation
of hSAX and high pH RP fractions showed a similar degree of orthogonality
comparable to the offline 2D chromatography (Supporting
Information, Figure S7A and B).MS/MS spectra were searched
against the mouseIPI database v3.87
using X!Tandem. Peptide and protein probabilities were calculated
using the TPP. Results were filtered at Peptide- and ProteinProphet
estimated 1% FDR. While we identified with the RP/RP approach 99110
peptides and 8627 proteins (1% FDR), the hSAX approach resulted in
identification of 126318 unique peptides and 9469 proteins, representing
28% and 10% more identifications respectively (Table 2 and Supporting Information, Table
S1), while keeping the average sequence coverage equal (31% respectively
32%) (Supporting Information, Figure S8).
Combining both approaches, we identified 159847 peptides and 9871
proteins showing that we could increase the number of peptides and
proteins identified by only 20% and 4% respectively compared to hSAX
alone (Table 2). In addition, we analyzed the
data using the Andromeda search engine included in MaxQuant[28,29] which identified overall 6–8% less proteins and peptides
in each experiment, but confirmed the superiority of our SAX approach
(Table 2 and Supporting
Information, Table S1). This data compares well to two recent
publications in which about similar number of proteins were identified
from a mammalian cell line using 3 different proteases and 2 weeks
of instrument time[34] or in which samples
were analyzed repeatedly with inclusion lists.[35]
Table 2
Proteins and Unique Peptides Identified
by X!Tandem and Andromeda in the hSAX and High pH RP LC–MS
Experiments from RAW264.7 Cell Lysate
separation
search engine
unique
proteinsa
unique
peptidesb
1D-SAX
X!Tandem
9469
126318
1D high pH RP
X!Tandem
8627
99110
combined
X!Tandem
9871
159847c
1D-SAX
Andromeda
8830
116093
1D high
pH RP
Andromeda
8131
95721
combined
Andromeda
9613
154553
Unique proteins (FDR ≤ 1%)
according to ProteinProphet (X!Tandem) and MaxQuant (Andromeda).
Unique nonstripped peptides
(FDR
≤ 1%) according to PeptideProphet (X!Tandem) and MaxQuant (Andromeda).
Number differing from Figure 4A due to FDR recalculation on combined pep.xml (PeptideProphet).
Unique proteins (FDR ≤ 1%)
according to ProteinProphet (X!Tandem) and MaxQuant (Andromeda).Unique nonstripped peptides
(FDR
≤ 1%) according to PeptideProphet (X!Tandem) and MaxQuant (Andromeda).Number differing from Figure 4A due to FDR recalculation on combined pep.xml (PeptideProphet).
Figure 4
hSAX/RP and RP/RP lead to the identification
of different peptide
subsets. (A) Both hSAX and RP approaches lead to the identification
of different subsets of peptides with only about half the peptides
identified in the two approaches (please note: number of combined
peptides higher than in Table 2 due to FDR
recalculation) (proportional Venn diagram has been produced using
BioInfoRx). (B) In-depth analysis of the amino acid distribution in
the subset of unique peptides revealed that hSAX favored more acidic
peptides than RP, a trend that is more representative to the in-silico tryptic digestion of the whole IPI database. (C)
Moreover, both hSAX and RP approaches showed similar peptide charge
state distribution over the whole gradient, favoring doubly and triply
charged peptide ions.
The high orthogonality of the hSAX approach is not
only shown by
the broad distribution in the 2D peptide maps, but also exemplified
by the fact that we identified more than 3000 proteins in 16 out of
34 fractions, while the RP/RP approach achieved this for only 6 fractions
(Figure 3A). Data also indicated that we could
have saved instrument time by combining the last 5 fractions, which
could have reduced run time by almost another day. The hSAX approach
also showed a considerably higher number of proteins (7292 vs 6315
in RP/RP, +15%) that were identified with 3 and more peptides which
considerably improves identification and quantitation in proteomics
experiments.
Figure 3
Comparison of protein and peptide identifications from
off-line
separation by either hSAX/RP or RP/RP and LC–MS experiments.
(A) The high orthogonality of the hSAX approach is exemplified by
the identification of more than 3000 proteins in 16 out of 34 fractions,
outperforming RP/RP approach (6 out of 34 fractions). (B) Moreover,
the hSAX was comparable to the RP/RP approach in separating peptides
in a single fraction (69% of RP peptides were present in one fraction
compared to 55% for the hSAX approach), which is beneficial for quantitative
proteomics experiments.
Comparison of protein and peptide identifications from
off-line
separation by either hSAX/RP or RP/RP and LC–MS experiments.
(A) The high orthogonality of the hSAX approach is exemplified by
the identification of more than 3000 proteins in 16 out of 34 fractions,
outperforming RP/RP approach (6 out of 34 fractions). (B) Moreover,
the hSAX was comparable to the RP/RP approach in separating peptides
in a single fraction (69% of RP peptides were present in one fraction
compared to 55% for the hSAX approach), which is beneficial for quantitative
proteomics experiments.As quantitative proteomics performs best when peptides
are only
present in one fraction, we tested how many peptides were only identified
in a single fraction. Here, the RP/RP approach expectedly outperformed
the hSAX approach, showing a higher resolution as 69% of peptides
were present in one fraction compared to 55% for the hSAX approach
(Figure 3B). Only 18.5% (hSAX) and 11.6% (RP)
of all peptides respectively were identified in 3 or more fractions.
Nevertheless, separation on the AS24 showed good resolution for quantitative
proteomics experiments. In addition, separate experiments with dimethyl-labeled[36] proteome samples indicated that deuterated samples
do not change retention time in hSAX chromatography as they can do
in RP experiments (data not shown), which can potentially separate
light and heavy forms of isotopically labeled peptides into neighboring
fractions complicating peptide quantitation.Interestingly,
the two techniques seem to favor certain subsets
of peptides as only 58679 peptides (46% for hSAX and 60% for RP) are
shared among the two approaches (Figure 4A). To further identify the characteristics of these
subsets, we analyzed which amino acids were over-represented in the
data sets unique to each approach (Supporting
Information, Figure S9) and identified peptides with a higher
number of acidic residues to be the major contributor to the difference
(Figure 4B). Furthermore, the peptides identified
by the hSAX approach matched much better to an in silico digest of all proteins of the mouseIPI database (Figure 4B), suggesting that the hSAX approach allows for
the identification of more representative peptides of the total proteome
than the RP/RP approach.hSAX/RP and RP/RP lead to the identification
of different peptide
subsets. (A) Both hSAX and RP approaches lead to the identification
of different subsets of peptides with only about half the peptides
identified in the two approaches (please note: number of combined
peptides higher than in Table 2 due to FDR
recalculation) (proportional Venn diagram has been produced using
BioInfoRx). (B) In-depth analysis of the amino acid distribution in
the subset of unique peptides revealed that hSAX favored more acidic
peptides than RP, a trend that is more representative to the in-silico tryptic digestion of the whole IPI database. (C)
Moreover, both hSAX and RP approaches showed similar peptide charge
state distribution over the whole gradient, favoring doubly and triply
charged peptide ions.Finally, we tested how separation via hSAX affected
the charge-state
distribution of peptide ions in mass spectrometry over the gradient.
Unlike SCX, peptides fractionated by SAX should not show a charge-distribution
as the negative charges by which the peptides were separated in the
first dimension at pH 8 do not affect electrospray ionization (ESI)
after separation at pH 3 in the second dimension, where basic residues
are critical. Evaluation of peptide charge states showed that peptides
separated by both hSAX and RP/RP showed a relatively even charge state
distribution over the whole gradient (Figure 4C). This is of great advantage as the identification of doubly and
triply charged peptide ions is highly favored in ESI–MS/MS
compared to singly and highly charged ions which populate, for example,
early and late fractions of SCX experiments.[37]
Conclusion
In this work we demonstrate that hydrophilic
strong anion exchange
chromatography provides a robust and reproducible separation of complex
protein digest samples for proteomics analysis. Its very high orthogonality
proved to be superior to an optimized high pH RP/low pH RP approach
and enabled us to identify >9,000 proteins from RAW264.7mouse
macrophage
cell lysate in just one week of mass spectrometry instrument time
which will allow a better comparison of proteomics and transcriptomics
data. In the future, we will test the applicability of the hSAX material
for online 2D LC-MS and the separation of complex mammalian proteomes
for quantitative proteomics as well as phosphopeptide analysis.
Authors: M T Davis; J Beierle; E T Bures; M D McGinley; J Mort; J H Robinson; C S Spahr; W Yu; R Luethy; S D Patterson Journal: J Chromatogr B Biomed Sci Appl Date: 2001-03-10
Authors: Patrick G A Pedrioli; Jimmy K Eng; Robert Hubley; Mathijs Vogelzang; Eric W Deutsch; Brian Raught; Brian Pratt; Erik Nilsson; Ruth H Angeletti; Rolf Apweiler; Kei Cheung; Catherine E Costello; Henning Hermjakob; Sequin Huang; Randall K Julian; Eugene Kapp; Mark E McComb; Stephen G Oliver; Gilbert Omenn; Norman W Paton; Richard Simpson; Richard Smith; Chris F Taylor; Weimin Zhu; Ruedi Aebersold Journal: Nat Biotechnol Date: 2004-11 Impact factor: 54.908
Authors: Bo Zhao; Mahalia A C Serrano; Meizhe Wang; Tianying Liu; Mallory R Gordon; S Thayumanavan; Richard W Vachet Journal: Analyst Date: 2018-03-12 Impact factor: 4.616
Authors: Tony Ly; Aki Endo; Alejandro Brenes; Marek Gierlinski; Vackar Afzal; Andrea Pawellek; Angus I Lamond Journal: Wellcome Open Res Date: 2018-05-02
Authors: Barbara Ferreira da Silva; Chen Meng; Dominic Helm; Fiona Pachl; Jürgen Schiller; Emad Ibrahim; Charles M Lynne; Nancy L Brackett; Ricardo Pimenta Bertolla; Bernhard Kuster Journal: Mol Cell Proteomics Date: 2016-01-26 Impact factor: 5.911