Label-free high-throughput screening using mass spectrometry has the potential to provide rapid large-scale sample analysis at a speed of more than one sample per second. Such speed is important for compound library, assay and future clinical screening of millions of samples within a reasonable time frame. Herein, we present a liquid atmospheric pressure matrix-assisted laser desorption/ionization (AP-MALDI) setup for high-throughput large-scale sample analysis (>5 samples per second) for three substance classes (peptides, antibiotics, and lipids). Liquid support matrices (LSM) were used for the analysis of standard substances as well as complex biological fluids (milk). Throughput and analytical robustness were mainly dependent on the complexity of the sample composition and the current limitations of the commercial hardware. However, the ultimate limits of liquid AP-MALDI in sample throughput can be conservatively estimated to be beyond 10-20 samples per second. This level of analytical speed is highly competitive compared with other label-free MS methods, including electrospray ionization and solid state MALDI, as well as MS methods using multiplexing by labeling, which in principle can also be used in combination with liquid AP-MALDI MS.
Label-free high-throughput screening using mass spectrometry has the potential to provide rapid large-scale sample analysis at a speed of more than one sample per second. Such speed is important for compound library, assay and future clinical screening of millions of samples within a reasonable time frame. Herein, we present a liquid atmospheric pressure matrix-assisted laser desorption/ionization (AP-MALDI) setup for high-throughput large-scale sample analysis (>5 samples per second) for three substance classes (peptides, antibiotics, and lipids). Liquid support matrices (LSM) were used for the analysis of standard substances as well as complex biological fluids (milk). Throughput and analytical robustness were mainly dependent on the complexity of the sample composition and the current limitations of the commercial hardware. However, the ultimate limits of liquid AP-MALDI in sample throughput can be conservatively estimated to be beyond 10-20 samples per second. This level of analytical speed is highly competitive compared with other label-free MS methods, including electrospray ionization and solid state MALDI, as well as MS methods using multiplexing by labeling, which in principle can also be used in combination with liquid AP-MALDI MS.
Label-free
high-throughput screening
(HTS) of large sample sets using mass spectrometry (MS) has gained
increased attention in recent years.[1−5] Especially, the reduced numbers of false positive or negative results
is a particular advantage in contrast to the non-MS label-based screening
approaches such as fluorescence-based assays.[6,7] The
latter also require elaborate sample preparations using costly labels
such as dyes.So far the main focus for mass spectrometric HTS
has been on electrospray
ionization (ESI)[8] and solid-state matrix-assisted
laser desorption/ionization (MALDI)[9] as
ionization techniques, and a critical review has been published recently.[10]ESI is a versatile and well-studied platform
for the ionization
of a broad range of pharmaceutically interesting compounds.[11−16] However, a major drawback of ESI is a lack of speed in the supply
of samples, which is a prerequisite for HTS applications. The fastest
commercially available system using ESI is the Agilent RapidFire for
which a maximum throughput of 2.5 s per sample was reported without
using the supplied solid-phase extraction.[17]Solid-state MALDI achieved an analytical speed of up to 2.5
samples
per second (0.4 s per sample) for certain analytes using the Bruker
RapifleX Pharma Pulse.[9] However, the time
for spotting and the actual biochemical assay were considerably longer.
Acoustic Mist Ionization (AMI) and Desorption Electrospray Ionization
(DESI) yielded comparable throughput with 0.45 s[18] and 0.4 s[19] per sample, respectively.For the different MS ionization methods, biochemical matrices or
necessary assay components can be challenging due to their imparted
ion signal suppression,[18] impeding crystallization
in the case of MALDI or being generally incompatible with the necessary
requirements regarding the sample environment or mass spectrometry
(nonvolatile salts). However, the suitability of commonly used buffers
for MS analysis was investigated[20] and
it was shown that label-based non-MS assays can be readily adapted
for MALDI MS analysis.[2] The implementation
of an additional MALDI spot washing step offers the possibility to
reduce buffer concentrations and hence make more assays accessible
for analysis with MALDI MS.[9]Liquid
atmospheric pressure (AP) MALDI combines the advantages
of both the analysis speed of conventional solid-state MALDI under
AP and the versatility of ESI. Different types of biomolecules[21−23] can be analyzed over a wide range of pH values[24] and in a complex biological matrix,[25] illustrating the general suitability of liquid AP-MALDI
for biochemical screening assays. Additionally, the predominant formation
of multiply charged analyte ions offers the possibility for further
target characterization by highly informative MS/MS.[26]
Experimental Section
AP-MALDI MS
A detailed description
of the in-house
developed AP-MALDI setup can be found in a previous publication.[27] Briefly, a heated transfer tube (1 mm internal
diameter, 6 cm length) was placed at the inlet of a Synapt G2-Si HDMS
instrument (Waters, Wilmslow, U.K.). Ions were generated using a pulsed
337 nm nitrogen laser (3 ns pulse duration; 30 Hz pulse repetition
rate) and extracted from a target plate across a gap of approximately
3 mm to the ion transfer tube with a potential difference of 3.5 kV.
A counter N2 gas flow of 180 L/h was applied to the ion
transfer tube. Target plate movement was achieved using a Waters Research
Enabled Software (WREnS)-controlled xy-stage and its start was synchronized
with the start of the MS data acquisition. Data acquisition was set
to TOF, sensitivity and positive ion mode with an m/z range of 100–2000. Manual calibration
was performed by AP-LDI using sodium iodide and an acquisition time
of 3 min with an m/z range of 100–2000
using Intellistart (MassLynx; Waters).
Materials
Ethylene
glycol, propylene glycol, glycerol,
water, tris base (trizma), acetonitrile (MeCN), trifluoroactic acid
(TFA), bradykinin, α-cyano-4-hydroxycinnamic acid (CHCA), 2,5-dihydroxybenzoic
acid (DHB), ampicillinsodium salt (AMP), and penicillinase from Bacillus cereus were purchased from Sigma-Aldrich
(Gillingham, U.K.).
Solid MALDI Sample Preparation
Solid
MALDI samples
were prepared by mixing matrix solution with analyte solution at a
ratio of 1:1 (v/v), spotting 1 μL of the mixture onto the target
plate and leaving it to dry at room temperature. The CHCA matrix solution
was prepared by dissolving CHCA in 0.1% TFA/MeCN (50:50; v/v) to yield
a final concentration of 10 mg/mL. Similarly, a 20 mg/mL DHB matrix
solution was prepared in 0.1% TFA/MeCN (70:30; v/v).
Liquid MALDI
Sample Preparation
Liquid MALDI samples
were prepared by mixing a liquid support matrix (LSM) with analyte
solution at a ratio of 1:1 (v/v). The LSM consisted of a CHCA solution
(5–30 mg/mL, 50:50 or 70:30 H2O/MeCN; v/v) with
ethylene or propylene glycol added equal to 60–70% of the solution
volume. For milk lipid extracts glycerol-based LSM was used to enhance
droplet stability.For the lactamase assay, an aqueous solution
of AMP was prepared at a concentration of 50 μg/mL. The penicillinase
was dissolved in 0.1 M tris buffer around pH 8 to a final concentration
of 1800–3600 units/mL. Tris buffer or enzyme solution were
respectively added to AMP and incubated in a block heater for 2 h
at 35 °C.Milk for lipid analysis was obtained from the
dairy cow herd at
the Centre for Dairy Research (CEDAR) at the University of Reading
(UoR). A total of 100 milk samples were collected from 100 healthy
cows through a Dairymaster 50 rotary parlor (Dairymaster Ltd., Bromsgrove,
U.K.). All milk samples were pooled and stored in 2 mL cryotubes at
−80 °C.Prior to the analysis, one cryotube of milk
was defrosted at room
temperature for 5 min and 50 μL of pooled milk was aliquoted
in 1.5 mL tubes. The aliquots (50 μL) were mixed with 450 μL
of hexane/isopropanol (3:2; v/v) and vortexed for 5 s. No centrifugation
was required, and the supernatant (lipids fraction) was directly used
as analyte solution for analysis.
Results and Discussion
Subsecond sample analyses require data acquisition with significantly
faster scan rates in order to obtain an adequate number of sampling
points. This is critical for accurate recording of each sample’s
ion signal as well as the separation of individual subsequent samples
in high-throughput applications. Thus, using the liquid AP-MALDI source,
analyses were carried out in TOF mode without ion mobility measurement.
The MS scan time was set between 0.1 and 0.03 s and the interscan
delay time to its shortest value (0.01 s), which resulted in an actual
interscan delay time of 50 ms due to data transfer restrictions and
automated software-driven delay time adjustment.Bradykinin
was selected as a peptidic analyte standard for the
proof of principle of high-throughput analysis using liquid AP-MALDI
MS. A commercial 96-well MALDI sample plate (Waters) was manually
spotted with a mixture of the LSM and analyte. Figure shows the results that can be obtained by
moving the plate at a speed of approximately 5 mm/s. At this speed
96 samples spotted in 8 rows were analyzed in approximately 76 s,
that is, 1.3 samples per second. As the plate moved at a constant
speed across each row, the MALDI samples were irradiated by the laser
only for a fraction of the time. In addition, as the laser pulse repetition
rate was not synchronized with the sample presentation rate, the laser
randomly irradiated different areas of the sample droplets, arguably
leading to some fluctuation in sample-to-sample ion signal intensities
due to the dome shape of the sample droplets and the laser beam’s
angle of incidence on the MALDI sample plate of approximately 60°.
Additionally, the effect of deceleration and acceleration of the stage
at the turning points caused some peak broadening at these positions.
Yet, all sample spots yielded intense analyte ion signals with low
sample-to-sample variation and subsequent samples were easily distinguished.
It should be noted here that liquid MALDI can produce “ESI-like”
multiply charged ions and therefore the base peak in the MALDI sample
spectra is in all cases the doubly protonated bradykinin ion signal
(see Figure b,c).
Figure 1
(a) Liquid
AP-MALDI extracted ion chromatogram (m/z 530.79) of 96 sample wells with bradykinin as
analyte (1 μL total sample volume spotted, 25 pmol analyte on
target) at 5 mm/s stage movement speed. (b) Mass spectrum of all scans
acquired for the first sample. (c) Mass spectrum of all scans acquired
for the last sample.
(a) Liquid
AP-MALDI extracted ion chromatogram (m/z 530.79) of 96 sample wells with bradykinin as
analyte (1 μL total sample volume spotted, 25 pmol analyte on
target) at 5 mm/s stage movement speed. (b) Mass spectrum of all scans
acquired for the first sample. (c) Mass spectrum of all scans acquired
for the last sample.As the next step, a slightly
faster stage for the MALDI plate was
installed and a simple biochemical assay to detect lactamase activity
was chosen to demonstrate the potential of liquid AP-MALDI MS for
screening assays. The β-lactam antibiotic ampicillin was incubated
for 2 h with penicillinase in the appropriate buffer as well as with
buffer only (control). A target plate was then spotted with MALDI
samples consisting of LSM with water as analyte solution (blank),
LSM with ampicillin in buffer only (control), and LSM with lactamase-treated
ampicillin in buffer. Because of the geometrical constraints of the
setup with the new stage (due to the larger footprint of the new stage
and space restrictions of the current setup), only 11 of the 12 columns
could be used and a total of 88 MALDI samples were spotted and irradiated. Figure displays the total
ion chromatogram (TIC) and selected extracted ion chromatograms (XICs)
obtained from analyzing all 88 samples with a stage movement speed
of 26 mm/s.
Figure 2
Liquid AP-MALDI MS ion chromatograms of 88 samples consisting of
LSM with water only (“blank”), LSM with ampicillin incubated
with penicillinase (64.1 amol on target; “enzyme”) and
without penicillinase (“control”) acquired at 0.18 s/sample
(26 mm/s) speed. Some of the “enzyme” and “control”
samples were alternatingly spotted in the two middle rows of the sample
plate (“alternate”). (a) Total ion chromatogram and
extracted ion chromatogram of (b) protonated CHCA, (c) sodiated intact
ampicillin, and (d) sodiated decarboxylated hydrolyzed ampicillin.
(e) Mass spectra of all scans for each respective sample as indicated
in the chromatograms (m/z 190.04
protonated CHCA, m/z 346.12 sodiated
decarboxylated hydrolyzed ampicillin, m/z 372.10 sodiated intact ampicillin).
Liquid AP-MALDI MS ion chromatograms of 88 samples consisting of
LSM with water only (“blank”), LSM with ampicillin incubated
with penicillinase (64.1 amol on target; “enzyme”) and
without penicillinase (“control”) acquired at 0.18 s/sample
(26 mm/s) speed. Some of the “enzyme” and “control”
samples were alternatingly spotted in the two middle rows of the sample
plate (“alternate”). (a) Total ion chromatogram and
extracted ion chromatogram of (b) protonated CHCA, (c) sodiated intact
ampicillin, and (d) sodiated decarboxylated hydrolyzed ampicillin.
(e) Mass spectra of all scans for each respective sample as indicated
in the chromatograms (m/z 190.04
protonated CHCA, m/z 346.12 sodiated
decarboxylated hydrolyzed ampicillin, m/z 372.10 sodiated intact ampicillin).The XIC for CHCA (m/z 190.05; Figure b) shows 11 peaks
at higher intensity for the spots where matrix was only spotted with
water (blank). The sodiated ampicillin ion signal at m/z 372.1 was only detected when the MALDI samples
with ampicillin but without lactamase were irradiated (Figure c). Strong ion signals at m/z 346 were only detected from the samples
with the penicillinase-incubated ampicillin (Figure d). These ion signals can be assigned to
the sodium adduct ions of the decarboxylated hydrolyzed ampicillin,
a typical product of lactamase treatment. As seen in Figure , unambiguous identification
of treated and untreated ampicillin samples can be made. Virtually
no carryover between the samples was observed.Importantly,
the analytical speed demonstrated by the analysis
of these assay samples is >5.5 samples per second, which is twice
as fast as the latest published data for HTS analysis of large sample
sets by mass spectrometry.[9,18] However, the current
maximum laser pulse repetition rate and the instrument’s scan
and interscan delay times arguably result in some limitations with
respect to the ion signal intensity and stability, explaining some
of the ion signal fluctuations in Figure . At a laser pulse repetition rate of 30
Hz and a stage speed of 26 mm/s each sample will be irradiated by
only three laser shots, since the sample diameter is ∼2.5 mm.
Thus, as indicated earlier some samples will be irradiated with two
laser shots hitting the laser beam-facing side of the dome-shaped
sample droplet and one laser shot hitting the shadow side of the droplet
while others will have the opposite irradiation pattern as there is
no synchronization between laser pulse repetition rate and sample
presentation rate. Thus, higher laser pulse repetition rates (1 kHz
or more) and a reduction of the instrument’s scan and interscan
delay times should allow for analytical speeds well beyond 10 samples
per second with much-improved ion signal abundance and stability.With the above-mentioned restrictions of the faster stage and speed,
88 samples of bradykinin were also analyzed using this new stage.
For further comparison, both liquid and solid AP-MALDI MS data were
acquired. As expected, the liquid AP-MALDI MS data of this experiment
(see Figure a) show
a similar ion signal stability compared to the penicillinase assay
data but a slightly worse ion signal stability compared to the earlier
bradykinin data due to the lower number of laser shots (≤3
vs approximately 15) and scans per sample and their associated limitations
on ion signal stability as discussed above. However, the comparison
to the solid AP-MALDI MS data (see Figure ) clearly shows that the predominant analyte
ion signal in solid AP-MALDI MS is the singly, not doubly, charged
protonated bradykinin ion (see Figure c–e), and more importantly, that the ion signal
intensity and stability is significantly worse with many samples (scans),
showing only poor or no analyte ion signal (see Figure b).
Figure 3
(a) Liquid AP-MALDI extracted ion chromatogram
of 88 sample wells
(1 μL total sample volume spotted, 25 pmol analyte on target)
at 26 mm/s stage movement speed for doubly charged bradykinin. (b)
Solid AP-MALDI extracted ion chromatogram of 88 sample wells (1 μL
total sample volume spotted, 25 pmol analyte on target) at 26 mm/s
stage movement speed for singly charged bradykinin using DHB as matrix.
(c) Mass spectrum obtained under the above high-throughput screening
conditions from all (3) scans of one liquid AP-MALDI sample. (d) Mass
spectrum obtained under the above high-throughput screening conditions
from all (3) scans of one solid AP-MALDI sample prepared with DHB.
(e) Mass spectrum obtained from one solid AP-MALDI sample prepared
with CHCA but manually acquired over 100 scans (>100 laser shots).
For solid AP-MALDI samples prepared with CHCA, bradykinin was not
detected under the above automated high-throughput screening conditions
using similar laser energies needed for DHB to produce bradykinin
ion signals.
(a) Liquid AP-MALDI extracted ion chromatogram
of 88 sample wells
(1 μL total sample volume spotted, 25 pmol analyte on target)
at 26 mm/s stage movement speed for doubly charged bradykinin. (b)
Solid AP-MALDI extracted ion chromatogram of 88 sample wells (1 μL
total sample volume spotted, 25 pmol analyte on target) at 26 mm/s
stage movement speed for singly charged bradykinin using DHB as matrix.
(c) Mass spectrum obtained under the above high-throughput screening
conditions from all (3) scans of one liquid AP-MALDI sample. (d) Mass
spectrum obtained under the above high-throughput screening conditions
from all (3) scans of one solid AP-MALDI sample prepared with DHB.
(e) Mass spectrum obtained from one solid AP-MALDI sample prepared
with CHCA but manually acquired over 100 scans (>100 laser shots).
For solid AP-MALDI samples prepared with CHCA, bradykinin was not
detected under the above automated high-throughput screening conditions
using similar laser energies needed for DHB to produce bradykinin
ion signals.Finally, this method was applied
to the analysis of heterogeneous
biofluid. Bovine milk was collected at the University of Reading’s
research farm at CEDAR, and after a short, one-pot sample preparation,
samples were spotted as described before. To achieve a good signal-to-noise
ratio for analyte detection, somewhat longer acquisition times, that
is, approximately 1 s per sample, were chosen with the stage moving
fast from sample to sample while spending more time on each sample.For all sample spots, mass spectra with good signal-to-noise ratios
were obtained (see Figure ), highlighting the suitability of liquid AP-MALDI for the
fast analysis of complex biological samples. As the stage resides
longer on each sample and more importantly on a specific similar spot
on each sample, the ion signal for each spot becomes more rectangularly
shaped, again indicating that similarly well-defined ion signals should
be obtained with higher laser pulse repetition rates at faster stage
movement (and faster scan times and less interscan delay). For selected
peaks MS/MS data were acquired and characteristic fragment peaks at m/z 184.07 were found, indicating the loss
of the headgroup of glycerophospholipids. Similar peaks for bovine
milk were reported earlier.[28]
Figure 4
Liquid AP-MALDI
MS analysis of 88 sample wells of bovine milk at
1.0 s/sample. Top panel: TIC with an enlargement of a part of the
TIC as inset. Bottom panel: a representative mass spectrum for one
sample (13 scans). Labeled peaks can be assigned to glycerophospholipids.
Liquid AP-MALDI
MS analysis of 88 sample wells of bovine milk at
1.0 s/sample. Top panel: TIC with an enlargement of a part of the
TIC as inset. Bottom panel: a representative mass spectrum for one
sample (13 scans). Labeled peaks can be assigned to glycerophospholipids.
Conclusion
The data presented demonstrate
that liquid AP-MALDI is suitable
for high-throughput sample screening with a speed of greater than
5 samples per second for the analysis of peptides, lipids, and antibiotics.
A simple biochemical assay was conducted and a clear distinction between
converted and nonconverted substrate for each sample was achieved.
The technique was successfully applied to complex raw milk extracts,
although a somewhat lower analysis speed was chosen to obtain quality
spectra with a multitude of lipid species. The sample throughput obtained
with liquid AP-MALDI is higher compared to those recently reported
for the RapifleX and RapidFire techniques. For the more complex milk
samples, currently lower speeds are applied, which are still highly
competitive with ESI-based systems.Further advancement toward
higher throughput can be achieved using
MALDI sample plate formats with smaller volumes and sample spacing.
Preliminary experiments with 384-well plates using 0.4 μL sample
volume have shown the importance of spotting reproducibility and the
use of higher laser pulse repetition rates. For the 96-well plate
(2.5 mm sample diameter) in this study, up to three laser pulses are
used for one sample at 30 Hz laser pulse repetition rate and 26 mm/s
sample movement speed. Thus, TIC variations may be due to only two
laser shots hitting the sample and different laser fluences caused
by the angle of the sample droplet. For lower volume plates, these
effects will become even more pronounced. Hence, higher laser pulse
repetition rates combined with less interscan delay and faster scan
times should further enhance performance of the technique, especially
regarding reproducibility.
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